2022-02-28 01:53:08,259 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.13 |Anaconda, Inc.| (default, Jun 4 2021, 14:25:59) [GCC 7.5.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.8.1_rc3+cuda90_cudnn7.6.3 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - 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_60,code=sm_60;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6.3 - Magma 2.5.0 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=9.0, CUDNN_VERSION=7.6.3, CXX_COMPILER=/root/ccache/lib/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-psabi -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, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.0a0+90a6206 OpenCV: 4.2.0 MMCV: 1.4.0 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.20.0+76aa26d ------------------------------------------------------------ 2022-02-28 01:53:08,826 - mmaction - INFO - Distributed training: True 2022-02-28 01:53:10,297 - mmaction - INFO - Config: model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=4, speed_ratio=4, channel_ratio=8, slow_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=True, fusion_kernel=7, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), fast_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, norm_eval=False)), cls_head=dict( type='SlowFastHead', in_channels=2304, num_classes=400, spatial_type='avg', dropout_ratio=0.5), train_cfg=None, test_cfg=dict(average_clips='prob')) train_cfg = None test_cfg = dict(average_clips='prob') dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train' data_root_val = 'data/kinetics400/rawframes_val' ann_file_train = 'data/kinetics400/kinetics400_train_list_rawframes.txt' ann_file_val = 'data/kinetics400/kinetics400_val_list_rawframes.txt' ann_file_test = 'data/kinetics400/kinetics400_val_list_rawframes.txt' 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=32, frame_interval=2, 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='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', 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=32, frame_interval=2, 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=32, frame_interval=2, 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=256), 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=8, workers_per_gpu=4, train=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics400_train_list_rawframes.txt', data_prefix='data/kinetics400/rawframes_train', pipeline=[ dict( type='SampleFrames', clip_len=32, frame_interval=2, 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='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', 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/kinetics400/kinetics400_val_list_rawframes.txt', data_prefix='data/kinetics400/rawframes_val', pipeline=[ dict( type='SampleFrames', clip_len=32, frame_interval=2, 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/kinetics400/kinetics400_val_list_rawframes.txt', data_prefix='data/kinetics400/rawframes_val', pipeline=[ dict( type='SampleFrames', clip_len=32, frame_interval=2, 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=256), 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']) ])) optimizer = dict(type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='step', step=[94, 154, 196]) total_epochs = 239 evaluation = dict( interval=6, metrics=['top_k_accuracy', 'mean_class_accuracy']) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' checkpoint_config = dict(interval=3) workflow = [('train', 1)] find_unused_parameters = False multigrid = dict( long_cycle=True, short_cycle=True, epoch_factor=1.5, long_cycle_factors=[[0.25, 0.7071], [0.5, 0.7071], [0.5, 1], [1, 1]], short_cycle_factors=[0.5, 0.7071], default_s=(224, 224)) precise_bn = dict(num_iters=200, interval=3) load_from = None resume_from = '/mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/epoch_186.pth' work_dir = '/mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01' gpu_ids = range(0, 16) omnisource = False module_hooks = [] 2022-02-28 01:53:19,232 - mmaction - INFO - Set random seed to 2086215393, deterministic: False 2022-02-28 01:53:22,896 - mmaction - INFO - {'long_cycle': True, 'short_cycle': True, 'epoch_factor': 1.5, 'long_cycle_factors': [[0.25, 0.7071], [0.5, 0.7071], [0.5, 1], [1, 1]], 'short_cycle_factors': [0.5, 0.7071], 'default_s': (224, 224)} 2022-02-28 01:53:22,897 - mmaction - INFO - Finish register multigrid hook 2022-02-28 01:53:22,897 - mmaction - INFO - Finish register subbn3daggre hook 2022-02-28 01:53:23,726 - mmaction - INFO - Finish register precisebn hook 2022-02-28 01:53:23,900 - mmaction - INFO - load checkpoint from local path: /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/epoch_186.pth 2022-02-28 01:53:27,777 - mmaction - INFO - resumed epoch 186, iter 101083 2022-02-28 01:53:27,779 - mmaction - INFO - Start running, host: liguankai@SH-IDC2-172-20-20-70, work_dir: /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01 2022-02-28 01:53:27,780 - mmaction - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) LongShortCycleHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) LongShortCycleHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (HIGHEST ) PreciseBNHook (VERY_HIGH ) SubBatchNorm3dAggregationHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2022-02-28 01:53:27,780 - mmaction - INFO - workflow: [('train', 1)], max: 239 epochs 2022-02-28 01:53:27,781 - mmaction - INFO - Checkpoints will be saved to /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01 by HardDiskBackend. 2022-02-28 01:53:27,781 - mmaction - INFO - default_bs, 8 2022-02-28 01:53:27,781 - mmaction - INFO - default_s--224 2022-02-28 01:53:27,781 - mmaction - INFO - default_t--32 2022-02-28 01:53:27,793 - mmaction - INFO - [(0, [8, 8, 158], 73), (0, [4, 16, 158], 110), (0, [2, 16, 224], 142), (0, [1, 32, 224], 158), (1, [8, 8, 158], 205), (1, [4, 16, 158], 228), (1, [2, 16, 224], 248), (1, [1, 32, 224], 259), (2, [8, 8, 158], 291), (2, [4, 16, 158], 308), (2, [2, 16, 224], 322), (2, [1, 32, 224], 329), (3, [1, 32, 224], 358)] 2022-02-28 01:53:27,793 - mmaction - INFO - lrs: [0.8, 0.4, 0.2, 0.1, 0.08000000000000002, 0.04000000000000001, 0.020000000000000004, 0.010000000000000002, 0.008000000000000002, 0.004000000000000001, 0.0020000000000000005, 0.0010000000000000002, 0.0010000000000000002, 1.0000000000000004e-05], steps: [73, 110, 142, 158, 205, 228, 248, 259, 291, 308, 322, 329, 343, 358] 2022-02-28 01:53:27,793 - mmaction - INFO - Finish change steplr to relativelr hook---- 2022-02-28 01:53:29,068 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 01:55:21,891 - mmaction - INFO - Epoch [187][20/234] lr: 8.000e-02, eta: -2 days, 20:50:40, time: 5.641, data_time: 3.471, memory: 9627, top1_acc: 0.5402, top5_acc: 0.7685, loss_cls: 1.9602, loss: 1.9602, grad_norm: 1.5939 2022-02-28 01:56:05,919 - mmaction - INFO - Epoch [187][40/234] lr: 8.000e-02, eta: -1 day, 5:06:10, time: 2.201, data_time: 0.065, memory: 9627, top1_acc: 0.5337, top5_acc: 0.7654, loss_cls: 1.9895, loss: 1.9895, grad_norm: 1.5876 2022-02-28 01:56:48,795 - mmaction - INFO - Epoch [187][60/234] lr: 8.000e-02, eta: -1 day, 7:56:23, time: 2.143, data_time: 0.078, memory: 9627, top1_acc: 0.5275, top5_acc: 0.7603, loss_cls: 2.0122, loss: 2.0122, grad_norm: 1.6209 2022-02-28 01:57:34,382 - mmaction - INFO - Epoch [187][80/234] lr: 8.000e-02, eta: -1 day, 9:11:15, time: 2.280, data_time: 0.064, memory: 9627, top1_acc: 0.5372, top5_acc: 0.7589, loss_cls: 1.9852, loss: 1.9852, grad_norm: 1.5876 2022-02-28 01:58:18,441 - mmaction - INFO - Epoch [187][100/234] lr: 8.000e-02, eta: -1 day, 10:00:23, time: 2.202, data_time: 0.059, memory: 9627, top1_acc: 0.5312, top5_acc: 0.7607, loss_cls: 2.0064, loss: 2.0064, grad_norm: 1.6053 2022-02-28 01:59:03,591 - mmaction - INFO - Epoch [187][120/234] lr: 8.000e-02, eta: -1 day, 10:30:10, time: 2.259, data_time: 0.058, memory: 9627, top1_acc: 0.5345, top5_acc: 0.7603, loss_cls: 1.9949, loss: 1.9949, grad_norm: 1.6007 2022-02-28 01:59:48,129 - mmaction - INFO - Epoch [187][140/234] lr: 8.000e-02, eta: -1 day, 10:52:34, time: 2.226, data_time: 0.061, memory: 9627, top1_acc: 0.5299, top5_acc: 0.7618, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.6009 2022-02-28 02:00:33,850 - mmaction - INFO - Epoch [187][160/234] lr: 8.000e-02, eta: -1 day, 11:06:59, time: 2.287, data_time: 0.068, memory: 9627, top1_acc: 0.5325, top5_acc: 0.7593, loss_cls: 2.0121, loss: 2.0121, grad_norm: 1.6148 2022-02-28 02:01:19,886 - mmaction - INFO - Epoch [187][180/234] lr: 8.000e-02, eta: -1 day, 11:17:32, time: 2.302, data_time: 0.062, memory: 9627, top1_acc: 0.5369, top5_acc: 0.7617, loss_cls: 1.9860, loss: 1.9860, grad_norm: 1.5982 2022-02-28 02:02:04,421 - mmaction - INFO - Epoch [187][200/234] lr: 8.000e-02, eta: -1 day, 11:28:00, time: 2.227, data_time: 0.063, memory: 9627, top1_acc: 0.5293, top5_acc: 0.7575, loss_cls: 2.0268, loss: 2.0268, grad_norm: 1.6325 2022-02-28 02:02:49,181 - mmaction - INFO - Epoch [187][220/234] lr: 8.000e-02, eta: -1 day, 11:36:09, time: 2.238, data_time: 0.062, memory: 9627, top1_acc: 0.5301, top5_acc: 0.7555, loss_cls: 2.0084, loss: 2.0084, grad_norm: 1.6110 2022-02-28 02:03:27,543 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 02:05:25,000 - mmaction - INFO - Epoch [188][20/234] lr: 8.000e-02, eta: -1 day, 10:59:08, time: 5.871, data_time: 3.944, memory: 9627, top1_acc: 0.5404, top5_acc: 0.7643, loss_cls: 1.9784, loss: 1.9784, grad_norm: 1.5794 2022-02-28 02:06:06,942 - mmaction - INFO - Epoch [188][40/234] lr: 8.000e-02, eta: -1 day, 11:10:25, time: 2.098, data_time: 0.065, memory: 9627, top1_acc: 0.5352, top5_acc: 0.7606, loss_cls: 1.9857, loss: 1.9857, grad_norm: 1.6205 2022-02-28 02:06:50,076 - mmaction - INFO - Epoch [188][60/234] lr: 8.000e-02, eta: -1 day, 11:18:55, time: 2.157, data_time: 0.058, memory: 9627, top1_acc: 0.5333, top5_acc: 0.7609, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.6251 2022-02-28 02:07:33,729 - mmaction - INFO - Epoch [188][80/234] lr: 8.000e-02, eta: -1 day, 11:25:44, time: 2.183, data_time: 0.059, memory: 9627, top1_acc: 0.5441, top5_acc: 0.7715, loss_cls: 1.9513, loss: 1.9513, grad_norm: 1.5988 2022-02-28 02:08:17,830 - mmaction - INFO - Epoch [188][100/234] lr: 8.000e-02, eta: -1 day, 11:31:17, time: 2.204, data_time: 0.055, memory: 9627, top1_acc: 0.5400, top5_acc: 0.7648, loss_cls: 1.9725, loss: 1.9725, grad_norm: 1.6235 2022-02-28 02:09:01,502 - mmaction - INFO - Epoch [188][120/234] lr: 8.000e-02, eta: -1 day, 11:36:28, time: 2.184, data_time: 0.060, memory: 9627, top1_acc: 0.5326, top5_acc: 0.7603, loss_cls: 2.0063, loss: 2.0063, grad_norm: 1.6406 2022-02-28 02:09:44,701 - mmaction - INFO - Epoch [188][140/234] lr: 8.000e-02, eta: -1 day, 11:41:23, time: 2.160, data_time: 0.061, memory: 9627, top1_acc: 0.5371, top5_acc: 0.7588, loss_cls: 1.9907, loss: 1.9907, grad_norm: 1.6215 2022-02-28 02:10:27,296 - mmaction - INFO - Epoch [188][160/234] lr: 8.000e-02, eta: -1 day, 11:46:10, time: 2.130, data_time: 0.062, memory: 9627, top1_acc: 0.5373, top5_acc: 0.7608, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.6132 2022-02-28 02:11:12,929 - mmaction - INFO - Epoch [188][180/234] lr: 8.000e-02, eta: -1 day, 11:48:17, time: 2.281, data_time: 0.062, memory: 9627, top1_acc: 0.5314, top5_acc: 0.7573, loss_cls: 2.0145, loss: 2.0145, grad_norm: 1.6210 2022-02-28 02:11:57,392 - mmaction - INFO - Epoch [188][200/234] lr: 8.000e-02, eta: -1 day, 11:50:54, time: 2.224, data_time: 0.062, memory: 9627, top1_acc: 0.5308, top5_acc: 0.7608, loss_cls: 2.0037, loss: 2.0037, grad_norm: 1.6111 2022-02-28 02:12:41,272 - mmaction - INFO - Epoch [188][220/234] lr: 8.000e-02, eta: -1 day, 11:53:38, time: 2.194, data_time: 0.057, memory: 9627, top1_acc: 0.5329, top5_acc: 0.7604, loss_cls: 2.0050, loss: 2.0050, grad_norm: 1.6191 2022-02-28 02:13:14,469 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 02:15:31,676 - mmaction - INFO - Epoch [189][20/234] lr: 8.000e-02, eta: -1 day, 11:19:35, time: 6.856, data_time: 5.514, memory: 9627, top1_acc: 0.5433, top5_acc: 0.7635, loss_cls: 1.9588, loss: 1.9588, grad_norm: 1.5975 2022-02-28 02:16:15,483 - mmaction - INFO - Epoch [189][40/234] lr: 8.000e-02, eta: -1 day, 11:23:04, time: 2.193, data_time: 0.269, memory: 9627, top1_acc: 0.5364, top5_acc: 0.7642, loss_cls: 1.9870, loss: 1.9870, grad_norm: 1.6237 2022-02-28 02:16:58,994 - mmaction - INFO - Epoch [189][60/234] lr: 8.000e-02, eta: -1 day, 11:26:24, time: 2.176, data_time: 0.225, memory: 9627, top1_acc: 0.5435, top5_acc: 0.7642, loss_cls: 1.9648, loss: 1.9648, grad_norm: 1.6319 2022-02-28 02:17:44,177 - mmaction - INFO - Epoch [189][80/234] lr: 8.000e-02, eta: -1 day, 11:28:33, time: 2.259, data_time: 0.319, memory: 9627, top1_acc: 0.5372, top5_acc: 0.7628, loss_cls: 1.9979, loss: 1.9979, grad_norm: 1.6476 2022-02-28 02:18:29,813 - mmaction - INFO - Epoch [189][100/234] lr: 8.000e-02, eta: -1 day, 11:30:15, time: 2.282, data_time: 0.697, memory: 9627, top1_acc: 0.5327, top5_acc: 0.7575, loss_cls: 2.0071, loss: 2.0071, grad_norm: 1.6360 2022-02-28 02:19:14,898 - mmaction - INFO - Epoch [189][120/234] lr: 8.000e-02, eta: -1 day, 11:32:05, time: 2.254, data_time: 1.164, memory: 9627, top1_acc: 0.5413, top5_acc: 0.7685, loss_cls: 1.9628, loss: 1.9628, grad_norm: 1.6266 2022-02-28 02:19:58,822 - mmaction - INFO - Epoch [189][140/234] lr: 8.000e-02, eta: -1 day, 11:34:18, time: 2.196, data_time: 0.846, memory: 9627, top1_acc: 0.5285, top5_acc: 0.7581, loss_cls: 2.0189, loss: 2.0189, grad_norm: 1.6338 2022-02-28 02:20:44,532 - mmaction - INFO - Epoch [189][160/234] lr: 8.000e-02, eta: -1 day, 11:35:28, time: 2.287, data_time: 0.891, memory: 9627, top1_acc: 0.5308, top5_acc: 0.7588, loss_cls: 2.0264, loss: 2.0264, grad_norm: 1.6362 2022-02-28 02:21:28,628 - mmaction - INFO - Epoch [189][180/234] lr: 8.000e-02, eta: -1 day, 11:37:17, time: 2.204, data_time: 0.706, memory: 9627, top1_acc: 0.5331, top5_acc: 0.7599, loss_cls: 2.0143, loss: 2.0143, grad_norm: 1.6345 2022-02-28 02:22:14,057 - mmaction - INFO - Epoch [189][200/234] lr: 8.000e-02, eta: -1 day, 11:38:20, time: 2.272, data_time: 0.129, memory: 9627, top1_acc: 0.5320, top5_acc: 0.7600, loss_cls: 1.9907, loss: 1.9907, grad_norm: 1.6379 2022-02-28 02:22:58,422 - mmaction - INFO - Epoch [189][220/234] lr: 8.000e-02, eta: -1 day, 11:39:45, time: 2.218, data_time: 0.060, memory: 9627, top1_acc: 0.5362, top5_acc: 0.7614, loss_cls: 2.0089, loss: 2.0089, grad_norm: 1.6188 2022-02-28 02:23:30,001 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 02:23:30,007 - mmaction - INFO - 110 BN found 2022-02-28 02:31:02,100 - mmaction - INFO - BN stats updated 2022-02-28 02:31:04,105 - mmaction - INFO - Saving checkpoint at 189 epochs 2022-02-28 02:31:06,887 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 02:32:49,850 - mmaction - INFO - Epoch [190][20/234] lr: 8.000e-02, eta: -1 day, 11:30:26, time: 5.147, data_time: 4.110, memory: 9627, top1_acc: 0.5417, top5_acc: 0.7639, loss_cls: 1.9629, loss: 1.9629, grad_norm: 1.6112 2022-02-28 02:33:34,149 - mmaction - INFO - Epoch [190][40/234] lr: 8.000e-02, eta: -1 day, 11:31:52, time: 2.215, data_time: 1.183, memory: 9627, top1_acc: 0.5369, top5_acc: 0.7648, loss_cls: 1.9601, loss: 1.9601, grad_norm: 1.6292 2022-02-28 02:34:17,934 - mmaction - INFO - Epoch [190][60/234] lr: 8.000e-02, eta: -1 day, 11:33:23, time: 2.189, data_time: 1.148, memory: 9627, top1_acc: 0.5354, top5_acc: 0.7631, loss_cls: 1.9855, loss: 1.9855, grad_norm: 1.6551 2022-02-28 02:35:02,203 - mmaction - INFO - Epoch [190][80/234] lr: 8.000e-02, eta: -1 day, 11:34:36, time: 2.214, data_time: 0.966, memory: 9627, top1_acc: 0.5362, top5_acc: 0.7665, loss_cls: 1.9873, loss: 1.9873, grad_norm: 1.6467 2022-02-28 02:35:46,767 - mmaction - INFO - Epoch [190][100/234] lr: 8.000e-02, eta: -1 day, 11:35:37, time: 2.227, data_time: 1.026, memory: 9627, top1_acc: 0.5355, top5_acc: 0.7614, loss_cls: 1.9936, loss: 1.9936, grad_norm: 1.6557 2022-02-28 02:36:28,465 - mmaction - INFO - Epoch [190][120/234] lr: 8.000e-02, eta: -1 day, 11:37:35, time: 2.086, data_time: 0.910, memory: 9627, top1_acc: 0.5375, top5_acc: 0.7629, loss_cls: 1.9801, loss: 1.9801, grad_norm: 1.6450 2022-02-28 02:37:13,069 - mmaction - INFO - Epoch [190][140/234] lr: 8.000e-02, eta: -1 day, 11:38:24, time: 2.230, data_time: 0.805, memory: 9627, top1_acc: 0.5341, top5_acc: 0.7639, loss_cls: 1.9957, loss: 1.9957, grad_norm: 1.6236 2022-02-28 02:37:57,536 - mmaction - INFO - Epoch [190][160/234] lr: 8.000e-02, eta: -1 day, 11:39:11, time: 2.224, data_time: 0.659, memory: 9627, top1_acc: 0.5341, top5_acc: 0.7615, loss_cls: 1.9997, loss: 1.9997, grad_norm: 1.6622 2022-02-28 02:38:42,136 - mmaction - INFO - Epoch [190][180/234] lr: 8.000e-02, eta: -1 day, 11:39:51, time: 2.230, data_time: 0.542, memory: 9627, top1_acc: 0.5362, top5_acc: 0.7670, loss_cls: 1.9858, loss: 1.9858, grad_norm: 1.6448 2022-02-28 02:39:25,182 - mmaction - INFO - Epoch [190][200/234] lr: 8.000e-02, eta: -1 day, 11:40:59, time: 2.153, data_time: 0.387, memory: 9627, top1_acc: 0.5367, top5_acc: 0.7612, loss_cls: 1.9928, loss: 1.9928, grad_norm: 1.6405 2022-02-28 02:40:09,768 - mmaction - INFO - Epoch [190][220/234] lr: 8.000e-02, eta: -1 day, 11:41:31, time: 2.229, data_time: 0.669, memory: 9627, top1_acc: 0.5312, top5_acc: 0.7549, loss_cls: 2.0290, loss: 2.0290, grad_norm: 1.6566 2022-02-28 02:40:41,001 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 02:42:58,122 - mmaction - INFO - Epoch [191][20/234] lr: 8.000e-02, eta: -1 day, 11:22:48, time: 6.856, data_time: 4.583, memory: 9627, top1_acc: 0.5366, top5_acc: 0.7657, loss_cls: 1.9648, loss: 1.9648, grad_norm: 1.6363 2022-02-28 02:43:40,854 - mmaction - INFO - Epoch [191][40/234] lr: 8.000e-02, eta: -1 day, 11:24:09, time: 2.136, data_time: 0.071, memory: 9627, top1_acc: 0.5344, top5_acc: 0.7668, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.6553 2022-02-28 02:44:25,232 - mmaction - INFO - Epoch [191][60/234] lr: 8.000e-02, eta: -1 day, 11:24:56, time: 2.219, data_time: 0.061, memory: 9627, top1_acc: 0.5339, top5_acc: 0.7637, loss_cls: 1.9915, loss: 1.9915, grad_norm: 1.6602 2022-02-28 02:45:09,525 - mmaction - INFO - Epoch [191][80/234] lr: 8.000e-02, eta: -1 day, 11:25:40, time: 2.214, data_time: 0.057, memory: 9627, top1_acc: 0.5381, top5_acc: 0.7617, loss_cls: 1.9825, loss: 1.9825, grad_norm: 1.6519 2022-02-28 02:45:53,896 - mmaction - INFO - Epoch [191][100/234] lr: 8.000e-02, eta: -1 day, 11:26:20, time: 2.218, data_time: 0.062, memory: 9627, top1_acc: 0.5352, top5_acc: 0.7638, loss_cls: 1.9924, loss: 1.9924, grad_norm: 1.6558 2022-02-28 02:46:38,762 - mmaction - INFO - Epoch [191][120/234] lr: 8.000e-02, eta: -1 day, 11:26:47, time: 2.244, data_time: 0.061, memory: 9627, top1_acc: 0.5328, top5_acc: 0.7635, loss_cls: 1.9891, loss: 1.9891, grad_norm: 1.6484 2022-02-28 02:47:23,809 - mmaction - INFO - Epoch [191][140/234] lr: 8.000e-02, eta: -1 day, 11:27:09, time: 2.253, data_time: 0.060, memory: 9627, top1_acc: 0.5279, top5_acc: 0.7547, loss_cls: 2.0214, loss: 2.0214, grad_norm: 1.6574 2022-02-28 02:48:07,330 - mmaction - INFO - Epoch [191][160/234] lr: 8.000e-02, eta: -1 day, 11:27:54, time: 2.176, data_time: 0.065, memory: 9627, top1_acc: 0.5347, top5_acc: 0.7603, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.6478 2022-02-28 02:48:51,245 - mmaction - INFO - Epoch [191][180/234] lr: 8.000e-02, eta: -1 day, 11:28:30, time: 2.195, data_time: 0.066, memory: 9627, top1_acc: 0.5397, top5_acc: 0.7629, loss_cls: 1.9806, loss: 1.9806, grad_norm: 1.6642 2022-02-28 02:49:36,012 - mmaction - INFO - Epoch [191][200/234] lr: 8.000e-02, eta: -1 day, 11:28:49, time: 2.239, data_time: 0.062, memory: 9627, top1_acc: 0.5361, top5_acc: 0.7593, loss_cls: 2.0035, loss: 2.0035, grad_norm: 1.6670 2022-02-28 02:50:22,265 - mmaction - INFO - Epoch [191][220/234] lr: 8.000e-02, eta: -1 day, 11:28:42, time: 2.313, data_time: 0.176, memory: 9627, top1_acc: 0.5305, top5_acc: 0.7622, loss_cls: 2.0006, loss: 2.0006, grad_norm: 1.6746 2022-02-28 02:50:51,091 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 02:52:54,630 - mmaction - INFO - Epoch [192][20/234] lr: 8.000e-02, eta: -1 day, 11:16:49, time: 6.174, data_time: 3.873, memory: 9627, top1_acc: 0.5379, top5_acc: 0.7672, loss_cls: 1.9799, loss: 1.9799, grad_norm: 1.6792 2022-02-28 02:53:37,970 - mmaction - INFO - Epoch [192][40/234] lr: 8.000e-02, eta: -1 day, 11:17:33, time: 2.169, data_time: 0.076, memory: 9627, top1_acc: 0.5375, top5_acc: 0.7646, loss_cls: 1.9732, loss: 1.9732, grad_norm: 1.6430 2022-02-28 02:54:22,186 - mmaction - INFO - Epoch [192][60/234] lr: 8.000e-02, eta: -1 day, 11:18:02, time: 2.210, data_time: 0.063, memory: 9627, top1_acc: 0.5442, top5_acc: 0.7707, loss_cls: 1.9488, loss: 1.9488, grad_norm: 1.6333 2022-02-28 02:55:05,363 - mmaction - INFO - Epoch [192][80/234] lr: 8.000e-02, eta: -1 day, 11:18:44, time: 2.160, data_time: 0.063, memory: 9627, top1_acc: 0.5368, top5_acc: 0.7618, loss_cls: 1.9857, loss: 1.9857, grad_norm: 1.6573 2022-02-28 02:55:50,298 - mmaction - INFO - Epoch [192][100/234] lr: 8.000e-02, eta: -1 day, 11:18:57, time: 2.247, data_time: 0.065, memory: 9627, top1_acc: 0.5383, top5_acc: 0.7610, loss_cls: 1.9827, loss: 1.9827, grad_norm: 1.6615 2022-02-28 02:56:35,903 - mmaction - INFO - Epoch [192][120/234] lr: 8.000e-02, eta: -1 day, 11:18:59, time: 2.280, data_time: 0.063, memory: 9627, top1_acc: 0.5285, top5_acc: 0.7561, loss_cls: 2.0312, loss: 2.0312, grad_norm: 1.6670 2022-02-28 02:57:20,153 - mmaction - INFO - Epoch [192][140/234] lr: 8.000e-02, eta: -1 day, 11:19:19, time: 2.213, data_time: 0.060, memory: 9627, top1_acc: 0.5426, top5_acc: 0.7698, loss_cls: 1.9422, loss: 1.9422, grad_norm: 1.6585 2022-02-28 02:58:03,282 - mmaction - INFO - Epoch [192][160/234] lr: 8.000e-02, eta: -1 day, 11:19:53, time: 2.157, data_time: 0.062, memory: 9627, top1_acc: 0.5350, top5_acc: 0.7657, loss_cls: 1.9980, loss: 1.9980, grad_norm: 1.6961 2022-02-28 02:58:49,337 - mmaction - INFO - Epoch [192][180/234] lr: 8.000e-02, eta: -1 day, 11:19:44, time: 2.302, data_time: 0.061, memory: 9627, top1_acc: 0.5320, top5_acc: 0.7582, loss_cls: 2.0095, loss: 2.0095, grad_norm: 1.6647 2022-02-28 02:59:34,651 - mmaction - INFO - Epoch [192][200/234] lr: 8.000e-02, eta: -1 day, 11:19:43, time: 2.266, data_time: 0.066, memory: 9627, top1_acc: 0.5350, top5_acc: 0.7630, loss_cls: 1.9895, loss: 1.9895, grad_norm: 1.6845 2022-02-28 03:00:18,840 - mmaction - INFO - Epoch [192][220/234] lr: 8.000e-02, eta: -1 day, 11:19:58, time: 2.207, data_time: 0.064, memory: 9627, top1_acc: 0.5284, top5_acc: 0.7635, loss_cls: 1.9968, loss: 1.9968, grad_norm: 1.6848 2022-02-28 03:00:47,594 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 03:00:47,695 - mmaction - INFO - 110 BN found 2022-02-28 03:08:00,708 - mmaction - INFO - BN stats updated 2022-02-28 03:08:02,714 - mmaction - INFO - Saving checkpoint at 192 epochs 2022-02-28 03:11:32,906 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 03:11:33,788 - mmaction - INFO - top1_acc 0.5193 top5_acc 0.7633 2022-02-28 03:11:33,789 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 03:11:33,821 - mmaction - INFO - mean_acc 0.5190 2022-02-28 03:11:33,832 - mmaction - INFO - Epoch(val) [192][155] top1_acc: 0.5193, top5_acc: 0.7633, mean_class_accuracy: 0.5190 2022-02-28 03:11:34,679 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 03:14:00,629 - mmaction - INFO - Epoch [193][20/234] lr: 8.000e-02, eta: -1 day, 11:04:46, time: 7.297, data_time: 5.036, memory: 9627, top1_acc: 0.5421, top5_acc: 0.7664, loss_cls: 1.9617, loss: 1.9617, grad_norm: 1.6623 2022-02-28 03:14:44,760 - mmaction - INFO - Epoch [193][40/234] lr: 8.000e-02, eta: -1 day, 11:05:08, time: 2.205, data_time: 0.070, memory: 9627, top1_acc: 0.5355, top5_acc: 0.7642, loss_cls: 1.9802, loss: 1.9802, grad_norm: 1.6710 2022-02-28 03:15:27,484 - mmaction - INFO - Epoch [193][60/234] lr: 8.000e-02, eta: -1 day, 11:05:46, time: 2.137, data_time: 0.064, memory: 9627, top1_acc: 0.5329, top5_acc: 0.7583, loss_cls: 2.0115, loss: 2.0115, grad_norm: 1.6980 2022-02-28 03:16:11,814 - mmaction - INFO - Epoch [193][80/234] lr: 8.000e-02, eta: -1 day, 11:06:02, time: 2.217, data_time: 0.061, memory: 9627, top1_acc: 0.5402, top5_acc: 0.7663, loss_cls: 1.9728, loss: 1.9728, grad_norm: 1.6721 2022-02-28 03:16:55,887 - mmaction - INFO - Epoch [193][100/234] lr: 8.000e-02, eta: -1 day, 11:06:19, time: 2.204, data_time: 0.064, memory: 9627, top1_acc: 0.5331, top5_acc: 0.7586, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.6967 2022-02-28 03:17:39,294 - mmaction - INFO - Epoch [193][120/234] lr: 8.000e-02, eta: -1 day, 11:06:44, time: 2.169, data_time: 0.060, memory: 9627, top1_acc: 0.5357, top5_acc: 0.7621, loss_cls: 1.9873, loss: 1.9873, grad_norm: 1.6862 2022-02-28 03:18:24,320 - mmaction - INFO - Epoch [193][140/234] lr: 8.000e-02, eta: -1 day, 11:06:46, time: 2.252, data_time: 0.058, memory: 9627, top1_acc: 0.5365, top5_acc: 0.7663, loss_cls: 1.9752, loss: 1.9752, grad_norm: 1.6476 2022-02-28 03:19:08,602 - mmaction - INFO - Epoch [193][160/234] lr: 8.000e-02, eta: -1 day, 11:06:56, time: 2.214, data_time: 0.063, memory: 9627, top1_acc: 0.5313, top5_acc: 0.7584, loss_cls: 2.0077, loss: 2.0077, grad_norm: 1.6870 2022-02-28 03:19:52,091 - mmaction - INFO - Epoch [193][180/234] lr: 8.000e-02, eta: -1 day, 11:07:15, time: 2.175, data_time: 0.062, memory: 9627, top1_acc: 0.5328, top5_acc: 0.7625, loss_cls: 1.9965, loss: 1.9965, grad_norm: 1.6945 2022-02-28 03:20:38,089 - mmaction - INFO - Epoch [193][200/234] lr: 8.000e-02, eta: -1 day, 11:07:02, time: 2.300, data_time: 0.060, memory: 9627, top1_acc: 0.5327, top5_acc: 0.7610, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.6869 2022-02-28 03:21:24,175 - mmaction - INFO - Epoch [193][220/234] lr: 8.000e-02, eta: -1 day, 11:06:47, time: 2.304, data_time: 0.062, memory: 9627, top1_acc: 0.5403, top5_acc: 0.7682, loss_cls: 1.9644, loss: 1.9644, grad_norm: 1.6669 2022-02-28 03:21:51,523 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 03:23:38,286 - mmaction - INFO - Epoch [194][20/234] lr: 8.000e-02, eta: -1 day, 11:00:56, time: 5.336, data_time: 4.286, memory: 9627, top1_acc: 0.5455, top5_acc: 0.7726, loss_cls: 1.9371, loss: 1.9371, grad_norm: 1.6573 2022-02-28 03:24:21,606 - mmaction - INFO - Epoch [194][40/234] lr: 8.000e-02, eta: -1 day, 11:01:14, time: 2.167, data_time: 1.081, memory: 9627, top1_acc: 0.5394, top5_acc: 0.7648, loss_cls: 1.9827, loss: 1.9827, grad_norm: 1.6852 2022-02-28 03:25:05,410 - mmaction - INFO - Epoch [194][60/234] lr: 8.000e-02, eta: -1 day, 11:01:25, time: 2.189, data_time: 0.504, memory: 9627, top1_acc: 0.5442, top5_acc: 0.7692, loss_cls: 1.9467, loss: 1.9467, grad_norm: 1.6516 2022-02-28 03:25:49,451 - mmaction - INFO - Epoch [194][80/234] lr: 8.000e-02, eta: -1 day, 11:01:33, time: 2.202, data_time: 0.272, memory: 9627, top1_acc: 0.5380, top5_acc: 0.7659, loss_cls: 1.9859, loss: 1.9859, grad_norm: 1.6791 2022-02-28 03:26:32,540 - mmaction - INFO - Epoch [194][100/234] lr: 8.000e-02, eta: -1 day, 11:01:49, time: 2.155, data_time: 0.317, memory: 9627, top1_acc: 0.5428, top5_acc: 0.7612, loss_cls: 1.9800, loss: 1.9800, grad_norm: 1.6744 2022-02-28 03:27:16,447 - mmaction - INFO - Epoch [194][120/234] lr: 8.000e-02, eta: -1 day, 11:01:56, time: 2.195, data_time: 0.554, memory: 9627, top1_acc: 0.5408, top5_acc: 0.7678, loss_cls: 1.9676, loss: 1.9676, grad_norm: 1.6815 2022-02-28 03:28:01,692 - mmaction - INFO - Epoch [194][140/234] lr: 8.000e-02, eta: -1 day, 11:01:47, time: 2.262, data_time: 0.820, memory: 9627, top1_acc: 0.5411, top5_acc: 0.7686, loss_cls: 1.9543, loss: 1.9543, grad_norm: 1.6984 2022-02-28 03:28:45,567 - mmaction - INFO - Epoch [194][160/234] lr: 8.000e-02, eta: -1 day, 11:01:52, time: 2.194, data_time: 1.043, memory: 9627, top1_acc: 0.5350, top5_acc: 0.7612, loss_cls: 1.9904, loss: 1.9904, grad_norm: 1.6951 2022-02-28 03:29:29,968 - mmaction - INFO - Epoch [194][180/234] lr: 8.000e-02, eta: -1 day, 11:01:50, time: 2.219, data_time: 1.021, memory: 9627, top1_acc: 0.5374, top5_acc: 0.7625, loss_cls: 1.9780, loss: 1.9780, grad_norm: 1.6706 2022-02-28 03:30:15,786 - mmaction - INFO - Epoch [194][200/234] lr: 8.000e-02, eta: -1 day, 11:01:32, time: 2.291, data_time: 0.685, memory: 9627, top1_acc: 0.5334, top5_acc: 0.7592, loss_cls: 2.0079, loss: 2.0079, grad_norm: 1.7030 2022-02-28 03:31:01,933 - mmaction - INFO - Epoch [194][220/234] lr: 8.000e-02, eta: -1 day, 11:01:11, time: 2.307, data_time: 0.735, memory: 9627, top1_acc: 0.5324, top5_acc: 0.7610, loss_cls: 1.9981, loss: 1.9981, grad_norm: 1.6906 2022-02-28 03:31:29,665 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 03:33:40,778 - mmaction - INFO - Epoch [195][20/234] lr: 8.000e-02, eta: -1 day, 10:51:39, time: 6.554, data_time: 5.372, memory: 9627, top1_acc: 0.5429, top5_acc: 0.7624, loss_cls: 1.9567, loss: 1.9567, grad_norm: 1.6551 2022-02-28 03:34:23,038 - mmaction - INFO - Epoch [195][40/234] lr: 8.000e-02, eta: -1 day, 10:52:00, time: 2.114, data_time: 0.975, memory: 9627, top1_acc: 0.5437, top5_acc: 0.7680, loss_cls: 1.9448, loss: 1.9448, grad_norm: 1.6837 2022-02-28 03:35:06,554 - mmaction - INFO - Epoch [195][60/234] lr: 8.000e-02, eta: -1 day, 10:52:07, time: 2.175, data_time: 0.927, memory: 9627, top1_acc: 0.5401, top5_acc: 0.7639, loss_cls: 1.9692, loss: 1.9692, grad_norm: 1.6830 2022-02-28 03:35:52,445 - mmaction - INFO - Epoch [195][80/234] lr: 8.000e-02, eta: -1 day, 10:51:50, time: 2.295, data_time: 0.373, memory: 9627, top1_acc: 0.5391, top5_acc: 0.7620, loss_cls: 1.9880, loss: 1.9880, grad_norm: 1.6992 2022-02-28 03:36:37,577 - mmaction - INFO - Epoch [195][100/234] lr: 8.000e-02, eta: -1 day, 10:51:40, time: 2.257, data_time: 0.069, memory: 9627, top1_acc: 0.5371, top5_acc: 0.7603, loss_cls: 1.9893, loss: 1.9893, grad_norm: 1.6730 2022-02-28 03:37:22,259 - mmaction - INFO - Epoch [195][120/234] lr: 8.000e-02, eta: -1 day, 10:51:33, time: 2.234, data_time: 0.074, memory: 9627, top1_acc: 0.5399, top5_acc: 0.7647, loss_cls: 1.9729, loss: 1.9729, grad_norm: 1.7026 2022-02-28 03:38:06,750 - mmaction - INFO - Epoch [195][140/234] lr: 8.000e-02, eta: -1 day, 10:51:27, time: 2.225, data_time: 0.114, memory: 9627, top1_acc: 0.5410, top5_acc: 0.7628, loss_cls: 1.9884, loss: 1.9884, grad_norm: 1.7182 2022-02-28 03:38:50,554 - mmaction - INFO - Epoch [195][160/234] lr: 8.000e-02, eta: -1 day, 10:51:28, time: 2.190, data_time: 0.283, memory: 9627, top1_acc: 0.5335, top5_acc: 0.7590, loss_cls: 1.9971, loss: 1.9971, grad_norm: 1.6915 2022-02-28 03:39:34,415 - mmaction - INFO - Epoch [195][180/234] lr: 8.000e-02, eta: -1 day, 10:51:27, time: 2.192, data_time: 0.475, memory: 9627, top1_acc: 0.5304, top5_acc: 0.7590, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.7038 2022-02-28 03:40:19,070 - mmaction - INFO - Epoch [195][200/234] lr: 8.000e-02, eta: -1 day, 10:51:17, time: 2.234, data_time: 0.646, memory: 9627, top1_acc: 0.5360, top5_acc: 0.7626, loss_cls: 1.9944, loss: 1.9944, grad_norm: 1.6918 2022-02-28 03:41:05,019 - mmaction - INFO - Epoch [195][220/234] lr: 8.000e-02, eta: -1 day, 10:50:55, time: 2.298, data_time: 0.952, memory: 9627, top1_acc: 0.5356, top5_acc: 0.7629, loss_cls: 1.9943, loss: 1.9943, grad_norm: 1.6937 2022-02-28 03:41:34,724 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 03:41:34,875 - mmaction - INFO - 110 BN found 2022-02-28 03:48:41,194 - mmaction - INFO - BN stats updated 2022-02-28 03:48:43,199 - mmaction - INFO - Saving checkpoint at 195 epochs 2022-02-28 03:48:45,624 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 03:50:42,759 - mmaction - INFO - Epoch [196][20/234] lr: 8.000e-02, eta: -1 day, 10:44:20, time: 5.856, data_time: 3.685, memory: 9627, top1_acc: 0.5419, top5_acc: 0.7684, loss_cls: 1.9491, loss: 1.9491, grad_norm: 1.6820 2022-02-28 03:51:27,506 - mmaction - INFO - Epoch [196][40/234] lr: 8.000e-02, eta: -1 day, 10:44:10, time: 2.237, data_time: 0.063, memory: 9627, top1_acc: 0.5443, top5_acc: 0.7667, loss_cls: 1.9545, loss: 1.9545, grad_norm: 1.6760 2022-02-28 03:52:11,761 - mmaction - INFO - Epoch [196][60/234] lr: 8.000e-02, eta: -1 day, 10:44:05, time: 2.213, data_time: 0.060, memory: 9627, top1_acc: 0.5459, top5_acc: 0.7657, loss_cls: 1.9463, loss: 1.9463, grad_norm: 1.6790 2022-02-28 03:52:57,403 - mmaction - INFO - Epoch [196][80/234] lr: 8.000e-02, eta: -1 day, 10:43:46, time: 2.280, data_time: 0.058, memory: 9627, top1_acc: 0.5452, top5_acc: 0.7686, loss_cls: 1.9462, loss: 1.9462, grad_norm: 1.6998 2022-02-28 03:53:41,034 - mmaction - INFO - Epoch [196][100/234] lr: 8.000e-02, eta: -1 day, 10:43:44, time: 2.184, data_time: 0.064, memory: 9627, top1_acc: 0.5372, top5_acc: 0.7657, loss_cls: 1.9750, loss: 1.9750, grad_norm: 1.7138 2022-02-28 03:54:25,325 - mmaction - INFO - Epoch [196][120/234] lr: 8.000e-02, eta: -1 day, 10:43:37, time: 2.213, data_time: 0.060, memory: 9627, top1_acc: 0.5382, top5_acc: 0.7663, loss_cls: 1.9797, loss: 1.9797, grad_norm: 1.7182 2022-02-28 03:55:09,180 - mmaction - INFO - Epoch [196][140/234] lr: 8.000e-02, eta: -1 day, 10:43:32, time: 2.194, data_time: 0.063, memory: 9627, top1_acc: 0.5422, top5_acc: 0.7646, loss_cls: 1.9674, loss: 1.9674, grad_norm: 1.7359 2022-02-28 03:55:53,390 - mmaction - INFO - Epoch [196][160/234] lr: 8.000e-02, eta: -1 day, 10:43:23, time: 2.211, data_time: 0.067, memory: 9627, top1_acc: 0.5327, top5_acc: 0.7631, loss_cls: 1.9977, loss: 1.9977, grad_norm: 1.7131 2022-02-28 03:56:36,600 - mmaction - INFO - Epoch [196][180/234] lr: 8.000e-02, eta: -1 day, 10:43:22, time: 2.159, data_time: 0.061, memory: 9627, top1_acc: 0.5332, top5_acc: 0.7598, loss_cls: 2.0010, loss: 2.0010, grad_norm: 1.7060 2022-02-28 03:57:21,401 - mmaction - INFO - Epoch [196][200/234] lr: 8.000e-02, eta: -1 day, 10:43:07, time: 2.241, data_time: 0.060, memory: 9627, top1_acc: 0.5363, top5_acc: 0.7611, loss_cls: 1.9805, loss: 1.9805, grad_norm: 1.6928 2022-02-28 03:58:06,198 - mmaction - INFO - Epoch [196][220/234] lr: 8.000e-02, eta: -1 day, 10:42:52, time: 2.239, data_time: 0.060, memory: 9627, top1_acc: 0.5436, top5_acc: 0.7675, loss_cls: 1.9604, loss: 1.9604, grad_norm: 1.6851 2022-02-28 03:58:33,342 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 04:00:33,141 - mmaction - INFO - Epoch [197][20/234] lr: 8.000e-02, eta: -1 day, 10:36:21, time: 5.987, data_time: 4.476, memory: 9627, top1_acc: 0.5453, top5_acc: 0.7721, loss_cls: 1.9317, loss: 1.9317, grad_norm: 1.6929 2022-02-28 04:01:17,642 - mmaction - INFO - Epoch [197][40/234] lr: 8.000e-02, eta: -1 day, 10:36:10, time: 2.226, data_time: 0.244, memory: 9627, top1_acc: 0.5468, top5_acc: 0.7679, loss_cls: 1.9417, loss: 1.9417, grad_norm: 1.6979 2022-02-28 04:02:02,069 - mmaction - INFO - Epoch [197][60/234] lr: 8.000e-02, eta: -1 day, 10:35:58, time: 2.223, data_time: 0.369, memory: 9627, top1_acc: 0.5387, top5_acc: 0.7643, loss_cls: 1.9666, loss: 1.9666, grad_norm: 1.7076 2022-02-28 04:02:46,550 - mmaction - INFO - Epoch [197][80/234] lr: 8.000e-02, eta: -1 day, 10:35:45, time: 2.225, data_time: 0.547, memory: 9627, top1_acc: 0.5405, top5_acc: 0.7627, loss_cls: 1.9764, loss: 1.9764, grad_norm: 1.7099 2022-02-28 04:03:31,559 - mmaction - INFO - Epoch [197][100/234] lr: 8.000e-02, eta: -1 day, 10:35:28, time: 2.250, data_time: 0.970, memory: 9627, top1_acc: 0.5377, top5_acc: 0.7651, loss_cls: 1.9752, loss: 1.9752, grad_norm: 1.7161 2022-02-28 04:04:15,142 - mmaction - INFO - Epoch [197][120/234] lr: 8.000e-02, eta: -1 day, 10:35:22, time: 2.179, data_time: 0.707, memory: 9627, top1_acc: 0.5402, top5_acc: 0.7650, loss_cls: 1.9608, loss: 1.9608, grad_norm: 1.6962 2022-02-28 04:04:59,406 - mmaction - INFO - Epoch [197][140/234] lr: 8.000e-02, eta: -1 day, 10:35:09, time: 2.213, data_time: 0.065, memory: 9627, top1_acc: 0.5347, top5_acc: 0.7650, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.7155 2022-02-28 04:05:43,284 - mmaction - INFO - Epoch [197][160/234] lr: 8.000e-02, eta: -1 day, 10:35:00, time: 2.193, data_time: 0.061, memory: 9627, top1_acc: 0.5345, top5_acc: 0.7604, loss_cls: 2.0030, loss: 2.0030, grad_norm: 1.7205 2022-02-28 04:06:26,434 - mmaction - INFO - Epoch [197][180/234] lr: 8.000e-02, eta: -1 day, 10:34:55, time: 2.158, data_time: 0.289, memory: 9627, top1_acc: 0.5339, top5_acc: 0.7625, loss_cls: 1.9935, loss: 1.9935, grad_norm: 1.7122 2022-02-28 04:07:10,636 - mmaction - INFO - Epoch [197][200/234] lr: 8.000e-02, eta: -1 day, 10:34:42, time: 2.210, data_time: 0.399, memory: 9627, top1_acc: 0.5372, top5_acc: 0.7647, loss_cls: 1.9759, loss: 1.9759, grad_norm: 1.7013 2022-02-28 04:07:55,128 - mmaction - INFO - Epoch [197][220/234] lr: 8.000e-02, eta: -1 day, 10:34:26, time: 2.223, data_time: 0.562, memory: 9627, top1_acc: 0.5276, top5_acc: 0.7584, loss_cls: 2.0156, loss: 2.0156, grad_norm: 1.7233 2022-02-28 04:08:33,229 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 04:10:47,971 - mmaction - INFO - Epoch [198][20/234] lr: 8.000e-02, eta: -1 day, 10:26:24, time: 6.734, data_time: 4.565, memory: 9627, top1_acc: 0.5511, top5_acc: 0.7737, loss_cls: 1.9193, loss: 1.9193, grad_norm: 1.7152 2022-02-28 04:11:33,884 - mmaction - INFO - Epoch [198][40/234] lr: 8.000e-02, eta: -1 day, 10:25:59, time: 2.298, data_time: 0.074, memory: 9627, top1_acc: 0.5407, top5_acc: 0.7642, loss_cls: 1.9621, loss: 1.9621, grad_norm: 1.7042 2022-02-28 04:12:18,164 - mmaction - INFO - Epoch [198][60/234] lr: 8.000e-02, eta: -1 day, 10:25:46, time: 2.213, data_time: 0.058, memory: 9627, top1_acc: 0.5432, top5_acc: 0.7683, loss_cls: 1.9617, loss: 1.9617, grad_norm: 1.7137 2022-02-28 04:13:01,806 - mmaction - INFO - Epoch [198][80/234] lr: 8.000e-02, eta: -1 day, 10:25:37, time: 2.183, data_time: 0.060, memory: 9627, top1_acc: 0.5380, top5_acc: 0.7631, loss_cls: 1.9810, loss: 1.9810, grad_norm: 1.7257 2022-02-28 04:13:44,681 - mmaction - INFO - Epoch [198][100/234] lr: 8.000e-02, eta: -1 day, 10:25:33, time: 2.144, data_time: 0.062, memory: 9627, top1_acc: 0.5374, top5_acc: 0.7632, loss_cls: 1.9783, loss: 1.9783, grad_norm: 1.7101 2022-02-28 04:14:29,502 - mmaction - INFO - Epoch [198][120/234] lr: 8.000e-02, eta: -1 day, 10:25:15, time: 2.240, data_time: 0.061, memory: 9627, top1_acc: 0.5351, top5_acc: 0.7598, loss_cls: 1.9929, loss: 1.9929, grad_norm: 1.7381 2022-02-28 04:15:14,514 - mmaction - INFO - Epoch [198][140/234] lr: 8.000e-02, eta: -1 day, 10:24:54, time: 2.251, data_time: 0.063, memory: 9627, top1_acc: 0.5383, top5_acc: 0.7652, loss_cls: 1.9778, loss: 1.9778, grad_norm: 1.7111 2022-02-28 04:15:58,550 - mmaction - INFO - Epoch [198][160/234] lr: 8.000e-02, eta: -1 day, 10:24:41, time: 2.201, data_time: 0.066, memory: 9627, top1_acc: 0.5310, top5_acc: 0.7607, loss_cls: 2.0082, loss: 2.0082, grad_norm: 1.7381 2022-02-28 04:16:42,494 - mmaction - INFO - Epoch [198][180/234] lr: 8.000e-02, eta: -1 day, 10:24:27, time: 2.197, data_time: 0.069, memory: 9627, top1_acc: 0.5366, top5_acc: 0.7644, loss_cls: 1.9841, loss: 1.9841, grad_norm: 1.7018 2022-02-28 04:17:26,956 - mmaction - INFO - Epoch [198][200/234] lr: 8.000e-02, eta: -1 day, 10:24:10, time: 2.223, data_time: 0.064, memory: 9627, top1_acc: 0.5415, top5_acc: 0.7637, loss_cls: 1.9802, loss: 1.9802, grad_norm: 1.7120 2022-02-28 04:18:11,595 - mmaction - INFO - Epoch [198][220/234] lr: 8.000e-02, eta: -1 day, 10:23:51, time: 2.232, data_time: 0.063, memory: 9627, top1_acc: 0.5344, top5_acc: 0.7677, loss_cls: 1.9826, loss: 1.9826, grad_norm: 1.7314 2022-02-28 04:18:39,989 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 04:18:40,082 - mmaction - INFO - 110 BN found 2022-02-28 04:25:53,045 - mmaction - INFO - BN stats updated 2022-02-28 04:25:55,051 - mmaction - INFO - Saving checkpoint at 198 epochs 2022-02-28 04:29:21,602 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 04:29:22,454 - mmaction - INFO - top1_acc 0.5419 top5_acc 0.7764 2022-02-28 04:29:22,455 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 04:29:22,484 - mmaction - INFO - mean_acc 0.5415 2022-02-28 04:29:24,662 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_198.pth. 2022-02-28 04:29:24,662 - mmaction - INFO - Best top1_acc is 0.5419 at 198 epoch. 2022-02-28 04:29:24,671 - mmaction - INFO - Epoch(val) [198][155] top1_acc: 0.5419, top5_acc: 0.7764, mean_class_accuracy: 0.5415 2022-02-28 04:29:25,646 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 04:31:16,686 - mmaction - INFO - Epoch [199][20/234] lr: 8.000e-02, eta: -1 day, 10:19:07, time: 5.550, data_time: 4.197, memory: 9627, top1_acc: 0.5460, top5_acc: 0.7696, loss_cls: 1.9312, loss: 1.9312, grad_norm: 1.6938 2022-02-28 04:32:00,541 - mmaction - INFO - Epoch [199][40/234] lr: 8.000e-02, eta: -1 day, 10:18:54, time: 2.194, data_time: 0.760, memory: 9627, top1_acc: 0.5461, top5_acc: 0.7690, loss_cls: 1.9471, loss: 1.9471, grad_norm: 1.7349 2022-02-28 04:32:44,000 - mmaction - INFO - Epoch [199][60/234] lr: 8.000e-02, eta: -1 day, 10:18:43, time: 2.173, data_time: 0.654, memory: 9627, top1_acc: 0.5400, top5_acc: 0.7667, loss_cls: 1.9676, loss: 1.9676, grad_norm: 1.7247 2022-02-28 04:33:27,469 - mmaction - INFO - Epoch [199][80/234] lr: 8.000e-02, eta: -1 day, 10:18:32, time: 2.173, data_time: 0.134, memory: 9627, top1_acc: 0.5470, top5_acc: 0.7688, loss_cls: 1.9450, loss: 1.9450, grad_norm: 1.7194 2022-02-28 04:34:11,546 - mmaction - INFO - Epoch [199][100/234] lr: 8.000e-02, eta: -1 day, 10:18:16, time: 2.204, data_time: 0.062, memory: 9627, top1_acc: 0.5381, top5_acc: 0.7677, loss_cls: 1.9763, loss: 1.9763, grad_norm: 1.7515 2022-02-28 04:34:56,347 - mmaction - INFO - Epoch [199][120/234] lr: 8.000e-02, eta: -1 day, 10:17:55, time: 2.239, data_time: 0.064, memory: 9627, top1_acc: 0.5387, top5_acc: 0.7662, loss_cls: 1.9675, loss: 1.9675, grad_norm: 1.7587 2022-02-28 04:35:41,285 - mmaction - INFO - Epoch [199][140/234] lr: 8.000e-02, eta: -1 day, 10:17:32, time: 2.248, data_time: 0.060, memory: 9627, top1_acc: 0.5352, top5_acc: 0.7604, loss_cls: 2.0027, loss: 2.0027, grad_norm: 1.7312 2022-02-28 04:36:26,087 - mmaction - INFO - Epoch [199][160/234] lr: 8.000e-02, eta: -1 day, 10:17:10, time: 2.239, data_time: 0.058, memory: 9627, top1_acc: 0.5365, top5_acc: 0.7638, loss_cls: 1.9932, loss: 1.9932, grad_norm: 1.7087 2022-02-28 04:37:10,130 - mmaction - INFO - Epoch [199][180/234] lr: 8.000e-02, eta: -1 day, 10:16:53, time: 2.203, data_time: 0.059, memory: 9627, top1_acc: 0.5425, top5_acc: 0.7661, loss_cls: 1.9596, loss: 1.9596, grad_norm: 1.7191 2022-02-28 04:37:54,471 - mmaction - INFO - Epoch [199][200/234] lr: 8.000e-02, eta: -1 day, 10:16:33, time: 2.217, data_time: 0.060, memory: 9627, top1_acc: 0.5405, top5_acc: 0.7662, loss_cls: 1.9599, loss: 1.9599, grad_norm: 1.7252 2022-02-28 04:38:39,475 - mmaction - INFO - Epoch [199][220/234] lr: 8.000e-02, eta: -1 day, 10:16:09, time: 2.250, data_time: 0.061, memory: 9627, top1_acc: 0.5330, top5_acc: 0.7641, loss_cls: 1.9899, loss: 1.9899, grad_norm: 1.7177 2022-02-28 04:39:10,500 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 04:41:39,937 - mmaction - INFO - Epoch [200][20/234] lr: 8.000e-02, eta: -1 day, 10:07:22, time: 7.472, data_time: 5.232, memory: 9627, top1_acc: 0.5475, top5_acc: 0.7725, loss_cls: 1.9368, loss: 1.9368, grad_norm: 1.7059 2022-02-28 04:42:22,546 - mmaction - INFO - Epoch [200][40/234] lr: 8.000e-02, eta: -1 day, 10:07:16, time: 2.129, data_time: 0.066, memory: 9627, top1_acc: 0.5496, top5_acc: 0.7708, loss_cls: 1.9394, loss: 1.9394, grad_norm: 1.7189 2022-02-28 04:43:04,434 - mmaction - INFO - Epoch [200][60/234] lr: 8.000e-02, eta: -1 day, 10:07:13, time: 2.094, data_time: 0.058, memory: 9627, top1_acc: 0.5476, top5_acc: 0.7724, loss_cls: 1.9231, loss: 1.9231, grad_norm: 1.7096 2022-02-28 04:43:47,535 - mmaction - INFO - Epoch [200][80/234] lr: 8.000e-02, eta: -1 day, 10:07:03, time: 2.155, data_time: 0.059, memory: 9627, top1_acc: 0.5448, top5_acc: 0.7711, loss_cls: 1.9415, loss: 1.9415, grad_norm: 1.7378 2022-02-28 04:44:31,097 - mmaction - INFO - Epoch [200][100/234] lr: 8.000e-02, eta: -1 day, 10:06:49, time: 2.179, data_time: 0.060, memory: 9627, top1_acc: 0.5319, top5_acc: 0.7622, loss_cls: 2.0035, loss: 2.0035, grad_norm: 1.7340 2022-02-28 04:45:18,035 - mmaction - INFO - Epoch [200][120/234] lr: 8.000e-02, eta: -1 day, 10:06:12, time: 2.347, data_time: 0.060, memory: 9627, top1_acc: 0.5435, top5_acc: 0.7666, loss_cls: 1.9575, loss: 1.9575, grad_norm: 1.7102 2022-02-28 04:46:01,413 - mmaction - INFO - Epoch [200][140/234] lr: 8.000e-02, eta: -1 day, 10:05:59, time: 2.168, data_time: 0.060, memory: 9627, top1_acc: 0.5431, top5_acc: 0.7663, loss_cls: 1.9593, loss: 1.9593, grad_norm: 1.7273 2022-02-28 04:46:44,320 - mmaction - INFO - Epoch [200][160/234] lr: 8.000e-02, eta: -1 day, 10:05:48, time: 2.146, data_time: 0.063, memory: 9627, top1_acc: 0.5380, top5_acc: 0.7621, loss_cls: 1.9847, loss: 1.9847, grad_norm: 1.7387 2022-02-28 04:47:29,241 - mmaction - INFO - Epoch [200][180/234] lr: 8.000e-02, eta: -1 day, 10:05:24, time: 2.245, data_time: 0.062, memory: 9627, top1_acc: 0.5348, top5_acc: 0.7647, loss_cls: 1.9726, loss: 1.9726, grad_norm: 1.7314 2022-02-28 04:48:14,190 - mmaction - INFO - Epoch [200][200/234] lr: 8.000e-02, eta: -1 day, 10:04:59, time: 2.248, data_time: 0.059, memory: 9627, top1_acc: 0.5377, top5_acc: 0.7663, loss_cls: 1.9732, loss: 1.9732, grad_norm: 1.7573 2022-02-28 04:48:58,050 - mmaction - INFO - Epoch [200][220/234] lr: 8.000e-02, eta: -1 day, 10:04:42, time: 2.193, data_time: 0.059, memory: 9627, top1_acc: 0.5388, top5_acc: 0.7631, loss_cls: 1.9823, loss: 1.9823, grad_norm: 1.7514 2022-02-28 04:49:24,248 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 04:51:11,732 - mmaction - INFO - Epoch [201][20/234] lr: 8.000e-02, eta: -1 day, 10:00:45, time: 5.374, data_time: 3.678, memory: 9627, top1_acc: 0.5471, top5_acc: 0.7681, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.7158 2022-02-28 04:51:55,866 - mmaction - INFO - Epoch [201][40/234] lr: 8.000e-02, eta: -1 day, 10:00:25, time: 2.206, data_time: 0.077, memory: 9627, top1_acc: 0.5510, top5_acc: 0.7761, loss_cls: 1.9267, loss: 1.9267, grad_norm: 1.7358 2022-02-28 04:52:39,252 - mmaction - INFO - Epoch [201][60/234] lr: 8.000e-02, eta: -1 day, 10:00:10, time: 2.169, data_time: 0.058, memory: 9627, top1_acc: 0.5427, top5_acc: 0.7693, loss_cls: 1.9480, loss: 1.9480, grad_norm: 1.7502 2022-02-28 04:53:22,536 - mmaction - INFO - Epoch [201][80/234] lr: 8.000e-02, eta: -1 day, 9:59:55, time: 2.164, data_time: 0.086, memory: 9627, top1_acc: 0.5459, top5_acc: 0.7666, loss_cls: 1.9481, loss: 1.9481, grad_norm: 1.7471 2022-02-28 04:54:06,762 - mmaction - INFO - Epoch [201][100/234] lr: 8.000e-02, eta: -1 day, 9:59:35, time: 2.211, data_time: 0.254, memory: 9627, top1_acc: 0.5451, top5_acc: 0.7700, loss_cls: 1.9403, loss: 1.9403, grad_norm: 1.7363 2022-02-28 04:54:50,603 - mmaction - INFO - Epoch [201][120/234] lr: 8.000e-02, eta: -1 day, 9:59:16, time: 2.192, data_time: 0.125, memory: 9627, top1_acc: 0.5428, top5_acc: 0.7637, loss_cls: 1.9724, loss: 1.9724, grad_norm: 1.7601 2022-02-28 04:55:34,612 - mmaction - INFO - Epoch [201][140/234] lr: 8.000e-02, eta: -1 day, 9:58:56, time: 2.200, data_time: 0.209, memory: 9627, top1_acc: 0.5345, top5_acc: 0.7622, loss_cls: 1.9906, loss: 1.9906, grad_norm: 1.7615 2022-02-28 04:56:19,340 - mmaction - INFO - Epoch [201][160/234] lr: 8.000e-02, eta: -1 day, 9:58:31, time: 2.236, data_time: 0.123, memory: 9627, top1_acc: 0.5367, top5_acc: 0.7645, loss_cls: 1.9703, loss: 1.9703, grad_norm: 1.7511 2022-02-28 04:57:03,842 - mmaction - INFO - Epoch [201][180/234] lr: 8.000e-02, eta: -1 day, 9:58:07, time: 2.224, data_time: 0.165, memory: 9627, top1_acc: 0.5354, top5_acc: 0.7642, loss_cls: 1.9815, loss: 1.9815, grad_norm: 1.7473 2022-02-28 04:57:49,319 - mmaction - INFO - Epoch [201][200/234] lr: 8.000e-02, eta: -1 day, 9:57:38, time: 2.275, data_time: 0.076, memory: 9627, top1_acc: 0.5369, top5_acc: 0.7642, loss_cls: 1.9884, loss: 1.9884, grad_norm: 1.7668 2022-02-28 04:58:33,176 - mmaction - INFO - Epoch [201][220/234] lr: 8.000e-02, eta: -1 day, 9:57:17, time: 2.193, data_time: 0.063, memory: 9627, top1_acc: 0.5417, top5_acc: 0.7715, loss_cls: 1.9585, loss: 1.9585, grad_norm: 1.7405 2022-02-28 04:59:02,074 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 04:59:02,208 - mmaction - INFO - 110 BN found 2022-02-28 05:06:09,722 - mmaction - INFO - BN stats updated 2022-02-28 05:06:11,727 - mmaction - INFO - Saving checkpoint at 201 epochs 2022-02-28 05:06:13,700 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 05:07:59,783 - mmaction - INFO - Epoch [202][20/234] lr: 8.000e-02, eta: -1 day, 9:53:36, time: 5.304, data_time: 3.299, memory: 9627, top1_acc: 0.5506, top5_acc: 0.7765, loss_cls: 1.9222, loss: 1.9222, grad_norm: 1.7191 2022-02-28 05:08:42,779 - mmaction - INFO - Epoch [202][40/234] lr: 8.000e-02, eta: -1 day, 9:53:21, time: 2.149, data_time: 0.195, memory: 9627, top1_acc: 0.5520, top5_acc: 0.7723, loss_cls: 1.9251, loss: 1.9251, grad_norm: 1.7369 2022-02-28 05:09:26,196 - mmaction - INFO - Epoch [202][60/234] lr: 8.000e-02, eta: -1 day, 9:53:04, time: 2.171, data_time: 0.822, memory: 9627, top1_acc: 0.5483, top5_acc: 0.7687, loss_cls: 1.9425, loss: 1.9425, grad_norm: 1.7269 2022-02-28 05:10:11,758 - mmaction - INFO - Epoch [202][80/234] lr: 8.000e-02, eta: -1 day, 9:52:33, time: 2.279, data_time: 1.194, memory: 9627, top1_acc: 0.5433, top5_acc: 0.7642, loss_cls: 1.9643, loss: 1.9643, grad_norm: 1.7495 2022-02-28 05:10:58,952 - mmaction - INFO - Epoch [202][100/234] lr: 8.000e-02, eta: -1 day, 9:51:53, time: 2.359, data_time: 1.282, memory: 9627, top1_acc: 0.5431, top5_acc: 0.7709, loss_cls: 1.9494, loss: 1.9494, grad_norm: 1.7529 2022-02-28 05:11:43,529 - mmaction - INFO - Epoch [202][120/234] lr: 8.000e-02, eta: -1 day, 9:51:28, time: 2.229, data_time: 1.159, memory: 9627, top1_acc: 0.5415, top5_acc: 0.7636, loss_cls: 1.9712, loss: 1.9712, grad_norm: 1.7622 2022-02-28 05:12:29,834 - mmaction - INFO - Epoch [202][140/234] lr: 8.000e-02, eta: -1 day, 9:50:52, time: 2.316, data_time: 1.108, memory: 9627, top1_acc: 0.5425, top5_acc: 0.7698, loss_cls: 1.9523, loss: 1.9523, grad_norm: 1.7324 2022-02-28 05:13:13,891 - mmaction - INFO - Epoch [202][160/234] lr: 8.000e-02, eta: -1 day, 9:50:30, time: 2.202, data_time: 0.396, memory: 9627, top1_acc: 0.5402, top5_acc: 0.7663, loss_cls: 1.9666, loss: 1.9666, grad_norm: 1.7450 2022-02-28 05:13:57,835 - mmaction - INFO - Epoch [202][180/234] lr: 8.000e-02, eta: -1 day, 9:50:08, time: 2.198, data_time: 0.431, memory: 9627, top1_acc: 0.5462, top5_acc: 0.7690, loss_cls: 1.9430, loss: 1.9430, grad_norm: 1.7355 2022-02-28 05:14:41,027 - mmaction - INFO - Epoch [202][200/234] lr: 8.000e-02, eta: -1 day, 9:49:49, time: 2.159, data_time: 0.998, memory: 9627, top1_acc: 0.5378, top5_acc: 0.7656, loss_cls: 1.9805, loss: 1.9805, grad_norm: 1.7589 2022-02-28 05:15:26,525 - mmaction - INFO - Epoch [202][220/234] lr: 8.000e-02, eta: -1 day, 9:49:18, time: 2.275, data_time: 1.213, memory: 9627, top1_acc: 0.5364, top5_acc: 0.7617, loss_cls: 1.9787, loss: 1.9787, grad_norm: 1.7302 2022-02-28 05:15:56,034 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 05:18:06,167 - mmaction - INFO - Epoch [203][20/234] lr: 8.000e-02, eta: -1 day, 9:43:29, time: 6.506, data_time: 5.372, memory: 9627, top1_acc: 0.5536, top5_acc: 0.7751, loss_cls: 1.9145, loss: 1.9145, grad_norm: 1.7053 2022-02-28 05:18:50,553 - mmaction - INFO - Epoch [203][40/234] lr: 8.000e-02, eta: -1 day, 9:43:04, time: 2.219, data_time: 1.159, memory: 9627, top1_acc: 0.5444, top5_acc: 0.7700, loss_cls: 1.9439, loss: 1.9439, grad_norm: 1.7435 2022-02-28 05:19:33,221 - mmaction - INFO - Epoch [203][60/234] lr: 8.000e-02, eta: -1 day, 9:42:49, time: 2.133, data_time: 1.045, memory: 9627, top1_acc: 0.5483, top5_acc: 0.7697, loss_cls: 1.9252, loss: 1.9252, grad_norm: 1.7282 2022-02-28 05:20:17,883 - mmaction - INFO - Epoch [203][80/234] lr: 8.000e-02, eta: -1 day, 9:42:23, time: 2.234, data_time: 0.623, memory: 9627, top1_acc: 0.5473, top5_acc: 0.7702, loss_cls: 1.9410, loss: 1.9410, grad_norm: 1.7460 2022-02-28 05:21:02,945 - mmaction - INFO - Epoch [203][100/234] lr: 8.000e-02, eta: -1 day, 9:41:54, time: 2.252, data_time: 0.399, memory: 9627, top1_acc: 0.5427, top5_acc: 0.7683, loss_cls: 1.9556, loss: 1.9556, grad_norm: 1.7798 2022-02-28 05:21:46,584 - mmaction - INFO - Epoch [203][120/234] lr: 8.000e-02, eta: -1 day, 9:41:33, time: 2.182, data_time: 0.381, memory: 9627, top1_acc: 0.5460, top5_acc: 0.7693, loss_cls: 1.9512, loss: 1.9512, grad_norm: 1.7660 2022-02-28 05:22:30,833 - mmaction - INFO - Epoch [203][140/234] lr: 8.000e-02, eta: -1 day, 9:41:09, time: 2.214, data_time: 0.721, memory: 9627, top1_acc: 0.5414, top5_acc: 0.7671, loss_cls: 1.9689, loss: 1.9689, grad_norm: 1.7414 2022-02-28 05:23:15,888 - mmaction - INFO - Epoch [203][160/234] lr: 8.000e-02, eta: -1 day, 9:40:39, time: 2.253, data_time: 0.323, memory: 9627, top1_acc: 0.5381, top5_acc: 0.7658, loss_cls: 1.9783, loss: 1.9783, grad_norm: 1.7621 2022-02-28 05:23:59,545 - mmaction - INFO - Epoch [203][180/234] lr: 8.000e-02, eta: -1 day, 9:40:18, time: 2.183, data_time: 0.062, memory: 9627, top1_acc: 0.5321, top5_acc: 0.7603, loss_cls: 1.9886, loss: 1.9886, grad_norm: 1.7767 2022-02-28 05:24:42,500 - mmaction - INFO - Epoch [203][200/234] lr: 8.000e-02, eta: -1 day, 9:39:59, time: 2.148, data_time: 0.061, memory: 9627, top1_acc: 0.5446, top5_acc: 0.7722, loss_cls: 1.9389, loss: 1.9389, grad_norm: 1.7492 2022-02-28 05:25:27,534 - mmaction - INFO - Epoch [203][220/234] lr: 8.000e-02, eta: -1 day, 9:39:30, time: 2.251, data_time: 0.075, memory: 9627, top1_acc: 0.5384, top5_acc: 0.7682, loss_cls: 1.9699, loss: 1.9699, grad_norm: 1.7661 2022-02-28 05:25:56,038 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 05:27:48,024 - mmaction - INFO - Epoch [204][20/234] lr: 8.000e-02, eta: -1 day, 9:35:30, time: 5.598, data_time: 3.456, memory: 9627, top1_acc: 0.5505, top5_acc: 0.7751, loss_cls: 1.9067, loss: 1.9067, grad_norm: 1.7467 2022-02-28 05:28:29,721 - mmaction - INFO - Epoch [204][40/234] lr: 8.000e-02, eta: -1 day, 9:35:19, time: 2.086, data_time: 0.114, memory: 9627, top1_acc: 0.5434, top5_acc: 0.7693, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.7591 2022-02-28 05:29:13,845 - mmaction - INFO - Epoch [204][60/234] lr: 8.000e-02, eta: -1 day, 9:34:54, time: 2.206, data_time: 0.188, memory: 9627, top1_acc: 0.5400, top5_acc: 0.7669, loss_cls: 1.9592, loss: 1.9592, grad_norm: 1.7580 2022-02-28 05:29:58,604 - mmaction - INFO - Epoch [204][80/234] lr: 8.000e-02, eta: -1 day, 9:34:26, time: 2.236, data_time: 0.069, memory: 9627, top1_acc: 0.5413, top5_acc: 0.7669, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.7752 2022-02-28 05:30:44,469 - mmaction - INFO - Epoch [204][100/234] lr: 8.000e-02, eta: -1 day, 9:33:52, time: 2.293, data_time: 0.152, memory: 9627, top1_acc: 0.5415, top5_acc: 0.7671, loss_cls: 1.9579, loss: 1.9579, grad_norm: 1.7621 2022-02-28 05:31:29,519 - mmaction - INFO - Epoch [204][120/234] lr: 8.000e-02, eta: -1 day, 9:33:21, time: 2.255, data_time: 0.132, memory: 9627, top1_acc: 0.5406, top5_acc: 0.7705, loss_cls: 1.9530, loss: 1.9530, grad_norm: 1.7599 2022-02-28 05:32:14,691 - mmaction - INFO - Epoch [204][140/234] lr: 8.000e-02, eta: -1 day, 9:32:51, time: 2.257, data_time: 0.159, memory: 9627, top1_acc: 0.5475, top5_acc: 0.7721, loss_cls: 1.9397, loss: 1.9397, grad_norm: 1.7469 2022-02-28 05:32:58,921 - mmaction - INFO - Epoch [204][160/234] lr: 8.000e-02, eta: -1 day, 9:32:24, time: 2.212, data_time: 0.058, memory: 9627, top1_acc: 0.5457, top5_acc: 0.7745, loss_cls: 1.9282, loss: 1.9282, grad_norm: 1.7544 2022-02-28 05:33:42,629 - mmaction - INFO - Epoch [204][180/234] lr: 8.000e-02, eta: -1 day, 9:32:01, time: 2.185, data_time: 0.065, memory: 9627, top1_acc: 0.5441, top5_acc: 0.7664, loss_cls: 1.9531, loss: 1.9531, grad_norm: 1.7633 2022-02-28 05:34:27,213 - mmaction - INFO - Epoch [204][200/234] lr: 8.000e-02, eta: -1 day, 9:31:33, time: 2.231, data_time: 0.060, memory: 9627, top1_acc: 0.5379, top5_acc: 0.7657, loss_cls: 1.9790, loss: 1.9790, grad_norm: 1.7845 2022-02-28 05:35:12,199 - mmaction - INFO - Epoch [204][220/234] lr: 8.000e-02, eta: -1 day, 9:31:02, time: 2.249, data_time: 0.060, memory: 9627, top1_acc: 0.5419, top5_acc: 0.7684, loss_cls: 1.9520, loss: 1.9520, grad_norm: 1.7672 2022-02-28 05:35:45,221 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 05:35:45,310 - mmaction - INFO - 110 BN found 2022-02-28 05:43:20,818 - mmaction - INFO - BN stats updated 2022-02-28 05:43:22,829 - mmaction - INFO - Saving checkpoint at 204 epochs 2022-02-28 05:47:04,615 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 05:47:05,481 - mmaction - INFO - top1_acc 0.5250 top5_acc 0.7669 2022-02-28 05:47:05,481 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 05:47:05,553 - mmaction - INFO - mean_acc 0.5248 2022-02-28 05:47:05,586 - mmaction - INFO - Epoch(val) [204][155] top1_acc: 0.5250, top5_acc: 0.7669, mean_class_accuracy: 0.5248 2022-02-28 05:47:06,430 - mmaction - INFO - 0 subbns modified to 8. 2022-02-28 05:49:10,692 - mmaction - INFO - Epoch [205][20/234] lr: 8.000e-02, eta: -1 day, 9:26:07, time: 6.212, data_time: 4.933, memory: 9627, top1_acc: 0.5510, top5_acc: 0.7698, loss_cls: 1.9371, loss: 1.9371, grad_norm: 1.7425 2022-02-28 05:49:54,487 - mmaction - INFO - Epoch [205][40/234] lr: 8.000e-02, eta: -1 day, 9:25:43, time: 2.189, data_time: 0.755, memory: 9627, top1_acc: 0.5430, top5_acc: 0.7717, loss_cls: 1.9359, loss: 1.9359, grad_norm: 1.7642 2022-02-28 05:50:38,612 - mmaction - INFO - Epoch [205][60/234] lr: 8.000e-02, eta: -1 day, 9:25:17, time: 2.207, data_time: 0.890, memory: 9627, top1_acc: 0.5474, top5_acc: 0.7700, loss_cls: 1.9344, loss: 1.9344, grad_norm: 1.7669 2022-02-28 05:51:22,718 - mmaction - INFO - Epoch [205][80/234] lr: 8.000e-02, eta: -1 day, 9:24:51, time: 2.205, data_time: 1.040, memory: 9627, top1_acc: 0.5457, top5_acc: 0.7733, loss_cls: 1.9291, loss: 1.9291, grad_norm: 1.7991 2022-02-28 05:52:07,281 - mmaction - INFO - Epoch [205][100/234] lr: 8.000e-02, eta: -1 day, 9:24:23, time: 2.229, data_time: 0.702, memory: 9627, top1_acc: 0.5498, top5_acc: 0.7714, loss_cls: 1.9200, loss: 1.9200, grad_norm: 1.7406 2022-02-28 05:52:51,099 - mmaction - INFO - Epoch [205][120/234] lr: 8.000e-02, eta: -1 day, 9:23:58, time: 2.191, data_time: 0.211, memory: 9627, top1_acc: 0.5426, top5_acc: 0.7660, loss_cls: 1.9747, loss: 1.9747, grad_norm: 1.7643 2022-02-28 05:53:35,072 - mmaction - INFO - Epoch [205][140/234] lr: 8.000e-02, eta: -1 day, 9:23:32, time: 2.199, data_time: 0.061, memory: 9627, top1_acc: 0.5369, top5_acc: 0.7633, loss_cls: 1.9812, loss: 1.9812, grad_norm: 1.7618 2022-02-28 05:54:19,269 - mmaction - INFO - Epoch [205][160/234] lr: 8.000e-02, eta: -1 day, 9:23:05, time: 2.211, data_time: 0.059, memory: 9627, top1_acc: 0.5401, top5_acc: 0.7695, loss_cls: 1.9563, loss: 1.9563, grad_norm: 1.7547 2022-02-28 05:55:02,813 - mmaction - INFO - Epoch [205][180/234] lr: 8.000e-02, eta: -1 day, 9:22:42, time: 2.177, data_time: 0.063, memory: 9627, top1_acc: 0.5439, top5_acc: 0.7709, loss_cls: 1.9423, loss: 1.9423, grad_norm: 1.7675 2022-02-28 05:55:47,044 - mmaction - INFO - Epoch [205][200/234] lr: 8.000e-02, eta: -1 day, 9:22:14, time: 2.211, data_time: 0.066, memory: 9627, top1_acc: 0.5386, top5_acc: 0.7673, loss_cls: 1.9612, loss: 1.9612, grad_norm: 1.7625 2022-02-28 05:56:31,139 - mmaction - INFO - Epoch [205][220/234] lr: 8.000e-02, eta: -1 day, 9:21:47, time: 2.204, data_time: 0.060, memory: 9627, top1_acc: 0.5468, top5_acc: 0.7698, loss_cls: 1.9569, loss: 1.9569, grad_norm: 1.7660 2022-02-28 05:57:00,742 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 05:58:48,910 - mmaction - INFO - Epoch [206][20/469] lr: 4.000e-02, eta: 1 day, 18:04:29, time: 5.408, data_time: 3.821, memory: 9654, top1_acc: 0.5759, top5_acc: 0.7890, loss_cls: 1.8243, loss: 1.8243, grad_norm: 2.0251 2022-02-28 05:59:33,351 - mmaction - INFO - Epoch [206][40/469] lr: 4.000e-02, eta: 1 day, 18:02:42, time: 2.220, data_time: 0.704, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7913, loss_cls: 1.8341, loss: 1.8341, grad_norm: 2.0809 2022-02-28 06:00:18,960 - mmaction - INFO - Epoch [206][60/469] lr: 4.000e-02, eta: 1 day, 18:01:13, time: 2.281, data_time: 0.967, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7945, loss_cls: 1.7983, loss: 1.7983, grad_norm: 2.0804 2022-02-28 06:01:05,306 - mmaction - INFO - Epoch [206][80/469] lr: 4.000e-02, eta: 1 day, 17:59:54, time: 2.318, data_time: 1.201, memory: 9654, top1_acc: 0.5641, top5_acc: 0.7878, loss_cls: 1.8520, loss: 1.8520, grad_norm: 2.1685 2022-02-28 06:01:50,327 - mmaction - INFO - Epoch [206][100/469] lr: 4.000e-02, eta: 1 day, 17:58:17, time: 2.251, data_time: 1.130, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7903, loss_cls: 1.8052, loss: 1.8052, grad_norm: 2.1473 2022-02-28 06:02:35,407 - mmaction - INFO - Epoch [206][120/469] lr: 4.000e-02, eta: 1 day, 17:56:42, time: 2.253, data_time: 1.065, memory: 9654, top1_acc: 0.5755, top5_acc: 0.7923, loss_cls: 1.8038, loss: 1.8038, grad_norm: 2.1674 2022-02-28 06:03:22,366 - mmaction - INFO - Epoch [206][140/469] lr: 4.000e-02, eta: 1 day, 17:55:33, time: 2.349, data_time: 0.975, memory: 9654, top1_acc: 0.5722, top5_acc: 0.7876, loss_cls: 1.8230, loss: 1.8230, grad_norm: 2.1658 2022-02-28 06:04:06,988 - mmaction - INFO - Epoch [206][160/469] lr: 4.000e-02, eta: 1 day, 17:53:51, time: 2.231, data_time: 0.429, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7896, loss_cls: 1.8155, loss: 1.8155, grad_norm: 2.1862 2022-02-28 06:04:52,586 - mmaction - INFO - Epoch [206][180/469] lr: 4.000e-02, eta: 1 day, 17:52:24, time: 2.281, data_time: 0.582, memory: 9654, top1_acc: 0.5647, top5_acc: 0.7852, loss_cls: 1.8507, loss: 1.8507, grad_norm: 2.2262 2022-02-28 06:05:38,224 - mmaction - INFO - Epoch [206][200/469] lr: 4.000e-02, eta: 1 day, 17:50:58, time: 2.281, data_time: 0.261, memory: 9654, top1_acc: 0.5812, top5_acc: 0.7921, loss_cls: 1.8023, loss: 1.8023, grad_norm: 2.1862 2022-02-28 06:06:22,819 - mmaction - INFO - Epoch [206][220/469] lr: 4.000e-02, eta: 1 day, 17:49:17, time: 2.229, data_time: 0.116, memory: 9654, top1_acc: 0.5763, top5_acc: 0.7934, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.2247 2022-02-28 06:07:07,968 - mmaction - INFO - Epoch [206][240/469] lr: 4.000e-02, eta: 1 day, 17:47:45, time: 2.258, data_time: 0.309, memory: 9654, top1_acc: 0.5747, top5_acc: 0.7952, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.2498 2022-02-28 06:07:52,213 - mmaction - INFO - Epoch [206][260/469] lr: 4.000e-02, eta: 1 day, 17:46:02, time: 2.213, data_time: 0.063, memory: 9654, top1_acc: 0.5613, top5_acc: 0.7860, loss_cls: 1.8582, loss: 1.8582, grad_norm: 2.2412 2022-02-28 06:08:38,183 - mmaction - INFO - Epoch [206][280/469] lr: 4.000e-02, eta: 1 day, 17:44:41, time: 2.298, data_time: 0.063, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7947, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.2238 2022-02-28 06:09:22,434 - mmaction - INFO - Epoch [206][300/469] lr: 4.000e-02, eta: 1 day, 17:42:59, time: 2.213, data_time: 0.064, memory: 9654, top1_acc: 0.5737, top5_acc: 0.7911, loss_cls: 1.8288, loss: 1.8288, grad_norm: 2.2576 2022-02-28 06:10:07,005 - mmaction - INFO - Epoch [206][320/469] lr: 4.000e-02, eta: 1 day, 17:41:20, time: 2.228, data_time: 0.063, memory: 9654, top1_acc: 0.5689, top5_acc: 0.7908, loss_cls: 1.8113, loss: 1.8113, grad_norm: 2.2288 2022-02-28 06:10:52,050 - mmaction - INFO - Epoch [206][340/469] lr: 4.000e-02, eta: 1 day, 17:39:49, time: 2.252, data_time: 0.059, memory: 9654, top1_acc: 0.5812, top5_acc: 0.7958, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.2482 2022-02-28 06:11:38,072 - mmaction - INFO - Epoch [206][360/469] lr: 4.000e-02, eta: 1 day, 17:38:30, time: 2.301, data_time: 0.061, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7916, loss_cls: 1.8204, loss: 1.8204, grad_norm: 2.2581 2022-02-28 06:12:24,133 - mmaction - INFO - Epoch [206][380/469] lr: 4.000e-02, eta: 1 day, 17:37:12, time: 2.302, data_time: 0.062, memory: 9654, top1_acc: 0.5709, top5_acc: 0.7922, loss_cls: 1.8234, loss: 1.8234, grad_norm: 2.2613 2022-02-28 06:13:09,271 - mmaction - INFO - Epoch [206][400/469] lr: 4.000e-02, eta: 1 day, 17:35:43, time: 2.257, data_time: 0.063, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7899, loss_cls: 1.8236, loss: 1.8236, grad_norm: 2.3026 2022-02-28 06:13:55,597 - mmaction - INFO - Epoch [206][420/469] lr: 4.000e-02, eta: 1 day, 17:34:29, time: 2.316, data_time: 0.062, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7943, loss_cls: 1.7967, loss: 1.7967, grad_norm: 2.2690 2022-02-28 06:14:40,383 - mmaction - INFO - Epoch [206][440/469] lr: 4.000e-02, eta: 1 day, 17:32:57, time: 2.241, data_time: 0.063, memory: 9654, top1_acc: 0.5682, top5_acc: 0.7924, loss_cls: 1.8236, loss: 1.8236, grad_norm: 2.3085 2022-02-28 06:15:23,631 - mmaction - INFO - Epoch [206][460/469] lr: 4.000e-02, eta: 1 day, 17:31:04, time: 2.162, data_time: 0.058, memory: 9654, top1_acc: 0.5612, top5_acc: 0.7803, loss_cls: 1.8693, loss: 1.8693, grad_norm: 2.3133 2022-02-28 06:15:44,962 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 06:18:08,242 - mmaction - INFO - Epoch [207][20/469] lr: 4.000e-02, eta: 1 day, 17:45:13, time: 7.163, data_time: 4.847, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7929, loss_cls: 1.8081, loss: 1.8081, grad_norm: 2.2705 2022-02-28 06:18:51,454 - mmaction - INFO - Epoch [207][40/469] lr: 4.000e-02, eta: 1 day, 17:43:17, time: 2.160, data_time: 0.066, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7961, loss_cls: 1.7764, loss: 1.7764, grad_norm: 2.2890 2022-02-28 06:19:37,316 - mmaction - INFO - Epoch [207][60/469] lr: 4.000e-02, eta: 1 day, 17:41:55, time: 2.294, data_time: 0.210, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7918, loss_cls: 1.7899, loss: 1.7899, grad_norm: 2.2781 2022-02-28 06:20:23,047 - mmaction - INFO - Epoch [207][80/469] lr: 4.000e-02, eta: 1 day, 17:40:32, time: 2.286, data_time: 0.061, memory: 9654, top1_acc: 0.5728, top5_acc: 0.7901, loss_cls: 1.8180, loss: 1.8180, grad_norm: 2.3186 2022-02-28 06:21:10,675 - mmaction - INFO - Epoch [207][100/469] lr: 4.000e-02, eta: 1 day, 17:39:32, time: 2.382, data_time: 0.065, memory: 9654, top1_acc: 0.5747, top5_acc: 0.7991, loss_cls: 1.7728, loss: 1.7728, grad_norm: 2.2870 2022-02-28 06:21:56,528 - mmaction - INFO - Epoch [207][120/469] lr: 4.000e-02, eta: 1 day, 17:38:11, time: 2.292, data_time: 0.066, memory: 9654, top1_acc: 0.5678, top5_acc: 0.7946, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.3145 2022-02-28 06:22:42,484 - mmaction - INFO - Epoch [207][140/469] lr: 4.000e-02, eta: 1 day, 17:36:51, time: 2.298, data_time: 0.065, memory: 9654, top1_acc: 0.5866, top5_acc: 0.7978, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.2786 2022-02-28 06:23:27,894 - mmaction - INFO - Epoch [207][160/469] lr: 4.000e-02, eta: 1 day, 17:35:25, time: 2.271, data_time: 0.061, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7935, loss_cls: 1.8011, loss: 1.8011, grad_norm: 2.3662 2022-02-28 06:24:11,500 - mmaction - INFO - Epoch [207][180/469] lr: 4.000e-02, eta: 1 day, 17:33:37, time: 2.180, data_time: 0.067, memory: 9654, top1_acc: 0.5769, top5_acc: 0.7968, loss_cls: 1.7977, loss: 1.7977, grad_norm: 2.3169 2022-02-28 06:24:57,904 - mmaction - INFO - Epoch [207][200/469] lr: 4.000e-02, eta: 1 day, 17:32:23, time: 2.319, data_time: 0.065, memory: 9654, top1_acc: 0.5804, top5_acc: 0.7918, loss_cls: 1.8037, loss: 1.8037, grad_norm: 2.2906 2022-02-28 06:25:43,534 - mmaction - INFO - Epoch [207][220/469] lr: 4.000e-02, eta: 1 day, 17:31:01, time: 2.282, data_time: 0.064, memory: 9654, top1_acc: 0.5713, top5_acc: 0.7946, loss_cls: 1.8122, loss: 1.8122, grad_norm: 2.3217 2022-02-28 06:26:28,927 - mmaction - INFO - Epoch [207][240/469] lr: 4.000e-02, eta: 1 day, 17:29:35, time: 2.269, data_time: 0.067, memory: 9654, top1_acc: 0.5741, top5_acc: 0.7860, loss_cls: 1.8137, loss: 1.8137, grad_norm: 2.3162 2022-02-28 06:27:12,967 - mmaction - INFO - Epoch [207][260/469] lr: 4.000e-02, eta: 1 day, 17:27:54, time: 2.201, data_time: 0.064, memory: 9654, top1_acc: 0.5661, top5_acc: 0.7839, loss_cls: 1.8418, loss: 1.8418, grad_norm: 2.3311 2022-02-28 06:27:59,900 - mmaction - INFO - Epoch [207][280/469] lr: 4.000e-02, eta: 1 day, 17:26:49, time: 2.348, data_time: 0.060, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7926, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.3098 2022-02-28 06:28:44,154 - mmaction - INFO - Epoch [207][300/469] lr: 4.000e-02, eta: 1 day, 17:25:11, time: 2.212, data_time: 0.067, memory: 9654, top1_acc: 0.5740, top5_acc: 0.7937, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.3352 2022-02-28 06:29:28,731 - mmaction - INFO - Epoch [207][320/469] lr: 4.000e-02, eta: 1 day, 17:23:37, time: 2.229, data_time: 0.063, memory: 9654, top1_acc: 0.5696, top5_acc: 0.7891, loss_cls: 1.8303, loss: 1.8303, grad_norm: 2.3394 2022-02-28 06:30:14,145 - mmaction - INFO - Epoch [207][340/469] lr: 4.000e-02, eta: 1 day, 17:22:14, time: 2.271, data_time: 0.066, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7898, loss_cls: 1.8147, loss: 1.8147, grad_norm: 2.3567 2022-02-28 06:30:59,995 - mmaction - INFO - Epoch [207][360/469] lr: 4.000e-02, eta: 1 day, 17:20:56, time: 2.292, data_time: 0.067, memory: 9654, top1_acc: 0.5682, top5_acc: 0.7883, loss_cls: 1.8410, loss: 1.8410, grad_norm: 2.3614 2022-02-28 06:31:43,826 - mmaction - INFO - Epoch [207][380/469] lr: 4.000e-02, eta: 1 day, 17:19:15, time: 2.191, data_time: 0.067, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7884, loss_cls: 1.8452, loss: 1.8452, grad_norm: 2.3612 2022-02-28 06:32:28,317 - mmaction - INFO - Epoch [207][400/469] lr: 4.000e-02, eta: 1 day, 17:17:42, time: 2.225, data_time: 0.067, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7940, loss_cls: 1.8077, loss: 1.8077, grad_norm: 2.3253 2022-02-28 06:33:14,107 - mmaction - INFO - Epoch [207][420/469] lr: 4.000e-02, eta: 1 day, 17:16:24, time: 2.290, data_time: 0.066, memory: 9654, top1_acc: 0.5656, top5_acc: 0.7868, loss_cls: 1.8322, loss: 1.8322, grad_norm: 2.3440 2022-02-28 06:34:00,048 - mmaction - INFO - Epoch [207][440/469] lr: 4.000e-02, eta: 1 day, 17:15:08, time: 2.296, data_time: 0.059, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7966, loss_cls: 1.7841, loss: 1.7841, grad_norm: 2.3193 2022-02-28 06:34:45,393 - mmaction - INFO - Epoch [207][460/469] lr: 4.000e-02, eta: 1 day, 17:13:46, time: 2.269, data_time: 0.065, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7951, loss_cls: 1.7749, loss: 1.7749, grad_norm: 2.3166 2022-02-28 06:35:01,558 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 06:35:01,654 - mmaction - INFO - 110 BN found 2022-02-28 06:42:17,236 - mmaction - INFO - BN stats updated 2022-02-28 06:42:19,243 - mmaction - INFO - Saving checkpoint at 207 epochs 2022-02-28 06:42:23,003 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 06:44:11,520 - mmaction - INFO - Epoch [208][20/469] lr: 4.000e-02, eta: 1 day, 17:19:53, time: 5.425, data_time: 3.434, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7906, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.3468 2022-02-28 06:44:56,002 - mmaction - INFO - Epoch [208][40/469] lr: 4.000e-02, eta: 1 day, 17:18:19, time: 2.224, data_time: 0.096, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7957, loss_cls: 1.7827, loss: 1.7827, grad_norm: 2.3446 2022-02-28 06:45:40,942 - mmaction - INFO - Epoch [208][60/469] lr: 4.000e-02, eta: 1 day, 17:16:51, time: 2.247, data_time: 0.059, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7996, loss_cls: 1.7808, loss: 1.7808, grad_norm: 2.3404 2022-02-28 06:46:27,055 - mmaction - INFO - Epoch [208][80/469] lr: 4.000e-02, eta: 1 day, 17:15:37, time: 2.306, data_time: 0.318, memory: 9654, top1_acc: 0.5684, top5_acc: 0.7868, loss_cls: 1.8374, loss: 1.8374, grad_norm: 2.3481 2022-02-28 06:47:12,598 - mmaction - INFO - Epoch [208][100/469] lr: 4.000e-02, eta: 1 day, 17:14:16, time: 2.277, data_time: 0.661, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7915, loss_cls: 1.8056, loss: 1.8056, grad_norm: 2.3517 2022-02-28 06:47:57,225 - mmaction - INFO - Epoch [208][120/469] lr: 4.000e-02, eta: 1 day, 17:12:46, time: 2.231, data_time: 0.608, memory: 9654, top1_acc: 0.5763, top5_acc: 0.7960, loss_cls: 1.7857, loss: 1.7857, grad_norm: 2.3486 2022-02-28 06:48:41,343 - mmaction - INFO - Epoch [208][140/469] lr: 4.000e-02, eta: 1 day, 17:11:10, time: 2.206, data_time: 0.359, memory: 9654, top1_acc: 0.5733, top5_acc: 0.7897, loss_cls: 1.8066, loss: 1.8066, grad_norm: 2.3771 2022-02-28 06:49:25,684 - mmaction - INFO - Epoch [208][160/469] lr: 4.000e-02, eta: 1 day, 17:09:37, time: 2.218, data_time: 0.385, memory: 9654, top1_acc: 0.5831, top5_acc: 0.7968, loss_cls: 1.7832, loss: 1.7832, grad_norm: 2.3576 2022-02-28 06:50:10,580 - mmaction - INFO - Epoch [208][180/469] lr: 4.000e-02, eta: 1 day, 17:08:10, time: 2.245, data_time: 0.341, memory: 9654, top1_acc: 0.5799, top5_acc: 0.8001, loss_cls: 1.7740, loss: 1.7740, grad_norm: 2.3468 2022-02-28 06:50:58,419 - mmaction - INFO - Epoch [208][200/469] lr: 4.000e-02, eta: 1 day, 17:07:16, time: 2.391, data_time: 0.630, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7960, loss_cls: 1.7904, loss: 1.7904, grad_norm: 2.3553 2022-02-28 06:51:43,198 - mmaction - INFO - Epoch [208][220/469] lr: 4.000e-02, eta: 1 day, 17:05:49, time: 2.239, data_time: 0.809, memory: 9654, top1_acc: 0.5722, top5_acc: 0.7952, loss_cls: 1.7873, loss: 1.7873, grad_norm: 2.3606 2022-02-28 06:52:28,036 - mmaction - INFO - Epoch [208][240/469] lr: 4.000e-02, eta: 1 day, 17:04:23, time: 2.242, data_time: 0.920, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7894, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.3501 2022-02-28 06:53:13,687 - mmaction - INFO - Epoch [208][260/469] lr: 4.000e-02, eta: 1 day, 17:03:05, time: 2.283, data_time: 1.047, memory: 9654, top1_acc: 0.5796, top5_acc: 0.7964, loss_cls: 1.7863, loss: 1.7863, grad_norm: 2.3408 2022-02-28 06:53:57,896 - mmaction - INFO - Epoch [208][280/469] lr: 4.000e-02, eta: 1 day, 17:01:33, time: 2.211, data_time: 0.881, memory: 9654, top1_acc: 0.5817, top5_acc: 0.7973, loss_cls: 1.7863, loss: 1.7863, grad_norm: 2.3414 2022-02-28 06:54:42,553 - mmaction - INFO - Epoch [208][300/469] lr: 4.000e-02, eta: 1 day, 17:00:05, time: 2.233, data_time: 0.943, memory: 9654, top1_acc: 0.5708, top5_acc: 0.7893, loss_cls: 1.8209, loss: 1.8209, grad_norm: 2.3605 2022-02-28 06:55:27,822 - mmaction - INFO - Epoch [208][320/469] lr: 4.000e-02, eta: 1 day, 16:58:44, time: 2.263, data_time: 0.732, memory: 9654, top1_acc: 0.5726, top5_acc: 0.7901, loss_cls: 1.8147, loss: 1.8147, grad_norm: 2.3478 2022-02-28 06:56:12,617 - mmaction - INFO - Epoch [208][340/469] lr: 4.000e-02, eta: 1 day, 16:57:19, time: 2.240, data_time: 0.862, memory: 9654, top1_acc: 0.5728, top5_acc: 0.7896, loss_cls: 1.8311, loss: 1.8311, grad_norm: 2.3418 2022-02-28 06:56:57,426 - mmaction - INFO - Epoch [208][360/469] lr: 4.000e-02, eta: 1 day, 16:55:54, time: 2.241, data_time: 0.599, memory: 9654, top1_acc: 0.5624, top5_acc: 0.7839, loss_cls: 1.8568, loss: 1.8568, grad_norm: 2.3874 2022-02-28 06:57:41,965 - mmaction - INFO - Epoch [208][380/469] lr: 4.000e-02, eta: 1 day, 16:54:26, time: 2.227, data_time: 0.267, memory: 9654, top1_acc: 0.5794, top5_acc: 0.7925, loss_cls: 1.8008, loss: 1.8008, grad_norm: 2.3247 2022-02-28 06:58:26,900 - mmaction - INFO - Epoch [208][400/469] lr: 4.000e-02, eta: 1 day, 16:53:03, time: 2.246, data_time: 0.131, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7891, loss_cls: 1.8046, loss: 1.8046, grad_norm: 2.3709 2022-02-28 06:59:11,299 - mmaction - INFO - Epoch [208][420/469] lr: 4.000e-02, eta: 1 day, 16:51:35, time: 2.221, data_time: 0.066, memory: 9654, top1_acc: 0.5721, top5_acc: 0.7898, loss_cls: 1.8199, loss: 1.8199, grad_norm: 2.4006 2022-02-28 06:59:56,541 - mmaction - INFO - Epoch [208][440/469] lr: 4.000e-02, eta: 1 day, 16:50:16, time: 2.262, data_time: 0.060, memory: 9654, top1_acc: 0.5619, top5_acc: 0.7871, loss_cls: 1.8453, loss: 1.8453, grad_norm: 2.3810 2022-02-28 07:00:44,615 - mmaction - INFO - Epoch [208][460/469] lr: 4.000e-02, eta: 1 day, 16:49:26, time: 2.403, data_time: 0.062, memory: 9654, top1_acc: 0.5767, top5_acc: 0.7934, loss_cls: 1.7808, loss: 1.7808, grad_norm: 2.3383 2022-02-28 07:01:04,657 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 07:03:09,974 - mmaction - INFO - Epoch [209][20/469] lr: 4.000e-02, eta: 1 day, 16:57:51, time: 6.266, data_time: 4.203, memory: 9654, top1_acc: 0.5796, top5_acc: 0.7931, loss_cls: 1.7849, loss: 1.7849, grad_norm: 2.3718 2022-02-28 07:03:52,421 - mmaction - INFO - Epoch [209][40/469] lr: 4.000e-02, eta: 1 day, 16:56:01, time: 2.121, data_time: 0.224, memory: 9654, top1_acc: 0.5774, top5_acc: 0.7939, loss_cls: 1.7848, loss: 1.7848, grad_norm: 2.3535 2022-02-28 07:04:36,146 - mmaction - INFO - Epoch [209][60/469] lr: 4.000e-02, eta: 1 day, 16:54:25, time: 2.188, data_time: 0.097, memory: 9654, top1_acc: 0.5737, top5_acc: 0.7997, loss_cls: 1.7748, loss: 1.7748, grad_norm: 2.3769 2022-02-28 07:05:21,157 - mmaction - INFO - Epoch [209][80/469] lr: 4.000e-02, eta: 1 day, 16:53:02, time: 2.250, data_time: 0.059, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7982, loss_cls: 1.7738, loss: 1.7738, grad_norm: 2.3697 2022-02-28 07:06:06,958 - mmaction - INFO - Epoch [209][100/469] lr: 4.000e-02, eta: 1 day, 16:51:48, time: 2.291, data_time: 0.066, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7979, loss_cls: 1.7659, loss: 1.7659, grad_norm: 2.3510 2022-02-28 07:06:51,043 - mmaction - INFO - Epoch [209][120/469] lr: 4.000e-02, eta: 1 day, 16:50:16, time: 2.204, data_time: 0.066, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8000, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.3563 2022-02-28 07:07:34,613 - mmaction - INFO - Epoch [209][140/469] lr: 4.000e-02, eta: 1 day, 16:48:39, time: 2.179, data_time: 0.086, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7978, loss_cls: 1.7965, loss: 1.7965, grad_norm: 2.3764 2022-02-28 07:08:19,607 - mmaction - INFO - Epoch [209][160/469] lr: 4.000e-02, eta: 1 day, 16:47:18, time: 2.250, data_time: 0.308, memory: 9654, top1_acc: 0.5772, top5_acc: 0.7903, loss_cls: 1.8099, loss: 1.8099, grad_norm: 2.3954 2022-02-28 07:09:03,704 - mmaction - INFO - Epoch [209][180/469] lr: 4.000e-02, eta: 1 day, 16:45:47, time: 2.205, data_time: 0.323, memory: 9654, top1_acc: 0.5765, top5_acc: 0.7935, loss_cls: 1.8053, loss: 1.8053, grad_norm: 2.3760 2022-02-28 07:09:49,267 - mmaction - INFO - Epoch [209][200/469] lr: 4.000e-02, eta: 1 day, 16:44:31, time: 2.279, data_time: 0.084, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7960, loss_cls: 1.7730, loss: 1.7730, grad_norm: 2.3932 2022-02-28 07:10:34,943 - mmaction - INFO - Epoch [209][220/469] lr: 4.000e-02, eta: 1 day, 16:43:17, time: 2.283, data_time: 0.066, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7905, loss_cls: 1.7970, loss: 1.7970, grad_norm: 2.3877 2022-02-28 07:11:21,457 - mmaction - INFO - Epoch [209][240/469] lr: 4.000e-02, eta: 1 day, 16:42:11, time: 2.326, data_time: 0.065, memory: 9654, top1_acc: 0.5733, top5_acc: 0.7939, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.4099 2022-02-28 07:12:06,373 - mmaction - INFO - Epoch [209][260/469] lr: 4.000e-02, eta: 1 day, 16:40:50, time: 2.246, data_time: 0.065, memory: 9654, top1_acc: 0.5812, top5_acc: 0.7956, loss_cls: 1.7861, loss: 1.7861, grad_norm: 2.3845 2022-02-28 07:12:49,617 - mmaction - INFO - Epoch [209][280/469] lr: 4.000e-02, eta: 1 day, 16:39:12, time: 2.161, data_time: 0.062, memory: 9654, top1_acc: 0.5782, top5_acc: 0.7931, loss_cls: 1.7910, loss: 1.7910, grad_norm: 2.4038 2022-02-28 07:13:34,800 - mmaction - INFO - Epoch [209][300/469] lr: 4.000e-02, eta: 1 day, 16:37:54, time: 2.260, data_time: 0.067, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7876, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.3857 2022-02-28 07:14:20,254 - mmaction - INFO - Epoch [209][320/469] lr: 4.000e-02, eta: 1 day, 16:36:38, time: 2.273, data_time: 0.285, memory: 9654, top1_acc: 0.5757, top5_acc: 0.7977, loss_cls: 1.7769, loss: 1.7769, grad_norm: 2.3625 2022-02-28 07:15:05,904 - mmaction - INFO - Epoch [209][340/469] lr: 4.000e-02, eta: 1 day, 16:35:25, time: 2.282, data_time: 0.527, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7959, loss_cls: 1.7782, loss: 1.7782, grad_norm: 2.4192 2022-02-28 07:15:51,221 - mmaction - INFO - Epoch [209][360/469] lr: 4.000e-02, eta: 1 day, 16:34:09, time: 2.266, data_time: 0.475, memory: 9654, top1_acc: 0.5798, top5_acc: 0.7962, loss_cls: 1.7757, loss: 1.7757, grad_norm: 2.3756 2022-02-28 07:16:36,390 - mmaction - INFO - Epoch [209][380/469] lr: 4.000e-02, eta: 1 day, 16:32:51, time: 2.258, data_time: 0.604, memory: 9654, top1_acc: 0.5678, top5_acc: 0.7950, loss_cls: 1.8068, loss: 1.8068, grad_norm: 2.3910 2022-02-28 07:17:21,399 - mmaction - INFO - Epoch [209][400/469] lr: 4.000e-02, eta: 1 day, 16:31:32, time: 2.252, data_time: 0.795, memory: 9654, top1_acc: 0.5753, top5_acc: 0.7950, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.3766 2022-02-28 07:18:05,807 - mmaction - INFO - Epoch [209][420/469] lr: 4.000e-02, eta: 1 day, 16:30:07, time: 2.219, data_time: 0.943, memory: 9654, top1_acc: 0.5745, top5_acc: 0.7950, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.4323 2022-02-28 07:18:49,281 - mmaction - INFO - Epoch [209][440/469] lr: 4.000e-02, eta: 1 day, 16:28:34, time: 2.174, data_time: 0.884, memory: 9654, top1_acc: 0.5709, top5_acc: 0.7923, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.4324 2022-02-28 07:19:33,637 - mmaction - INFO - Epoch [209][460/469] lr: 4.000e-02, eta: 1 day, 16:27:10, time: 2.218, data_time: 0.315, memory: 9654, top1_acc: 0.5662, top5_acc: 0.7888, loss_cls: 1.8337, loss: 1.8337, grad_norm: 2.4197 2022-02-28 07:19:56,272 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 07:22:24,201 - mmaction - INFO - Epoch [210][20/469] lr: 4.000e-02, eta: 1 day, 16:38:25, time: 7.395, data_time: 4.982, memory: 9654, top1_acc: 0.5832, top5_acc: 0.8006, loss_cls: 1.7760, loss: 1.7760, grad_norm: 2.3790 2022-02-28 07:23:08,586 - mmaction - INFO - Epoch [210][40/469] lr: 4.000e-02, eta: 1 day, 16:36:59, time: 2.220, data_time: 0.070, memory: 9654, top1_acc: 0.5807, top5_acc: 0.8028, loss_cls: 1.7529, loss: 1.7529, grad_norm: 2.3817 2022-02-28 07:23:53,198 - mmaction - INFO - Epoch [210][60/469] lr: 4.000e-02, eta: 1 day, 16:35:35, time: 2.230, data_time: 0.062, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7955, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.4145 2022-02-28 07:24:38,610 - mmaction - INFO - Epoch [210][80/469] lr: 4.000e-02, eta: 1 day, 16:34:18, time: 2.271, data_time: 0.067, memory: 9654, top1_acc: 0.5813, top5_acc: 0.8021, loss_cls: 1.7664, loss: 1.7664, grad_norm: 2.4035 2022-02-28 07:25:23,923 - mmaction - INFO - Epoch [210][100/469] lr: 4.000e-02, eta: 1 day, 16:33:01, time: 2.265, data_time: 0.066, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7947, loss_cls: 1.7984, loss: 1.7984, grad_norm: 2.4087 2022-02-28 07:26:08,213 - mmaction - INFO - Epoch [210][120/469] lr: 4.000e-02, eta: 1 day, 16:31:35, time: 2.215, data_time: 0.065, memory: 9654, top1_acc: 0.5873, top5_acc: 0.8022, loss_cls: 1.7353, loss: 1.7353, grad_norm: 2.3975 2022-02-28 07:26:53,524 - mmaction - INFO - Epoch [210][140/469] lr: 4.000e-02, eta: 1 day, 16:30:19, time: 2.266, data_time: 0.068, memory: 9654, top1_acc: 0.5822, top5_acc: 0.8010, loss_cls: 1.7576, loss: 1.7576, grad_norm: 2.3891 2022-02-28 07:27:39,741 - mmaction - INFO - Epoch [210][160/469] lr: 4.000e-02, eta: 1 day, 16:29:11, time: 2.311, data_time: 0.063, memory: 9654, top1_acc: 0.5835, top5_acc: 0.7950, loss_cls: 1.7798, loss: 1.7798, grad_norm: 2.4161 2022-02-28 07:28:25,564 - mmaction - INFO - Epoch [210][180/469] lr: 4.000e-02, eta: 1 day, 16:27:59, time: 2.291, data_time: 0.060, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7956, loss_cls: 1.7864, loss: 1.7864, grad_norm: 2.4361 2022-02-28 07:29:10,342 - mmaction - INFO - Epoch [210][200/469] lr: 4.000e-02, eta: 1 day, 16:26:39, time: 2.239, data_time: 0.066, memory: 9654, top1_acc: 0.5759, top5_acc: 0.7939, loss_cls: 1.8013, loss: 1.8013, grad_norm: 2.4668 2022-02-28 07:29:55,312 - mmaction - INFO - Epoch [210][220/469] lr: 4.000e-02, eta: 1 day, 16:25:19, time: 2.247, data_time: 0.064, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7898, loss_cls: 1.8098, loss: 1.8098, grad_norm: 2.4413 2022-02-28 07:30:41,835 - mmaction - INFO - Epoch [210][240/469] lr: 4.000e-02, eta: 1 day, 16:24:15, time: 2.326, data_time: 0.066, memory: 9654, top1_acc: 0.5717, top5_acc: 0.7857, loss_cls: 1.8345, loss: 1.8345, grad_norm: 2.4155 2022-02-28 07:31:28,782 - mmaction - INFO - Epoch [210][260/469] lr: 4.000e-02, eta: 1 day, 16:23:15, time: 2.348, data_time: 0.069, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7944, loss_cls: 1.7849, loss: 1.7849, grad_norm: 2.4493 2022-02-28 07:32:12,782 - mmaction - INFO - Epoch [210][280/469] lr: 4.000e-02, eta: 1 day, 16:21:47, time: 2.200, data_time: 0.065, memory: 9654, top1_acc: 0.5769, top5_acc: 0.7968, loss_cls: 1.7819, loss: 1.7819, grad_norm: 2.3813 2022-02-28 07:32:57,941 - mmaction - INFO - Epoch [210][300/469] lr: 4.000e-02, eta: 1 day, 16:20:31, time: 2.257, data_time: 0.063, memory: 9654, top1_acc: 0.5747, top5_acc: 0.7926, loss_cls: 1.8159, loss: 1.8159, grad_norm: 2.4241 2022-02-28 07:33:43,346 - mmaction - INFO - Epoch [210][320/469] lr: 4.000e-02, eta: 1 day, 16:19:17, time: 2.271, data_time: 0.066, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7913, loss_cls: 1.7963, loss: 1.7963, grad_norm: 2.3768 2022-02-28 07:34:27,130 - mmaction - INFO - Epoch [210][340/469] lr: 4.000e-02, eta: 1 day, 16:17:48, time: 2.188, data_time: 0.065, memory: 9654, top1_acc: 0.5761, top5_acc: 0.7947, loss_cls: 1.7928, loss: 1.7928, grad_norm: 2.4055 2022-02-28 07:35:12,426 - mmaction - INFO - Epoch [210][360/469] lr: 4.000e-02, eta: 1 day, 16:16:34, time: 2.264, data_time: 0.061, memory: 9654, top1_acc: 0.5765, top5_acc: 0.7928, loss_cls: 1.8069, loss: 1.8069, grad_norm: 2.4130 2022-02-28 07:35:56,968 - mmaction - INFO - Epoch [210][380/469] lr: 4.000e-02, eta: 1 day, 16:15:13, time: 2.228, data_time: 0.065, memory: 9654, top1_acc: 0.5690, top5_acc: 0.7920, loss_cls: 1.8228, loss: 1.8228, grad_norm: 2.4162 2022-02-28 07:36:42,409 - mmaction - INFO - Epoch [210][400/469] lr: 4.000e-02, eta: 1 day, 16:13:59, time: 2.271, data_time: 0.064, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7873, loss_cls: 1.8163, loss: 1.8163, grad_norm: 2.4212 2022-02-28 07:37:28,037 - mmaction - INFO - Epoch [210][420/469] lr: 4.000e-02, eta: 1 day, 16:12:48, time: 2.282, data_time: 0.059, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7893, loss_cls: 1.8231, loss: 1.8231, grad_norm: 2.4256 2022-02-28 07:38:12,863 - mmaction - INFO - Epoch [210][440/469] lr: 4.000e-02, eta: 1 day, 16:11:30, time: 2.242, data_time: 0.066, memory: 9654, top1_acc: 0.5622, top5_acc: 0.7919, loss_cls: 1.8283, loss: 1.8283, grad_norm: 2.4354 2022-02-28 07:38:57,538 - mmaction - INFO - Epoch [210][460/469] lr: 4.000e-02, eta: 1 day, 16:10:11, time: 2.233, data_time: 0.058, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7938, loss_cls: 1.8020, loss: 1.8020, grad_norm: 2.3995 2022-02-28 07:39:15,335 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 07:39:15,484 - mmaction - INFO - 110 BN found 2022-02-28 07:46:27,008 - mmaction - INFO - BN stats updated 2022-02-28 07:46:29,012 - mmaction - INFO - Saving checkpoint at 210 epochs 2022-02-28 07:49:59,354 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 07:50:00,159 - mmaction - INFO - top1_acc 0.6099 top5_acc 0.8344 2022-02-28 07:50:00,160 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 07:50:00,191 - mmaction - INFO - mean_acc 0.6098 2022-02-28 07:50:00,192 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_198.pth was removed 2022-02-28 07:50:01,952 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_210.pth. 2022-02-28 07:50:01,953 - mmaction - INFO - Best top1_acc is 0.6099 at 210 epoch. 2022-02-28 07:50:01,964 - mmaction - INFO - Epoch(val) [210][155] top1_acc: 0.6099, top5_acc: 0.8344, mean_class_accuracy: 0.6098 2022-02-28 07:50:03,040 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 07:52:05,154 - mmaction - INFO - Epoch [211][20/469] lr: 4.000e-02, eta: 1 day, 16:16:41, time: 6.104, data_time: 3.664, memory: 9654, top1_acc: 0.5811, top5_acc: 0.7947, loss_cls: 1.7763, loss: 1.7763, grad_norm: 2.3835 2022-02-28 07:52:49,132 - mmaction - INFO - Epoch [211][40/469] lr: 4.000e-02, eta: 1 day, 16:15:15, time: 2.199, data_time: 0.066, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7951, loss_cls: 1.7835, loss: 1.7835, grad_norm: 2.4240 2022-02-28 07:53:34,891 - mmaction - INFO - Epoch [211][60/469] lr: 4.000e-02, eta: 1 day, 16:14:04, time: 2.288, data_time: 0.069, memory: 9654, top1_acc: 0.5850, top5_acc: 0.8004, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.3897 2022-02-28 07:54:21,516 - mmaction - INFO - Epoch [211][80/469] lr: 4.000e-02, eta: 1 day, 16:13:01, time: 2.331, data_time: 0.065, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7961, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.4088 2022-02-28 07:55:07,307 - mmaction - INFO - Epoch [211][100/469] lr: 4.000e-02, eta: 1 day, 16:11:51, time: 2.290, data_time: 0.061, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8091, loss_cls: 1.7355, loss: 1.7355, grad_norm: 2.4227 2022-02-28 07:55:52,409 - mmaction - INFO - Epoch [211][120/469] lr: 4.000e-02, eta: 1 day, 16:10:35, time: 2.254, data_time: 0.064, memory: 9654, top1_acc: 0.5737, top5_acc: 0.7936, loss_cls: 1.7912, loss: 1.7912, grad_norm: 2.4279 2022-02-28 07:56:38,652 - mmaction - INFO - Epoch [211][140/469] lr: 4.000e-02, eta: 1 day, 16:09:29, time: 2.313, data_time: 0.065, memory: 9654, top1_acc: 0.5772, top5_acc: 0.8004, loss_cls: 1.7668, loss: 1.7668, grad_norm: 2.4319 2022-02-28 07:57:23,133 - mmaction - INFO - Epoch [211][160/469] lr: 4.000e-02, eta: 1 day, 16:08:08, time: 2.224, data_time: 0.061, memory: 9654, top1_acc: 0.5757, top5_acc: 0.7964, loss_cls: 1.7976, loss: 1.7976, grad_norm: 2.4334 2022-02-28 07:58:08,509 - mmaction - INFO - Epoch [211][180/469] lr: 4.000e-02, eta: 1 day, 16:06:55, time: 2.269, data_time: 0.066, memory: 9654, top1_acc: 0.5806, top5_acc: 0.8002, loss_cls: 1.7686, loss: 1.7686, grad_norm: 2.4347 2022-02-28 07:58:53,529 - mmaction - INFO - Epoch [211][200/469] lr: 4.000e-02, eta: 1 day, 16:05:39, time: 2.251, data_time: 0.085, memory: 9654, top1_acc: 0.5672, top5_acc: 0.7897, loss_cls: 1.8241, loss: 1.8241, grad_norm: 2.5132 2022-02-28 07:59:39,428 - mmaction - INFO - Epoch [211][220/469] lr: 4.000e-02, eta: 1 day, 16:04:31, time: 2.296, data_time: 0.059, memory: 9654, top1_acc: 0.5863, top5_acc: 0.8024, loss_cls: 1.7515, loss: 1.7515, grad_norm: 2.3850 2022-02-28 08:00:22,934 - mmaction - INFO - Epoch [211][240/469] lr: 4.000e-02, eta: 1 day, 16:03:02, time: 2.175, data_time: 0.059, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7969, loss_cls: 1.7786, loss: 1.7786, grad_norm: 2.4104 2022-02-28 08:01:10,288 - mmaction - INFO - Epoch [211][260/469] lr: 4.000e-02, eta: 1 day, 16:02:07, time: 2.367, data_time: 0.064, memory: 9654, top1_acc: 0.5778, top5_acc: 0.7956, loss_cls: 1.7866, loss: 1.7866, grad_norm: 2.4345 2022-02-28 08:01:56,736 - mmaction - INFO - Epoch [211][280/469] lr: 4.000e-02, eta: 1 day, 16:01:03, time: 2.323, data_time: 0.064, memory: 9654, top1_acc: 0.5767, top5_acc: 0.7935, loss_cls: 1.7877, loss: 1.7877, grad_norm: 2.4297 2022-02-28 08:02:42,847 - mmaction - INFO - Epoch [211][300/469] lr: 4.000e-02, eta: 1 day, 15:59:57, time: 2.305, data_time: 0.065, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7934, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.4169 2022-02-28 08:03:27,210 - mmaction - INFO - Epoch [211][320/469] lr: 4.000e-02, eta: 1 day, 15:58:37, time: 2.219, data_time: 0.065, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7902, loss_cls: 1.8141, loss: 1.8141, grad_norm: 2.4515 2022-02-28 08:04:13,190 - mmaction - INFO - Epoch [211][340/469] lr: 4.000e-02, eta: 1 day, 15:57:30, time: 2.300, data_time: 0.064, memory: 9654, top1_acc: 0.5768, top5_acc: 0.8030, loss_cls: 1.7629, loss: 1.7629, grad_norm: 2.4296 2022-02-28 08:04:58,212 - mmaction - INFO - Epoch [211][360/469] lr: 4.000e-02, eta: 1 day, 15:56:15, time: 2.249, data_time: 0.061, memory: 9654, top1_acc: 0.5753, top5_acc: 0.7925, loss_cls: 1.8087, loss: 1.8087, grad_norm: 2.4295 2022-02-28 08:05:43,175 - mmaction - INFO - Epoch [211][380/469] lr: 4.000e-02, eta: 1 day, 15:55:00, time: 2.249, data_time: 0.063, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7972, loss_cls: 1.7979, loss: 1.7979, grad_norm: 2.4019 2022-02-28 08:06:28,891 - mmaction - INFO - Epoch [211][400/469] lr: 4.000e-02, eta: 1 day, 15:53:51, time: 2.285, data_time: 0.061, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7875, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.4164 2022-02-28 08:07:14,359 - mmaction - INFO - Epoch [211][420/469] lr: 4.000e-02, eta: 1 day, 15:52:41, time: 2.275, data_time: 0.068, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7946, loss_cls: 1.7938, loss: 1.7938, grad_norm: 2.4117 2022-02-28 08:07:58,548 - mmaction - INFO - Epoch [211][440/469] lr: 4.000e-02, eta: 1 day, 15:51:20, time: 2.209, data_time: 0.061, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7940, loss_cls: 1.8044, loss: 1.8044, grad_norm: 2.4258 2022-02-28 08:08:43,772 - mmaction - INFO - Epoch [211][460/469] lr: 4.000e-02, eta: 1 day, 15:50:08, time: 2.261, data_time: 0.065, memory: 9654, top1_acc: 0.5749, top5_acc: 0.7922, loss_cls: 1.8171, loss: 1.8171, grad_norm: 2.4447 2022-02-28 08:09:11,839 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 08:11:32,952 - mmaction - INFO - Epoch [212][20/469] lr: 4.000e-02, eta: 1 day, 15:58:41, time: 7.056, data_time: 4.835, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7969, loss_cls: 1.7807, loss: 1.7807, grad_norm: 2.4283 2022-02-28 08:12:17,597 - mmaction - INFO - Epoch [212][40/469] lr: 4.000e-02, eta: 1 day, 15:57:22, time: 2.232, data_time: 0.067, memory: 9654, top1_acc: 0.5851, top5_acc: 0.8021, loss_cls: 1.7514, loss: 1.7514, grad_norm: 2.4007 2022-02-28 08:13:03,412 - mmaction - INFO - Epoch [212][60/469] lr: 4.000e-02, eta: 1 day, 15:56:13, time: 2.291, data_time: 0.059, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8072, loss_cls: 1.7103, loss: 1.7103, grad_norm: 2.3719 2022-02-28 08:13:48,274 - mmaction - INFO - Epoch [212][80/469] lr: 4.000e-02, eta: 1 day, 15:54:57, time: 2.242, data_time: 0.061, memory: 9654, top1_acc: 0.5806, top5_acc: 0.8006, loss_cls: 1.7455, loss: 1.7455, grad_norm: 2.4070 2022-02-28 08:14:34,270 - mmaction - INFO - Epoch [212][100/469] lr: 4.000e-02, eta: 1 day, 15:53:50, time: 2.300, data_time: 0.063, memory: 9654, top1_acc: 0.5753, top5_acc: 0.7964, loss_cls: 1.7835, loss: 1.7835, grad_norm: 2.3932 2022-02-28 08:15:19,331 - mmaction - INFO - Epoch [212][120/469] lr: 4.000e-02, eta: 1 day, 15:52:35, time: 2.253, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7975, loss_cls: 1.7721, loss: 1.7721, grad_norm: 2.4214 2022-02-28 08:16:02,961 - mmaction - INFO - Epoch [212][140/469] lr: 4.000e-02, eta: 1 day, 15:51:09, time: 2.181, data_time: 0.065, memory: 9654, top1_acc: 0.5773, top5_acc: 0.8003, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.4484 2022-02-28 08:16:47,752 - mmaction - INFO - Epoch [212][160/469] lr: 4.000e-02, eta: 1 day, 15:49:53, time: 2.240, data_time: 0.060, memory: 9654, top1_acc: 0.5815, top5_acc: 0.8027, loss_cls: 1.7412, loss: 1.7412, grad_norm: 2.4067 2022-02-28 08:17:31,986 - mmaction - INFO - Epoch [212][180/469] lr: 4.000e-02, eta: 1 day, 15:48:33, time: 2.211, data_time: 0.059, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7928, loss_cls: 1.8001, loss: 1.8001, grad_norm: 2.4366 2022-02-28 08:18:16,958 - mmaction - INFO - Epoch [212][200/469] lr: 4.000e-02, eta: 1 day, 15:47:18, time: 2.249, data_time: 0.063, memory: 9654, top1_acc: 0.5713, top5_acc: 0.7938, loss_cls: 1.7915, loss: 1.7915, grad_norm: 2.4466 2022-02-28 08:19:01,813 - mmaction - INFO - Epoch [212][220/469] lr: 4.000e-02, eta: 1 day, 15:46:03, time: 2.243, data_time: 0.065, memory: 9654, top1_acc: 0.5722, top5_acc: 0.7950, loss_cls: 1.7912, loss: 1.7912, grad_norm: 2.4748 2022-02-28 08:19:46,058 - mmaction - INFO - Epoch [212][240/469] lr: 4.000e-02, eta: 1 day, 15:44:43, time: 2.212, data_time: 0.062, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7960, loss_cls: 1.7960, loss: 1.7960, grad_norm: 2.4744 2022-02-28 08:20:33,183 - mmaction - INFO - Epoch [212][260/469] lr: 4.000e-02, eta: 1 day, 15:43:46, time: 2.356, data_time: 0.067, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7941, loss_cls: 1.8022, loss: 1.8022, grad_norm: 2.4766 2022-02-28 08:21:19,153 - mmaction - INFO - Epoch [212][280/469] lr: 4.000e-02, eta: 1 day, 15:42:40, time: 2.299, data_time: 0.067, memory: 9654, top1_acc: 0.5722, top5_acc: 0.7915, loss_cls: 1.8073, loss: 1.8073, grad_norm: 2.4676 2022-02-28 08:22:05,745 - mmaction - INFO - Epoch [212][300/469] lr: 4.000e-02, eta: 1 day, 15:41:38, time: 2.328, data_time: 0.062, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7942, loss_cls: 1.8042, loss: 1.8042, grad_norm: 2.4549 2022-02-28 08:22:49,763 - mmaction - INFO - Epoch [212][320/469] lr: 4.000e-02, eta: 1 day, 15:40:18, time: 2.202, data_time: 0.063, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7941, loss_cls: 1.8101, loss: 1.8101, grad_norm: 2.4389 2022-02-28 08:23:35,384 - mmaction - INFO - Epoch [212][340/469] lr: 4.000e-02, eta: 1 day, 15:39:09, time: 2.281, data_time: 0.065, memory: 9654, top1_acc: 0.5841, top5_acc: 0.7978, loss_cls: 1.7604, loss: 1.7604, grad_norm: 2.4242 2022-02-28 08:24:20,215 - mmaction - INFO - Epoch [212][360/469] lr: 4.000e-02, eta: 1 day, 15:37:55, time: 2.241, data_time: 0.067, memory: 9654, top1_acc: 0.5731, top5_acc: 0.7905, loss_cls: 1.7951, loss: 1.7951, grad_norm: 2.4276 2022-02-28 08:25:04,503 - mmaction - INFO - Epoch [212][380/469] lr: 4.000e-02, eta: 1 day, 15:36:36, time: 2.214, data_time: 0.065, memory: 9654, top1_acc: 0.5724, top5_acc: 0.7952, loss_cls: 1.8059, loss: 1.8059, grad_norm: 2.4316 2022-02-28 08:25:49,822 - mmaction - INFO - Epoch [212][400/469] lr: 4.000e-02, eta: 1 day, 15:35:26, time: 2.266, data_time: 0.071, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7930, loss_cls: 1.8105, loss: 1.8105, grad_norm: 2.4349 2022-02-28 08:26:32,785 - mmaction - INFO - Epoch [212][420/469] lr: 4.000e-02, eta: 1 day, 15:33:57, time: 2.149, data_time: 0.064, memory: 9654, top1_acc: 0.5728, top5_acc: 0.7914, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.4223 2022-02-28 08:27:17,744 - mmaction - INFO - Epoch [212][440/469] lr: 4.000e-02, eta: 1 day, 15:32:45, time: 2.248, data_time: 0.065, memory: 9654, top1_acc: 0.5658, top5_acc: 0.7861, loss_cls: 1.8453, loss: 1.8453, grad_norm: 2.4814 2022-02-28 08:28:03,492 - mmaction - INFO - Epoch [212][460/469] lr: 4.000e-02, eta: 1 day, 15:31:38, time: 2.287, data_time: 0.066, memory: 9654, top1_acc: 0.5795, top5_acc: 0.8004, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.4563 2022-02-28 08:28:21,418 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 08:30:22,750 - mmaction - INFO - Epoch [213][20/469] lr: 4.000e-02, eta: 1 day, 15:37:00, time: 6.065, data_time: 4.781, memory: 9654, top1_acc: 0.5835, top5_acc: 0.8020, loss_cls: 1.7467, loss: 1.7467, grad_norm: 2.4200 2022-02-28 08:31:08,235 - mmaction - INFO - Epoch [213][40/469] lr: 4.000e-02, eta: 1 day, 15:35:51, time: 2.275, data_time: 0.726, memory: 9654, top1_acc: 0.5860, top5_acc: 0.8015, loss_cls: 1.7417, loss: 1.7417, grad_norm: 2.4290 2022-02-28 08:31:53,062 - mmaction - INFO - Epoch [213][60/469] lr: 4.000e-02, eta: 1 day, 15:34:36, time: 2.241, data_time: 0.443, memory: 9654, top1_acc: 0.5761, top5_acc: 0.8004, loss_cls: 1.7983, loss: 1.7983, grad_norm: 2.4675 2022-02-28 08:32:38,098 - mmaction - INFO - Epoch [213][80/469] lr: 4.000e-02, eta: 1 day, 15:33:24, time: 2.252, data_time: 0.175, memory: 9654, top1_acc: 0.5851, top5_acc: 0.7931, loss_cls: 1.7847, loss: 1.7847, grad_norm: 2.4681 2022-02-28 08:33:23,489 - mmaction - INFO - Epoch [213][100/469] lr: 4.000e-02, eta: 1 day, 15:32:14, time: 2.270, data_time: 0.063, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7967, loss_cls: 1.7761, loss: 1.7761, grad_norm: 2.4335 2022-02-28 08:34:08,367 - mmaction - INFO - Epoch [213][120/469] lr: 4.000e-02, eta: 1 day, 15:31:00, time: 2.243, data_time: 0.059, memory: 9654, top1_acc: 0.5830, top5_acc: 0.8045, loss_cls: 1.7677, loss: 1.7677, grad_norm: 2.4465 2022-02-28 08:34:54,031 - mmaction - INFO - Epoch [213][140/469] lr: 4.000e-02, eta: 1 day, 15:29:53, time: 2.283, data_time: 0.069, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8004, loss_cls: 1.7434, loss: 1.7434, grad_norm: 2.4011 2022-02-28 08:35:39,139 - mmaction - INFO - Epoch [213][160/469] lr: 4.000e-02, eta: 1 day, 15:28:41, time: 2.256, data_time: 0.066, memory: 9654, top1_acc: 0.5808, top5_acc: 0.7952, loss_cls: 1.7753, loss: 1.7753, grad_norm: 2.4223 2022-02-28 08:36:22,734 - mmaction - INFO - Epoch [213][180/469] lr: 4.000e-02, eta: 1 day, 15:27:18, time: 2.180, data_time: 0.070, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7941, loss_cls: 1.7873, loss: 1.7873, grad_norm: 2.4339 2022-02-28 08:37:07,466 - mmaction - INFO - Epoch [213][200/469] lr: 4.000e-02, eta: 1 day, 15:26:04, time: 2.236, data_time: 0.090, memory: 9654, top1_acc: 0.5765, top5_acc: 0.7966, loss_cls: 1.7928, loss: 1.7928, grad_norm: 2.4941 2022-02-28 08:37:53,754 - mmaction - INFO - Epoch [213][220/469] lr: 4.000e-02, eta: 1 day, 15:25:02, time: 2.315, data_time: 0.063, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7942, loss_cls: 1.8153, loss: 1.8153, grad_norm: 2.4565 2022-02-28 08:38:38,903 - mmaction - INFO - Epoch [213][240/469] lr: 4.000e-02, eta: 1 day, 15:23:51, time: 2.257, data_time: 0.062, memory: 9654, top1_acc: 0.5786, top5_acc: 0.7929, loss_cls: 1.8091, loss: 1.8091, grad_norm: 2.4596 2022-02-28 08:39:23,464 - mmaction - INFO - Epoch [213][260/469] lr: 4.000e-02, eta: 1 day, 15:22:36, time: 2.228, data_time: 0.066, memory: 9654, top1_acc: 0.5833, top5_acc: 0.7969, loss_cls: 1.7800, loss: 1.7800, grad_norm: 2.4425 2022-02-28 08:40:08,886 - mmaction - INFO - Epoch [213][280/469] lr: 4.000e-02, eta: 1 day, 15:21:27, time: 2.271, data_time: 0.067, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7924, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.4727 2022-02-28 08:40:55,380 - mmaction - INFO - Epoch [213][300/469] lr: 4.000e-02, eta: 1 day, 15:20:27, time: 2.324, data_time: 0.068, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7990, loss_cls: 1.7791, loss: 1.7791, grad_norm: 2.4420 2022-02-28 08:41:39,865 - mmaction - INFO - Epoch [213][320/469] lr: 4.000e-02, eta: 1 day, 15:19:11, time: 2.224, data_time: 0.065, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7918, loss_cls: 1.8046, loss: 1.8046, grad_norm: 2.4472 2022-02-28 08:42:25,209 - mmaction - INFO - Epoch [213][340/469] lr: 4.000e-02, eta: 1 day, 15:18:02, time: 2.266, data_time: 0.059, memory: 9654, top1_acc: 0.5716, top5_acc: 0.7991, loss_cls: 1.7795, loss: 1.7795, grad_norm: 2.4345 2022-02-28 08:43:12,657 - mmaction - INFO - Epoch [213][360/469] lr: 4.000e-02, eta: 1 day, 15:17:09, time: 2.374, data_time: 0.060, memory: 9654, top1_acc: 0.5784, top5_acc: 0.7988, loss_cls: 1.7840, loss: 1.7840, grad_norm: 2.4512 2022-02-28 08:43:56,993 - mmaction - INFO - Epoch [213][380/469] lr: 4.000e-02, eta: 1 day, 15:15:53, time: 2.216, data_time: 0.062, memory: 9654, top1_acc: 0.5765, top5_acc: 0.7979, loss_cls: 1.7958, loss: 1.7958, grad_norm: 2.4809 2022-02-28 08:44:42,297 - mmaction - INFO - Epoch [213][400/469] lr: 4.000e-02, eta: 1 day, 15:14:45, time: 2.264, data_time: 0.063, memory: 9654, top1_acc: 0.5674, top5_acc: 0.7937, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.4669 2022-02-28 08:45:27,231 - mmaction - INFO - Epoch [213][420/469] lr: 4.000e-02, eta: 1 day, 15:13:33, time: 2.246, data_time: 0.159, memory: 9654, top1_acc: 0.5662, top5_acc: 0.7864, loss_cls: 1.8481, loss: 1.8481, grad_norm: 2.4935 2022-02-28 08:46:12,358 - mmaction - INFO - Epoch [213][440/469] lr: 4.000e-02, eta: 1 day, 15:12:24, time: 2.258, data_time: 0.109, memory: 9654, top1_acc: 0.5722, top5_acc: 0.7911, loss_cls: 1.8245, loss: 1.8245, grad_norm: 2.4841 2022-02-28 08:46:56,963 - mmaction - INFO - Epoch [213][460/469] lr: 4.000e-02, eta: 1 day, 15:11:10, time: 2.229, data_time: 0.066, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7952, loss_cls: 1.7598, loss: 1.7598, grad_norm: 2.3984 2022-02-28 08:47:14,539 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 08:47:14,643 - mmaction - INFO - 110 BN found 2022-02-28 08:54:29,366 - mmaction - INFO - BN stats updated 2022-02-28 08:54:31,372 - mmaction - INFO - Saving checkpoint at 213 epochs 2022-02-28 08:54:34,428 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 08:56:23,913 - mmaction - INFO - Epoch [214][20/469] lr: 4.000e-02, eta: 1 day, 15:14:44, time: 5.474, data_time: 3.070, memory: 9654, top1_acc: 0.5925, top5_acc: 0.8035, loss_cls: 1.7293, loss: 1.7293, grad_norm: 2.4053 2022-02-28 08:57:09,797 - mmaction - INFO - Epoch [214][40/469] lr: 4.000e-02, eta: 1 day, 15:13:39, time: 2.294, data_time: 0.064, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8049, loss_cls: 1.7425, loss: 1.7425, grad_norm: 2.4659 2022-02-28 08:57:54,988 - mmaction - INFO - Epoch [214][60/469] lr: 4.000e-02, eta: 1 day, 15:12:29, time: 2.260, data_time: 0.060, memory: 9654, top1_acc: 0.5827, top5_acc: 0.8027, loss_cls: 1.7429, loss: 1.7429, grad_norm: 2.4501 2022-02-28 08:58:39,837 - mmaction - INFO - Epoch [214][80/469] lr: 4.000e-02, eta: 1 day, 15:11:17, time: 2.242, data_time: 0.061, memory: 9654, top1_acc: 0.5861, top5_acc: 0.8003, loss_cls: 1.7680, loss: 1.7680, grad_norm: 2.4649 2022-02-28 08:59:25,064 - mmaction - INFO - Epoch [214][100/469] lr: 4.000e-02, eta: 1 day, 15:10:08, time: 2.261, data_time: 0.062, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7982, loss_cls: 1.7564, loss: 1.7564, grad_norm: 2.4102 2022-02-28 09:00:10,821 - mmaction - INFO - Epoch [214][120/469] lr: 4.000e-02, eta: 1 day, 15:09:03, time: 2.288, data_time: 0.066, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8018, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.4705 2022-02-28 09:00:58,481 - mmaction - INFO - Epoch [214][140/469] lr: 4.000e-02, eta: 1 day, 15:08:11, time: 2.382, data_time: 0.063, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7972, loss_cls: 1.7534, loss: 1.7534, grad_norm: 2.4899 2022-02-28 09:01:42,836 - mmaction - INFO - Epoch [214][160/469] lr: 4.000e-02, eta: 1 day, 15:06:56, time: 2.219, data_time: 0.063, memory: 9654, top1_acc: 0.5845, top5_acc: 0.8021, loss_cls: 1.7513, loss: 1.7513, grad_norm: 2.4752 2022-02-28 09:02:27,671 - mmaction - INFO - Epoch [214][180/469] lr: 4.000e-02, eta: 1 day, 15:05:44, time: 2.242, data_time: 0.062, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7899, loss_cls: 1.7979, loss: 1.7979, grad_norm: 2.4747 2022-02-28 09:03:12,447 - mmaction - INFO - Epoch [214][200/469] lr: 4.000e-02, eta: 1 day, 15:04:32, time: 2.237, data_time: 0.064, memory: 9654, top1_acc: 0.5847, top5_acc: 0.8006, loss_cls: 1.7548, loss: 1.7548, grad_norm: 2.4496 2022-02-28 09:03:56,721 - mmaction - INFO - Epoch [214][220/469] lr: 4.000e-02, eta: 1 day, 15:03:17, time: 2.215, data_time: 0.060, memory: 9654, top1_acc: 0.5741, top5_acc: 0.7932, loss_cls: 1.8022, loss: 1.8022, grad_norm: 2.4854 2022-02-28 09:04:43,051 - mmaction - INFO - Epoch [214][240/469] lr: 4.000e-02, eta: 1 day, 15:02:17, time: 2.317, data_time: 0.061, memory: 9654, top1_acc: 0.5706, top5_acc: 0.7958, loss_cls: 1.8246, loss: 1.8246, grad_norm: 2.5005 2022-02-28 09:05:28,640 - mmaction - INFO - Epoch [214][260/469] lr: 4.000e-02, eta: 1 day, 15:01:11, time: 2.279, data_time: 0.067, memory: 9654, top1_acc: 0.5804, top5_acc: 0.7993, loss_cls: 1.7777, loss: 1.7777, grad_norm: 2.4878 2022-02-28 09:06:12,460 - mmaction - INFO - Epoch [214][280/469] lr: 4.000e-02, eta: 1 day, 14:59:53, time: 2.190, data_time: 0.071, memory: 9654, top1_acc: 0.5815, top5_acc: 0.7920, loss_cls: 1.8015, loss: 1.8015, grad_norm: 2.4624 2022-02-28 09:06:56,846 - mmaction - INFO - Epoch [214][300/469] lr: 4.000e-02, eta: 1 day, 14:58:39, time: 2.221, data_time: 0.066, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7954, loss_cls: 1.7572, loss: 1.7572, grad_norm: 2.4193 2022-02-28 09:07:41,406 - mmaction - INFO - Epoch [214][320/469] lr: 4.000e-02, eta: 1 day, 14:57:27, time: 2.227, data_time: 0.060, memory: 9654, top1_acc: 0.5739, top5_acc: 0.7879, loss_cls: 1.8067, loss: 1.8067, grad_norm: 2.5057 2022-02-28 09:08:28,005 - mmaction - INFO - Epoch [214][340/469] lr: 4.000e-02, eta: 1 day, 14:56:28, time: 2.330, data_time: 0.066, memory: 9654, top1_acc: 0.5741, top5_acc: 0.7954, loss_cls: 1.8067, loss: 1.8067, grad_norm: 2.4776 2022-02-28 09:09:12,535 - mmaction - INFO - Epoch [214][360/469] lr: 4.000e-02, eta: 1 day, 14:55:16, time: 2.226, data_time: 0.067, memory: 9654, top1_acc: 0.5761, top5_acc: 0.7946, loss_cls: 1.7971, loss: 1.7971, grad_norm: 2.4768 2022-02-28 09:09:58,656 - mmaction - INFO - Epoch [214][380/469] lr: 4.000e-02, eta: 1 day, 14:54:14, time: 2.307, data_time: 0.063, memory: 9654, top1_acc: 0.5747, top5_acc: 0.7986, loss_cls: 1.7993, loss: 1.7993, grad_norm: 2.4759 2022-02-28 09:10:44,187 - mmaction - INFO - Epoch [214][400/469] lr: 4.000e-02, eta: 1 day, 14:53:09, time: 2.276, data_time: 0.062, memory: 9654, top1_acc: 0.5784, top5_acc: 0.7958, loss_cls: 1.7864, loss: 1.7864, grad_norm: 2.4615 2022-02-28 09:11:30,000 - mmaction - INFO - Epoch [214][420/469] lr: 4.000e-02, eta: 1 day, 14:52:05, time: 2.290, data_time: 0.064, memory: 9654, top1_acc: 0.5811, top5_acc: 0.8024, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.4324 2022-02-28 09:12:15,044 - mmaction - INFO - Epoch [214][440/469] lr: 4.000e-02, eta: 1 day, 14:50:57, time: 2.252, data_time: 0.061, memory: 9654, top1_acc: 0.5708, top5_acc: 0.7901, loss_cls: 1.8259, loss: 1.8259, grad_norm: 2.5204 2022-02-28 09:13:01,222 - mmaction - INFO - Epoch [214][460/469] lr: 4.000e-02, eta: 1 day, 14:49:56, time: 2.309, data_time: 0.065, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7970, loss_cls: 1.7955, loss: 1.7955, grad_norm: 2.4340 2022-02-28 09:13:17,143 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 09:15:06,181 - mmaction - INFO - Epoch [215][20/469] lr: 4.000e-02, eta: 1 day, 14:53:09, time: 5.451, data_time: 3.318, memory: 9654, top1_acc: 0.5823, top5_acc: 0.7979, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.4732 2022-02-28 09:15:51,228 - mmaction - INFO - Epoch [215][40/469] lr: 4.000e-02, eta: 1 day, 14:52:00, time: 2.251, data_time: 0.064, memory: 9654, top1_acc: 0.5856, top5_acc: 0.8029, loss_cls: 1.7268, loss: 1.7268, grad_norm: 2.4306 2022-02-28 09:16:34,731 - mmaction - INFO - Epoch [215][60/469] lr: 4.000e-02, eta: 1 day, 14:50:41, time: 2.176, data_time: 0.058, memory: 9654, top1_acc: 0.5831, top5_acc: 0.7933, loss_cls: 1.7724, loss: 1.7724, grad_norm: 2.4404 2022-02-28 09:17:19,299 - mmaction - INFO - Epoch [215][80/469] lr: 4.000e-02, eta: 1 day, 14:49:29, time: 2.228, data_time: 0.059, memory: 9654, top1_acc: 0.5806, top5_acc: 0.7993, loss_cls: 1.7584, loss: 1.7584, grad_norm: 2.4923 2022-02-28 09:18:04,895 - mmaction - INFO - Epoch [215][100/469] lr: 4.000e-02, eta: 1 day, 14:48:24, time: 2.281, data_time: 0.141, memory: 9654, top1_acc: 0.5900, top5_acc: 0.7989, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.4561 2022-02-28 09:18:48,195 - mmaction - INFO - Epoch [215][120/469] lr: 4.000e-02, eta: 1 day, 14:47:04, time: 2.164, data_time: 0.107, memory: 9654, top1_acc: 0.5845, top5_acc: 0.7986, loss_cls: 1.7690, loss: 1.7690, grad_norm: 2.4858 2022-02-28 09:19:33,116 - mmaction - INFO - Epoch [215][140/469] lr: 4.000e-02, eta: 1 day, 14:45:55, time: 2.247, data_time: 0.448, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7977, loss_cls: 1.7652, loss: 1.7652, grad_norm: 2.4733 2022-02-28 09:20:18,593 - mmaction - INFO - Epoch [215][160/469] lr: 4.000e-02, eta: 1 day, 14:44:50, time: 2.274, data_time: 0.712, memory: 9654, top1_acc: 0.5739, top5_acc: 0.7896, loss_cls: 1.8193, loss: 1.8193, grad_norm: 2.5032 2022-02-28 09:21:04,734 - mmaction - INFO - Epoch [215][180/469] lr: 4.000e-02, eta: 1 day, 14:43:49, time: 2.306, data_time: 0.476, memory: 9654, top1_acc: 0.5790, top5_acc: 0.7959, loss_cls: 1.7762, loss: 1.7762, grad_norm: 2.4856 2022-02-28 09:21:50,976 - mmaction - INFO - Epoch [215][200/469] lr: 4.000e-02, eta: 1 day, 14:42:48, time: 2.313, data_time: 0.337, memory: 9654, top1_acc: 0.5849, top5_acc: 0.8026, loss_cls: 1.7696, loss: 1.7696, grad_norm: 2.4493 2022-02-28 09:22:37,654 - mmaction - INFO - Epoch [215][220/469] lr: 4.000e-02, eta: 1 day, 14:41:51, time: 2.334, data_time: 0.103, memory: 9654, top1_acc: 0.5821, top5_acc: 0.7972, loss_cls: 1.7780, loss: 1.7780, grad_norm: 2.4405 2022-02-28 09:23:21,463 - mmaction - INFO - Epoch [215][240/469] lr: 4.000e-02, eta: 1 day, 14:40:35, time: 2.191, data_time: 0.071, memory: 9654, top1_acc: 0.5751, top5_acc: 0.7967, loss_cls: 1.7864, loss: 1.7864, grad_norm: 2.4920 2022-02-28 09:24:05,508 - mmaction - INFO - Epoch [215][260/469] lr: 4.000e-02, eta: 1 day, 14:39:21, time: 2.202, data_time: 0.060, memory: 9654, top1_acc: 0.5835, top5_acc: 0.7986, loss_cls: 1.7667, loss: 1.7667, grad_norm: 2.4636 2022-02-28 09:24:51,383 - mmaction - INFO - Epoch [215][280/469] lr: 4.000e-02, eta: 1 day, 14:38:18, time: 2.294, data_time: 0.063, memory: 9654, top1_acc: 0.5778, top5_acc: 0.7977, loss_cls: 1.7861, loss: 1.7861, grad_norm: 2.5084 2022-02-28 09:25:36,727 - mmaction - INFO - Epoch [215][300/469] lr: 4.000e-02, eta: 1 day, 14:37:13, time: 2.266, data_time: 0.059, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7953, loss_cls: 1.7731, loss: 1.7731, grad_norm: 2.4651 2022-02-28 09:26:21,758 - mmaction - INFO - Epoch [215][320/469] lr: 4.000e-02, eta: 1 day, 14:36:05, time: 2.252, data_time: 0.065, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8006, loss_cls: 1.7344, loss: 1.7344, grad_norm: 2.4378 2022-02-28 09:27:06,737 - mmaction - INFO - Epoch [215][340/469] lr: 4.000e-02, eta: 1 day, 14:34:57, time: 2.249, data_time: 0.062, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7906, loss_cls: 1.8030, loss: 1.8030, grad_norm: 2.5097 2022-02-28 09:27:52,156 - mmaction - INFO - Epoch [215][360/469] lr: 4.000e-02, eta: 1 day, 14:33:52, time: 2.271, data_time: 0.064, memory: 9654, top1_acc: 0.5721, top5_acc: 0.7979, loss_cls: 1.7982, loss: 1.7982, grad_norm: 2.4854 2022-02-28 09:28:37,744 - mmaction - INFO - Epoch [215][380/469] lr: 4.000e-02, eta: 1 day, 14:32:49, time: 2.280, data_time: 0.064, memory: 9654, top1_acc: 0.5718, top5_acc: 0.7998, loss_cls: 1.7799, loss: 1.7799, grad_norm: 2.4796 2022-02-28 09:29:22,395 - mmaction - INFO - Epoch [215][400/469] lr: 4.000e-02, eta: 1 day, 14:31:39, time: 2.233, data_time: 0.068, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7973, loss_cls: 1.7785, loss: 1.7785, grad_norm: 2.4520 2022-02-28 09:30:07,720 - mmaction - INFO - Epoch [215][420/469] lr: 4.000e-02, eta: 1 day, 14:30:34, time: 2.266, data_time: 0.061, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7955, loss_cls: 1.7841, loss: 1.7841, grad_norm: 2.4720 2022-02-28 09:30:53,640 - mmaction - INFO - Epoch [215][440/469] lr: 4.000e-02, eta: 1 day, 14:29:32, time: 2.296, data_time: 0.096, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7908, loss_cls: 1.8000, loss: 1.8000, grad_norm: 2.4812 2022-02-28 09:31:39,757 - mmaction - INFO - Epoch [215][460/469] lr: 4.000e-02, eta: 1 day, 14:28:32, time: 2.306, data_time: 0.061, memory: 9654, top1_acc: 0.5720, top5_acc: 0.7916, loss_cls: 1.8006, loss: 1.8006, grad_norm: 2.4972 2022-02-28 09:32:01,271 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 09:34:19,799 - mmaction - INFO - Epoch [216][20/469] lr: 4.000e-02, eta: 1 day, 14:34:37, time: 6.925, data_time: 4.651, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7999, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.4413 2022-02-28 09:35:03,221 - mmaction - INFO - Epoch [216][40/469] lr: 4.000e-02, eta: 1 day, 14:33:19, time: 2.171, data_time: 0.086, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7985, loss_cls: 1.7517, loss: 1.7517, grad_norm: 2.4892 2022-02-28 09:35:47,478 - mmaction - INFO - Epoch [216][60/469] lr: 4.000e-02, eta: 1 day, 14:32:06, time: 2.212, data_time: 0.063, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7966, loss_cls: 1.7625, loss: 1.7625, grad_norm: 2.4787 2022-02-28 09:36:31,120 - mmaction - INFO - Epoch [216][80/469] lr: 4.000e-02, eta: 1 day, 14:30:50, time: 2.183, data_time: 0.067, memory: 9654, top1_acc: 0.5835, top5_acc: 0.8025, loss_cls: 1.7598, loss: 1.7598, grad_norm: 2.5000 2022-02-28 09:37:16,650 - mmaction - INFO - Epoch [216][100/469] lr: 4.000e-02, eta: 1 day, 14:29:45, time: 2.277, data_time: 0.064, memory: 9654, top1_acc: 0.5868, top5_acc: 0.8013, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.4730 2022-02-28 09:38:00,306 - mmaction - INFO - Epoch [216][120/469] lr: 4.000e-02, eta: 1 day, 14:28:29, time: 2.183, data_time: 0.063, memory: 9654, top1_acc: 0.5854, top5_acc: 0.8037, loss_cls: 1.7388, loss: 1.7388, grad_norm: 2.4793 2022-02-28 09:38:45,311 - mmaction - INFO - Epoch [216][140/469] lr: 4.000e-02, eta: 1 day, 14:27:22, time: 2.250, data_time: 0.066, memory: 9654, top1_acc: 0.5831, top5_acc: 0.7947, loss_cls: 1.7714, loss: 1.7714, grad_norm: 2.4954 2022-02-28 09:39:31,619 - mmaction - INFO - Epoch [216][160/469] lr: 4.000e-02, eta: 1 day, 14:26:23, time: 2.316, data_time: 0.059, memory: 9654, top1_acc: 0.5786, top5_acc: 0.7985, loss_cls: 1.7726, loss: 1.7726, grad_norm: 2.5372 2022-02-28 09:40:17,040 - mmaction - INFO - Epoch [216][180/469] lr: 4.000e-02, eta: 1 day, 14:25:18, time: 2.271, data_time: 0.068, memory: 9654, top1_acc: 0.5880, top5_acc: 0.8017, loss_cls: 1.7463, loss: 1.7463, grad_norm: 2.4699 2022-02-28 09:41:03,139 - mmaction - INFO - Epoch [216][200/469] lr: 4.000e-02, eta: 1 day, 14:24:17, time: 2.304, data_time: 0.072, memory: 9654, top1_acc: 0.5873, top5_acc: 0.8063, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.4691 2022-02-28 09:41:49,441 - mmaction - INFO - Epoch [216][220/469] lr: 4.000e-02, eta: 1 day, 14:23:18, time: 2.315, data_time: 0.065, memory: 9654, top1_acc: 0.5829, top5_acc: 0.8031, loss_cls: 1.7660, loss: 1.7660, grad_norm: 2.4931 2022-02-28 09:42:35,153 - mmaction - INFO - Epoch [216][240/469] lr: 4.000e-02, eta: 1 day, 14:22:15, time: 2.288, data_time: 0.068, memory: 9654, top1_acc: 0.5794, top5_acc: 0.7945, loss_cls: 1.7881, loss: 1.7881, grad_norm: 2.5009 2022-02-28 09:43:20,768 - mmaction - INFO - Epoch [216][260/469] lr: 4.000e-02, eta: 1 day, 14:21:12, time: 2.280, data_time: 0.065, memory: 9654, top1_acc: 0.5726, top5_acc: 0.7934, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.5106 2022-02-28 09:44:06,783 - mmaction - INFO - Epoch [216][280/469] lr: 4.000e-02, eta: 1 day, 14:20:11, time: 2.301, data_time: 0.063, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7947, loss_cls: 1.7889, loss: 1.7889, grad_norm: 2.4870 2022-02-28 09:44:50,791 - mmaction - INFO - Epoch [216][300/469] lr: 4.000e-02, eta: 1 day, 14:18:58, time: 2.199, data_time: 0.065, memory: 9654, top1_acc: 0.5806, top5_acc: 0.7981, loss_cls: 1.7754, loss: 1.7754, grad_norm: 2.4774 2022-02-28 09:45:35,514 - mmaction - INFO - Epoch [216][320/469] lr: 4.000e-02, eta: 1 day, 14:17:50, time: 2.238, data_time: 0.068, memory: 9654, top1_acc: 0.5753, top5_acc: 0.7925, loss_cls: 1.8031, loss: 1.8031, grad_norm: 2.5010 2022-02-28 09:46:21,261 - mmaction - INFO - Epoch [216][340/469] lr: 4.000e-02, eta: 1 day, 14:16:48, time: 2.287, data_time: 0.066, memory: 9654, top1_acc: 0.5705, top5_acc: 0.7904, loss_cls: 1.8042, loss: 1.8042, grad_norm: 2.5220 2022-02-28 09:47:05,823 - mmaction - INFO - Epoch [216][360/469] lr: 4.000e-02, eta: 1 day, 14:15:39, time: 2.228, data_time: 0.064, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7966, loss_cls: 1.7717, loss: 1.7717, grad_norm: 2.4767 2022-02-28 09:47:51,791 - mmaction - INFO - Epoch [216][380/469] lr: 4.000e-02, eta: 1 day, 14:14:38, time: 2.298, data_time: 0.066, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7902, loss_cls: 1.7954, loss: 1.7954, grad_norm: 2.5204 2022-02-28 09:48:37,048 - mmaction - INFO - Epoch [216][400/469] lr: 4.000e-02, eta: 1 day, 14:13:33, time: 2.263, data_time: 0.066, memory: 9654, top1_acc: 0.5690, top5_acc: 0.7923, loss_cls: 1.8031, loss: 1.8031, grad_norm: 2.4879 2022-02-28 09:49:21,881 - mmaction - INFO - Epoch [216][420/469] lr: 4.000e-02, eta: 1 day, 14:12:26, time: 2.242, data_time: 0.062, memory: 9654, top1_acc: 0.5712, top5_acc: 0.7929, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.5036 2022-02-28 09:50:07,597 - mmaction - INFO - Epoch [216][440/469] lr: 4.000e-02, eta: 1 day, 14:11:24, time: 2.286, data_time: 0.064, memory: 9654, top1_acc: 0.5707, top5_acc: 0.7868, loss_cls: 1.8303, loss: 1.8303, grad_norm: 2.5041 2022-02-28 09:50:54,789 - mmaction - INFO - Epoch [216][460/469] lr: 4.000e-02, eta: 1 day, 14:10:31, time: 2.359, data_time: 0.070, memory: 9654, top1_acc: 0.5717, top5_acc: 0.7922, loss_cls: 1.8202, loss: 1.8202, grad_norm: 2.4915 2022-02-28 09:51:11,399 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 09:51:11,527 - mmaction - INFO - 110 BN found 2022-02-28 09:58:28,845 - mmaction - INFO - BN stats updated 2022-02-28 09:58:30,852 - mmaction - INFO - Saving checkpoint at 216 epochs 2022-02-28 10:02:43,039 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 10:02:43,903 - mmaction - INFO - top1_acc 0.6079 top5_acc 0.8314 2022-02-28 10:02:43,904 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 10:02:43,973 - mmaction - INFO - mean_acc 0.6076 2022-02-28 10:02:43,985 - mmaction - INFO - Epoch(val) [216][155] top1_acc: 0.6079, top5_acc: 0.8314, mean_class_accuracy: 0.6076 2022-02-28 10:02:44,847 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 10:04:35,366 - mmaction - INFO - Epoch [217][20/469] lr: 4.000e-02, eta: 1 day, 14:13:24, time: 5.525, data_time: 3.501, memory: 9654, top1_acc: 0.5948, top5_acc: 0.8040, loss_cls: 1.7282, loss: 1.7282, grad_norm: 2.4178 2022-02-28 10:05:20,181 - mmaction - INFO - Epoch [217][40/469] lr: 4.000e-02, eta: 1 day, 14:12:16, time: 2.241, data_time: 0.281, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7911, loss_cls: 1.7700, loss: 1.7700, grad_norm: 2.4725 2022-02-28 10:06:03,610 - mmaction - INFO - Epoch [217][60/469] lr: 4.000e-02, eta: 1 day, 14:11:01, time: 2.172, data_time: 0.421, memory: 9654, top1_acc: 0.5888, top5_acc: 0.8055, loss_cls: 1.7365, loss: 1.7365, grad_norm: 2.4803 2022-02-28 10:06:48,743 - mmaction - INFO - Epoch [217][80/469] lr: 4.000e-02, eta: 1 day, 14:09:55, time: 2.257, data_time: 0.552, memory: 9654, top1_acc: 0.5776, top5_acc: 0.7937, loss_cls: 1.7858, loss: 1.7858, grad_norm: 2.4962 2022-02-28 10:07:34,505 - mmaction - INFO - Epoch [217][100/469] lr: 4.000e-02, eta: 1 day, 14:08:53, time: 2.288, data_time: 0.323, memory: 9654, top1_acc: 0.5867, top5_acc: 0.8041, loss_cls: 1.7389, loss: 1.7389, grad_norm: 2.4993 2022-02-28 10:08:20,649 - mmaction - INFO - Epoch [217][120/469] lr: 4.000e-02, eta: 1 day, 14:07:54, time: 2.307, data_time: 0.069, memory: 9654, top1_acc: 0.5951, top5_acc: 0.8045, loss_cls: 1.7189, loss: 1.7189, grad_norm: 2.4484 2022-02-28 10:09:05,344 - mmaction - INFO - Epoch [217][140/469] lr: 4.000e-02, eta: 1 day, 14:06:46, time: 2.235, data_time: 0.062, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7968, loss_cls: 1.7662, loss: 1.7662, grad_norm: 2.4954 2022-02-28 10:09:51,151 - mmaction - INFO - Epoch [217][160/469] lr: 4.000e-02, eta: 1 day, 14:05:44, time: 2.290, data_time: 0.064, memory: 9654, top1_acc: 0.5905, top5_acc: 0.8024, loss_cls: 1.7320, loss: 1.7320, grad_norm: 2.4757 2022-02-28 10:10:38,499 - mmaction - INFO - Epoch [217][180/469] lr: 4.000e-02, eta: 1 day, 14:04:52, time: 2.368, data_time: 0.065, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8022, loss_cls: 1.7451, loss: 1.7451, grad_norm: 2.4721 2022-02-28 10:11:24,144 - mmaction - INFO - Epoch [217][200/469] lr: 4.000e-02, eta: 1 day, 14:03:50, time: 2.282, data_time: 0.063, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7997, loss_cls: 1.7853, loss: 1.7853, grad_norm: 2.5097 2022-02-28 10:12:07,731 - mmaction - INFO - Epoch [217][220/469] lr: 4.000e-02, eta: 1 day, 14:02:36, time: 2.179, data_time: 0.065, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7996, loss_cls: 1.7424, loss: 1.7424, grad_norm: 2.5093 2022-02-28 10:12:55,860 - mmaction - INFO - Epoch [217][240/469] lr: 4.000e-02, eta: 1 day, 14:01:48, time: 2.407, data_time: 0.063, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7903, loss_cls: 1.8024, loss: 1.8024, grad_norm: 2.5042 2022-02-28 10:13:40,590 - mmaction - INFO - Epoch [217][260/469] lr: 4.000e-02, eta: 1 day, 14:00:41, time: 2.236, data_time: 0.062, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7924, loss_cls: 1.7899, loss: 1.7899, grad_norm: 2.4961 2022-02-28 10:14:26,027 - mmaction - INFO - Epoch [217][280/469] lr: 4.000e-02, eta: 1 day, 13:59:38, time: 2.272, data_time: 0.062, memory: 9654, top1_acc: 0.5702, top5_acc: 0.7920, loss_cls: 1.8090, loss: 1.8090, grad_norm: 2.5029 2022-02-28 10:15:09,911 - mmaction - INFO - Epoch [217][300/469] lr: 4.000e-02, eta: 1 day, 13:58:26, time: 2.194, data_time: 0.065, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7971, loss_cls: 1.7809, loss: 1.7809, grad_norm: 2.5149 2022-02-28 10:15:55,224 - mmaction - INFO - Epoch [217][320/469] lr: 4.000e-02, eta: 1 day, 13:57:22, time: 2.265, data_time: 0.064, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7922, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.4853 2022-02-28 10:16:39,191 - mmaction - INFO - Epoch [217][340/469] lr: 4.000e-02, eta: 1 day, 13:56:11, time: 2.199, data_time: 0.059, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7906, loss_cls: 1.8146, loss: 1.8146, grad_norm: 2.5323 2022-02-28 10:17:22,252 - mmaction - INFO - Epoch [217][360/469] lr: 4.000e-02, eta: 1 day, 13:54:54, time: 2.153, data_time: 0.062, memory: 9654, top1_acc: 0.5808, top5_acc: 0.7943, loss_cls: 1.7949, loss: 1.7949, grad_norm: 2.5207 2022-02-28 10:18:07,832 - mmaction - INFO - Epoch [217][380/469] lr: 4.000e-02, eta: 1 day, 13:53:52, time: 2.278, data_time: 0.074, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7916, loss_cls: 1.8108, loss: 1.8108, grad_norm: 2.5293 2022-02-28 10:18:54,148 - mmaction - INFO - Epoch [217][400/469] lr: 4.000e-02, eta: 1 day, 13:52:55, time: 2.316, data_time: 0.066, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7948, loss_cls: 1.7782, loss: 1.7782, grad_norm: 2.4984 2022-02-28 10:19:38,338 - mmaction - INFO - Epoch [217][420/469] lr: 4.000e-02, eta: 1 day, 13:51:45, time: 2.208, data_time: 0.214, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7879, loss_cls: 1.8052, loss: 1.8052, grad_norm: 2.5139 2022-02-28 10:20:22,273 - mmaction - INFO - Epoch [217][440/469] lr: 4.000e-02, eta: 1 day, 13:50:34, time: 2.199, data_time: 0.498, memory: 9654, top1_acc: 0.5743, top5_acc: 0.7959, loss_cls: 1.7967, loss: 1.7967, grad_norm: 2.4915 2022-02-28 10:21:08,101 - mmaction - INFO - Epoch [217][460/469] lr: 4.000e-02, eta: 1 day, 13:49:34, time: 2.290, data_time: 0.221, memory: 9654, top1_acc: 0.5706, top5_acc: 0.7892, loss_cls: 1.8134, loss: 1.8134, grad_norm: 2.5385 2022-02-28 10:21:24,825 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 10:23:15,446 - mmaction - INFO - Epoch [218][20/469] lr: 4.000e-02, eta: 1 day, 13:52:15, time: 5.528, data_time: 3.934, memory: 9654, top1_acc: 0.5849, top5_acc: 0.7980, loss_cls: 1.7733, loss: 1.7733, grad_norm: 2.4870 2022-02-28 10:24:01,213 - mmaction - INFO - Epoch [218][40/469] lr: 4.000e-02, eta: 1 day, 13:51:14, time: 2.291, data_time: 0.338, memory: 9654, top1_acc: 0.5934, top5_acc: 0.7985, loss_cls: 1.7318, loss: 1.7318, grad_norm: 2.4369 2022-02-28 10:24:45,764 - mmaction - INFO - Epoch [218][60/469] lr: 4.000e-02, eta: 1 day, 13:50:06, time: 2.227, data_time: 0.227, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7968, loss_cls: 1.7649, loss: 1.7649, grad_norm: 2.4820 2022-02-28 10:25:31,413 - mmaction - INFO - Epoch [218][80/469] lr: 4.000e-02, eta: 1 day, 13:49:05, time: 2.282, data_time: 0.276, memory: 9654, top1_acc: 0.5826, top5_acc: 0.8056, loss_cls: 1.7482, loss: 1.7482, grad_norm: 2.4977 2022-02-28 10:26:17,384 - mmaction - INFO - Epoch [218][100/469] lr: 4.000e-02, eta: 1 day, 13:48:05, time: 2.298, data_time: 0.062, memory: 9654, top1_acc: 0.5802, top5_acc: 0.7979, loss_cls: 1.7651, loss: 1.7651, grad_norm: 2.5145 2022-02-28 10:27:03,418 - mmaction - INFO - Epoch [218][120/469] lr: 4.000e-02, eta: 1 day, 13:47:06, time: 2.302, data_time: 0.067, memory: 9654, top1_acc: 0.5778, top5_acc: 0.8011, loss_cls: 1.7544, loss: 1.7544, grad_norm: 2.4960 2022-02-28 10:27:49,157 - mmaction - INFO - Epoch [218][140/469] lr: 4.000e-02, eta: 1 day, 13:46:05, time: 2.286, data_time: 0.063, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7952, loss_cls: 1.7627, loss: 1.7627, grad_norm: 2.4995 2022-02-28 10:28:33,845 - mmaction - INFO - Epoch [218][160/469] lr: 4.000e-02, eta: 1 day, 13:44:58, time: 2.234, data_time: 0.069, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7991, loss_cls: 1.7718, loss: 1.7718, grad_norm: 2.5085 2022-02-28 10:29:17,871 - mmaction - INFO - Epoch [218][180/469] lr: 4.000e-02, eta: 1 day, 13:43:48, time: 2.201, data_time: 0.064, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7921, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.4904 2022-02-28 10:30:03,950 - mmaction - INFO - Epoch [218][200/469] lr: 4.000e-02, eta: 1 day, 13:42:49, time: 2.305, data_time: 0.061, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7985, loss_cls: 1.7439, loss: 1.7439, grad_norm: 2.4952 2022-02-28 10:30:50,324 - mmaction - INFO - Epoch [218][220/469] lr: 4.000e-02, eta: 1 day, 13:41:52, time: 2.317, data_time: 0.068, memory: 9654, top1_acc: 0.5767, top5_acc: 0.7941, loss_cls: 1.7962, loss: 1.7962, grad_norm: 2.5217 2022-02-28 10:31:34,941 - mmaction - INFO - Epoch [218][240/469] lr: 4.000e-02, eta: 1 day, 13:40:46, time: 2.232, data_time: 0.065, memory: 9654, top1_acc: 0.5815, top5_acc: 0.7973, loss_cls: 1.7725, loss: 1.7725, grad_norm: 2.4787 2022-02-28 10:32:21,172 - mmaction - INFO - Epoch [218][260/469] lr: 4.000e-02, eta: 1 day, 13:39:48, time: 2.310, data_time: 0.063, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8048, loss_cls: 1.7372, loss: 1.7372, grad_norm: 2.5109 2022-02-28 10:33:05,965 - mmaction - INFO - Epoch [218][280/469] lr: 4.000e-02, eta: 1 day, 13:38:42, time: 2.240, data_time: 0.063, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7972, loss_cls: 1.7758, loss: 1.7758, grad_norm: 2.4961 2022-02-28 10:33:51,287 - mmaction - INFO - Epoch [218][300/469] lr: 4.000e-02, eta: 1 day, 13:37:40, time: 2.266, data_time: 0.069, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7919, loss_cls: 1.7826, loss: 1.7826, grad_norm: 2.4794 2022-02-28 10:34:36,211 - mmaction - INFO - Epoch [218][320/469] lr: 4.000e-02, eta: 1 day, 13:36:35, time: 2.247, data_time: 0.061, memory: 9654, top1_acc: 0.5823, top5_acc: 0.7929, loss_cls: 1.7859, loss: 1.7859, grad_norm: 2.5126 2022-02-28 10:35:21,864 - mmaction - INFO - Epoch [218][340/469] lr: 4.000e-02, eta: 1 day, 13:35:34, time: 2.282, data_time: 0.068, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7956, loss_cls: 1.7993, loss: 1.7993, grad_norm: 2.5057 2022-02-28 10:36:07,199 - mmaction - INFO - Epoch [218][360/469] lr: 4.000e-02, eta: 1 day, 13:34:32, time: 2.267, data_time: 0.061, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7941, loss_cls: 1.7808, loss: 1.7808, grad_norm: 2.5205 2022-02-28 10:36:50,507 - mmaction - INFO - Epoch [218][380/469] lr: 4.000e-02, eta: 1 day, 13:33:19, time: 2.166, data_time: 0.064, memory: 9654, top1_acc: 0.5711, top5_acc: 0.7894, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.5465 2022-02-28 10:37:36,243 - mmaction - INFO - Epoch [218][400/469] lr: 4.000e-02, eta: 1 day, 13:32:19, time: 2.287, data_time: 0.063, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7979, loss_cls: 1.7770, loss: 1.7770, grad_norm: 2.5230 2022-02-28 10:38:21,838 - mmaction - INFO - Epoch [218][420/469] lr: 4.000e-02, eta: 1 day, 13:31:18, time: 2.279, data_time: 0.066, memory: 9654, top1_acc: 0.5786, top5_acc: 0.7973, loss_cls: 1.7852, loss: 1.7852, grad_norm: 2.5339 2022-02-28 10:39:07,648 - mmaction - INFO - Epoch [218][440/469] lr: 4.000e-02, eta: 1 day, 13:30:19, time: 2.291, data_time: 0.063, memory: 9654, top1_acc: 0.5794, top5_acc: 0.7904, loss_cls: 1.7916, loss: 1.7916, grad_norm: 2.5227 2022-02-28 10:39:52,831 - mmaction - INFO - Epoch [218][460/469] lr: 4.000e-02, eta: 1 day, 13:29:16, time: 2.260, data_time: 0.065, memory: 9654, top1_acc: 0.5749, top5_acc: 0.7929, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.5611 2022-02-28 10:40:10,278 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 10:42:05,402 - mmaction - INFO - Epoch [219][20/469] lr: 4.000e-02, eta: 1 day, 13:32:09, time: 5.752, data_time: 3.958, memory: 9654, top1_acc: 0.5933, top5_acc: 0.8041, loss_cls: 1.7233, loss: 1.7233, grad_norm: 2.4714 2022-02-28 10:42:49,876 - mmaction - INFO - Epoch [219][40/469] lr: 4.000e-02, eta: 1 day, 13:31:02, time: 2.227, data_time: 0.087, memory: 9654, top1_acc: 0.5862, top5_acc: 0.8086, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.4642 2022-02-28 10:43:34,310 - mmaction - INFO - Epoch [219][60/469] lr: 4.000e-02, eta: 1 day, 13:29:55, time: 2.222, data_time: 0.062, memory: 9654, top1_acc: 0.5870, top5_acc: 0.8028, loss_cls: 1.7387, loss: 1.7387, grad_norm: 2.5186 2022-02-28 10:44:19,660 - mmaction - INFO - Epoch [219][80/469] lr: 4.000e-02, eta: 1 day, 13:28:53, time: 2.267, data_time: 0.061, memory: 9654, top1_acc: 0.5818, top5_acc: 0.8019, loss_cls: 1.7725, loss: 1.7725, grad_norm: 2.5142 2022-02-28 10:45:06,604 - mmaction - INFO - Epoch [219][100/469] lr: 4.000e-02, eta: 1 day, 13:27:59, time: 2.347, data_time: 0.063, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7954, loss_cls: 1.7759, loss: 1.7759, grad_norm: 2.5006 2022-02-28 10:45:51,900 - mmaction - INFO - Epoch [219][120/469] lr: 4.000e-02, eta: 1 day, 13:26:57, time: 2.264, data_time: 0.060, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7986, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.4898 2022-02-28 10:46:37,565 - mmaction - INFO - Epoch [219][140/469] lr: 4.000e-02, eta: 1 day, 13:25:56, time: 2.283, data_time: 0.061, memory: 9654, top1_acc: 0.5774, top5_acc: 0.7962, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.5227 2022-02-28 10:47:22,922 - mmaction - INFO - Epoch [219][160/469] lr: 4.000e-02, eta: 1 day, 13:24:54, time: 2.268, data_time: 0.061, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7995, loss_cls: 1.7712, loss: 1.7712, grad_norm: 2.5239 2022-02-28 10:48:07,281 - mmaction - INFO - Epoch [219][180/469] lr: 4.000e-02, eta: 1 day, 13:23:47, time: 2.219, data_time: 0.066, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7970, loss_cls: 1.7562, loss: 1.7562, grad_norm: 2.5141 2022-02-28 10:48:51,511 - mmaction - INFO - Epoch [219][200/469] lr: 4.000e-02, eta: 1 day, 13:22:40, time: 2.211, data_time: 0.066, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7988, loss_cls: 1.7586, loss: 1.7586, grad_norm: 2.5035 2022-02-28 10:49:36,096 - mmaction - INFO - Epoch [219][220/469] lr: 4.000e-02, eta: 1 day, 13:21:34, time: 2.229, data_time: 0.061, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7919, loss_cls: 1.7927, loss: 1.7927, grad_norm: 2.4886 2022-02-28 10:50:22,324 - mmaction - INFO - Epoch [219][240/469] lr: 4.000e-02, eta: 1 day, 13:20:37, time: 2.311, data_time: 0.067, memory: 9654, top1_acc: 0.5833, top5_acc: 0.7988, loss_cls: 1.7606, loss: 1.7606, grad_norm: 2.5110 2022-02-28 10:51:08,609 - mmaction - INFO - Epoch [219][260/469] lr: 4.000e-02, eta: 1 day, 13:19:40, time: 2.315, data_time: 0.070, memory: 9654, top1_acc: 0.5757, top5_acc: 0.7965, loss_cls: 1.7956, loss: 1.7956, grad_norm: 2.5430 2022-02-28 10:51:52,965 - mmaction - INFO - Epoch [219][280/469] lr: 4.000e-02, eta: 1 day, 13:18:33, time: 2.217, data_time: 0.067, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7961, loss_cls: 1.7842, loss: 1.7842, grad_norm: 2.5370 2022-02-28 10:52:38,613 - mmaction - INFO - Epoch [219][300/469] lr: 4.000e-02, eta: 1 day, 13:17:33, time: 2.284, data_time: 0.067, memory: 9654, top1_acc: 0.5856, top5_acc: 0.7945, loss_cls: 1.7650, loss: 1.7650, grad_norm: 2.5145 2022-02-28 10:53:23,345 - mmaction - INFO - Epoch [219][320/469] lr: 4.000e-02, eta: 1 day, 13:16:29, time: 2.236, data_time: 0.065, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7980, loss_cls: 1.7810, loss: 1.7810, grad_norm: 2.5142 2022-02-28 10:54:08,781 - mmaction - INFO - Epoch [219][340/469] lr: 4.000e-02, eta: 1 day, 13:15:28, time: 2.272, data_time: 0.067, memory: 9654, top1_acc: 0.5813, top5_acc: 0.8024, loss_cls: 1.7681, loss: 1.7681, grad_norm: 2.5267 2022-02-28 10:54:53,342 - mmaction - INFO - Epoch [219][360/469] lr: 4.000e-02, eta: 1 day, 13:14:22, time: 2.228, data_time: 0.067, memory: 9654, top1_acc: 0.5862, top5_acc: 0.8005, loss_cls: 1.7568, loss: 1.7568, grad_norm: 2.4972 2022-02-28 10:55:38,307 - mmaction - INFO - Epoch [219][380/469] lr: 4.000e-02, eta: 1 day, 13:13:19, time: 2.249, data_time: 0.062, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7966, loss_cls: 1.7776, loss: 1.7776, grad_norm: 2.5234 2022-02-28 10:56:23,325 - mmaction - INFO - Epoch [219][400/469] lr: 4.000e-02, eta: 1 day, 13:12:16, time: 2.250, data_time: 0.064, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8015, loss_cls: 1.7625, loss: 1.7625, grad_norm: 2.5333 2022-02-28 10:57:08,462 - mmaction - INFO - Epoch [219][420/469] lr: 4.000e-02, eta: 1 day, 13:11:14, time: 2.257, data_time: 0.376, memory: 9654, top1_acc: 0.5803, top5_acc: 0.8016, loss_cls: 1.7562, loss: 1.7562, grad_norm: 2.4929 2022-02-28 10:57:53,878 - mmaction - INFO - Epoch [219][440/469] lr: 4.000e-02, eta: 1 day, 13:10:13, time: 2.271, data_time: 0.643, memory: 9654, top1_acc: 0.5837, top5_acc: 0.7985, loss_cls: 1.7703, loss: 1.7703, grad_norm: 2.4867 2022-02-28 10:58:39,038 - mmaction - INFO - Epoch [219][460/469] lr: 4.000e-02, eta: 1 day, 13:09:11, time: 2.258, data_time: 0.825, memory: 9654, top1_acc: 0.5698, top5_acc: 0.7881, loss_cls: 1.8264, loss: 1.8264, grad_norm: 2.5388 2022-02-28 10:59:02,283 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 10:59:02,400 - mmaction - INFO - 110 BN found 2022-02-28 11:06:18,447 - mmaction - INFO - BN stats updated 2022-02-28 11:06:20,452 - mmaction - INFO - Saving checkpoint at 219 epochs 2022-02-28 11:06:24,724 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 11:08:20,194 - mmaction - INFO - Epoch [220][20/469] lr: 4.000e-02, eta: 1 day, 13:11:54, time: 5.773, data_time: 3.987, memory: 9654, top1_acc: 0.5921, top5_acc: 0.8090, loss_cls: 1.7197, loss: 1.7197, grad_norm: 2.4857 2022-02-28 11:09:05,931 - mmaction - INFO - Epoch [220][40/469] lr: 4.000e-02, eta: 1 day, 13:10:55, time: 2.287, data_time: 0.137, memory: 9654, top1_acc: 0.5825, top5_acc: 0.7994, loss_cls: 1.7480, loss: 1.7480, grad_norm: 2.5173 2022-02-28 11:09:50,960 - mmaction - INFO - Epoch [220][60/469] lr: 4.000e-02, eta: 1 day, 13:09:52, time: 2.251, data_time: 0.066, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7948, loss_cls: 1.7692, loss: 1.7692, grad_norm: 2.5058 2022-02-28 11:10:36,856 - mmaction - INFO - Epoch [220][80/469] lr: 4.000e-02, eta: 1 day, 13:08:53, time: 2.294, data_time: 0.066, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8098, loss_cls: 1.7142, loss: 1.7142, grad_norm: 2.4889 2022-02-28 11:11:23,775 - mmaction - INFO - Epoch [220][100/469] lr: 4.000e-02, eta: 1 day, 13:08:00, time: 2.347, data_time: 0.061, memory: 9654, top1_acc: 0.5892, top5_acc: 0.8038, loss_cls: 1.7220, loss: 1.7220, grad_norm: 2.4877 2022-02-28 11:12:07,641 - mmaction - INFO - Epoch [220][120/469] lr: 4.000e-02, eta: 1 day, 13:06:51, time: 2.193, data_time: 0.063, memory: 9654, top1_acc: 0.5831, top5_acc: 0.7967, loss_cls: 1.7606, loss: 1.7606, grad_norm: 2.4936 2022-02-28 11:12:53,092 - mmaction - INFO - Epoch [220][140/469] lr: 4.000e-02, eta: 1 day, 13:05:51, time: 2.273, data_time: 0.060, memory: 9654, top1_acc: 0.5890, top5_acc: 0.8038, loss_cls: 1.7339, loss: 1.7339, grad_norm: 2.5037 2022-02-28 11:13:37,322 - mmaction - INFO - Epoch [220][160/469] lr: 4.000e-02, eta: 1 day, 13:04:44, time: 2.210, data_time: 0.066, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7975, loss_cls: 1.7628, loss: 1.7628, grad_norm: 2.5231 2022-02-28 11:14:21,776 - mmaction - INFO - Epoch [220][180/469] lr: 4.000e-02, eta: 1 day, 13:03:38, time: 2.223, data_time: 0.063, memory: 9654, top1_acc: 0.5767, top5_acc: 0.7972, loss_cls: 1.7833, loss: 1.7833, grad_norm: 2.5409 2022-02-28 11:15:07,267 - mmaction - INFO - Epoch [220][200/469] lr: 4.000e-02, eta: 1 day, 13:02:38, time: 2.274, data_time: 0.063, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7946, loss_cls: 1.7888, loss: 1.7888, grad_norm: 2.5771 2022-02-28 11:15:53,155 - mmaction - INFO - Epoch [220][220/469] lr: 4.000e-02, eta: 1 day, 13:01:40, time: 2.294, data_time: 0.062, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7991, loss_cls: 1.7759, loss: 1.7759, grad_norm: 2.5360 2022-02-28 11:16:38,659 - mmaction - INFO - Epoch [220][240/469] lr: 4.000e-02, eta: 1 day, 13:00:40, time: 2.275, data_time: 0.062, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7983, loss_cls: 1.7798, loss: 1.7798, grad_norm: 2.5146 2022-02-28 11:17:21,719 - mmaction - INFO - Epoch [220][260/469] lr: 4.000e-02, eta: 1 day, 12:59:28, time: 2.153, data_time: 0.066, memory: 9654, top1_acc: 0.5837, top5_acc: 0.7978, loss_cls: 1.7657, loss: 1.7657, grad_norm: 2.5133 2022-02-28 11:18:07,478 - mmaction - INFO - Epoch [220][280/469] lr: 4.000e-02, eta: 1 day, 12:58:29, time: 2.288, data_time: 0.063, memory: 9654, top1_acc: 0.5876, top5_acc: 0.8036, loss_cls: 1.7496, loss: 1.7496, grad_norm: 2.5169 2022-02-28 11:18:52,523 - mmaction - INFO - Epoch [220][300/469] lr: 4.000e-02, eta: 1 day, 12:57:27, time: 2.252, data_time: 0.062, memory: 9654, top1_acc: 0.5810, top5_acc: 0.8017, loss_cls: 1.7651, loss: 1.7651, grad_norm: 2.5203 2022-02-28 11:19:37,732 - mmaction - INFO - Epoch [220][320/469] lr: 4.000e-02, eta: 1 day, 12:56:26, time: 2.260, data_time: 0.066, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7954, loss_cls: 1.7783, loss: 1.7783, grad_norm: 2.5408 2022-02-28 11:20:21,050 - mmaction - INFO - Epoch [220][340/469] lr: 4.000e-02, eta: 1 day, 12:55:15, time: 2.166, data_time: 0.064, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7978, loss_cls: 1.7547, loss: 1.7547, grad_norm: 2.5166 2022-02-28 11:21:07,234 - mmaction - INFO - Epoch [220][360/469] lr: 4.000e-02, eta: 1 day, 12:54:19, time: 2.309, data_time: 0.065, memory: 9654, top1_acc: 0.5747, top5_acc: 0.7930, loss_cls: 1.8036, loss: 1.8036, grad_norm: 2.5783 2022-02-28 11:21:54,247 - mmaction - INFO - Epoch [220][380/469] lr: 4.000e-02, eta: 1 day, 12:53:26, time: 2.351, data_time: 0.066, memory: 9654, top1_acc: 0.5811, top5_acc: 0.7976, loss_cls: 1.7794, loss: 1.7794, grad_norm: 2.5399 2022-02-28 11:22:39,715 - mmaction - INFO - Epoch [220][400/469] lr: 4.000e-02, eta: 1 day, 12:52:26, time: 2.273, data_time: 0.069, memory: 9654, top1_acc: 0.5791, top5_acc: 0.8007, loss_cls: 1.7692, loss: 1.7692, grad_norm: 2.5362 2022-02-28 11:23:24,896 - mmaction - INFO - Epoch [220][420/469] lr: 4.000e-02, eta: 1 day, 12:51:25, time: 2.260, data_time: 0.064, memory: 9654, top1_acc: 0.5804, top5_acc: 0.7927, loss_cls: 1.7861, loss: 1.7861, grad_norm: 2.5121 2022-02-28 11:24:10,162 - mmaction - INFO - Epoch [220][440/469] lr: 4.000e-02, eta: 1 day, 12:50:24, time: 2.262, data_time: 0.060, memory: 9654, top1_acc: 0.5884, top5_acc: 0.7964, loss_cls: 1.7658, loss: 1.7658, grad_norm: 2.5066 2022-02-28 11:24:54,577 - mmaction - INFO - Epoch [220][460/469] lr: 4.000e-02, eta: 1 day, 12:49:20, time: 2.222, data_time: 0.065, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7953, loss_cls: 1.7848, loss: 1.7848, grad_norm: 2.5530 2022-02-28 11:25:20,345 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 11:27:53,115 - mmaction - INFO - Epoch [221][20/469] lr: 4.000e-02, eta: 1 day, 12:54:51, time: 7.637, data_time: 6.302, memory: 9654, top1_acc: 0.5854, top5_acc: 0.8040, loss_cls: 1.7405, loss: 1.7405, grad_norm: 2.5073 2022-02-28 11:28:38,793 - mmaction - INFO - Epoch [221][40/469] lr: 4.000e-02, eta: 1 day, 12:53:52, time: 2.284, data_time: 0.580, memory: 9654, top1_acc: 0.5971, top5_acc: 0.8018, loss_cls: 1.7269, loss: 1.7269, grad_norm: 2.4780 2022-02-28 11:29:24,552 - mmaction - INFO - Epoch [221][60/469] lr: 4.000e-02, eta: 1 day, 12:52:53, time: 2.288, data_time: 0.067, memory: 9654, top1_acc: 0.5815, top5_acc: 0.7983, loss_cls: 1.7625, loss: 1.7625, grad_norm: 2.5282 2022-02-28 11:30:10,516 - mmaction - INFO - Epoch [221][80/469] lr: 4.000e-02, eta: 1 day, 12:51:55, time: 2.298, data_time: 0.063, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7967, loss_cls: 1.7646, loss: 1.7646, grad_norm: 2.5187 2022-02-28 11:30:57,300 - mmaction - INFO - Epoch [221][100/469] lr: 4.000e-02, eta: 1 day, 12:51:01, time: 2.337, data_time: 0.061, memory: 9654, top1_acc: 0.5845, top5_acc: 0.7965, loss_cls: 1.7673, loss: 1.7673, grad_norm: 2.5009 2022-02-28 11:31:42,017 - mmaction - INFO - Epoch [221][120/469] lr: 4.000e-02, eta: 1 day, 12:49:57, time: 2.237, data_time: 0.067, memory: 9654, top1_acc: 0.5858, top5_acc: 0.8008, loss_cls: 1.7429, loss: 1.7429, grad_norm: 2.5754 2022-02-28 11:32:27,917 - mmaction - INFO - Epoch [221][140/469] lr: 4.000e-02, eta: 1 day, 12:48:59, time: 2.295, data_time: 0.063, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7983, loss_cls: 1.7693, loss: 1.7693, grad_norm: 2.5737 2022-02-28 11:33:12,764 - mmaction - INFO - Epoch [221][160/469] lr: 4.000e-02, eta: 1 day, 12:47:56, time: 2.243, data_time: 0.068, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8012, loss_cls: 1.7435, loss: 1.7435, grad_norm: 2.5419 2022-02-28 11:33:58,779 - mmaction - INFO - Epoch [221][180/469] lr: 4.000e-02, eta: 1 day, 12:46:58, time: 2.300, data_time: 0.065, memory: 9654, top1_acc: 0.5835, top5_acc: 0.7974, loss_cls: 1.7825, loss: 1.7825, grad_norm: 2.5686 2022-02-28 11:34:43,851 - mmaction - INFO - Epoch [221][200/469] lr: 4.000e-02, eta: 1 day, 12:45:56, time: 2.251, data_time: 0.065, memory: 9654, top1_acc: 0.5810, top5_acc: 0.8024, loss_cls: 1.7709, loss: 1.7709, grad_norm: 2.5314 2022-02-28 11:35:29,328 - mmaction - INFO - Epoch [221][220/469] lr: 4.000e-02, eta: 1 day, 12:44:56, time: 2.277, data_time: 0.071, memory: 9654, top1_acc: 0.5925, top5_acc: 0.8022, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.5380 2022-02-28 11:36:14,245 - mmaction - INFO - Epoch [221][240/469] lr: 4.000e-02, eta: 1 day, 12:43:54, time: 2.246, data_time: 0.062, memory: 9654, top1_acc: 0.5763, top5_acc: 0.7968, loss_cls: 1.7890, loss: 1.7890, grad_norm: 2.5625 2022-02-28 11:36:58,915 - mmaction - INFO - Epoch [221][260/469] lr: 4.000e-02, eta: 1 day, 12:42:50, time: 2.233, data_time: 0.061, memory: 9654, top1_acc: 0.5825, top5_acc: 0.8023, loss_cls: 1.7563, loss: 1.7563, grad_norm: 2.5268 2022-02-28 11:37:44,925 - mmaction - INFO - Epoch [221][280/469] lr: 4.000e-02, eta: 1 day, 12:41:53, time: 2.300, data_time: 0.065, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7932, loss_cls: 1.7898, loss: 1.7898, grad_norm: 2.5310 2022-02-28 11:38:29,116 - mmaction - INFO - Epoch [221][300/469] lr: 4.000e-02, eta: 1 day, 12:40:47, time: 2.210, data_time: 0.062, memory: 9654, top1_acc: 0.5847, top5_acc: 0.8014, loss_cls: 1.7516, loss: 1.7516, grad_norm: 2.5478 2022-02-28 11:39:14,296 - mmaction - INFO - Epoch [221][320/469] lr: 4.000e-02, eta: 1 day, 12:39:46, time: 2.259, data_time: 0.064, memory: 9654, top1_acc: 0.5834, top5_acc: 0.8010, loss_cls: 1.7531, loss: 1.7531, grad_norm: 2.5425 2022-02-28 11:39:59,915 - mmaction - INFO - Epoch [221][340/469] lr: 4.000e-02, eta: 1 day, 12:38:47, time: 2.280, data_time: 0.061, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7976, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.5332 2022-02-28 11:40:46,095 - mmaction - INFO - Epoch [221][360/469] lr: 4.000e-02, eta: 1 day, 12:37:51, time: 2.310, data_time: 0.070, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7980, loss_cls: 1.7649, loss: 1.7649, grad_norm: 2.4885 2022-02-28 11:41:31,748 - mmaction - INFO - Epoch [221][380/469] lr: 4.000e-02, eta: 1 day, 12:36:52, time: 2.284, data_time: 0.068, memory: 9654, top1_acc: 0.5853, top5_acc: 0.8055, loss_cls: 1.7311, loss: 1.7311, grad_norm: 2.5211 2022-02-28 11:42:17,990 - mmaction - INFO - Epoch [221][400/469] lr: 4.000e-02, eta: 1 day, 12:35:56, time: 2.312, data_time: 0.057, memory: 9654, top1_acc: 0.5765, top5_acc: 0.7966, loss_cls: 1.7798, loss: 1.7798, grad_norm: 2.5120 2022-02-28 11:43:03,188 - mmaction - INFO - Epoch [221][420/469] lr: 4.000e-02, eta: 1 day, 12:34:55, time: 2.259, data_time: 0.064, memory: 9654, top1_acc: 0.5673, top5_acc: 0.7962, loss_cls: 1.8259, loss: 1.8259, grad_norm: 2.5653 2022-02-28 11:43:48,053 - mmaction - INFO - Epoch [221][440/469] lr: 4.000e-02, eta: 1 day, 12:33:53, time: 2.243, data_time: 0.062, memory: 9654, top1_acc: 0.5827, top5_acc: 0.7980, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.4930 2022-02-28 11:44:32,575 - mmaction - INFO - Epoch [221][460/469] lr: 4.000e-02, eta: 1 day, 12:32:49, time: 2.226, data_time: 0.065, memory: 9654, top1_acc: 0.5799, top5_acc: 0.8045, loss_cls: 1.7607, loss: 1.7607, grad_norm: 2.5767 2022-02-28 11:44:51,251 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 11:46:44,961 - mmaction - INFO - Epoch [222][20/469] lr: 4.000e-02, eta: 1 day, 12:35:02, time: 5.684, data_time: 3.667, memory: 9654, top1_acc: 0.5857, top5_acc: 0.8029, loss_cls: 1.7379, loss: 1.7379, grad_norm: 2.4867 2022-02-28 11:47:30,581 - mmaction - INFO - Epoch [222][40/469] lr: 4.000e-02, eta: 1 day, 12:34:03, time: 2.282, data_time: 0.064, memory: 9654, top1_acc: 0.5831, top5_acc: 0.8003, loss_cls: 1.7541, loss: 1.7541, grad_norm: 2.5164 2022-02-28 11:48:16,526 - mmaction - INFO - Epoch [222][60/469] lr: 4.000e-02, eta: 1 day, 12:33:06, time: 2.297, data_time: 0.062, memory: 9654, top1_acc: 0.5968, top5_acc: 0.8020, loss_cls: 1.7224, loss: 1.7224, grad_norm: 2.5059 2022-02-28 11:49:00,582 - mmaction - INFO - Epoch [222][80/469] lr: 4.000e-02, eta: 1 day, 12:32:00, time: 2.203, data_time: 0.065, memory: 9654, top1_acc: 0.5881, top5_acc: 0.8031, loss_cls: 1.7394, loss: 1.7394, grad_norm: 2.5015 2022-02-28 11:49:45,312 - mmaction - INFO - Epoch [222][100/469] lr: 4.000e-02, eta: 1 day, 12:30:57, time: 2.236, data_time: 0.065, memory: 9654, top1_acc: 0.5907, top5_acc: 0.8079, loss_cls: 1.7154, loss: 1.7154, grad_norm: 2.5296 2022-02-28 11:50:31,637 - mmaction - INFO - Epoch [222][120/469] lr: 4.000e-02, eta: 1 day, 12:30:01, time: 2.316, data_time: 0.062, memory: 9654, top1_acc: 0.5870, top5_acc: 0.8005, loss_cls: 1.7662, loss: 1.7662, grad_norm: 2.5327 2022-02-28 11:51:17,082 - mmaction - INFO - Epoch [222][140/469] lr: 4.000e-02, eta: 1 day, 12:29:02, time: 2.273, data_time: 0.064, memory: 9654, top1_acc: 0.5827, top5_acc: 0.8052, loss_cls: 1.7574, loss: 1.7574, grad_norm: 2.5204 2022-02-28 11:52:01,994 - mmaction - INFO - Epoch [222][160/469] lr: 4.000e-02, eta: 1 day, 12:28:00, time: 2.245, data_time: 0.069, memory: 9654, top1_acc: 0.5949, top5_acc: 0.8020, loss_cls: 1.7269, loss: 1.7269, grad_norm: 2.5012 2022-02-28 11:52:47,139 - mmaction - INFO - Epoch [222][180/469] lr: 4.000e-02, eta: 1 day, 12:26:59, time: 2.258, data_time: 0.063, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7924, loss_cls: 1.8010, loss: 1.8010, grad_norm: 2.5761 2022-02-28 11:53:31,778 - mmaction - INFO - Epoch [222][200/469] lr: 4.000e-02, eta: 1 day, 12:25:56, time: 2.232, data_time: 0.069, memory: 9654, top1_acc: 0.5874, top5_acc: 0.8006, loss_cls: 1.7380, loss: 1.7380, grad_norm: 2.5165 2022-02-28 11:54:16,603 - mmaction - INFO - Epoch [222][220/469] lr: 4.000e-02, eta: 1 day, 12:24:53, time: 2.240, data_time: 0.062, memory: 9654, top1_acc: 0.5896, top5_acc: 0.7952, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.5358 2022-02-28 11:55:02,442 - mmaction - INFO - Epoch [222][240/469] lr: 4.000e-02, eta: 1 day, 12:23:56, time: 2.291, data_time: 0.060, memory: 9654, top1_acc: 0.5831, top5_acc: 0.7964, loss_cls: 1.7819, loss: 1.7819, grad_norm: 2.5265 2022-02-28 11:55:47,157 - mmaction - INFO - Epoch [222][260/469] lr: 4.000e-02, eta: 1 day, 12:22:53, time: 2.237, data_time: 0.065, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7997, loss_cls: 1.7649, loss: 1.7649, grad_norm: 2.5720 2022-02-28 11:56:31,569 - mmaction - INFO - Epoch [222][280/469] lr: 4.000e-02, eta: 1 day, 12:21:50, time: 2.221, data_time: 0.064, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7994, loss_cls: 1.7780, loss: 1.7780, grad_norm: 2.5426 2022-02-28 11:57:16,665 - mmaction - INFO - Epoch [222][300/469] lr: 4.000e-02, eta: 1 day, 12:20:49, time: 2.255, data_time: 0.061, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7941, loss_cls: 1.7839, loss: 1.7839, grad_norm: 2.5686 2022-02-28 11:58:02,244 - mmaction - INFO - Epoch [222][320/469] lr: 4.000e-02, eta: 1 day, 12:19:50, time: 2.278, data_time: 0.068, memory: 9654, top1_acc: 0.5774, top5_acc: 0.7894, loss_cls: 1.7966, loss: 1.7966, grad_norm: 2.5161 2022-02-28 11:58:47,735 - mmaction - INFO - Epoch [222][340/469] lr: 4.000e-02, eta: 1 day, 12:18:51, time: 2.275, data_time: 0.061, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7946, loss_cls: 1.8045, loss: 1.8045, grad_norm: 2.5446 2022-02-28 11:59:33,258 - mmaction - INFO - Epoch [222][360/469] lr: 4.000e-02, eta: 1 day, 12:17:53, time: 2.275, data_time: 0.060, memory: 9654, top1_acc: 0.5800, top5_acc: 0.7985, loss_cls: 1.7429, loss: 1.7429, grad_norm: 2.5317 2022-02-28 12:00:19,095 - mmaction - INFO - Epoch [222][380/469] lr: 4.000e-02, eta: 1 day, 12:16:55, time: 2.285, data_time: 0.066, memory: 9654, top1_acc: 0.5747, top5_acc: 0.7970, loss_cls: 1.7956, loss: 1.7956, grad_norm: 2.5276 2022-02-28 12:01:06,992 - mmaction - INFO - Epoch [222][400/469] lr: 4.000e-02, eta: 1 day, 12:16:07, time: 2.403, data_time: 0.075, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7985, loss_cls: 1.7796, loss: 1.7796, grad_norm: 2.5456 2022-02-28 12:01:51,354 - mmaction - INFO - Epoch [222][420/469] lr: 4.000e-02, eta: 1 day, 12:15:04, time: 2.218, data_time: 0.064, memory: 9654, top1_acc: 0.5935, top5_acc: 0.8075, loss_cls: 1.7276, loss: 1.7276, grad_norm: 2.5157 2022-02-28 12:02:35,128 - mmaction - INFO - Epoch [222][440/469] lr: 4.000e-02, eta: 1 day, 12:13:57, time: 2.188, data_time: 0.060, memory: 9654, top1_acc: 0.5790, top5_acc: 0.7919, loss_cls: 1.8041, loss: 1.8041, grad_norm: 2.5343 2022-02-28 12:03:19,165 - mmaction - INFO - Epoch [222][460/469] lr: 4.000e-02, eta: 1 day, 12:12:52, time: 2.203, data_time: 0.105, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7925, loss_cls: 1.7996, loss: 1.7996, grad_norm: 2.5447 2022-02-28 12:03:38,046 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 12:03:38,128 - mmaction - INFO - 110 BN found 2022-02-28 12:11:29,846 - mmaction - INFO - BN stats updated 2022-02-28 12:11:31,854 - mmaction - INFO - Saving checkpoint at 222 epochs 2022-02-28 12:15:28,465 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 12:15:29,291 - mmaction - INFO - top1_acc 0.6097 top5_acc 0.8298 2022-02-28 12:15:29,292 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 12:15:29,319 - mmaction - INFO - mean_acc 0.6095 2022-02-28 12:15:29,327 - mmaction - INFO - Epoch(val) [222][155] top1_acc: 0.6097, top5_acc: 0.8298, mean_class_accuracy: 0.6095 2022-02-28 12:15:30,087 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 12:17:16,216 - mmaction - INFO - Epoch [223][20/469] lr: 4.000e-02, eta: 1 day, 12:14:23, time: 5.306, data_time: 3.267, memory: 9654, top1_acc: 0.5935, top5_acc: 0.8074, loss_cls: 1.7049, loss: 1.7049, grad_norm: 2.5014 2022-02-28 12:17:59,919 - mmaction - INFO - Epoch [223][40/469] lr: 4.000e-02, eta: 1 day, 12:13:16, time: 2.185, data_time: 0.061, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8072, loss_cls: 1.7285, loss: 1.7285, grad_norm: 2.5708 2022-02-28 12:18:44,962 - mmaction - INFO - Epoch [223][60/469] lr: 4.000e-02, eta: 1 day, 12:12:16, time: 2.253, data_time: 0.067, memory: 9654, top1_acc: 0.5853, top5_acc: 0.7995, loss_cls: 1.7493, loss: 1.7493, grad_norm: 2.5602 2022-02-28 12:19:30,164 - mmaction - INFO - Epoch [223][80/469] lr: 4.000e-02, eta: 1 day, 12:11:16, time: 2.259, data_time: 0.062, memory: 9654, top1_acc: 0.5908, top5_acc: 0.8024, loss_cls: 1.7239, loss: 1.7239, grad_norm: 2.5054 2022-02-28 12:20:16,376 - mmaction - INFO - Epoch [223][100/469] lr: 4.000e-02, eta: 1 day, 12:10:20, time: 2.311, data_time: 0.065, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7928, loss_cls: 1.8099, loss: 1.8099, grad_norm: 2.5907 2022-02-28 12:21:02,971 - mmaction - INFO - Epoch [223][120/469] lr: 4.000e-02, eta: 1 day, 12:09:26, time: 2.330, data_time: 0.061, memory: 9654, top1_acc: 0.5889, top5_acc: 0.8034, loss_cls: 1.7386, loss: 1.7386, grad_norm: 2.5481 2022-02-28 12:21:48,644 - mmaction - INFO - Epoch [223][140/469] lr: 4.000e-02, eta: 1 day, 12:08:28, time: 2.283, data_time: 0.066, memory: 9654, top1_acc: 0.5860, top5_acc: 0.7992, loss_cls: 1.7469, loss: 1.7469, grad_norm: 2.5431 2022-02-28 12:22:34,581 - mmaction - INFO - Epoch [223][160/469] lr: 4.000e-02, eta: 1 day, 12:07:32, time: 2.297, data_time: 0.065, memory: 9654, top1_acc: 0.5885, top5_acc: 0.8054, loss_cls: 1.7434, loss: 1.7434, grad_norm: 2.5701 2022-02-28 12:23:18,433 - mmaction - INFO - Epoch [223][180/469] lr: 4.000e-02, eta: 1 day, 12:06:26, time: 2.193, data_time: 0.069, memory: 9654, top1_acc: 0.5838, top5_acc: 0.8046, loss_cls: 1.7526, loss: 1.7526, grad_norm: 2.5560 2022-02-28 12:24:04,887 - mmaction - INFO - Epoch [223][200/469] lr: 4.000e-02, eta: 1 day, 12:05:32, time: 2.323, data_time: 0.066, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8033, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.5264 2022-02-28 12:24:49,187 - mmaction - INFO - Epoch [223][220/469] lr: 4.000e-02, eta: 1 day, 12:04:28, time: 2.215, data_time: 0.061, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8014, loss_cls: 1.7371, loss: 1.7371, grad_norm: 2.5098 2022-02-28 12:25:33,452 - mmaction - INFO - Epoch [223][240/469] lr: 4.000e-02, eta: 1 day, 12:03:24, time: 2.213, data_time: 0.065, memory: 9654, top1_acc: 0.5787, top5_acc: 0.8033, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.5612 2022-02-28 12:26:18,461 - mmaction - INFO - Epoch [223][260/469] lr: 4.000e-02, eta: 1 day, 12:02:24, time: 2.250, data_time: 0.067, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7988, loss_cls: 1.7581, loss: 1.7581, grad_norm: 2.5241 2022-02-28 12:27:04,457 - mmaction - INFO - Epoch [223][280/469] lr: 4.000e-02, eta: 1 day, 12:01:28, time: 2.301, data_time: 0.067, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7937, loss_cls: 1.7773, loss: 1.7773, grad_norm: 2.5495 2022-02-28 12:27:50,720 - mmaction - INFO - Epoch [223][300/469] lr: 4.000e-02, eta: 1 day, 12:00:33, time: 2.313, data_time: 0.070, memory: 9654, top1_acc: 0.5713, top5_acc: 0.7910, loss_cls: 1.8062, loss: 1.8062, grad_norm: 2.5529 2022-02-28 12:28:35,898 - mmaction - INFO - Epoch [223][320/469] lr: 4.000e-02, eta: 1 day, 11:59:33, time: 2.259, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7912, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.5539 2022-02-28 12:29:20,436 - mmaction - INFO - Epoch [223][340/469] lr: 4.000e-02, eta: 1 day, 11:58:31, time: 2.224, data_time: 0.060, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7989, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.5205 2022-02-28 12:30:06,238 - mmaction - INFO - Epoch [223][360/469] lr: 4.000e-02, eta: 1 day, 11:57:34, time: 2.292, data_time: 0.063, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7979, loss_cls: 1.7950, loss: 1.7950, grad_norm: 2.5687 2022-02-28 12:30:53,234 - mmaction - INFO - Epoch [223][380/469] lr: 4.000e-02, eta: 1 day, 11:56:42, time: 2.349, data_time: 0.061, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7980, loss_cls: 1.7763, loss: 1.7763, grad_norm: 2.5275 2022-02-28 12:31:38,093 - mmaction - INFO - Epoch [223][400/469] lr: 4.000e-02, eta: 1 day, 11:55:42, time: 2.244, data_time: 0.064, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7944, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.5352 2022-02-28 12:32:23,362 - mmaction - INFO - Epoch [223][420/469] lr: 4.000e-02, eta: 1 day, 11:54:43, time: 2.263, data_time: 0.068, memory: 9654, top1_acc: 0.5737, top5_acc: 0.7947, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.5540 2022-02-28 12:33:07,483 - mmaction - INFO - Epoch [223][440/469] lr: 4.000e-02, eta: 1 day, 11:53:39, time: 2.207, data_time: 0.071, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7957, loss_cls: 1.7836, loss: 1.7836, grad_norm: 2.5338 2022-02-28 12:33:53,584 - mmaction - INFO - Epoch [223][460/469] lr: 4.000e-02, eta: 1 day, 11:52:43, time: 2.304, data_time: 0.063, memory: 9654, top1_acc: 0.5837, top5_acc: 0.8003, loss_cls: 1.7612, loss: 1.7612, grad_norm: 2.5494 2022-02-28 12:34:08,991 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 12:36:03,713 - mmaction - INFO - Epoch [224][20/469] lr: 4.000e-02, eta: 1 day, 11:54:43, time: 5.735, data_time: 4.516, memory: 9654, top1_acc: 0.6009, top5_acc: 0.8125, loss_cls: 1.6732, loss: 1.6732, grad_norm: 2.5447 2022-02-28 12:36:48,873 - mmaction - INFO - Epoch [224][40/469] lr: 4.000e-02, eta: 1 day, 11:53:43, time: 2.258, data_time: 0.212, memory: 9654, top1_acc: 0.5935, top5_acc: 0.8036, loss_cls: 1.7240, loss: 1.7240, grad_norm: 2.5424 2022-02-28 12:37:32,468 - mmaction - INFO - Epoch [224][60/469] lr: 4.000e-02, eta: 1 day, 11:52:37, time: 2.180, data_time: 0.128, memory: 9654, top1_acc: 0.5808, top5_acc: 0.7987, loss_cls: 1.7541, loss: 1.7541, grad_norm: 2.5641 2022-02-28 12:38:17,941 - mmaction - INFO - Epoch [224][80/469] lr: 4.000e-02, eta: 1 day, 11:51:39, time: 2.274, data_time: 0.056, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7976, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.5621 2022-02-28 12:39:03,652 - mmaction - INFO - Epoch [224][100/469] lr: 4.000e-02, eta: 1 day, 11:50:42, time: 2.284, data_time: 0.061, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8034, loss_cls: 1.7381, loss: 1.7381, grad_norm: 2.5811 2022-02-28 12:39:47,605 - mmaction - INFO - Epoch [224][120/469] lr: 4.000e-02, eta: 1 day, 11:49:37, time: 2.198, data_time: 0.062, memory: 9654, top1_acc: 0.5841, top5_acc: 0.7982, loss_cls: 1.7503, loss: 1.7503, grad_norm: 2.5281 2022-02-28 12:40:33,226 - mmaction - INFO - Epoch [224][140/469] lr: 4.000e-02, eta: 1 day, 11:48:40, time: 2.280, data_time: 0.070, memory: 9654, top1_acc: 0.5888, top5_acc: 0.7998, loss_cls: 1.7580, loss: 1.7580, grad_norm: 2.5413 2022-02-28 12:41:19,859 - mmaction - INFO - Epoch [224][160/469] lr: 4.000e-02, eta: 1 day, 11:47:47, time: 2.333, data_time: 0.069, memory: 9654, top1_acc: 0.5845, top5_acc: 0.7957, loss_cls: 1.7548, loss: 1.7548, grad_norm: 2.5570 2022-02-28 12:42:04,451 - mmaction - INFO - Epoch [224][180/469] lr: 4.000e-02, eta: 1 day, 11:46:45, time: 2.229, data_time: 0.067, memory: 9654, top1_acc: 0.5921, top5_acc: 0.8022, loss_cls: 1.7305, loss: 1.7305, grad_norm: 2.5162 2022-02-28 12:42:48,642 - mmaction - INFO - Epoch [224][200/469] lr: 4.000e-02, eta: 1 day, 11:45:42, time: 2.209, data_time: 0.063, memory: 9654, top1_acc: 0.5856, top5_acc: 0.7998, loss_cls: 1.7616, loss: 1.7616, grad_norm: 2.5378 2022-02-28 12:43:32,388 - mmaction - INFO - Epoch [224][220/469] lr: 4.000e-02, eta: 1 day, 11:44:37, time: 2.187, data_time: 0.061, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8101, loss_cls: 1.7273, loss: 1.7273, grad_norm: 2.5712 2022-02-28 12:44:17,126 - mmaction - INFO - Epoch [224][240/469] lr: 4.000e-02, eta: 1 day, 11:43:36, time: 2.236, data_time: 0.066, memory: 9654, top1_acc: 0.5788, top5_acc: 0.7976, loss_cls: 1.7588, loss: 1.7588, grad_norm: 2.5492 2022-02-28 12:45:03,088 - mmaction - INFO - Epoch [224][260/469] lr: 4.000e-02, eta: 1 day, 11:42:40, time: 2.299, data_time: 0.109, memory: 9654, top1_acc: 0.5860, top5_acc: 0.8005, loss_cls: 1.7488, loss: 1.7488, grad_norm: 2.5841 2022-02-28 12:45:47,292 - mmaction - INFO - Epoch [224][280/469] lr: 4.000e-02, eta: 1 day, 11:41:37, time: 2.210, data_time: 0.602, memory: 9654, top1_acc: 0.5778, top5_acc: 0.7964, loss_cls: 1.7807, loss: 1.7807, grad_norm: 2.5638 2022-02-28 12:46:31,770 - mmaction - INFO - Epoch [224][300/469] lr: 4.000e-02, eta: 1 day, 11:40:35, time: 2.224, data_time: 0.422, memory: 9654, top1_acc: 0.5889, top5_acc: 0.7978, loss_cls: 1.7597, loss: 1.7597, grad_norm: 2.5674 2022-02-28 12:47:17,961 - mmaction - INFO - Epoch [224][320/469] lr: 4.000e-02, eta: 1 day, 11:39:40, time: 2.310, data_time: 0.167, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7976, loss_cls: 1.7790, loss: 1.7790, grad_norm: 2.5839 2022-02-28 12:48:02,550 - mmaction - INFO - Epoch [224][340/469] lr: 4.000e-02, eta: 1 day, 11:38:39, time: 2.228, data_time: 0.394, memory: 9654, top1_acc: 0.5821, top5_acc: 0.7992, loss_cls: 1.7562, loss: 1.7562, grad_norm: 2.5541 2022-02-28 12:48:46,067 - mmaction - INFO - Epoch [224][360/469] lr: 4.000e-02, eta: 1 day, 11:37:33, time: 2.176, data_time: 0.493, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7997, loss_cls: 1.7845, loss: 1.7845, grad_norm: 2.5612 2022-02-28 12:49:30,878 - mmaction - INFO - Epoch [224][380/469] lr: 4.000e-02, eta: 1 day, 11:36:33, time: 2.241, data_time: 0.630, memory: 9654, top1_acc: 0.5860, top5_acc: 0.7997, loss_cls: 1.7559, loss: 1.7559, grad_norm: 2.5388 2022-02-28 12:50:15,678 - mmaction - INFO - Epoch [224][400/469] lr: 4.000e-02, eta: 1 day, 11:35:33, time: 2.240, data_time: 0.324, memory: 9654, top1_acc: 0.5798, top5_acc: 0.7954, loss_cls: 1.7619, loss: 1.7619, grad_norm: 2.5361 2022-02-28 12:51:03,064 - mmaction - INFO - Epoch [224][420/469] lr: 4.000e-02, eta: 1 day, 11:34:43, time: 2.369, data_time: 0.226, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7963, loss_cls: 1.7728, loss: 1.7728, grad_norm: 2.5411 2022-02-28 12:51:47,903 - mmaction - INFO - Epoch [224][440/469] lr: 4.000e-02, eta: 1 day, 11:33:43, time: 2.241, data_time: 0.065, memory: 9654, top1_acc: 0.5896, top5_acc: 0.7959, loss_cls: 1.7811, loss: 1.7811, grad_norm: 2.5668 2022-02-28 12:52:34,531 - mmaction - INFO - Epoch [224][460/469] lr: 4.000e-02, eta: 1 day, 11:32:50, time: 2.332, data_time: 0.067, memory: 9654, top1_acc: 0.5909, top5_acc: 0.8005, loss_cls: 1.7656, loss: 1.7656, grad_norm: 2.5505 2022-02-28 12:52:51,315 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 12:54:45,170 - mmaction - INFO - Epoch [225][20/469] lr: 4.000e-02, eta: 1 day, 11:34:38, time: 5.692, data_time: 3.902, memory: 9654, top1_acc: 0.5907, top5_acc: 0.8022, loss_cls: 1.7273, loss: 1.7273, grad_norm: 2.5140 2022-02-28 12:55:31,714 - mmaction - INFO - Epoch [225][40/469] lr: 4.000e-02, eta: 1 day, 11:33:45, time: 2.328, data_time: 0.094, memory: 9654, top1_acc: 0.5921, top5_acc: 0.8050, loss_cls: 1.7115, loss: 1.7115, grad_norm: 2.5415 2022-02-28 12:56:18,165 - mmaction - INFO - Epoch [225][60/469] lr: 4.000e-02, eta: 1 day, 11:32:51, time: 2.321, data_time: 0.063, memory: 9654, top1_acc: 0.5858, top5_acc: 0.8019, loss_cls: 1.7514, loss: 1.7514, grad_norm: 2.5882 2022-02-28 12:57:04,092 - mmaction - INFO - Epoch [225][80/469] lr: 4.000e-02, eta: 1 day, 11:31:55, time: 2.297, data_time: 0.069, memory: 9654, top1_acc: 0.5864, top5_acc: 0.8019, loss_cls: 1.7541, loss: 1.7541, grad_norm: 2.5790 2022-02-28 12:57:48,635 - mmaction - INFO - Epoch [225][100/469] lr: 4.000e-02, eta: 1 day, 11:30:54, time: 2.228, data_time: 0.228, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8044, loss_cls: 1.7335, loss: 1.7335, grad_norm: 2.5182 2022-02-28 12:58:33,674 - mmaction - INFO - Epoch [225][120/469] lr: 4.000e-02, eta: 1 day, 11:29:54, time: 2.252, data_time: 0.597, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7988, loss_cls: 1.7558, loss: 1.7558, grad_norm: 2.5558 2022-02-28 12:59:19,452 - mmaction - INFO - Epoch [225][140/469] lr: 4.000e-02, eta: 1 day, 11:28:58, time: 2.288, data_time: 0.881, memory: 9654, top1_acc: 0.5864, top5_acc: 0.8018, loss_cls: 1.7457, loss: 1.7457, grad_norm: 2.5266 2022-02-28 13:00:07,124 - mmaction - INFO - Epoch [225][160/469] lr: 4.000e-02, eta: 1 day, 11:28:09, time: 2.384, data_time: 1.252, memory: 9654, top1_acc: 0.5958, top5_acc: 0.8053, loss_cls: 1.7204, loss: 1.7204, grad_norm: 2.5742 2022-02-28 13:00:53,280 - mmaction - INFO - Epoch [225][180/469] lr: 4.000e-02, eta: 1 day, 11:27:14, time: 2.308, data_time: 1.191, memory: 9654, top1_acc: 0.5874, top5_acc: 0.8042, loss_cls: 1.7300, loss: 1.7300, grad_norm: 2.5543 2022-02-28 13:01:39,515 - mmaction - INFO - Epoch [225][200/469] lr: 4.000e-02, eta: 1 day, 11:26:20, time: 2.310, data_time: 1.206, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7982, loss_cls: 1.7582, loss: 1.7582, grad_norm: 2.5355 2022-02-28 13:08:17,690 - mmaction - INFO - Epoch [225][220/469] lr: 4.000e-02, eta: 1 day, 11:48:25, time: 19.910, data_time: 18.435, memory: 9654, top1_acc: 0.5833, top5_acc: 0.8018, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.5403 2022-02-28 13:09:03,134 - mmaction - INFO - Epoch [225][240/469] lr: 4.000e-02, eta: 1 day, 11:47:25, time: 2.272, data_time: 0.149, memory: 9654, top1_acc: 0.5845, top5_acc: 0.8004, loss_cls: 1.7473, loss: 1.7473, grad_norm: 2.5958 2022-02-28 13:09:50,017 - mmaction - INFO - Epoch [225][260/469] lr: 4.000e-02, eta: 1 day, 11:46:31, time: 2.344, data_time: 0.066, memory: 9654, top1_acc: 0.5833, top5_acc: 0.7977, loss_cls: 1.7664, loss: 1.7664, grad_norm: 2.5517 2022-02-28 13:10:38,307 - mmaction - INFO - Epoch [225][280/469] lr: 4.000e-02, eta: 1 day, 11:45:42, time: 2.414, data_time: 0.068, memory: 9654, top1_acc: 0.5817, top5_acc: 0.8034, loss_cls: 1.7595, loss: 1.7595, grad_norm: 2.5847 2022-02-28 13:11:24,835 - mmaction - INFO - Epoch [225][300/469] lr: 4.000e-02, eta: 1 day, 11:44:46, time: 2.327, data_time: 0.067, memory: 9654, top1_acc: 0.5890, top5_acc: 0.8034, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.5394 2022-02-28 13:12:10,758 - mmaction - INFO - Epoch [225][320/469] lr: 4.000e-02, eta: 1 day, 11:43:48, time: 2.296, data_time: 0.059, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7954, loss_cls: 1.7818, loss: 1.7818, grad_norm: 2.5562 2022-02-28 13:12:56,199 - mmaction - INFO - Epoch [225][340/469] lr: 4.000e-02, eta: 1 day, 11:42:48, time: 2.271, data_time: 0.061, memory: 9654, top1_acc: 0.5823, top5_acc: 0.8015, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.6090 2022-02-28 13:13:41,566 - mmaction - INFO - Epoch [225][360/469] lr: 4.000e-02, eta: 1 day, 11:41:48, time: 2.269, data_time: 0.065, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7990, loss_cls: 1.7628, loss: 1.7628, grad_norm: 2.5556 2022-02-28 13:14:26,892 - mmaction - INFO - Epoch [225][380/469] lr: 4.000e-02, eta: 1 day, 11:40:48, time: 2.266, data_time: 0.059, memory: 9654, top1_acc: 0.5817, top5_acc: 0.7991, loss_cls: 1.7688, loss: 1.7688, grad_norm: 2.5554 2022-02-28 13:15:13,853 - mmaction - INFO - Epoch [225][400/469] lr: 4.000e-02, eta: 1 day, 11:39:54, time: 2.348, data_time: 0.062, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8098, loss_cls: 1.7173, loss: 1.7173, grad_norm: 2.5343 2022-02-28 13:15:58,082 - mmaction - INFO - Epoch [225][420/469] lr: 4.000e-02, eta: 1 day, 11:38:49, time: 2.211, data_time: 0.064, memory: 9654, top1_acc: 0.5807, top5_acc: 0.8030, loss_cls: 1.7600, loss: 1.7600, grad_norm: 2.5507 2022-02-28 13:16:43,128 - mmaction - INFO - Epoch [225][440/469] lr: 4.000e-02, eta: 1 day, 11:37:48, time: 2.252, data_time: 0.062, memory: 9654, top1_acc: 0.5759, top5_acc: 0.7973, loss_cls: 1.7790, loss: 1.7790, grad_norm: 2.5937 2022-02-28 13:17:28,258 - mmaction - INFO - Epoch [225][460/469] lr: 4.000e-02, eta: 1 day, 11:36:47, time: 2.256, data_time: 0.065, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7948, loss_cls: 1.7660, loss: 1.7660, grad_norm: 2.5421 2022-02-28 13:17:46,434 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 13:17:46,534 - mmaction - INFO - 110 BN found 2022-02-28 13:25:01,158 - mmaction - INFO - BN stats updated 2022-02-28 13:25:03,166 - mmaction - INFO - Saving checkpoint at 225 epochs 2022-02-28 13:25:06,399 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 13:26:54,639 - mmaction - INFO - Epoch [226][20/469] lr: 4.000e-02, eta: 1 day, 11:38:03, time: 5.411, data_time: 3.178, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8051, loss_cls: 1.7207, loss: 1.7207, grad_norm: 2.5329 2022-02-28 13:27:40,414 - mmaction - INFO - Epoch [226][40/469] lr: 4.000e-02, eta: 1 day, 11:37:04, time: 2.288, data_time: 0.077, memory: 9654, top1_acc: 0.5954, top5_acc: 0.8038, loss_cls: 1.7367, loss: 1.7367, grad_norm: 2.5317 2022-02-28 13:28:24,645 - mmaction - INFO - Epoch [226][60/469] lr: 4.000e-02, eta: 1 day, 11:36:00, time: 2.212, data_time: 0.064, memory: 9654, top1_acc: 0.5890, top5_acc: 0.8035, loss_cls: 1.7329, loss: 1.7329, grad_norm: 2.5456 2022-02-28 13:29:08,469 - mmaction - INFO - Epoch [226][80/469] lr: 4.000e-02, eta: 1 day, 11:34:54, time: 2.191, data_time: 0.064, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8006, loss_cls: 1.7427, loss: 1.7427, grad_norm: 2.5375 2022-02-28 13:29:55,020 - mmaction - INFO - Epoch [226][100/469] lr: 4.000e-02, eta: 1 day, 11:33:58, time: 2.326, data_time: 0.063, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8039, loss_cls: 1.7362, loss: 1.7362, grad_norm: 2.5406 2022-02-28 13:30:43,366 - mmaction - INFO - Epoch [226][120/469] lr: 4.000e-02, eta: 1 day, 11:33:10, time: 2.418, data_time: 0.064, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8085, loss_cls: 1.7053, loss: 1.7053, grad_norm: 2.5335 2022-02-28 13:31:27,540 - mmaction - INFO - Epoch [226][140/469] lr: 4.000e-02, eta: 1 day, 11:32:05, time: 2.208, data_time: 0.060, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7989, loss_cls: 1.7768, loss: 1.7768, grad_norm: 2.5783 2022-02-28 13:32:11,698 - mmaction - INFO - Epoch [226][160/469] lr: 4.000e-02, eta: 1 day, 11:31:01, time: 2.209, data_time: 0.068, memory: 9654, top1_acc: 0.5868, top5_acc: 0.8035, loss_cls: 1.7417, loss: 1.7417, grad_norm: 2.5979 2022-02-28 13:32:57,222 - mmaction - INFO - Epoch [226][180/469] lr: 4.000e-02, eta: 1 day, 11:30:02, time: 2.277, data_time: 0.062, memory: 9654, top1_acc: 0.5870, top5_acc: 0.7963, loss_cls: 1.7585, loss: 1.7585, grad_norm: 2.5493 2022-02-28 13:33:42,544 - mmaction - INFO - Epoch [226][200/469] lr: 4.000e-02, eta: 1 day, 11:29:02, time: 2.266, data_time: 0.059, memory: 9654, top1_acc: 0.5850, top5_acc: 0.8022, loss_cls: 1.7433, loss: 1.7433, grad_norm: 2.5848 2022-02-28 13:34:28,709 - mmaction - INFO - Epoch [226][220/469] lr: 4.000e-02, eta: 1 day, 11:28:05, time: 2.308, data_time: 0.061, memory: 9654, top1_acc: 0.5867, top5_acc: 0.8033, loss_cls: 1.7250, loss: 1.7250, grad_norm: 2.5570 2022-02-28 13:35:13,353 - mmaction - INFO - Epoch [226][240/469] lr: 4.000e-02, eta: 1 day, 11:27:02, time: 2.234, data_time: 0.065, memory: 9654, top1_acc: 0.5849, top5_acc: 0.8025, loss_cls: 1.7492, loss: 1.7492, grad_norm: 2.5746 2022-02-28 13:35:59,286 - mmaction - INFO - Epoch [226][260/469] lr: 4.000e-02, eta: 1 day, 11:26:05, time: 2.296, data_time: 0.064, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8062, loss_cls: 1.7247, loss: 1.7247, grad_norm: 2.5674 2022-02-28 13:36:44,452 - mmaction - INFO - Epoch [226][280/469] lr: 4.000e-02, eta: 1 day, 11:25:04, time: 2.258, data_time: 0.065, memory: 9654, top1_acc: 0.5927, top5_acc: 0.8055, loss_cls: 1.7255, loss: 1.7255, grad_norm: 2.5310 2022-02-28 13:37:29,535 - mmaction - INFO - Epoch [226][300/469] lr: 4.000e-02, eta: 1 day, 11:24:04, time: 2.254, data_time: 0.064, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7935, loss_cls: 1.7952, loss: 1.7952, grad_norm: 2.5783 2022-02-28 13:38:15,875 - mmaction - INFO - Epoch [226][320/469] lr: 4.000e-02, eta: 1 day, 11:23:08, time: 2.317, data_time: 0.063, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7985, loss_cls: 1.7674, loss: 1.7674, grad_norm: 2.5478 2022-02-28 13:39:01,482 - mmaction - INFO - Epoch [226][340/469] lr: 4.000e-02, eta: 1 day, 11:22:09, time: 2.281, data_time: 0.062, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7941, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.5321 2022-02-28 13:39:46,051 - mmaction - INFO - Epoch [226][360/469] lr: 4.000e-02, eta: 1 day, 11:21:07, time: 2.229, data_time: 0.064, memory: 9654, top1_acc: 0.5782, top5_acc: 0.7983, loss_cls: 1.7951, loss: 1.7951, grad_norm: 2.5961 2022-02-28 13:40:31,826 - mmaction - INFO - Epoch [226][380/469] lr: 4.000e-02, eta: 1 day, 11:20:09, time: 2.289, data_time: 0.061, memory: 9654, top1_acc: 0.5856, top5_acc: 0.7987, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.5591 2022-02-28 13:41:18,548 - mmaction - INFO - Epoch [226][400/469] lr: 4.000e-02, eta: 1 day, 11:19:14, time: 2.335, data_time: 0.070, memory: 9654, top1_acc: 0.5872, top5_acc: 0.7940, loss_cls: 1.7727, loss: 1.7727, grad_norm: 2.5653 2022-02-28 13:42:03,363 - mmaction - INFO - Epoch [226][420/469] lr: 4.000e-02, eta: 1 day, 11:18:13, time: 2.241, data_time: 0.061, memory: 9654, top1_acc: 0.5853, top5_acc: 0.7924, loss_cls: 1.7796, loss: 1.7796, grad_norm: 2.5467 2022-02-28 13:42:47,375 - mmaction - INFO - Epoch [226][440/469] lr: 4.000e-02, eta: 1 day, 11:17:09, time: 2.201, data_time: 0.061, memory: 9654, top1_acc: 0.5884, top5_acc: 0.8056, loss_cls: 1.7287, loss: 1.7287, grad_norm: 2.5609 2022-02-28 13:43:32,693 - mmaction - INFO - Epoch [226][460/469] lr: 4.000e-02, eta: 1 day, 11:16:09, time: 2.266, data_time: 0.066, memory: 9654, top1_acc: 0.5884, top5_acc: 0.8046, loss_cls: 1.7300, loss: 1.7300, grad_norm: 2.5812 2022-02-28 13:43:53,219 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 13:46:27,917 - mmaction - INFO - Epoch [227][20/469] lr: 4.000e-02, eta: 1 day, 11:20:09, time: 7.731, data_time: 5.188, memory: 9654, top1_acc: 0.5915, top5_acc: 0.8063, loss_cls: 1.7135, loss: 1.7135, grad_norm: 2.5491 2022-02-28 13:47:13,281 - mmaction - INFO - Epoch [227][40/469] lr: 4.000e-02, eta: 1 day, 11:19:10, time: 2.271, data_time: 0.068, memory: 9654, top1_acc: 0.5856, top5_acc: 0.8058, loss_cls: 1.7299, loss: 1.7299, grad_norm: 2.5427 2022-02-28 13:47:58,241 - mmaction - INFO - Epoch [227][60/469] lr: 4.000e-02, eta: 1 day, 11:18:08, time: 2.247, data_time: 0.070, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8099, loss_cls: 1.7204, loss: 1.7204, grad_norm: 2.5470 2022-02-28 13:48:42,352 - mmaction - INFO - Epoch [227][80/469] lr: 4.000e-02, eta: 1 day, 11:17:04, time: 2.207, data_time: 0.065, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8053, loss_cls: 1.7101, loss: 1.7101, grad_norm: 2.5664 2022-02-28 13:49:27,815 - mmaction - INFO - Epoch [227][100/469] lr: 4.000e-02, eta: 1 day, 11:16:05, time: 2.273, data_time: 0.067, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8043, loss_cls: 1.7396, loss: 1.7396, grad_norm: 2.5763 2022-02-28 13:50:13,137 - mmaction - INFO - Epoch [227][120/469] lr: 4.000e-02, eta: 1 day, 11:15:05, time: 2.265, data_time: 0.068, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8015, loss_cls: 1.7494, loss: 1.7494, grad_norm: 2.5537 2022-02-28 13:51:00,048 - mmaction - INFO - Epoch [227][140/469] lr: 4.000e-02, eta: 1 day, 11:14:11, time: 2.346, data_time: 0.061, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7995, loss_cls: 1.7730, loss: 1.7730, grad_norm: 2.6411 2022-02-28 13:51:44,685 - mmaction - INFO - Epoch [227][160/469] lr: 4.000e-02, eta: 1 day, 11:13:09, time: 2.232, data_time: 0.066, memory: 9654, top1_acc: 0.5869, top5_acc: 0.8051, loss_cls: 1.7333, loss: 1.7333, grad_norm: 2.5538 2022-02-28 13:52:29,335 - mmaction - INFO - Epoch [227][180/469] lr: 4.000e-02, eta: 1 day, 11:12:07, time: 2.232, data_time: 0.063, memory: 9654, top1_acc: 0.5905, top5_acc: 0.8040, loss_cls: 1.7353, loss: 1.7353, grad_norm: 2.5539 2022-02-28 13:53:15,376 - mmaction - INFO - Epoch [227][200/469] lr: 4.000e-02, eta: 1 day, 11:11:10, time: 2.302, data_time: 0.061, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7991, loss_cls: 1.7670, loss: 1.7670, grad_norm: 2.6057 2022-02-28 13:54:01,010 - mmaction - INFO - Epoch [227][220/469] lr: 4.000e-02, eta: 1 day, 11:10:11, time: 2.282, data_time: 0.063, memory: 9654, top1_acc: 0.5907, top5_acc: 0.8014, loss_cls: 1.7455, loss: 1.7455, grad_norm: 2.5456 2022-02-28 13:54:45,633 - mmaction - INFO - Epoch [227][240/469] lr: 4.000e-02, eta: 1 day, 11:09:09, time: 2.232, data_time: 0.063, memory: 9654, top1_acc: 0.5937, top5_acc: 0.8046, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.5717 2022-02-28 13:55:30,530 - mmaction - INFO - Epoch [227][260/469] lr: 4.000e-02, eta: 1 day, 11:08:08, time: 2.244, data_time: 0.058, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8018, loss_cls: 1.7431, loss: 1.7431, grad_norm: 2.5844 2022-02-28 13:56:15,345 - mmaction - INFO - Epoch [227][280/469] lr: 4.000e-02, eta: 1 day, 11:07:07, time: 2.240, data_time: 0.066, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7983, loss_cls: 1.7805, loss: 1.7805, grad_norm: 2.6046 2022-02-28 13:57:01,069 - mmaction - INFO - Epoch [227][300/469] lr: 4.000e-02, eta: 1 day, 11:06:09, time: 2.287, data_time: 0.064, memory: 9654, top1_acc: 0.5903, top5_acc: 0.8000, loss_cls: 1.7421, loss: 1.7421, grad_norm: 2.5379 2022-02-28 13:57:46,672 - mmaction - INFO - Epoch [227][320/469] lr: 4.000e-02, eta: 1 day, 11:05:11, time: 2.280, data_time: 0.064, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8046, loss_cls: 1.7281, loss: 1.7281, grad_norm: 2.5577 2022-02-28 13:58:29,769 - mmaction - INFO - Epoch [227][340/469] lr: 4.000e-02, eta: 1 day, 11:04:03, time: 2.155, data_time: 0.064, memory: 9654, top1_acc: 0.5837, top5_acc: 0.7988, loss_cls: 1.7635, loss: 1.7635, grad_norm: 2.6017 2022-02-28 13:59:14,793 - mmaction - INFO - Epoch [227][360/469] lr: 4.000e-02, eta: 1 day, 11:03:03, time: 2.251, data_time: 0.062, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7900, loss_cls: 1.8075, loss: 1.8075, grad_norm: 2.5961 2022-02-28 14:00:00,873 - mmaction - INFO - Epoch [227][380/469] lr: 4.000e-02, eta: 1 day, 11:02:07, time: 2.304, data_time: 0.068, memory: 9654, top1_acc: 0.5839, top5_acc: 0.7985, loss_cls: 1.7692, loss: 1.7692, grad_norm: 2.5806 2022-02-28 14:00:48,026 - mmaction - INFO - Epoch [227][400/469] lr: 4.000e-02, eta: 1 day, 11:01:14, time: 2.356, data_time: 0.066, memory: 9654, top1_acc: 0.5757, top5_acc: 0.7914, loss_cls: 1.7996, loss: 1.7996, grad_norm: 2.5841 2022-02-28 14:01:33,444 - mmaction - INFO - Epoch [227][420/469] lr: 4.000e-02, eta: 1 day, 11:00:15, time: 2.272, data_time: 0.068, memory: 9654, top1_acc: 0.5766, top5_acc: 0.8026, loss_cls: 1.7552, loss: 1.7552, grad_norm: 2.5336 2022-02-28 14:02:19,932 - mmaction - INFO - Epoch [227][440/469] lr: 4.000e-02, eta: 1 day, 10:59:20, time: 2.325, data_time: 0.061, memory: 9654, top1_acc: 0.5853, top5_acc: 0.8001, loss_cls: 1.7256, loss: 1.7256, grad_norm: 2.5457 2022-02-28 14:03:05,310 - mmaction - INFO - Epoch [227][460/469] lr: 4.000e-02, eta: 1 day, 10:58:21, time: 2.269, data_time: 0.065, memory: 9654, top1_acc: 0.5788, top5_acc: 0.7949, loss_cls: 1.7878, loss: 1.7878, grad_norm: 2.5778 2022-02-28 14:03:23,133 - mmaction - INFO - 0 subbns modified to 4. 2022-02-28 14:05:17,665 - mmaction - INFO - Epoch [228][20/469] lr: 4.000e-02, eta: 1 day, 10:59:47, time: 5.723, data_time: 4.472, memory: 9654, top1_acc: 0.5907, top5_acc: 0.8111, loss_cls: 1.7041, loss: 1.7041, grad_norm: 2.5705 2022-02-28 14:06:02,659 - mmaction - INFO - Epoch [228][40/469] lr: 4.000e-02, eta: 1 day, 10:58:47, time: 2.252, data_time: 0.308, memory: 9654, top1_acc: 0.5927, top5_acc: 0.8025, loss_cls: 1.7206, loss: 1.7206, grad_norm: 2.5300 2022-02-28 14:06:48,950 - mmaction - INFO - Epoch [228][60/469] lr: 4.000e-02, eta: 1 day, 10:57:51, time: 2.315, data_time: 0.065, memory: 9654, top1_acc: 0.5882, top5_acc: 0.8003, loss_cls: 1.7474, loss: 1.7474, grad_norm: 2.5913 2022-02-28 14:07:35,077 - mmaction - INFO - Epoch [228][80/469] lr: 4.000e-02, eta: 1 day, 10:56:54, time: 2.307, data_time: 0.065, memory: 9654, top1_acc: 0.5873, top5_acc: 0.8044, loss_cls: 1.7421, loss: 1.7421, grad_norm: 2.5962 2022-02-28 14:08:20,497 - mmaction - INFO - Epoch [228][100/469] lr: 4.000e-02, eta: 1 day, 10:55:55, time: 2.270, data_time: 0.059, memory: 9654, top1_acc: 0.5964, top5_acc: 0.8092, loss_cls: 1.7114, loss: 1.7114, grad_norm: 2.5587 2022-02-28 14:09:04,427 - mmaction - INFO - Epoch [228][120/469] lr: 4.000e-02, eta: 1 day, 10:54:51, time: 2.197, data_time: 0.063, memory: 9654, top1_acc: 0.5806, top5_acc: 0.8028, loss_cls: 1.7369, loss: 1.7369, grad_norm: 2.6063 2022-02-28 14:09:48,995 - mmaction - INFO - Epoch [228][140/469] lr: 4.000e-02, eta: 1 day, 10:53:50, time: 2.228, data_time: 0.062, memory: 9654, top1_acc: 0.5923, top5_acc: 0.8068, loss_cls: 1.7319, loss: 1.7319, grad_norm: 2.5887 2022-02-28 14:10:33,202 - mmaction - INFO - Epoch [228][160/469] lr: 4.000e-02, eta: 1 day, 10:52:47, time: 2.210, data_time: 0.066, memory: 9654, top1_acc: 0.5802, top5_acc: 0.7968, loss_cls: 1.7655, loss: 1.7655, grad_norm: 2.6065 2022-02-28 14:11:20,135 - mmaction - INFO - Epoch [228][180/469] lr: 4.000e-02, eta: 1 day, 10:51:53, time: 2.346, data_time: 0.062, memory: 9654, top1_acc: 0.5878, top5_acc: 0.7990, loss_cls: 1.7463, loss: 1.7463, grad_norm: 2.5441 2022-02-28 14:12:05,617 - mmaction - INFO - Epoch [228][200/469] lr: 4.000e-02, eta: 1 day, 10:50:55, time: 2.275, data_time: 0.064, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7968, loss_cls: 1.7827, loss: 1.7827, grad_norm: 2.5932 2022-02-28 14:12:51,327 - mmaction - INFO - Epoch [228][220/469] lr: 4.000e-02, eta: 1 day, 10:49:57, time: 2.285, data_time: 0.061, memory: 9654, top1_acc: 0.5854, top5_acc: 0.8040, loss_cls: 1.7532, loss: 1.7532, grad_norm: 2.6218 2022-02-28 14:13:37,535 - mmaction - INFO - Epoch [228][240/469] lr: 4.000e-02, eta: 1 day, 10:49:01, time: 2.311, data_time: 0.067, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7967, loss_cls: 1.7551, loss: 1.7551, grad_norm: 2.5726 2022-02-28 14:14:22,237 - mmaction - INFO - Epoch [228][260/469] lr: 4.000e-02, eta: 1 day, 10:48:00, time: 2.235, data_time: 0.067, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7972, loss_cls: 1.7673, loss: 1.7673, grad_norm: 2.5911 2022-02-28 14:15:06,960 - mmaction - INFO - Epoch [228][280/469] lr: 4.000e-02, eta: 1 day, 10:46:59, time: 2.235, data_time: 0.066, memory: 9654, top1_acc: 0.5892, top5_acc: 0.8018, loss_cls: 1.7409, loss: 1.7409, grad_norm: 2.5690 2022-02-28 14:15:52,115 - mmaction - INFO - Epoch [228][300/469] lr: 4.000e-02, eta: 1 day, 10:46:00, time: 2.259, data_time: 0.066, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7950, loss_cls: 1.7838, loss: 1.7838, grad_norm: 2.6024 2022-02-28 14:16:38,997 - mmaction - INFO - Epoch [228][320/469] lr: 4.000e-02, eta: 1 day, 10:45:06, time: 2.344, data_time: 0.065, memory: 9654, top1_acc: 0.5849, top5_acc: 0.8011, loss_cls: 1.7571, loss: 1.7571, grad_norm: 2.6000 2022-02-28 14:17:22,751 - mmaction - INFO - Epoch [228][340/469] lr: 4.000e-02, eta: 1 day, 10:44:02, time: 2.187, data_time: 0.064, memory: 9654, top1_acc: 0.5830, top5_acc: 0.8028, loss_cls: 1.7499, loss: 1.7499, grad_norm: 2.5610 2022-02-28 14:18:07,897 - mmaction - INFO - Epoch [228][360/469] lr: 4.000e-02, eta: 1 day, 10:43:03, time: 2.256, data_time: 0.061, memory: 9654, top1_acc: 0.5885, top5_acc: 0.8045, loss_cls: 1.7465, loss: 1.7465, grad_norm: 2.5912 2022-02-28 14:18:52,990 - mmaction - INFO - Epoch [228][380/469] lr: 4.000e-02, eta: 1 day, 10:42:03, time: 2.255, data_time: 0.065, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7925, loss_cls: 1.7815, loss: 1.7815, grad_norm: 2.6087 2022-02-28 14:19:38,691 - mmaction - INFO - Epoch [228][400/469] lr: 4.000e-02, eta: 1 day, 10:41:06, time: 2.285, data_time: 0.062, memory: 9654, top1_acc: 0.5884, top5_acc: 0.7963, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.5827 2022-02-28 14:20:24,898 - mmaction - INFO - Epoch [228][420/469] lr: 4.000e-02, eta: 1 day, 10:40:10, time: 2.310, data_time: 0.059, memory: 9654, top1_acc: 0.5931, top5_acc: 0.8031, loss_cls: 1.7185, loss: 1.7185, grad_norm: 2.5277 2022-02-28 14:21:12,192 - mmaction - INFO - Epoch [228][440/469] lr: 4.000e-02, eta: 1 day, 10:39:18, time: 2.365, data_time: 0.066, memory: 9654, top1_acc: 0.5876, top5_acc: 0.8011, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.5606 2022-02-28 14:21:58,633 - mmaction - INFO - Epoch [228][460/469] lr: 4.000e-02, eta: 1 day, 10:38:24, time: 2.322, data_time: 0.060, memory: 9654, top1_acc: 0.5817, top5_acc: 0.7971, loss_cls: 1.7685, loss: 1.7685, grad_norm: 2.5917 2022-02-28 14:22:16,778 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 14:22:16,881 - mmaction - INFO - 110 BN found 2022-02-28 14:29:40,978 - mmaction - INFO - BN stats updated 2022-02-28 14:29:42,983 - mmaction - INFO - Saving checkpoint at 228 epochs 2022-02-28 14:33:11,237 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 14:33:12,145 - mmaction - INFO - top1_acc 0.6096 top5_acc 0.8304 2022-02-28 14:33:12,146 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 14:33:12,184 - mmaction - INFO - mean_acc 0.6094 2022-02-28 14:33:12,192 - mmaction - INFO - Epoch(val) [228][155] top1_acc: 0.6096, top5_acc: 0.8304, mean_class_accuracy: 0.6094 2022-02-28 14:33:13,052 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 14:34:47,167 - mmaction - INFO - Epoch [229][20/939] lr: 2.000e-02, eta: 6 days, 3:41:01, time: 4.705, data_time: 3.552, memory: 9654, top1_acc: 0.5594, top5_acc: 0.7809, loss_cls: 1.9585, loss: 1.9585, grad_norm: 2.9265 2022-02-28 14:35:12,079 - mmaction - INFO - Epoch [229][40/939] lr: 2.000e-02, eta: 6 days, 3:34:34, time: 1.242, data_time: 0.078, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7904, loss_cls: 1.8412, loss: 1.8412, grad_norm: 2.8418 2022-02-28 14:35:36,715 - mmaction - INFO - Epoch [229][60/939] lr: 2.000e-02, eta: 6 days, 3:28:06, time: 1.235, data_time: 0.071, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7965, loss_cls: 1.8204, loss: 1.8204, grad_norm: 2.9171 2022-02-28 14:36:01,082 - mmaction - INFO - Epoch [229][80/939] lr: 2.000e-02, eta: 6 days, 3:21:34, time: 1.219, data_time: 0.063, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7855, loss_cls: 1.8669, loss: 1.8669, grad_norm: 2.9273 2022-02-28 14:36:25,775 - mmaction - INFO - Epoch [229][100/939] lr: 2.000e-02, eta: 6 days, 3:15:07, time: 1.234, data_time: 0.134, memory: 9654, top1_acc: 0.5615, top5_acc: 0.7875, loss_cls: 1.8754, loss: 1.8754, grad_norm: 2.9828 2022-02-28 14:36:50,618 - mmaction - INFO - Epoch [229][120/939] lr: 2.000e-02, eta: 6 days, 3:08:44, time: 1.243, data_time: 0.089, memory: 9654, top1_acc: 0.5725, top5_acc: 0.7877, loss_cls: 1.8579, loss: 1.8579, grad_norm: 2.9660 2022-02-28 14:37:16,062 - mmaction - INFO - Epoch [229][140/939] lr: 2.000e-02, eta: 6 days, 3:02:31, time: 1.272, data_time: 0.076, memory: 9654, top1_acc: 0.5631, top5_acc: 0.7818, loss_cls: 1.8731, loss: 1.8731, grad_norm: 3.0585 2022-02-28 14:37:41,162 - mmaction - INFO - Epoch [229][160/939] lr: 2.000e-02, eta: 6 days, 2:56:12, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7879, loss_cls: 1.8426, loss: 1.8426, grad_norm: 3.0342 2022-02-28 14:38:06,102 - mmaction - INFO - Epoch [229][180/939] lr: 2.000e-02, eta: 6 days, 2:49:54, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7928, loss_cls: 1.8530, loss: 1.8530, grad_norm: 3.0706 2022-02-28 14:38:30,632 - mmaction - INFO - Epoch [229][200/939] lr: 2.000e-02, eta: 6 days, 2:43:30, time: 1.227, data_time: 0.065, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7863, loss_cls: 1.8273, loss: 1.8273, grad_norm: 3.1027 2022-02-28 14:38:55,747 - mmaction - INFO - Epoch [229][220/939] lr: 2.000e-02, eta: 6 days, 2:37:15, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7959, loss_cls: 1.8050, loss: 1.8050, grad_norm: 3.0428 2022-02-28 14:39:21,032 - mmaction - INFO - Epoch [229][240/939] lr: 2.000e-02, eta: 6 days, 2:31:04, time: 1.265, data_time: 0.071, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7996, loss_cls: 1.7769, loss: 1.7769, grad_norm: 3.0517 2022-02-28 14:39:45,495 - mmaction - INFO - Epoch [229][260/939] lr: 2.000e-02, eta: 6 days, 2:24:42, time: 1.222, data_time: 0.065, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7904, loss_cls: 1.8273, loss: 1.8273, grad_norm: 3.1594 2022-02-28 14:40:10,151 - mmaction - INFO - Epoch [229][280/939] lr: 2.000e-02, eta: 6 days, 2:18:23, time: 1.234, data_time: 0.069, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7902, loss_cls: 1.8090, loss: 1.8090, grad_norm: 3.0679 2022-02-28 14:40:34,802 - mmaction - INFO - Epoch [229][300/939] lr: 2.000e-02, eta: 6 days, 2:12:05, time: 1.232, data_time: 0.085, memory: 9654, top1_acc: 0.5686, top5_acc: 0.7887, loss_cls: 1.8762, loss: 1.8762, grad_norm: 3.1748 2022-02-28 14:41:00,507 - mmaction - INFO - Epoch [229][320/939] lr: 2.000e-02, eta: 6 days, 2:06:03, time: 1.285, data_time: 0.147, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7945, loss_cls: 1.8237, loss: 1.8237, grad_norm: 3.1325 2022-02-28 14:41:26,167 - mmaction - INFO - Epoch [229][340/939] lr: 2.000e-02, eta: 6 days, 2:00:02, time: 1.283, data_time: 0.162, memory: 9654, top1_acc: 0.5666, top5_acc: 0.7852, loss_cls: 1.8552, loss: 1.8552, grad_norm: 3.1715 2022-02-28 14:41:51,023 - mmaction - INFO - Epoch [229][360/939] lr: 2.000e-02, eta: 6 days, 1:53:50, time: 1.243, data_time: 0.120, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7969, loss_cls: 1.7761, loss: 1.7761, grad_norm: 3.1008 2022-02-28 14:42:16,374 - mmaction - INFO - Epoch [229][380/939] lr: 2.000e-02, eta: 6 days, 1:47:46, time: 1.268, data_time: 0.119, memory: 9654, top1_acc: 0.5852, top5_acc: 0.8012, loss_cls: 1.7537, loss: 1.7537, grad_norm: 3.1341 2022-02-28 14:42:41,403 - mmaction - INFO - Epoch [229][400/939] lr: 2.000e-02, eta: 6 days, 1:41:38, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.5721, top5_acc: 0.7857, loss_cls: 1.8437, loss: 1.8437, grad_norm: 3.2019 2022-02-28 14:43:06,782 - mmaction - INFO - Epoch [229][420/939] lr: 2.000e-02, eta: 6 days, 1:35:35, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.5662, top5_acc: 0.7902, loss_cls: 1.8423, loss: 1.8423, grad_norm: 3.2447 2022-02-28 14:43:31,717 - mmaction - INFO - Epoch [229][440/939] lr: 2.000e-02, eta: 6 days, 1:29:28, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7918, loss_cls: 1.8136, loss: 1.8136, grad_norm: 3.1698 2022-02-28 14:43:56,327 - mmaction - INFO - Epoch [229][460/939] lr: 2.000e-02, eta: 6 days, 1:23:17, time: 1.230, data_time: 0.065, memory: 9654, top1_acc: 0.5633, top5_acc: 0.7846, loss_cls: 1.8649, loss: 1.8649, grad_norm: 3.2893 2022-02-28 14:44:21,085 - mmaction - INFO - Epoch [229][480/939] lr: 2.000e-02, eta: 6 days, 1:17:09, time: 1.237, data_time: 0.067, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7949, loss_cls: 1.8013, loss: 1.8013, grad_norm: 3.1788 2022-02-28 14:44:45,901 - mmaction - INFO - Epoch [229][500/939] lr: 2.000e-02, eta: 6 days, 1:11:02, time: 1.241, data_time: 0.062, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7898, loss_cls: 1.8143, loss: 1.8143, grad_norm: 3.2386 2022-02-28 14:45:11,472 - mmaction - INFO - Epoch [229][520/939] lr: 2.000e-02, eta: 6 days, 1:05:07, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7914, loss_cls: 1.8114, loss: 1.8114, grad_norm: 3.2043 2022-02-28 14:45:36,200 - mmaction - INFO - Epoch [229][540/939] lr: 2.000e-02, eta: 6 days, 0:59:01, time: 1.236, data_time: 0.064, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7879, loss_cls: 1.8347, loss: 1.8347, grad_norm: 3.2122 2022-02-28 14:46:01,324 - mmaction - INFO - Epoch [229][560/939] lr: 2.000e-02, eta: 6 days, 0:53:01, time: 1.255, data_time: 0.070, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7902, loss_cls: 1.7892, loss: 1.7892, grad_norm: 3.2256 2022-02-28 14:46:26,074 - mmaction - INFO - Epoch [229][580/939] lr: 2.000e-02, eta: 6 days, 0:46:57, time: 1.239, data_time: 0.070, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7873, loss_cls: 1.8310, loss: 1.8310, grad_norm: 3.2345 2022-02-28 14:46:50,741 - mmaction - INFO - Epoch [229][600/939] lr: 2.000e-02, eta: 6 days, 0:40:53, time: 1.232, data_time: 0.073, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7863, loss_cls: 1.8514, loss: 1.8514, grad_norm: 3.2795 2022-02-28 14:47:15,900 - mmaction - INFO - Epoch [229][620/939] lr: 2.000e-02, eta: 6 days, 0:34:56, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7867, loss_cls: 1.8144, loss: 1.8144, grad_norm: 3.2120 2022-02-28 14:47:40,746 - mmaction - INFO - Epoch [229][640/939] lr: 2.000e-02, eta: 6 days, 0:28:56, time: 1.242, data_time: 0.064, memory: 9654, top1_acc: 0.5666, top5_acc: 0.7904, loss_cls: 1.8190, loss: 1.8190, grad_norm: 3.2711 2022-02-28 14:48:06,216 - mmaction - INFO - Epoch [229][660/939] lr: 2.000e-02, eta: 6 days, 0:23:05, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7848, loss_cls: 1.8468, loss: 1.8468, grad_norm: 3.2652 2022-02-28 14:48:31,053 - mmaction - INFO - Epoch [229][680/939] lr: 2.000e-02, eta: 6 days, 0:17:07, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7969, loss_cls: 1.7771, loss: 1.7771, grad_norm: 3.2753 2022-02-28 14:48:55,935 - mmaction - INFO - Epoch [229][700/939] lr: 2.000e-02, eta: 6 days, 0:11:10, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7893, loss_cls: 1.8010, loss: 1.8010, grad_norm: 3.2357 2022-02-28 14:49:21,048 - mmaction - INFO - Epoch [229][720/939] lr: 2.000e-02, eta: 6 days, 0:05:17, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7934, loss_cls: 1.8372, loss: 1.8372, grad_norm: 3.2902 2022-02-28 14:49:45,982 - mmaction - INFO - Epoch [229][740/939] lr: 2.000e-02, eta: 5 days, 23:59:22, time: 1.246, data_time: 0.073, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7801, loss_cls: 1.8620, loss: 1.8620, grad_norm: 3.3005 2022-02-28 14:50:11,286 - mmaction - INFO - Epoch [229][760/939] lr: 2.000e-02, eta: 5 days, 23:53:33, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.5613, top5_acc: 0.7863, loss_cls: 1.8581, loss: 1.8581, grad_norm: 3.3587 2022-02-28 14:50:36,666 - mmaction - INFO - Epoch [229][780/939] lr: 2.000e-02, eta: 5 days, 23:47:46, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7924, loss_cls: 1.8071, loss: 1.8071, grad_norm: 3.2455 2022-02-28 14:51:02,051 - mmaction - INFO - Epoch [229][800/939] lr: 2.000e-02, eta: 5 days, 23:42:00, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7949, loss_cls: 1.8012, loss: 1.8012, grad_norm: 3.2260 2022-02-28 14:51:26,568 - mmaction - INFO - Epoch [229][820/939] lr: 2.000e-02, eta: 5 days, 23:36:03, time: 1.226, data_time: 0.077, memory: 9654, top1_acc: 0.5643, top5_acc: 0.7816, loss_cls: 1.8574, loss: 1.8574, grad_norm: 3.3575 2022-02-28 14:51:51,927 - mmaction - INFO - Epoch [229][840/939] lr: 2.000e-02, eta: 5 days, 23:30:18, time: 1.267, data_time: 0.133, memory: 9654, top1_acc: 0.5666, top5_acc: 0.7877, loss_cls: 1.8514, loss: 1.8514, grad_norm: 3.3061 2022-02-28 14:52:17,357 - mmaction - INFO - Epoch [229][860/939] lr: 2.000e-02, eta: 5 days, 23:24:35, time: 1.273, data_time: 0.161, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7959, loss_cls: 1.7849, loss: 1.7849, grad_norm: 3.2807 2022-02-28 14:52:42,789 - mmaction - INFO - Epoch [229][880/939] lr: 2.000e-02, eta: 5 days, 23:18:52, time: 1.271, data_time: 0.160, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7936, loss_cls: 1.8429, loss: 1.8429, grad_norm: 3.3322 2022-02-28 14:53:07,353 - mmaction - INFO - Epoch [229][900/939] lr: 2.000e-02, eta: 5 days, 23:12:59, time: 1.228, data_time: 0.103, memory: 9654, top1_acc: 0.5740, top5_acc: 0.7885, loss_cls: 1.8230, loss: 1.8230, grad_norm: 3.2436 2022-02-28 14:53:32,467 - mmaction - INFO - Epoch [229][920/939] lr: 2.000e-02, eta: 5 days, 23:07:14, time: 1.256, data_time: 0.085, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8018, loss_cls: 1.7963, loss: 1.7963, grad_norm: 3.3301 2022-02-28 14:53:57,174 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 14:55:28,460 - mmaction - INFO - Epoch [230][20/939] lr: 2.000e-02, eta: 5 days, 23:05:35, time: 4.564, data_time: 3.422, memory: 9654, top1_acc: 0.5943, top5_acc: 0.7965, loss_cls: 1.7773, loss: 1.7773, grad_norm: 3.2717 2022-02-28 14:55:53,490 - mmaction - INFO - Epoch [230][40/939] lr: 2.000e-02, eta: 5 days, 22:59:51, time: 1.251, data_time: 0.084, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7951, loss_cls: 1.8015, loss: 1.8015, grad_norm: 3.2530 2022-02-28 14:56:18,431 - mmaction - INFO - Epoch [230][60/939] lr: 2.000e-02, eta: 5 days, 22:54:06, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.5711, top5_acc: 0.7865, loss_cls: 1.8237, loss: 1.8237, grad_norm: 3.3083 2022-02-28 14:56:43,692 - mmaction - INFO - Epoch [230][80/939] lr: 2.000e-02, eta: 5 days, 22:48:26, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7936, loss_cls: 1.7812, loss: 1.7812, grad_norm: 3.2510 2022-02-28 14:57:08,561 - mmaction - INFO - Epoch [230][100/939] lr: 2.000e-02, eta: 5 days, 22:42:42, time: 1.244, data_time: 0.068, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7957, loss_cls: 1.7992, loss: 1.7992, grad_norm: 3.2593 2022-02-28 14:57:32,630 - mmaction - INFO - Epoch [230][120/939] lr: 2.000e-02, eta: 5 days, 22:36:47, time: 1.203, data_time: 0.064, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7867, loss_cls: 1.8170, loss: 1.8170, grad_norm: 3.3101 2022-02-28 14:57:57,649 - mmaction - INFO - Epoch [230][140/939] lr: 2.000e-02, eta: 5 days, 22:31:06, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7875, loss_cls: 1.8058, loss: 1.8058, grad_norm: 3.2840 2022-02-28 14:58:22,199 - mmaction - INFO - Epoch [230][160/939] lr: 2.000e-02, eta: 5 days, 22:25:20, time: 1.228, data_time: 0.062, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7885, loss_cls: 1.8572, loss: 1.8572, grad_norm: 3.2956 2022-02-28 14:58:47,638 - mmaction - INFO - Epoch [230][180/939] lr: 2.000e-02, eta: 5 days, 22:19:46, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7939, loss_cls: 1.7909, loss: 1.7909, grad_norm: 3.3266 2022-02-28 14:59:12,855 - mmaction - INFO - Epoch [230][200/939] lr: 2.000e-02, eta: 5 days, 22:14:10, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7969, loss_cls: 1.7948, loss: 1.7948, grad_norm: 3.3726 2022-02-28 14:59:37,325 - mmaction - INFO - Epoch [230][220/939] lr: 2.000e-02, eta: 5 days, 22:08:25, time: 1.223, data_time: 0.064, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7908, loss_cls: 1.8167, loss: 1.8167, grad_norm: 3.3887 2022-02-28 15:00:02,091 - mmaction - INFO - Epoch [230][240/939] lr: 2.000e-02, eta: 5 days, 22:02:45, time: 1.238, data_time: 0.060, memory: 9654, top1_acc: 0.5904, top5_acc: 0.8043, loss_cls: 1.7442, loss: 1.7442, grad_norm: 3.2597 2022-02-28 15:00:27,704 - mmaction - INFO - Epoch [230][260/939] lr: 2.000e-02, eta: 5 days, 21:57:17, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7795, loss_cls: 1.8391, loss: 1.8391, grad_norm: 3.3717 2022-02-28 15:00:53,733 - mmaction - INFO - Epoch [230][280/939] lr: 2.000e-02, eta: 5 days, 21:51:55, time: 1.301, data_time: 0.065, memory: 9654, top1_acc: 0.5641, top5_acc: 0.7875, loss_cls: 1.8653, loss: 1.8653, grad_norm: 3.4369 2022-02-28 15:01:19,414 - mmaction - INFO - Epoch [230][300/939] lr: 2.000e-02, eta: 5 days, 21:46:29, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7865, loss_cls: 1.8112, loss: 1.8112, grad_norm: 3.3890 2022-02-28 15:01:44,323 - mmaction - INFO - Epoch [230][320/939] lr: 2.000e-02, eta: 5 days, 21:40:53, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.5818, top5_acc: 0.7891, loss_cls: 1.8023, loss: 1.8023, grad_norm: 3.3993 2022-02-28 15:02:08,794 - mmaction - INFO - Epoch [230][340/939] lr: 2.000e-02, eta: 5 days, 21:35:13, time: 1.224, data_time: 0.066, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7824, loss_cls: 1.8475, loss: 1.8475, grad_norm: 3.3193 2022-02-28 15:02:32,830 - mmaction - INFO - Epoch [230][360/939] lr: 2.000e-02, eta: 5 days, 21:29:27, time: 1.200, data_time: 0.063, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7879, loss_cls: 1.7903, loss: 1.7903, grad_norm: 3.2916 2022-02-28 15:02:57,442 - mmaction - INFO - Epoch [230][380/939] lr: 2.000e-02, eta: 5 days, 21:23:50, time: 1.232, data_time: 0.063, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7936, loss_cls: 1.8149, loss: 1.8149, grad_norm: 3.3663 2022-02-28 15:03:22,695 - mmaction - INFO - Epoch [230][400/939] lr: 2.000e-02, eta: 5 days, 21:18:22, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7967, loss_cls: 1.7818, loss: 1.7818, grad_norm: 3.3181 2022-02-28 15:03:47,565 - mmaction - INFO - Epoch [230][420/939] lr: 2.000e-02, eta: 5 days, 21:12:50, time: 1.243, data_time: 0.068, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7943, loss_cls: 1.7845, loss: 1.7845, grad_norm: 3.3487 2022-02-28 15:04:12,258 - mmaction - INFO - Epoch [230][440/939] lr: 2.000e-02, eta: 5 days, 21:07:16, time: 1.235, data_time: 0.064, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7963, loss_cls: 1.7783, loss: 1.7783, grad_norm: 3.3574 2022-02-28 15:04:36,828 - mmaction - INFO - Epoch [230][460/939] lr: 2.000e-02, eta: 5 days, 21:01:41, time: 1.228, data_time: 0.066, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7988, loss_cls: 1.7901, loss: 1.7901, grad_norm: 3.3625 2022-02-28 15:05:01,616 - mmaction - INFO - Epoch [230][480/939] lr: 2.000e-02, eta: 5 days, 20:56:10, time: 1.239, data_time: 0.067, memory: 9654, top1_acc: 0.5717, top5_acc: 0.7906, loss_cls: 1.8396, loss: 1.8396, grad_norm: 3.3222 2022-02-28 15:05:26,521 - mmaction - INFO - Epoch [230][500/939] lr: 2.000e-02, eta: 5 days, 20:50:42, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.5893, top5_acc: 0.7994, loss_cls: 1.7660, loss: 1.7660, grad_norm: 3.3443 2022-02-28 15:05:52,247 - mmaction - INFO - Epoch [230][520/939] lr: 2.000e-02, eta: 5 days, 20:45:24, time: 1.286, data_time: 0.064, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7865, loss_cls: 1.8055, loss: 1.8055, grad_norm: 3.3541 2022-02-28 15:06:17,247 - mmaction - INFO - Epoch [230][540/939] lr: 2.000e-02, eta: 5 days, 20:39:58, time: 1.250, data_time: 0.062, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7941, loss_cls: 1.8098, loss: 1.8098, grad_norm: 3.3733 2022-02-28 15:06:42,180 - mmaction - INFO - Epoch [230][560/939] lr: 2.000e-02, eta: 5 days, 20:34:32, time: 1.246, data_time: 0.070, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7965, loss_cls: 1.7816, loss: 1.7816, grad_norm: 3.3571 2022-02-28 15:07:07,524 - mmaction - INFO - Epoch [230][580/939] lr: 2.000e-02, eta: 5 days, 20:29:12, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.8386, loss: 1.8386, grad_norm: 3.4408 2022-02-28 15:07:32,332 - mmaction - INFO - Epoch [230][600/939] lr: 2.000e-02, eta: 5 days, 20:23:45, time: 1.240, data_time: 0.068, memory: 9654, top1_acc: 0.5684, top5_acc: 0.7871, loss_cls: 1.8355, loss: 1.8355, grad_norm: 3.3573 2022-02-28 15:07:56,677 - mmaction - INFO - Epoch [230][620/939] lr: 2.000e-02, eta: 5 days, 20:18:13, time: 1.217, data_time: 0.065, memory: 9654, top1_acc: 0.5744, top5_acc: 0.7937, loss_cls: 1.7946, loss: 1.7946, grad_norm: 3.3907 2022-02-28 15:08:22,005 - mmaction - INFO - Epoch [230][640/939] lr: 2.000e-02, eta: 5 days, 20:12:55, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.5682, top5_acc: 0.7838, loss_cls: 1.8483, loss: 1.8483, grad_norm: 3.4335 2022-02-28 15:08:46,557 - mmaction - INFO - Epoch [230][660/939] lr: 2.000e-02, eta: 5 days, 20:07:28, time: 1.230, data_time: 0.066, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7871, loss_cls: 1.8301, loss: 1.8301, grad_norm: 3.3360 2022-02-28 15:09:11,798 - mmaction - INFO - Epoch [230][680/939] lr: 2.000e-02, eta: 5 days, 20:02:09, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7934, loss_cls: 1.8197, loss: 1.8197, grad_norm: 3.3645 2022-02-28 15:09:36,492 - mmaction - INFO - Epoch [230][700/939] lr: 2.000e-02, eta: 5 days, 19:56:45, time: 1.236, data_time: 0.063, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7875, loss_cls: 1.8083, loss: 1.8083, grad_norm: 3.3284 2022-02-28 15:10:01,659 - mmaction - INFO - Epoch [230][720/939] lr: 2.000e-02, eta: 5 days, 19:51:28, time: 1.258, data_time: 0.112, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7873, loss_cls: 1.8393, loss: 1.8393, grad_norm: 3.4186 2022-02-28 15:10:27,247 - mmaction - INFO - Epoch [230][740/939] lr: 2.000e-02, eta: 5 days, 19:46:16, time: 1.280, data_time: 0.157, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7816, loss_cls: 1.8642, loss: 1.8642, grad_norm: 3.4033 2022-02-28 15:10:53,059 - mmaction - INFO - Epoch [230][760/939] lr: 2.000e-02, eta: 5 days, 19:41:08, time: 1.290, data_time: 0.174, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7871, loss_cls: 1.8400, loss: 1.8400, grad_norm: 3.4469 2022-02-28 15:11:17,891 - mmaction - INFO - Epoch [230][780/939] lr: 2.000e-02, eta: 5 days, 19:35:49, time: 1.241, data_time: 0.115, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7990, loss_cls: 1.7975, loss: 1.7975, grad_norm: 3.4064 2022-02-28 15:11:42,393 - mmaction - INFO - Epoch [230][800/939] lr: 2.000e-02, eta: 5 days, 19:30:25, time: 1.225, data_time: 0.088, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7807, loss_cls: 1.8757, loss: 1.8757, grad_norm: 3.4288 2022-02-28 15:12:06,688 - mmaction - INFO - Epoch [230][820/939] lr: 2.000e-02, eta: 5 days, 19:25:00, time: 1.215, data_time: 0.067, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7822, loss_cls: 1.8307, loss: 1.8307, grad_norm: 3.3591 2022-02-28 15:12:32,418 - mmaction - INFO - Epoch [230][840/939] lr: 2.000e-02, eta: 5 days, 19:19:54, time: 1.287, data_time: 0.147, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7924, loss_cls: 1.7951, loss: 1.7951, grad_norm: 3.3327 2022-02-28 15:12:57,697 - mmaction - INFO - Epoch [230][860/939] lr: 2.000e-02, eta: 5 days, 19:14:42, time: 1.264, data_time: 0.141, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7949, loss_cls: 1.7993, loss: 1.7993, grad_norm: 3.3465 2022-02-28 15:13:22,481 - mmaction - INFO - Epoch [230][880/939] lr: 2.000e-02, eta: 5 days, 19:09:25, time: 1.239, data_time: 0.076, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7912, loss_cls: 1.7954, loss: 1.7954, grad_norm: 3.3648 2022-02-28 15:13:47,702 - mmaction - INFO - Epoch [230][900/939] lr: 2.000e-02, eta: 5 days, 19:04:15, time: 1.261, data_time: 0.122, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7916, loss_cls: 1.8368, loss: 1.8368, grad_norm: 3.3955 2022-02-28 15:14:12,830 - mmaction - INFO - Epoch [230][920/939] lr: 2.000e-02, eta: 5 days, 18:59:03, time: 1.256, data_time: 0.101, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7869, loss_cls: 1.8315, loss: 1.8315, grad_norm: 3.4456 2022-02-28 15:14:38,438 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 15:16:11,116 - mmaction - INFO - Epoch [231][20/939] lr: 2.000e-02, eta: 5 days, 18:58:14, time: 4.633, data_time: 3.264, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7951, loss_cls: 1.7989, loss: 1.7989, grad_norm: 3.3437 2022-02-28 15:16:36,184 - mmaction - INFO - Epoch [231][40/939] lr: 2.000e-02, eta: 5 days, 18:53:03, time: 1.253, data_time: 0.082, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7979, loss_cls: 1.7855, loss: 1.7855, grad_norm: 3.3522 2022-02-28 15:17:01,075 - mmaction - INFO - Epoch [231][60/939] lr: 2.000e-02, eta: 5 days, 18:47:51, time: 1.245, data_time: 0.069, memory: 9654, top1_acc: 0.5744, top5_acc: 0.7895, loss_cls: 1.8091, loss: 1.8091, grad_norm: 3.4388 2022-02-28 15:17:25,925 - mmaction - INFO - Epoch [231][80/939] lr: 2.000e-02, eta: 5 days, 18:42:39, time: 1.243, data_time: 0.063, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7937, loss_cls: 1.7716, loss: 1.7716, grad_norm: 3.3621 2022-02-28 15:17:50,789 - mmaction - INFO - Epoch [231][100/939] lr: 2.000e-02, eta: 5 days, 18:37:27, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7932, loss_cls: 1.8134, loss: 1.8134, grad_norm: 3.4508 2022-02-28 15:18:15,498 - mmaction - INFO - Epoch [231][120/939] lr: 2.000e-02, eta: 5 days, 18:32:15, time: 1.236, data_time: 0.067, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7955, loss_cls: 1.7742, loss: 1.7742, grad_norm: 3.4020 2022-02-28 15:18:40,095 - mmaction - INFO - Epoch [231][140/939] lr: 2.000e-02, eta: 5 days, 18:27:01, time: 1.229, data_time: 0.068, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7896, loss_cls: 1.8166, loss: 1.8166, grad_norm: 3.4120 2022-02-28 15:19:04,575 - mmaction - INFO - Epoch [231][160/939] lr: 2.000e-02, eta: 5 days, 18:21:47, time: 1.225, data_time: 0.074, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7885, loss_cls: 1.8199, loss: 1.8199, grad_norm: 3.3960 2022-02-28 15:19:29,002 - mmaction - INFO - Epoch [231][180/939] lr: 2.000e-02, eta: 5 days, 18:16:33, time: 1.222, data_time: 0.063, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7979, loss_cls: 1.7558, loss: 1.7558, grad_norm: 3.3743 2022-02-28 15:19:54,019 - mmaction - INFO - Epoch [231][200/939] lr: 2.000e-02, eta: 5 days, 18:11:27, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7871, loss_cls: 1.8331, loss: 1.8331, grad_norm: 3.4589 2022-02-28 15:20:19,275 - mmaction - INFO - Epoch [231][220/939] lr: 2.000e-02, eta: 5 days, 18:06:25, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7949, loss_cls: 1.8154, loss: 1.8154, grad_norm: 3.4570 2022-02-28 15:20:44,861 - mmaction - INFO - Epoch [231][240/939] lr: 2.000e-02, eta: 5 days, 18:01:27, time: 1.279, data_time: 0.076, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8000, loss_cls: 1.7769, loss: 1.7769, grad_norm: 3.4089 2022-02-28 15:21:09,972 - mmaction - INFO - Epoch [231][260/939] lr: 2.000e-02, eta: 5 days, 17:56:24, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7961, loss_cls: 1.7842, loss: 1.7842, grad_norm: 3.3918 2022-02-28 15:21:34,646 - mmaction - INFO - Epoch [231][280/939] lr: 2.000e-02, eta: 5 days, 17:51:16, time: 1.233, data_time: 0.062, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7887, loss_cls: 1.8249, loss: 1.8249, grad_norm: 3.3979 2022-02-28 15:21:59,871 - mmaction - INFO - Epoch [231][300/939] lr: 2.000e-02, eta: 5 days, 17:46:16, time: 1.262, data_time: 0.103, memory: 9654, top1_acc: 0.5832, top5_acc: 0.8012, loss_cls: 1.7606, loss: 1.7606, grad_norm: 3.4417 2022-02-28 15:22:24,748 - mmaction - INFO - Epoch [231][320/939] lr: 2.000e-02, eta: 5 days, 17:41:12, time: 1.244, data_time: 0.115, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7945, loss_cls: 1.8018, loss: 1.8018, grad_norm: 3.4403 2022-02-28 15:22:49,600 - mmaction - INFO - Epoch [231][340/939] lr: 2.000e-02, eta: 5 days, 17:36:08, time: 1.242, data_time: 0.119, memory: 9654, top1_acc: 0.5734, top5_acc: 0.8010, loss_cls: 1.7833, loss: 1.7833, grad_norm: 3.4530 2022-02-28 15:23:14,852 - mmaction - INFO - Epoch [231][360/939] lr: 2.000e-02, eta: 5 days, 17:31:10, time: 1.263, data_time: 0.153, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7947, loss_cls: 1.7844, loss: 1.7844, grad_norm: 3.3842 2022-02-28 15:23:39,729 - mmaction - INFO - Epoch [231][380/939] lr: 2.000e-02, eta: 5 days, 17:26:08, time: 1.244, data_time: 0.096, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8027, loss_cls: 1.7838, loss: 1.7838, grad_norm: 3.4442 2022-02-28 15:24:03,904 - mmaction - INFO - Epoch [231][400/939] lr: 2.000e-02, eta: 5 days, 17:20:58, time: 1.208, data_time: 0.070, memory: 9654, top1_acc: 0.5807, top5_acc: 0.8004, loss_cls: 1.7897, loss: 1.7897, grad_norm: 3.4692 2022-02-28 15:24:28,547 - mmaction - INFO - Epoch [231][420/939] lr: 2.000e-02, eta: 5 days, 17:15:54, time: 1.233, data_time: 0.111, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7932, loss_cls: 1.8193, loss: 1.8193, grad_norm: 3.4658 2022-02-28 15:24:53,912 - mmaction - INFO - Epoch [231][440/939] lr: 2.000e-02, eta: 5 days, 17:11:00, time: 1.268, data_time: 0.147, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7854, loss_cls: 1.8317, loss: 1.8317, grad_norm: 3.4534 2022-02-28 15:25:18,829 - mmaction - INFO - Epoch [231][460/939] lr: 2.000e-02, eta: 5 days, 17:06:01, time: 1.246, data_time: 0.121, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7869, loss_cls: 1.8418, loss: 1.8418, grad_norm: 3.4326 2022-02-28 15:25:43,998 - mmaction - INFO - Epoch [231][480/939] lr: 2.000e-02, eta: 5 days, 17:01:06, time: 1.259, data_time: 0.121, memory: 9654, top1_acc: 0.5717, top5_acc: 0.7826, loss_cls: 1.8523, loss: 1.8523, grad_norm: 3.4480 2022-02-28 15:26:08,162 - mmaction - INFO - Epoch [231][500/939] lr: 2.000e-02, eta: 5 days, 16:55:59, time: 1.207, data_time: 0.064, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7920, loss_cls: 1.7768, loss: 1.7768, grad_norm: 3.3803 2022-02-28 15:26:32,569 - mmaction - INFO - Epoch [231][520/939] lr: 2.000e-02, eta: 5 days, 16:50:55, time: 1.221, data_time: 0.072, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7898, loss_cls: 1.8146, loss: 1.8146, grad_norm: 3.4207 2022-02-28 15:26:56,996 - mmaction - INFO - Epoch [231][540/939] lr: 2.000e-02, eta: 5 days, 16:45:52, time: 1.220, data_time: 0.076, memory: 9654, top1_acc: 0.5850, top5_acc: 0.7848, loss_cls: 1.7947, loss: 1.7947, grad_norm: 3.3858 2022-02-28 15:27:22,141 - mmaction - INFO - Epoch [231][560/939] lr: 2.000e-02, eta: 5 days, 16:40:59, time: 1.258, data_time: 0.127, memory: 9654, top1_acc: 0.5637, top5_acc: 0.7848, loss_cls: 1.8580, loss: 1.8580, grad_norm: 3.4196 2022-02-28 15:27:47,237 - mmaction - INFO - Epoch [231][580/939] lr: 2.000e-02, eta: 5 days, 16:36:06, time: 1.254, data_time: 0.134, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7893, loss_cls: 1.8252, loss: 1.8252, grad_norm: 3.4206 2022-02-28 15:28:12,382 - mmaction - INFO - Epoch [231][600/939] lr: 2.000e-02, eta: 5 days, 16:31:15, time: 1.258, data_time: 0.073, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7920, loss_cls: 1.8133, loss: 1.8133, grad_norm: 3.4050 2022-02-28 15:28:37,587 - mmaction - INFO - Epoch [231][620/939] lr: 2.000e-02, eta: 5 days, 16:26:24, time: 1.260, data_time: 0.072, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7879, loss_cls: 1.8125, loss: 1.8125, grad_norm: 3.4177 2022-02-28 15:29:02,831 - mmaction - INFO - Epoch [231][640/939] lr: 2.000e-02, eta: 5 days, 16:21:34, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.5625, top5_acc: 0.7832, loss_cls: 1.8543, loss: 1.8543, grad_norm: 3.4854 2022-02-28 15:29:28,006 - mmaction - INFO - Epoch [231][660/939] lr: 2.000e-02, eta: 5 days, 16:16:44, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7926, loss_cls: 1.7947, loss: 1.7947, grad_norm: 3.3945 2022-02-28 15:29:52,814 - mmaction - INFO - Epoch [231][680/939] lr: 2.000e-02, eta: 5 days, 16:11:51, time: 1.240, data_time: 0.061, memory: 9654, top1_acc: 0.5889, top5_acc: 0.7941, loss_cls: 1.7618, loss: 1.7618, grad_norm: 3.3486 2022-02-28 15:30:17,779 - mmaction - INFO - Epoch [231][700/939] lr: 2.000e-02, eta: 5 days, 16:07:00, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7871, loss_cls: 1.8099, loss: 1.8099, grad_norm: 3.4317 2022-02-28 15:30:43,016 - mmaction - INFO - Epoch [231][720/939] lr: 2.000e-02, eta: 5 days, 16:02:13, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.5713, top5_acc: 0.7875, loss_cls: 1.8298, loss: 1.8298, grad_norm: 3.4481 2022-02-28 15:31:08,790 - mmaction - INFO - Epoch [231][740/939] lr: 2.000e-02, eta: 5 days, 15:57:33, time: 1.288, data_time: 0.069, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7959, loss_cls: 1.8029, loss: 1.8029, grad_norm: 3.4115 2022-02-28 15:31:33,814 - mmaction - INFO - Epoch [231][760/939] lr: 2.000e-02, eta: 5 days, 15:52:44, time: 1.251, data_time: 0.062, memory: 9654, top1_acc: 0.5721, top5_acc: 0.7875, loss_cls: 1.8356, loss: 1.8356, grad_norm: 3.4547 2022-02-28 15:31:59,062 - mmaction - INFO - Epoch [231][780/939] lr: 2.000e-02, eta: 5 days, 15:47:58, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.5697, top5_acc: 0.7854, loss_cls: 1.8451, loss: 1.8451, grad_norm: 3.4279 2022-02-28 15:32:24,034 - mmaction - INFO - Epoch [231][800/939] lr: 2.000e-02, eta: 5 days, 15:43:11, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.5715, top5_acc: 0.8002, loss_cls: 1.8116, loss: 1.8116, grad_norm: 3.4818 2022-02-28 15:32:49,345 - mmaction - INFO - Epoch [231][820/939] lr: 2.000e-02, eta: 5 days, 15:38:27, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5670, top5_acc: 0.7889, loss_cls: 1.8363, loss: 1.8363, grad_norm: 3.4689 2022-02-28 15:33:13,567 - mmaction - INFO - Epoch [231][840/939] lr: 2.000e-02, eta: 5 days, 15:33:31, time: 1.211, data_time: 0.061, memory: 9654, top1_acc: 0.5713, top5_acc: 0.7902, loss_cls: 1.8452, loss: 1.8452, grad_norm: 3.4774 2022-02-28 15:33:38,480 - mmaction - INFO - Epoch [231][860/939] lr: 2.000e-02, eta: 5 days, 15:28:44, time: 1.245, data_time: 0.122, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8029, loss_cls: 1.7680, loss: 1.7680, grad_norm: 3.4585 2022-02-28 15:34:03,277 - mmaction - INFO - Epoch [231][880/939] lr: 2.000e-02, eta: 5 days, 15:23:56, time: 1.241, data_time: 0.097, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7936, loss_cls: 1.7879, loss: 1.7879, grad_norm: 3.4120 2022-02-28 15:34:28,436 - mmaction - INFO - Epoch [231][900/939] lr: 2.000e-02, eta: 5 days, 15:19:13, time: 1.257, data_time: 0.119, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7936, loss_cls: 1.8031, loss: 1.8031, grad_norm: 3.4158 2022-02-28 15:34:53,177 - mmaction - INFO - Epoch [231][920/939] lr: 2.000e-02, eta: 5 days, 15:14:26, time: 1.238, data_time: 0.106, memory: 9654, top1_acc: 0.5668, top5_acc: 0.7895, loss_cls: 1.8306, loss: 1.8306, grad_norm: 3.4080 2022-02-28 15:35:19,957 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 15:35:20,054 - mmaction - INFO - 110 BN found 2022-02-28 15:39:55,763 - mmaction - INFO - BN stats updated 2022-02-28 15:39:57,769 - mmaction - INFO - Saving checkpoint at 231 epochs 2022-02-28 15:40:00,205 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 15:41:22,101 - mmaction - INFO - Epoch [232][20/939] lr: 2.000e-02, eta: 5 days, 15:11:51, time: 4.093, data_time: 2.992, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8021, loss_cls: 1.7566, loss: 1.7566, grad_norm: 3.3815 2022-02-28 15:41:46,890 - mmaction - INFO - Epoch [232][40/939] lr: 2.000e-02, eta: 5 days, 15:07:06, time: 1.241, data_time: 0.078, memory: 9654, top1_acc: 0.5904, top5_acc: 0.7963, loss_cls: 1.7485, loss: 1.7485, grad_norm: 3.4019 2022-02-28 15:42:11,963 - mmaction - INFO - Epoch [232][60/939] lr: 2.000e-02, eta: 5 days, 15:02:24, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7971, loss_cls: 1.7678, loss: 1.7678, grad_norm: 3.4108 2022-02-28 15:42:36,172 - mmaction - INFO - Epoch [232][80/939] lr: 2.000e-02, eta: 5 days, 14:57:33, time: 1.210, data_time: 0.065, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7943, loss_cls: 1.7690, loss: 1.7690, grad_norm: 3.4009 2022-02-28 15:43:01,334 - mmaction - INFO - Epoch [232][100/939] lr: 2.000e-02, eta: 5 days, 14:52:53, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7992, loss_cls: 1.8082, loss: 1.8082, grad_norm: 3.4475 2022-02-28 15:43:26,189 - mmaction - INFO - Epoch [232][120/939] lr: 2.000e-02, eta: 5 days, 14:48:10, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7916, loss_cls: 1.8058, loss: 1.8058, grad_norm: 3.4710 2022-02-28 15:43:50,832 - mmaction - INFO - Epoch [232][140/939] lr: 2.000e-02, eta: 5 days, 14:43:26, time: 1.235, data_time: 0.066, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7996, loss_cls: 1.7912, loss: 1.7912, grad_norm: 3.4298 2022-02-28 15:44:16,308 - mmaction - INFO - Epoch [232][160/939] lr: 2.000e-02, eta: 5 days, 14:38:52, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.5943, top5_acc: 0.7949, loss_cls: 1.7751, loss: 1.7751, grad_norm: 3.3806 2022-02-28 15:44:41,053 - mmaction - INFO - Epoch [232][180/939] lr: 2.000e-02, eta: 5 days, 14:34:10, time: 1.238, data_time: 0.134, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7959, loss_cls: 1.7747, loss: 1.7747, grad_norm: 3.3991 2022-02-28 15:45:06,422 - mmaction - INFO - Epoch [232][200/939] lr: 2.000e-02, eta: 5 days, 14:29:36, time: 1.269, data_time: 0.164, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7971, loss_cls: 1.8039, loss: 1.8039, grad_norm: 3.4822 2022-02-28 15:45:31,495 - mmaction - INFO - Epoch [232][220/939] lr: 2.000e-02, eta: 5 days, 14:24:59, time: 1.253, data_time: 0.135, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7957, loss_cls: 1.7851, loss: 1.7851, grad_norm: 3.4577 2022-02-28 15:45:55,936 - mmaction - INFO - Epoch [232][240/939] lr: 2.000e-02, eta: 5 days, 14:20:15, time: 1.222, data_time: 0.092, memory: 9654, top1_acc: 0.5881, top5_acc: 0.7928, loss_cls: 1.7711, loss: 1.7711, grad_norm: 3.4163 2022-02-28 15:46:21,183 - mmaction - INFO - Epoch [232][260/939] lr: 2.000e-02, eta: 5 days, 14:15:41, time: 1.262, data_time: 0.144, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7961, loss_cls: 1.7800, loss: 1.7800, grad_norm: 3.4253 2022-02-28 15:46:46,309 - mmaction - INFO - Epoch [232][280/939] lr: 2.000e-02, eta: 5 days, 14:11:06, time: 1.255, data_time: 0.147, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7857, loss_cls: 1.8127, loss: 1.8127, grad_norm: 3.4436 2022-02-28 15:47:11,808 - mmaction - INFO - Epoch [232][300/939] lr: 2.000e-02, eta: 5 days, 14:06:37, time: 1.277, data_time: 0.155, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7969, loss_cls: 1.7642, loss: 1.7642, grad_norm: 3.4069 2022-02-28 15:47:36,914 - mmaction - INFO - Epoch [232][320/939] lr: 2.000e-02, eta: 5 days, 14:02:03, time: 1.256, data_time: 0.128, memory: 9654, top1_acc: 0.5740, top5_acc: 0.7855, loss_cls: 1.8322, loss: 1.8322, grad_norm: 3.4786 2022-02-28 15:48:02,133 - mmaction - INFO - Epoch [232][340/939] lr: 2.000e-02, eta: 5 days, 13:57:30, time: 1.261, data_time: 0.138, memory: 9654, top1_acc: 0.5801, top5_acc: 0.8002, loss_cls: 1.7815, loss: 1.7815, grad_norm: 3.4328 2022-02-28 15:48:27,081 - mmaction - INFO - Epoch [232][360/939] lr: 2.000e-02, eta: 5 days, 13:52:56, time: 1.247, data_time: 0.142, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7939, loss_cls: 1.7711, loss: 1.7711, grad_norm: 3.4141 2022-02-28 15:48:52,047 - mmaction - INFO - Epoch [232][380/939] lr: 2.000e-02, eta: 5 days, 13:48:22, time: 1.248, data_time: 0.133, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7912, loss_cls: 1.8126, loss: 1.8126, grad_norm: 3.4666 2022-02-28 15:49:16,506 - mmaction - INFO - Epoch [232][400/939] lr: 2.000e-02, eta: 5 days, 13:43:42, time: 1.223, data_time: 0.079, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7908, loss_cls: 1.8136, loss: 1.8136, grad_norm: 3.4293 2022-02-28 15:49:41,876 - mmaction - INFO - Epoch [232][420/939] lr: 2.000e-02, eta: 5 days, 13:39:14, time: 1.269, data_time: 0.078, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7937, loss_cls: 1.7762, loss: 1.7762, grad_norm: 3.4896 2022-02-28 15:50:07,273 - mmaction - INFO - Epoch [232][440/939] lr: 2.000e-02, eta: 5 days, 13:34:47, time: 1.270, data_time: 0.060, memory: 9654, top1_acc: 0.5826, top5_acc: 0.8010, loss_cls: 1.7733, loss: 1.7733, grad_norm: 3.4783 2022-02-28 15:50:32,905 - mmaction - INFO - Epoch [232][460/939] lr: 2.000e-02, eta: 5 days, 13:30:23, time: 1.281, data_time: 0.061, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7916, loss_cls: 1.8017, loss: 1.8017, grad_norm: 3.5119 2022-02-28 15:50:58,442 - mmaction - INFO - Epoch [232][480/939] lr: 2.000e-02, eta: 5 days, 13:25:58, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7930, loss_cls: 1.8046, loss: 1.8046, grad_norm: 3.4617 2022-02-28 15:51:23,334 - mmaction - INFO - Epoch [232][500/939] lr: 2.000e-02, eta: 5 days, 13:21:27, time: 1.245, data_time: 0.062, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7896, loss_cls: 1.7881, loss: 1.7881, grad_norm: 3.4285 2022-02-28 15:51:48,282 - mmaction - INFO - Epoch [232][520/939] lr: 2.000e-02, eta: 5 days, 13:16:56, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7885, loss_cls: 1.7798, loss: 1.7798, grad_norm: 3.4223 2022-02-28 15:52:13,611 - mmaction - INFO - Epoch [232][540/939] lr: 2.000e-02, eta: 5 days, 13:12:30, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.5900, top5_acc: 0.8010, loss_cls: 1.7479, loss: 1.7479, grad_norm: 3.4453 2022-02-28 15:52:38,428 - mmaction - INFO - Epoch [232][560/939] lr: 2.000e-02, eta: 5 days, 13:07:59, time: 1.240, data_time: 0.062, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7869, loss_cls: 1.8169, loss: 1.8169, grad_norm: 3.5212 2022-02-28 15:53:03,783 - mmaction - INFO - Epoch [232][580/939] lr: 2.000e-02, eta: 5 days, 13:03:35, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7824, loss_cls: 1.8590, loss: 1.8590, grad_norm: 3.5187 2022-02-28 15:53:28,151 - mmaction - INFO - Epoch [232][600/939] lr: 2.000e-02, eta: 5 days, 12:59:00, time: 1.217, data_time: 0.067, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7908, loss_cls: 1.8019, loss: 1.8019, grad_norm: 3.4909 2022-02-28 15:53:52,502 - mmaction - INFO - Epoch [232][620/939] lr: 2.000e-02, eta: 5 days, 12:54:25, time: 1.217, data_time: 0.069, memory: 9654, top1_acc: 0.5650, top5_acc: 0.7877, loss_cls: 1.8334, loss: 1.8334, grad_norm: 3.4898 2022-02-28 15:54:18,321 - mmaction - INFO - Epoch [232][640/939] lr: 2.000e-02, eta: 5 days, 12:50:08, time: 1.293, data_time: 0.063, memory: 9654, top1_acc: 0.5713, top5_acc: 0.7867, loss_cls: 1.8380, loss: 1.8380, grad_norm: 3.4714 2022-02-28 15:54:42,723 - mmaction - INFO - Epoch [232][660/939] lr: 2.000e-02, eta: 5 days, 12:45:35, time: 1.220, data_time: 0.071, memory: 9654, top1_acc: 0.5818, top5_acc: 0.7951, loss_cls: 1.7907, loss: 1.7907, grad_norm: 3.4269 2022-02-28 15:55:08,082 - mmaction - INFO - Epoch [232][680/939] lr: 2.000e-02, eta: 5 days, 12:41:13, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7879, loss_cls: 1.8052, loss: 1.8052, grad_norm: 3.4605 2022-02-28 15:55:32,815 - mmaction - INFO - Epoch [232][700/939] lr: 2.000e-02, eta: 5 days, 12:36:45, time: 1.237, data_time: 0.061, memory: 9654, top1_acc: 0.5680, top5_acc: 0.7820, loss_cls: 1.8446, loss: 1.8446, grad_norm: 3.4983 2022-02-28 15:55:58,313 - mmaction - INFO - Epoch [232][720/939] lr: 2.000e-02, eta: 5 days, 12:32:26, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7900, loss_cls: 1.8025, loss: 1.8025, grad_norm: 3.4325 2022-02-28 15:56:23,506 - mmaction - INFO - Epoch [232][740/939] lr: 2.000e-02, eta: 5 days, 12:28:04, time: 1.260, data_time: 0.071, memory: 9654, top1_acc: 0.5740, top5_acc: 0.7898, loss_cls: 1.8394, loss: 1.8394, grad_norm: 3.4906 2022-02-28 15:56:47,755 - mmaction - INFO - Epoch [232][760/939] lr: 2.000e-02, eta: 5 days, 12:23:32, time: 1.214, data_time: 0.067, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7916, loss_cls: 1.8278, loss: 1.8278, grad_norm: 3.4483 2022-02-28 15:57:12,768 - mmaction - INFO - Epoch [232][780/939] lr: 2.000e-02, eta: 5 days, 12:19:09, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7928, loss_cls: 1.8023, loss: 1.8023, grad_norm: 3.5042 2022-02-28 15:57:37,535 - mmaction - INFO - Epoch [232][800/939] lr: 2.000e-02, eta: 5 days, 12:14:44, time: 1.239, data_time: 0.062, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7762, loss_cls: 1.8618, loss: 1.8618, grad_norm: 3.4601 2022-02-28 15:58:02,595 - mmaction - INFO - Epoch [232][820/939] lr: 2.000e-02, eta: 5 days, 12:10:22, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7904, loss_cls: 1.7946, loss: 1.7946, grad_norm: 3.4320 2022-02-28 15:58:27,985 - mmaction - INFO - Epoch [232][840/939] lr: 2.000e-02, eta: 5 days, 12:06:05, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7959, loss_cls: 1.7886, loss: 1.7886, grad_norm: 3.4002 2022-02-28 15:58:52,790 - mmaction - INFO - Epoch [232][860/939] lr: 2.000e-02, eta: 5 days, 12:01:41, time: 1.240, data_time: 0.066, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7947, loss_cls: 1.7982, loss: 1.7982, grad_norm: 3.4081 2022-02-28 15:59:17,826 - mmaction - INFO - Epoch [232][880/939] lr: 2.000e-02, eta: 5 days, 11:57:21, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.5639, top5_acc: 0.7785, loss_cls: 1.8806, loss: 1.8806, grad_norm: 3.4859 2022-02-28 15:59:43,109 - mmaction - INFO - Epoch [232][900/939] lr: 2.000e-02, eta: 5 days, 11:53:04, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7941, loss_cls: 1.7974, loss: 1.7974, grad_norm: 3.4336 2022-02-28 16:00:09,694 - mmaction - INFO - Epoch [232][920/939] lr: 2.000e-02, eta: 5 days, 11:48:59, time: 1.311, data_time: 0.060, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7961, loss_cls: 1.7999, loss: 1.7999, grad_norm: 3.3951 2022-02-28 16:00:35,834 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 16:02:06,526 - mmaction - INFO - Epoch [233][20/939] lr: 2.000e-02, eta: 5 days, 11:48:30, time: 4.534, data_time: 3.316, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7945, loss_cls: 1.8110, loss: 1.8110, grad_norm: 3.4908 2022-02-28 16:02:31,232 - mmaction - INFO - Epoch [233][40/939] lr: 2.000e-02, eta: 5 days, 11:44:08, time: 1.235, data_time: 0.068, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7867, loss_cls: 1.7943, loss: 1.7943, grad_norm: 3.4881 2022-02-28 16:02:56,376 - mmaction - INFO - Epoch [233][60/939] lr: 2.000e-02, eta: 5 days, 11:39:51, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7914, loss_cls: 1.8069, loss: 1.8069, grad_norm: 3.4770 2022-02-28 16:03:21,135 - mmaction - INFO - Epoch [233][80/939] lr: 2.000e-02, eta: 5 days, 11:35:31, time: 1.240, data_time: 0.065, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8029, loss_cls: 1.7294, loss: 1.7294, grad_norm: 3.4284 2022-02-28 16:03:45,875 - mmaction - INFO - Epoch [233][100/939] lr: 2.000e-02, eta: 5 days, 11:31:11, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7887, loss_cls: 1.8060, loss: 1.8060, grad_norm: 3.4588 2022-02-28 16:04:10,872 - mmaction - INFO - Epoch [233][120/939] lr: 2.000e-02, eta: 5 days, 11:26:54, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7932, loss_cls: 1.8092, loss: 1.8092, grad_norm: 3.5330 2022-02-28 16:04:35,896 - mmaction - INFO - Epoch [233][140/939] lr: 2.000e-02, eta: 5 days, 11:22:38, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7908, loss_cls: 1.7751, loss: 1.7751, grad_norm: 3.4636 2022-02-28 16:05:00,689 - mmaction - INFO - Epoch [233][160/939] lr: 2.000e-02, eta: 5 days, 11:18:20, time: 1.241, data_time: 0.072, memory: 9654, top1_acc: 0.5740, top5_acc: 0.7926, loss_cls: 1.8103, loss: 1.8103, grad_norm: 3.4794 2022-02-28 16:05:25,889 - mmaction - INFO - Epoch [233][180/939] lr: 2.000e-02, eta: 5 days, 11:14:07, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7990, loss_cls: 1.7747, loss: 1.7747, grad_norm: 3.4615 2022-02-28 16:05:50,532 - mmaction - INFO - Epoch [233][200/939] lr: 2.000e-02, eta: 5 days, 11:09:48, time: 1.231, data_time: 0.069, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7961, loss_cls: 1.7496, loss: 1.7496, grad_norm: 3.3815 2022-02-28 16:06:14,973 - mmaction - INFO - Epoch [233][220/939] lr: 2.000e-02, eta: 5 days, 11:05:27, time: 1.223, data_time: 0.068, memory: 9654, top1_acc: 0.5818, top5_acc: 0.7947, loss_cls: 1.8038, loss: 1.8038, grad_norm: 3.4429 2022-02-28 16:06:40,020 - mmaction - INFO - Epoch [233][240/939] lr: 2.000e-02, eta: 5 days, 11:01:14, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7887, loss_cls: 1.7967, loss: 1.7967, grad_norm: 3.4556 2022-02-28 16:07:04,692 - mmaction - INFO - Epoch [233][260/939] lr: 2.000e-02, eta: 5 days, 10:56:57, time: 1.233, data_time: 0.070, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8014, loss_cls: 1.7542, loss: 1.7542, grad_norm: 3.4518 2022-02-28 16:07:29,343 - mmaction - INFO - Epoch [233][280/939] lr: 2.000e-02, eta: 5 days, 10:52:40, time: 1.233, data_time: 0.065, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7936, loss_cls: 1.7937, loss: 1.7937, grad_norm: 3.4927 2022-02-28 16:07:54,767 - mmaction - INFO - Epoch [233][300/939] lr: 2.000e-02, eta: 5 days, 10:48:32, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7895, loss_cls: 1.7888, loss: 1.7888, grad_norm: 3.4502 2022-02-28 16:08:20,185 - mmaction - INFO - Epoch [233][320/939] lr: 2.000e-02, eta: 5 days, 10:44:25, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.5924, top5_acc: 0.8064, loss_cls: 1.7205, loss: 1.7205, grad_norm: 3.4410 2022-02-28 16:08:45,194 - mmaction - INFO - Epoch [233][340/939] lr: 2.000e-02, eta: 5 days, 10:40:13, time: 1.250, data_time: 0.073, memory: 9654, top1_acc: 0.5889, top5_acc: 0.7953, loss_cls: 1.7641, loss: 1.7641, grad_norm: 3.4114 2022-02-28 16:09:10,715 - mmaction - INFO - Epoch [233][360/939] lr: 2.000e-02, eta: 5 days, 10:36:08, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8014, loss_cls: 1.7605, loss: 1.7605, grad_norm: 3.4489 2022-02-28 16:09:35,146 - mmaction - INFO - Epoch [233][380/939] lr: 2.000e-02, eta: 5 days, 10:31:51, time: 1.221, data_time: 0.065, memory: 9654, top1_acc: 0.5850, top5_acc: 0.7957, loss_cls: 1.7784, loss: 1.7784, grad_norm: 3.4756 2022-02-28 16:09:59,787 - mmaction - INFO - Epoch [233][400/939] lr: 2.000e-02, eta: 5 days, 10:27:37, time: 1.233, data_time: 0.068, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7959, loss_cls: 1.7878, loss: 1.7878, grad_norm: 3.5022 2022-02-28 16:10:25,486 - mmaction - INFO - Epoch [233][420/939] lr: 2.000e-02, eta: 5 days, 10:23:35, time: 1.284, data_time: 0.069, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7930, loss_cls: 1.7974, loss: 1.7974, grad_norm: 3.4778 2022-02-28 16:10:50,753 - mmaction - INFO - Epoch [233][440/939] lr: 2.000e-02, eta: 5 days, 10:19:29, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7914, loss_cls: 1.8024, loss: 1.8024, grad_norm: 3.5579 2022-02-28 16:11:16,029 - mmaction - INFO - Epoch [233][460/939] lr: 2.000e-02, eta: 5 days, 10:15:23, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7953, loss_cls: 1.8013, loss: 1.8013, grad_norm: 3.5039 2022-02-28 16:11:41,279 - mmaction - INFO - Epoch [233][480/939] lr: 2.000e-02, eta: 5 days, 10:11:18, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7914, loss_cls: 1.8061, loss: 1.8061, grad_norm: 3.4674 2022-02-28 16:12:06,415 - mmaction - INFO - Epoch [233][500/939] lr: 2.000e-02, eta: 5 days, 10:07:11, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7939, loss_cls: 1.7940, loss: 1.7940, grad_norm: 3.4830 2022-02-28 16:12:31,440 - mmaction - INFO - Epoch [233][520/939] lr: 2.000e-02, eta: 5 days, 10:03:04, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7916, loss_cls: 1.8195, loss: 1.8195, grad_norm: 3.5492 2022-02-28 16:12:56,396 - mmaction - INFO - Epoch [233][540/939] lr: 2.000e-02, eta: 5 days, 9:58:57, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7922, loss_cls: 1.8263, loss: 1.8263, grad_norm: 3.4846 2022-02-28 16:13:20,624 - mmaction - INFO - Epoch [233][560/939] lr: 2.000e-02, eta: 5 days, 9:54:42, time: 1.211, data_time: 0.068, memory: 9654, top1_acc: 0.5680, top5_acc: 0.7805, loss_cls: 1.8669, loss: 1.8669, grad_norm: 3.5800 2022-02-28 16:13:44,692 - mmaction - INFO - Epoch [233][580/939] lr: 2.000e-02, eta: 5 days, 9:50:25, time: 1.204, data_time: 0.069, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7893, loss_cls: 1.8261, loss: 1.8261, grad_norm: 3.4883 2022-02-28 16:14:08,869 - mmaction - INFO - Epoch [233][600/939] lr: 2.000e-02, eta: 5 days, 9:46:11, time: 1.208, data_time: 0.067, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7855, loss_cls: 1.8261, loss: 1.8261, grad_norm: 3.5092 2022-02-28 16:14:34,123 - mmaction - INFO - Epoch [233][620/939] lr: 2.000e-02, eta: 5 days, 9:42:09, time: 1.263, data_time: 0.098, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7891, loss_cls: 1.8195, loss: 1.8195, grad_norm: 3.4936 2022-02-28 16:14:59,566 - mmaction - INFO - Epoch [233][640/939] lr: 2.000e-02, eta: 5 days, 9:38:09, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7994, loss_cls: 1.7880, loss: 1.7880, grad_norm: 3.4862 2022-02-28 16:15:24,876 - mmaction - INFO - Epoch [233][660/939] lr: 2.000e-02, eta: 5 days, 9:34:08, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7979, loss_cls: 1.7751, loss: 1.7751, grad_norm: 3.4625 2022-02-28 16:15:50,037 - mmaction - INFO - Epoch [233][680/939] lr: 2.000e-02, eta: 5 days, 9:30:06, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7850, loss_cls: 1.8168, loss: 1.8168, grad_norm: 3.5037 2022-02-28 16:16:15,471 - mmaction - INFO - Epoch [233][700/939] lr: 2.000e-02, eta: 5 days, 9:26:07, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8035, loss_cls: 1.7771, loss: 1.7771, grad_norm: 3.5142 2022-02-28 16:16:40,023 - mmaction - INFO - Epoch [233][720/939] lr: 2.000e-02, eta: 5 days, 9:21:59, time: 1.227, data_time: 0.065, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7844, loss_cls: 1.8283, loss: 1.8283, grad_norm: 3.5449 2022-02-28 16:17:04,626 - mmaction - INFO - Epoch [233][740/939] lr: 2.000e-02, eta: 5 days, 9:17:53, time: 1.230, data_time: 0.067, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7992, loss_cls: 1.7649, loss: 1.7649, grad_norm: 3.4629 2022-02-28 16:17:29,676 - mmaction - INFO - Epoch [233][760/939] lr: 2.000e-02, eta: 5 days, 9:13:51, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.5682, top5_acc: 0.7848, loss_cls: 1.8720, loss: 1.8720, grad_norm: 3.5244 2022-02-28 16:17:54,603 - mmaction - INFO - Epoch [233][780/939] lr: 2.000e-02, eta: 5 days, 9:09:49, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7902, loss_cls: 1.8063, loss: 1.8063, grad_norm: 3.4795 2022-02-28 16:18:20,063 - mmaction - INFO - Epoch [233][800/939] lr: 2.000e-02, eta: 5 days, 9:05:53, time: 1.273, data_time: 0.070, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7877, loss_cls: 1.8022, loss: 1.8022, grad_norm: 3.4978 2022-02-28 16:18:45,300 - mmaction - INFO - Epoch [233][820/939] lr: 2.000e-02, eta: 5 days, 9:01:55, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8047, loss_cls: 1.7566, loss: 1.7566, grad_norm: 3.3988 2022-02-28 16:19:10,215 - mmaction - INFO - Epoch [233][840/939] lr: 2.000e-02, eta: 5 days, 8:57:54, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7957, loss_cls: 1.7855, loss: 1.7855, grad_norm: 3.4082 2022-02-28 16:19:34,944 - mmaction - INFO - Epoch [233][860/939] lr: 2.000e-02, eta: 5 days, 8:53:51, time: 1.235, data_time: 0.065, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7908, loss_cls: 1.8273, loss: 1.8273, grad_norm: 3.5309 2022-02-28 16:19:59,975 - mmaction - INFO - Epoch [233][880/939] lr: 2.000e-02, eta: 5 days, 8:49:51, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7920, loss_cls: 1.7964, loss: 1.7964, grad_norm: 3.4938 2022-02-28 16:20:25,670 - mmaction - INFO - Epoch [233][900/939] lr: 2.000e-02, eta: 5 days, 8:46:00, time: 1.286, data_time: 0.073, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7855, loss_cls: 1.8547, loss: 1.8547, grad_norm: 3.5429 2022-02-28 16:20:50,839 - mmaction - INFO - Epoch [233][920/939] lr: 2.000e-02, eta: 5 days, 8:42:03, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7996, loss_cls: 1.7399, loss: 1.7399, grad_norm: 3.4563 2022-02-28 16:21:16,391 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 16:22:45,201 - mmaction - INFO - Epoch [234][20/939] lr: 2.000e-02, eta: 5 days, 8:41:31, time: 4.439, data_time: 3.217, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7982, loss_cls: 1.7668, loss: 1.7668, grad_norm: 3.4662 2022-02-28 16:23:09,658 - mmaction - INFO - Epoch [234][40/939] lr: 2.000e-02, eta: 5 days, 8:37:28, time: 1.223, data_time: 0.069, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7861, loss_cls: 1.8245, loss: 1.8245, grad_norm: 3.4765 2022-02-28 16:23:35,245 - mmaction - INFO - Epoch [234][60/939] lr: 2.000e-02, eta: 5 days, 8:33:37, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7891, loss_cls: 1.8122, loss: 1.8122, grad_norm: 3.5267 2022-02-28 16:23:59,640 - mmaction - INFO - Epoch [234][80/939] lr: 2.000e-02, eta: 5 days, 8:29:33, time: 1.220, data_time: 0.068, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7963, loss_cls: 1.7744, loss: 1.7744, grad_norm: 3.4698 2022-02-28 16:24:25,037 - mmaction - INFO - Epoch [234][100/939] lr: 2.000e-02, eta: 5 days, 8:25:41, time: 1.269, data_time: 0.101, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7963, loss_cls: 1.7632, loss: 1.7632, grad_norm: 3.4533 2022-02-28 16:24:49,972 - mmaction - INFO - Epoch [234][120/939] lr: 2.000e-02, eta: 5 days, 8:21:44, time: 1.247, data_time: 0.103, memory: 9654, top1_acc: 0.5834, top5_acc: 0.8023, loss_cls: 1.7633, loss: 1.7633, grad_norm: 3.4896 2022-02-28 16:25:14,630 - mmaction - INFO - Epoch [234][140/939] lr: 2.000e-02, eta: 5 days, 8:17:45, time: 1.233, data_time: 0.066, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8027, loss_cls: 1.7654, loss: 1.7654, grad_norm: 3.5105 2022-02-28 16:25:39,433 - mmaction - INFO - Epoch [234][160/939] lr: 2.000e-02, eta: 5 days, 8:13:48, time: 1.240, data_time: 0.067, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7951, loss_cls: 1.8020, loss: 1.8020, grad_norm: 3.4859 2022-02-28 16:26:04,633 - mmaction - INFO - Epoch [234][180/939] lr: 2.000e-02, eta: 5 days, 8:09:55, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7979, loss_cls: 1.7719, loss: 1.7719, grad_norm: 3.4746 2022-02-28 16:26:30,039 - mmaction - INFO - Epoch [234][200/939] lr: 2.000e-02, eta: 5 days, 8:06:05, time: 1.272, data_time: 0.062, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7937, loss_cls: 1.7951, loss: 1.7951, grad_norm: 3.5114 2022-02-28 16:26:54,427 - mmaction - INFO - Epoch [234][220/939] lr: 2.000e-02, eta: 5 days, 8:02:05, time: 1.219, data_time: 0.066, memory: 9654, top1_acc: 0.5717, top5_acc: 0.7842, loss_cls: 1.8258, loss: 1.8258, grad_norm: 3.5337 2022-02-28 16:27:19,519 - mmaction - INFO - Epoch [234][240/939] lr: 2.000e-02, eta: 5 days, 7:58:12, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8020, loss_cls: 1.7182, loss: 1.7182, grad_norm: 3.4434 2022-02-28 16:27:44,388 - mmaction - INFO - Epoch [234][260/939] lr: 2.000e-02, eta: 5 days, 7:54:17, time: 1.243, data_time: 0.063, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7896, loss_cls: 1.7920, loss: 1.7920, grad_norm: 3.4788 2022-02-28 16:28:09,837 - mmaction - INFO - Epoch [234][280/939] lr: 2.000e-02, eta: 5 days, 7:50:30, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7963, loss_cls: 1.7795, loss: 1.7795, grad_norm: 3.5156 2022-02-28 16:28:34,622 - mmaction - INFO - Epoch [234][300/939] lr: 2.000e-02, eta: 5 days, 7:46:35, time: 1.239, data_time: 0.065, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7893, loss_cls: 1.7965, loss: 1.7965, grad_norm: 3.4903 2022-02-28 16:28:59,985 - mmaction - INFO - Epoch [234][320/939] lr: 2.000e-02, eta: 5 days, 7:42:47, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7975, loss_cls: 1.7837, loss: 1.7837, grad_norm: 3.4954 2022-02-28 16:29:24,783 - mmaction - INFO - Epoch [234][340/939] lr: 2.000e-02, eta: 5 days, 7:38:53, time: 1.239, data_time: 0.065, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7891, loss_cls: 1.8356, loss: 1.8356, grad_norm: 3.5326 2022-02-28 16:29:50,216 - mmaction - INFO - Epoch [234][360/939] lr: 2.000e-02, eta: 5 days, 7:35:07, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7922, loss_cls: 1.8035, loss: 1.8035, grad_norm: 3.5385 2022-02-28 16:30:15,063 - mmaction - INFO - Epoch [234][380/939] lr: 2.000e-02, eta: 5 days, 7:31:15, time: 1.243, data_time: 0.070, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7924, loss_cls: 1.8140, loss: 1.8140, grad_norm: 3.5386 2022-02-28 16:30:41,296 - mmaction - INFO - Epoch [234][400/939] lr: 2.000e-02, eta: 5 days, 7:27:37, time: 1.310, data_time: 0.074, memory: 9654, top1_acc: 0.5803, top5_acc: 0.8006, loss_cls: 1.7680, loss: 1.7680, grad_norm: 3.4852 2022-02-28 16:31:06,828 - mmaction - INFO - Epoch [234][420/939] lr: 2.000e-02, eta: 5 days, 7:23:53, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7855, loss_cls: 1.8379, loss: 1.8379, grad_norm: 3.5804 2022-02-28 16:31:31,938 - mmaction - INFO - Epoch [234][440/939] lr: 2.000e-02, eta: 5 days, 7:20:05, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.5920, top5_acc: 0.7996, loss_cls: 1.7639, loss: 1.7639, grad_norm: 3.4771 2022-02-28 16:31:56,564 - mmaction - INFO - Epoch [234][460/939] lr: 2.000e-02, eta: 5 days, 7:16:11, time: 1.230, data_time: 0.061, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7951, loss_cls: 1.7972, loss: 1.7972, grad_norm: 3.5184 2022-02-28 16:32:22,018 - mmaction - INFO - Epoch [234][480/939] lr: 2.000e-02, eta: 5 days, 7:12:28, time: 1.274, data_time: 0.061, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7902, loss_cls: 1.8192, loss: 1.8192, grad_norm: 3.5267 2022-02-28 16:32:46,971 - mmaction - INFO - Epoch [234][500/939] lr: 2.000e-02, eta: 5 days, 7:08:39, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7852, loss_cls: 1.8527, loss: 1.8527, grad_norm: 3.4830 2022-02-28 16:33:11,526 - mmaction - INFO - Epoch [234][520/939] lr: 2.000e-02, eta: 5 days, 7:04:47, time: 1.228, data_time: 0.065, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7900, loss_cls: 1.8043, loss: 1.8043, grad_norm: 3.4895 2022-02-28 16:33:37,126 - mmaction - INFO - Epoch [234][540/939] lr: 2.000e-02, eta: 5 days, 7:01:05, time: 1.279, data_time: 0.071, memory: 9654, top1_acc: 0.5973, top5_acc: 0.7977, loss_cls: 1.7431, loss: 1.7431, grad_norm: 3.4647 2022-02-28 16:34:01,934 - mmaction - INFO - Epoch [234][560/939] lr: 2.000e-02, eta: 5 days, 6:57:16, time: 1.241, data_time: 0.068, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7916, loss_cls: 1.7814, loss: 1.7814, grad_norm: 3.5209 2022-02-28 16:34:26,757 - mmaction - INFO - Epoch [234][580/939] lr: 2.000e-02, eta: 5 days, 6:53:28, time: 1.242, data_time: 0.068, memory: 9654, top1_acc: 0.5721, top5_acc: 0.7895, loss_cls: 1.8513, loss: 1.8513, grad_norm: 3.5648 2022-02-28 16:34:51,125 - mmaction - INFO - Epoch [234][600/939] lr: 2.000e-02, eta: 5 days, 6:49:35, time: 1.218, data_time: 0.066, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7959, loss_cls: 1.7609, loss: 1.7609, grad_norm: 3.4800 2022-02-28 16:35:15,901 - mmaction - INFO - Epoch [234][620/939] lr: 2.000e-02, eta: 5 days, 6:45:46, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7844, loss_cls: 1.8185, loss: 1.8185, grad_norm: 3.5033 2022-02-28 16:35:40,902 - mmaction - INFO - Epoch [234][640/939] lr: 2.000e-02, eta: 5 days, 6:42:01, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7861, loss_cls: 1.8202, loss: 1.8202, grad_norm: 3.4802 2022-02-28 16:36:05,424 - mmaction - INFO - Epoch [234][660/939] lr: 2.000e-02, eta: 5 days, 6:38:11, time: 1.226, data_time: 0.068, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7936, loss_cls: 1.8184, loss: 1.8184, grad_norm: 3.5574 2022-02-28 16:36:30,397 - mmaction - INFO - Epoch [234][680/939] lr: 2.000e-02, eta: 5 days, 6:34:26, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7961, loss_cls: 1.7774, loss: 1.7774, grad_norm: 3.4743 2022-02-28 16:36:55,459 - mmaction - INFO - Epoch [234][700/939] lr: 2.000e-02, eta: 5 days, 6:30:42, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7867, loss_cls: 1.8277, loss: 1.8277, grad_norm: 3.5185 2022-02-28 16:37:20,519 - mmaction - INFO - Epoch [234][720/939] lr: 2.000e-02, eta: 5 days, 6:26:59, time: 1.253, data_time: 0.069, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7895, loss_cls: 1.8407, loss: 1.8407, grad_norm: 3.5146 2022-02-28 16:37:45,568 - mmaction - INFO - Epoch [234][740/939] lr: 2.000e-02, eta: 5 days, 6:23:16, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7994, loss_cls: 1.7753, loss: 1.7753, grad_norm: 3.5031 2022-02-28 16:38:10,370 - mmaction - INFO - Epoch [234][760/939] lr: 2.000e-02, eta: 5 days, 6:19:30, time: 1.240, data_time: 0.065, memory: 9654, top1_acc: 0.5932, top5_acc: 0.7922, loss_cls: 1.7840, loss: 1.7840, grad_norm: 3.5136 2022-02-28 16:38:35,478 - mmaction - INFO - Epoch [234][780/939] lr: 2.000e-02, eta: 5 days, 6:15:49, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7760, loss_cls: 1.8639, loss: 1.8639, grad_norm: 3.4947 2022-02-28 16:39:00,338 - mmaction - INFO - Epoch [234][800/939] lr: 2.000e-02, eta: 5 days, 6:12:05, time: 1.242, data_time: 0.067, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7928, loss_cls: 1.8205, loss: 1.8205, grad_norm: 3.5302 2022-02-28 16:39:25,398 - mmaction - INFO - Epoch [234][820/939] lr: 2.000e-02, eta: 5 days, 6:08:24, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.5678, top5_acc: 0.7877, loss_cls: 1.8434, loss: 1.8434, grad_norm: 3.5460 2022-02-28 16:39:50,197 - mmaction - INFO - Epoch [234][840/939] lr: 2.000e-02, eta: 5 days, 6:04:40, time: 1.239, data_time: 0.067, memory: 9654, top1_acc: 0.5936, top5_acc: 0.8078, loss_cls: 1.7364, loss: 1.7364, grad_norm: 3.4398 2022-02-28 16:40:15,298 - mmaction - INFO - Epoch [234][860/939] lr: 2.000e-02, eta: 5 days, 6:01:00, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7910, loss_cls: 1.8096, loss: 1.8096, grad_norm: 3.5048 2022-02-28 16:40:40,690 - mmaction - INFO - Epoch [234][880/939] lr: 2.000e-02, eta: 5 days, 5:57:23, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7965, loss_cls: 1.7908, loss: 1.7908, grad_norm: 3.4732 2022-02-28 16:41:06,363 - mmaction - INFO - Epoch [234][900/939] lr: 2.000e-02, eta: 5 days, 5:53:49, time: 1.284, data_time: 0.063, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7875, loss_cls: 1.8461, loss: 1.8461, grad_norm: 3.5577 2022-02-28 16:41:30,858 - mmaction - INFO - Epoch [234][920/939] lr: 2.000e-02, eta: 5 days, 5:50:04, time: 1.224, data_time: 0.067, memory: 9654, top1_acc: 0.5725, top5_acc: 0.7809, loss_cls: 1.8677, loss: 1.8677, grad_norm: 3.5418 2022-02-28 16:41:56,904 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 16:41:57,005 - mmaction - INFO - 110 BN found 2022-02-28 16:46:25,525 - mmaction - INFO - BN stats updated 2022-02-28 16:46:27,533 - mmaction - INFO - Saving checkpoint at 234 epochs 2022-02-28 16:49:56,134 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 16:49:57,034 - mmaction - INFO - top1_acc 0.6199 top5_acc 0.8373 2022-02-28 16:49:57,034 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 16:49:57,070 - mmaction - INFO - mean_acc 0.6197 2022-02-28 16:49:57,075 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_210.pth was removed 2022-02-28 16:49:58,769 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_234.pth. 2022-02-28 16:49:58,802 - mmaction - INFO - Best top1_acc is 0.6199 at 234 epoch. 2022-02-28 16:49:58,816 - mmaction - INFO - Epoch(val) [234][155] top1_acc: 0.6199, top5_acc: 0.8373, mean_class_accuracy: 0.6197 2022-02-28 16:49:59,868 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 16:51:32,326 - mmaction - INFO - Epoch [235][20/939] lr: 2.000e-02, eta: 5 days, 5:50:23, time: 4.621, data_time: 3.402, memory: 9654, top1_acc: 0.5994, top5_acc: 0.8094, loss_cls: 1.7081, loss: 1.7081, grad_norm: 3.3984 2022-02-28 16:51:57,084 - mmaction - INFO - Epoch [235][40/939] lr: 2.000e-02, eta: 5 days, 5:46:41, time: 1.238, data_time: 0.078, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7980, loss_cls: 1.7712, loss: 1.7712, grad_norm: 3.4545 2022-02-28 16:52:22,144 - mmaction - INFO - Epoch [235][60/939] lr: 2.000e-02, eta: 5 days, 5:43:03, time: 1.254, data_time: 0.071, memory: 9654, top1_acc: 0.6031, top5_acc: 0.8018, loss_cls: 1.7261, loss: 1.7261, grad_norm: 3.4549 2022-02-28 16:52:46,289 - mmaction - INFO - Epoch [235][80/939] lr: 2.000e-02, eta: 5 days, 5:39:15, time: 1.207, data_time: 0.066, memory: 9654, top1_acc: 0.5953, top5_acc: 0.7984, loss_cls: 1.7400, loss: 1.7400, grad_norm: 3.4456 2022-02-28 16:53:11,283 - mmaction - INFO - Epoch [235][100/939] lr: 2.000e-02, eta: 5 days, 5:35:37, time: 1.250, data_time: 0.071, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7973, loss_cls: 1.7927, loss: 1.7927, grad_norm: 3.5316 2022-02-28 16:53:36,212 - mmaction - INFO - Epoch [235][120/939] lr: 2.000e-02, eta: 5 days, 5:31:58, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7959, loss_cls: 1.7555, loss: 1.7555, grad_norm: 3.4516 2022-02-28 16:54:00,831 - mmaction - INFO - Epoch [235][140/939] lr: 2.000e-02, eta: 5 days, 5:28:16, time: 1.230, data_time: 0.066, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7936, loss_cls: 1.7614, loss: 1.7614, grad_norm: 3.4661 2022-02-28 16:54:25,162 - mmaction - INFO - Epoch [235][160/939] lr: 2.000e-02, eta: 5 days, 5:24:32, time: 1.216, data_time: 0.076, memory: 9654, top1_acc: 0.5990, top5_acc: 0.8139, loss_cls: 1.7112, loss: 1.7112, grad_norm: 3.5338 2022-02-28 16:54:50,110 - mmaction - INFO - Epoch [235][180/939] lr: 2.000e-02, eta: 5 days, 5:20:55, time: 1.247, data_time: 0.065, memory: 9654, top1_acc: 0.5955, top5_acc: 0.8035, loss_cls: 1.7425, loss: 1.7425, grad_norm: 3.4927 2022-02-28 16:55:15,400 - mmaction - INFO - Epoch [235][200/939] lr: 2.000e-02, eta: 5 days, 5:17:21, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7949, loss_cls: 1.7830, loss: 1.7830, grad_norm: 3.5090 2022-02-28 16:55:40,547 - mmaction - INFO - Epoch [235][220/939] lr: 2.000e-02, eta: 5 days, 5:13:47, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7959, loss_cls: 1.8032, loss: 1.8032, grad_norm: 3.5175 2022-02-28 16:56:05,412 - mmaction - INFO - Epoch [235][240/939] lr: 2.000e-02, eta: 5 days, 5:10:09, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7941, loss_cls: 1.8063, loss: 1.8063, grad_norm: 3.5519 2022-02-28 16:56:29,988 - mmaction - INFO - Epoch [235][260/939] lr: 2.000e-02, eta: 5 days, 5:06:29, time: 1.228, data_time: 0.069, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8008, loss_cls: 1.7374, loss: 1.7374, grad_norm: 3.5063 2022-02-28 16:56:55,183 - mmaction - INFO - Epoch [235][280/939] lr: 2.000e-02, eta: 5 days, 5:02:56, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7881, loss_cls: 1.8146, loss: 1.8146, grad_norm: 3.5038 2022-02-28 16:57:20,023 - mmaction - INFO - Epoch [235][300/939] lr: 2.000e-02, eta: 5 days, 4:59:20, time: 1.243, data_time: 0.069, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8000, loss_cls: 1.7489, loss: 1.7489, grad_norm: 3.4713 2022-02-28 16:57:45,336 - mmaction - INFO - Epoch [235][320/939] lr: 2.000e-02, eta: 5 days, 4:55:49, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.5916, top5_acc: 0.7994, loss_cls: 1.7380, loss: 1.7380, grad_norm: 3.4819 2022-02-28 16:58:10,059 - mmaction - INFO - Epoch [235][340/939] lr: 2.000e-02, eta: 5 days, 4:52:12, time: 1.235, data_time: 0.066, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7996, loss_cls: 1.7735, loss: 1.7735, grad_norm: 3.5349 2022-02-28 16:58:35,041 - mmaction - INFO - Epoch [235][360/939] lr: 2.000e-02, eta: 5 days, 4:48:38, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7973, loss_cls: 1.7806, loss: 1.7806, grad_norm: 3.5551 2022-02-28 16:59:00,093 - mmaction - INFO - Epoch [235][380/939] lr: 2.000e-02, eta: 5 days, 4:45:05, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7918, loss_cls: 1.8281, loss: 1.8281, grad_norm: 3.5701 2022-02-28 16:59:24,095 - mmaction - INFO - Epoch [235][400/939] lr: 2.000e-02, eta: 5 days, 4:41:22, time: 1.200, data_time: 0.064, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7904, loss_cls: 1.7850, loss: 1.7850, grad_norm: 3.4981 2022-02-28 16:59:48,586 - mmaction - INFO - Epoch [235][420/939] lr: 2.000e-02, eta: 5 days, 4:37:45, time: 1.225, data_time: 0.069, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7910, loss_cls: 1.8205, loss: 1.8205, grad_norm: 3.5253 2022-02-28 17:00:13,715 - mmaction - INFO - Epoch [235][440/939] lr: 2.000e-02, eta: 5 days, 4:34:14, time: 1.256, data_time: 0.072, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7896, loss_cls: 1.7693, loss: 1.7693, grad_norm: 3.4923 2022-02-28 17:00:39,391 - mmaction - INFO - Epoch [235][460/939] lr: 2.000e-02, eta: 5 days, 4:30:49, time: 1.285, data_time: 0.068, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7945, loss_cls: 1.7857, loss: 1.7857, grad_norm: 3.5462 2022-02-28 17:01:05,337 - mmaction - INFO - Epoch [235][480/939] lr: 2.000e-02, eta: 5 days, 4:27:27, time: 1.297, data_time: 0.066, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7918, loss_cls: 1.8230, loss: 1.8230, grad_norm: 3.5275 2022-02-28 17:01:30,597 - mmaction - INFO - Epoch [235][500/939] lr: 2.000e-02, eta: 5 days, 4:23:58, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7936, loss_cls: 1.7907, loss: 1.7907, grad_norm: 3.5139 2022-02-28 17:01:56,091 - mmaction - INFO - Epoch [235][520/939] lr: 2.000e-02, eta: 5 days, 4:20:32, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7994, loss_cls: 1.7667, loss: 1.7667, grad_norm: 3.4870 2022-02-28 17:02:21,775 - mmaction - INFO - Epoch [235][540/939] lr: 2.000e-02, eta: 5 days, 4:17:08, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7922, loss_cls: 1.7829, loss: 1.7829, grad_norm: 3.4636 2022-02-28 17:02:46,358 - mmaction - INFO - Epoch [235][560/939] lr: 2.000e-02, eta: 5 days, 4:13:34, time: 1.229, data_time: 0.066, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7949, loss_cls: 1.7990, loss: 1.7990, grad_norm: 3.5281 2022-02-28 17:03:11,279 - mmaction - INFO - Epoch [235][580/939] lr: 2.000e-02, eta: 5 days, 4:10:03, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.5881, top5_acc: 0.7924, loss_cls: 1.7740, loss: 1.7740, grad_norm: 3.4950 2022-02-28 17:03:36,316 - mmaction - INFO - Epoch [235][600/939] lr: 2.000e-02, eta: 5 days, 4:06:34, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.5693, top5_acc: 0.7832, loss_cls: 1.8398, loss: 1.8398, grad_norm: 3.6185 2022-02-28 17:04:01,557 - mmaction - INFO - Epoch [235][620/939] lr: 2.000e-02, eta: 5 days, 4:03:07, time: 1.262, data_time: 0.061, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7957, loss_cls: 1.8118, loss: 1.8118, grad_norm: 3.5779 2022-02-28 17:04:26,645 - mmaction - INFO - Epoch [235][640/939] lr: 2.000e-02, eta: 5 days, 3:59:39, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7943, loss_cls: 1.8094, loss: 1.8094, grad_norm: 3.5571 2022-02-28 17:04:51,301 - mmaction - INFO - Epoch [235][660/939] lr: 2.000e-02, eta: 5 days, 3:56:08, time: 1.233, data_time: 0.069, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7963, loss_cls: 1.7862, loss: 1.7862, grad_norm: 3.5426 2022-02-28 17:05:15,907 - mmaction - INFO - Epoch [235][680/939] lr: 2.000e-02, eta: 5 days, 3:52:35, time: 1.229, data_time: 0.072, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7953, loss_cls: 1.8004, loss: 1.8004, grad_norm: 3.5420 2022-02-28 17:05:40,966 - mmaction - INFO - Epoch [235][700/939] lr: 2.000e-02, eta: 5 days, 3:49:08, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.5678, top5_acc: 0.7863, loss_cls: 1.8298, loss: 1.8298, grad_norm: 3.5666 2022-02-28 17:06:06,432 - mmaction - INFO - Epoch [235][720/939] lr: 2.000e-02, eta: 5 days, 3:45:45, time: 1.274, data_time: 0.061, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7945, loss_cls: 1.8068, loss: 1.8068, grad_norm: 3.5515 2022-02-28 17:06:31,109 - mmaction - INFO - Epoch [235][740/939] lr: 2.000e-02, eta: 5 days, 3:42:15, time: 1.233, data_time: 0.067, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7912, loss_cls: 1.8155, loss: 1.8155, grad_norm: 3.5218 2022-02-28 17:06:56,459 - mmaction - INFO - Epoch [235][760/939] lr: 2.000e-02, eta: 5 days, 3:38:52, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7873, loss_cls: 1.8148, loss: 1.8148, grad_norm: 3.4849 2022-02-28 17:07:21,428 - mmaction - INFO - Epoch [235][780/939] lr: 2.000e-02, eta: 5 days, 3:35:25, time: 1.248, data_time: 0.062, memory: 9654, top1_acc: 0.5754, top5_acc: 0.8004, loss_cls: 1.7783, loss: 1.7783, grad_norm: 3.4972 2022-02-28 17:07:46,187 - mmaction - INFO - Epoch [235][800/939] lr: 2.000e-02, eta: 5 days, 3:31:56, time: 1.238, data_time: 0.071, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7920, loss_cls: 1.8065, loss: 1.8065, grad_norm: 3.5312 2022-02-28 17:08:11,101 - mmaction - INFO - Epoch [235][820/939] lr: 2.000e-02, eta: 5 days, 3:28:30, time: 1.245, data_time: 0.063, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7902, loss_cls: 1.8460, loss: 1.8460, grad_norm: 3.5951 2022-02-28 17:08:35,749 - mmaction - INFO - Epoch [235][840/939] lr: 2.000e-02, eta: 5 days, 3:25:01, time: 1.233, data_time: 0.075, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7891, loss_cls: 1.8103, loss: 1.8103, grad_norm: 3.4862 2022-02-28 17:09:00,380 - mmaction - INFO - Epoch [235][860/939] lr: 2.000e-02, eta: 5 days, 3:21:32, time: 1.232, data_time: 0.068, memory: 9654, top1_acc: 0.5748, top5_acc: 0.7904, loss_cls: 1.8270, loss: 1.8270, grad_norm: 3.5682 2022-02-28 17:09:24,477 - mmaction - INFO - Epoch [235][880/939] lr: 2.000e-02, eta: 5 days, 3:17:59, time: 1.204, data_time: 0.066, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7893, loss_cls: 1.8126, loss: 1.8126, grad_norm: 3.5224 2022-02-28 17:09:48,939 - mmaction - INFO - Epoch [235][900/939] lr: 2.000e-02, eta: 5 days, 3:14:29, time: 1.223, data_time: 0.066, memory: 9654, top1_acc: 0.5656, top5_acc: 0.7807, loss_cls: 1.8766, loss: 1.8766, grad_norm: 3.5493 2022-02-28 17:10:13,983 - mmaction - INFO - Epoch [235][920/939] lr: 2.000e-02, eta: 5 days, 3:11:05, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7971, loss_cls: 1.7890, loss: 1.7890, grad_norm: 3.4657 2022-02-28 17:10:40,172 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 17:12:16,671 - mmaction - INFO - Epoch [236][20/939] lr: 2.000e-02, eta: 5 days, 3:12:14, time: 4.823, data_time: 3.647, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8000, loss_cls: 1.7495, loss: 1.7495, grad_norm: 3.5081 2022-02-28 17:12:41,564 - mmaction - INFO - Epoch [236][40/939] lr: 2.000e-02, eta: 5 days, 3:08:50, time: 1.246, data_time: 0.078, memory: 9654, top1_acc: 0.5920, top5_acc: 0.8088, loss_cls: 1.7351, loss: 1.7351, grad_norm: 3.4797 2022-02-28 17:13:06,920 - mmaction - INFO - Epoch [236][60/939] lr: 2.000e-02, eta: 5 days, 3:05:30, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8041, loss_cls: 1.7557, loss: 1.7557, grad_norm: 3.4516 2022-02-28 17:13:32,337 - mmaction - INFO - Epoch [236][80/939] lr: 2.000e-02, eta: 5 days, 3:02:11, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7893, loss_cls: 1.8059, loss: 1.8059, grad_norm: 3.5409 2022-02-28 17:13:57,255 - mmaction - INFO - Epoch [236][100/939] lr: 2.000e-02, eta: 5 days, 2:58:48, time: 1.247, data_time: 0.071, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7947, loss_cls: 1.7951, loss: 1.7951, grad_norm: 3.5237 2022-02-28 17:14:21,251 - mmaction - INFO - Epoch [236][120/939] lr: 2.000e-02, eta: 5 days, 2:55:16, time: 1.199, data_time: 0.067, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8016, loss_cls: 1.7385, loss: 1.7385, grad_norm: 3.4701 2022-02-28 17:14:46,688 - mmaction - INFO - Epoch [236][140/939] lr: 2.000e-02, eta: 5 days, 2:51:58, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7977, loss_cls: 1.7923, loss: 1.7923, grad_norm: 3.5129 2022-02-28 17:15:11,750 - mmaction - INFO - Epoch [236][160/939] lr: 2.000e-02, eta: 5 days, 2:48:37, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7975, loss_cls: 1.7759, loss: 1.7759, grad_norm: 3.5244 2022-02-28 17:15:36,468 - mmaction - INFO - Epoch [236][180/939] lr: 2.000e-02, eta: 5 days, 2:45:13, time: 1.235, data_time: 0.060, memory: 9654, top1_acc: 0.5943, top5_acc: 0.7961, loss_cls: 1.7720, loss: 1.7720, grad_norm: 3.4708 2022-02-28 17:16:01,629 - mmaction - INFO - Epoch [236][200/939] lr: 2.000e-02, eta: 5 days, 2:41:53, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7945, loss_cls: 1.8000, loss: 1.8000, grad_norm: 3.4925 2022-02-28 17:16:25,935 - mmaction - INFO - Epoch [236][220/939] lr: 2.000e-02, eta: 5 days, 2:38:26, time: 1.216, data_time: 0.063, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7898, loss_cls: 1.8260, loss: 1.8260, grad_norm: 3.5347 2022-02-28 17:16:51,140 - mmaction - INFO - Epoch [236][240/939] lr: 2.000e-02, eta: 5 days, 2:35:07, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7904, loss_cls: 1.8076, loss: 1.8076, grad_norm: 3.5001 2022-02-28 17:17:15,709 - mmaction - INFO - Epoch [236][260/939] lr: 2.000e-02, eta: 5 days, 2:31:43, time: 1.228, data_time: 0.068, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7842, loss_cls: 1.8223, loss: 1.8223, grad_norm: 3.5558 2022-02-28 17:17:40,832 - mmaction - INFO - Epoch [236][280/939] lr: 2.000e-02, eta: 5 days, 2:28:25, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7986, loss_cls: 1.7490, loss: 1.7490, grad_norm: 3.4881 2022-02-28 17:18:05,714 - mmaction - INFO - Epoch [236][300/939] lr: 2.000e-02, eta: 5 days, 2:25:04, time: 1.244, data_time: 0.066, memory: 9654, top1_acc: 0.5961, top5_acc: 0.7996, loss_cls: 1.7282, loss: 1.7282, grad_norm: 3.4422 2022-02-28 17:18:30,940 - mmaction - INFO - Epoch [236][320/939] lr: 2.000e-02, eta: 5 days, 2:21:47, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8035, loss_cls: 1.7719, loss: 1.7719, grad_norm: 3.4942 2022-02-28 17:18:56,380 - mmaction - INFO - Epoch [236][340/939] lr: 2.000e-02, eta: 5 days, 2:18:33, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7893, loss_cls: 1.8125, loss: 1.8125, grad_norm: 3.5178 2022-02-28 17:19:20,534 - mmaction - INFO - Epoch [236][360/939] lr: 2.000e-02, eta: 5 days, 2:15:06, time: 1.206, data_time: 0.066, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7957, loss_cls: 1.8022, loss: 1.8022, grad_norm: 3.5029 2022-02-28 17:19:45,360 - mmaction - INFO - Epoch [236][380/939] lr: 2.000e-02, eta: 5 days, 2:11:46, time: 1.242, data_time: 0.067, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7912, loss_cls: 1.8025, loss: 1.8025, grad_norm: 3.5966 2022-02-28 17:20:10,671 - mmaction - INFO - Epoch [236][400/939] lr: 2.000e-02, eta: 5 days, 2:08:32, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7922, loss_cls: 1.8044, loss: 1.8044, grad_norm: 3.5188 2022-02-28 17:20:36,187 - mmaction - INFO - Epoch [236][420/939] lr: 2.000e-02, eta: 5 days, 2:05:19, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5879, top5_acc: 0.8012, loss_cls: 1.7502, loss: 1.7502, grad_norm: 3.4942 2022-02-28 17:21:01,636 - mmaction - INFO - Epoch [236][440/939] lr: 2.000e-02, eta: 5 days, 2:02:06, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7916, loss_cls: 1.7991, loss: 1.7991, grad_norm: 3.5275 2022-02-28 17:21:26,312 - mmaction - INFO - Epoch [236][460/939] lr: 2.000e-02, eta: 5 days, 1:58:46, time: 1.234, data_time: 0.069, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7934, loss_cls: 1.7852, loss: 1.7852, grad_norm: 3.5828 2022-02-28 17:21:50,909 - mmaction - INFO - Epoch [236][480/939] lr: 2.000e-02, eta: 5 days, 1:55:25, time: 1.228, data_time: 0.068, memory: 9654, top1_acc: 0.5920, top5_acc: 0.8100, loss_cls: 1.7191, loss: 1.7191, grad_norm: 3.5017 2022-02-28 17:22:15,254 - mmaction - INFO - Epoch [236][500/939] lr: 2.000e-02, eta: 5 days, 1:52:03, time: 1.219, data_time: 0.070, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7955, loss_cls: 1.7685, loss: 1.7685, grad_norm: 3.5294 2022-02-28 17:22:39,800 - mmaction - INFO - Epoch [236][520/939] lr: 2.000e-02, eta: 5 days, 1:48:43, time: 1.227, data_time: 0.063, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7994, loss_cls: 1.7708, loss: 1.7708, grad_norm: 3.5022 2022-02-28 17:23:04,960 - mmaction - INFO - Epoch [236][540/939] lr: 2.000e-02, eta: 5 days, 1:45:28, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.5748, top5_acc: 0.7895, loss_cls: 1.8298, loss: 1.8298, grad_norm: 3.5969 2022-02-28 17:23:30,041 - mmaction - INFO - Epoch [236][560/939] lr: 2.000e-02, eta: 5 days, 1:42:14, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7902, loss_cls: 1.7808, loss: 1.7808, grad_norm: 3.5244 2022-02-28 17:23:54,712 - mmaction - INFO - Epoch [236][580/939] lr: 2.000e-02, eta: 5 days, 1:38:56, time: 1.233, data_time: 0.064, memory: 9654, top1_acc: 0.5689, top5_acc: 0.7980, loss_cls: 1.7867, loss: 1.7867, grad_norm: 3.5630 2022-02-28 17:24:19,362 - mmaction - INFO - Epoch [236][600/939] lr: 2.000e-02, eta: 5 days, 1:35:37, time: 1.231, data_time: 0.066, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7869, loss_cls: 1.7979, loss: 1.7979, grad_norm: 3.5369 2022-02-28 17:24:44,437 - mmaction - INFO - Epoch [236][620/939] lr: 2.000e-02, eta: 5 days, 1:32:24, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7918, loss_cls: 1.7987, loss: 1.7987, grad_norm: 3.5049 2022-02-28 17:25:09,075 - mmaction - INFO - Epoch [236][640/939] lr: 2.000e-02, eta: 5 days, 1:29:06, time: 1.232, data_time: 0.065, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7896, loss_cls: 1.8038, loss: 1.8038, grad_norm: 3.5671 2022-02-28 17:25:33,695 - mmaction - INFO - Epoch [236][660/939] lr: 2.000e-02, eta: 5 days, 1:25:49, time: 1.231, data_time: 0.063, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7992, loss_cls: 1.7607, loss: 1.7607, grad_norm: 3.4926 2022-02-28 17:25:58,091 - mmaction - INFO - Epoch [236][680/939] lr: 2.000e-02, eta: 5 days, 1:22:29, time: 1.219, data_time: 0.072, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7842, loss_cls: 1.8467, loss: 1.8467, grad_norm: 3.5736 2022-02-28 17:26:23,650 - mmaction - INFO - Epoch [236][700/939] lr: 2.000e-02, eta: 5 days, 1:19:21, time: 1.278, data_time: 0.070, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7900, loss_cls: 1.8286, loss: 1.8286, grad_norm: 3.5555 2022-02-28 17:26:48,453 - mmaction - INFO - Epoch [236][720/939] lr: 2.000e-02, eta: 5 days, 1:16:07, time: 1.241, data_time: 0.067, memory: 9654, top1_acc: 0.5908, top5_acc: 0.8016, loss_cls: 1.7687, loss: 1.7687, grad_norm: 3.4487 2022-02-28 17:27:13,405 - mmaction - INFO - Epoch [236][740/939] lr: 2.000e-02, eta: 5 days, 1:12:54, time: 1.247, data_time: 0.062, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7967, loss_cls: 1.8068, loss: 1.8068, grad_norm: 3.5690 2022-02-28 17:27:38,235 - mmaction - INFO - Epoch [236][760/939] lr: 2.000e-02, eta: 5 days, 1:09:40, time: 1.242, data_time: 0.063, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7902, loss_cls: 1.8019, loss: 1.8019, grad_norm: 3.5672 2022-02-28 17:28:03,328 - mmaction - INFO - Epoch [236][780/939] lr: 2.000e-02, eta: 5 days, 1:06:29, time: 1.255, data_time: 0.061, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7932, loss_cls: 1.7964, loss: 1.7964, grad_norm: 3.5720 2022-02-28 17:28:28,466 - mmaction - INFO - Epoch [236][800/939] lr: 2.000e-02, eta: 5 days, 1:03:18, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7912, loss_cls: 1.7981, loss: 1.7981, grad_norm: 3.5070 2022-02-28 17:28:53,344 - mmaction - INFO - Epoch [236][820/939] lr: 2.000e-02, eta: 5 days, 1:00:05, time: 1.244, data_time: 0.069, memory: 9654, top1_acc: 0.5879, top5_acc: 0.8010, loss_cls: 1.7641, loss: 1.7641, grad_norm: 3.5340 2022-02-28 17:29:18,109 - mmaction - INFO - Epoch [236][840/939] lr: 2.000e-02, eta: 5 days, 0:56:52, time: 1.238, data_time: 0.069, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7863, loss_cls: 1.8281, loss: 1.8281, grad_norm: 3.5821 2022-02-28 17:29:42,827 - mmaction - INFO - Epoch [236][860/939] lr: 2.000e-02, eta: 5 days, 0:53:38, time: 1.236, data_time: 0.069, memory: 9654, top1_acc: 0.5617, top5_acc: 0.7812, loss_cls: 1.8912, loss: 1.8912, grad_norm: 3.6371 2022-02-28 17:30:07,620 - mmaction - INFO - Epoch [236][880/939] lr: 2.000e-02, eta: 5 days, 0:50:26, time: 1.239, data_time: 0.070, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7861, loss_cls: 1.8228, loss: 1.8228, grad_norm: 3.5261 2022-02-28 17:30:33,200 - mmaction - INFO - Epoch [236][900/939] lr: 2.000e-02, eta: 5 days, 0:47:21, time: 1.280, data_time: 0.070, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7934, loss_cls: 1.8018, loss: 1.8018, grad_norm: 3.4693 2022-02-28 17:30:59,206 - mmaction - INFO - Epoch [236][920/939] lr: 2.000e-02, eta: 5 days, 0:44:20, time: 1.299, data_time: 0.068, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7961, loss_cls: 1.8035, loss: 1.8035, grad_norm: 3.5260 2022-02-28 17:31:26,792 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 17:33:29,066 - mmaction - INFO - Epoch [237][20/939] lr: 2.000e-02, eta: 5 days, 0:49:36, time: 6.112, data_time: 5.021, memory: 9654, top1_acc: 0.5930, top5_acc: 0.7969, loss_cls: 1.7685, loss: 1.7685, grad_norm: 3.4686 2022-02-28 17:33:54,132 - mmaction - INFO - Epoch [237][40/939] lr: 2.000e-02, eta: 5 days, 0:46:27, time: 1.254, data_time: 0.176, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7965, loss_cls: 1.7595, loss: 1.7595, grad_norm: 3.4859 2022-02-28 17:34:19,303 - mmaction - INFO - Epoch [237][60/939] lr: 2.000e-02, eta: 5 days, 0:43:19, time: 1.257, data_time: 0.102, memory: 9654, top1_acc: 0.5896, top5_acc: 0.7988, loss_cls: 1.7615, loss: 1.7615, grad_norm: 3.4143 2022-02-28 17:34:44,027 - mmaction - INFO - Epoch [237][80/939] lr: 2.000e-02, eta: 5 days, 0:40:07, time: 1.237, data_time: 0.061, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7941, loss_cls: 1.7862, loss: 1.7862, grad_norm: 3.5313 2022-02-28 17:35:08,926 - mmaction - INFO - Epoch [237][100/939] lr: 2.000e-02, eta: 5 days, 0:36:57, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.5834, top5_acc: 0.8045, loss_cls: 1.7463, loss: 1.7463, grad_norm: 3.5118 2022-02-28 17:35:34,001 - mmaction - INFO - Epoch [237][120/939] lr: 2.000e-02, eta: 5 days, 0:33:49, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.5818, top5_acc: 0.7977, loss_cls: 1.7791, loss: 1.7791, grad_norm: 3.5590 2022-02-28 17:35:58,481 - mmaction - INFO - Epoch [237][140/939] lr: 2.000e-02, eta: 5 days, 0:30:36, time: 1.224, data_time: 0.063, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7902, loss_cls: 1.7908, loss: 1.7908, grad_norm: 3.5474 2022-02-28 17:36:23,654 - mmaction - INFO - Epoch [237][160/939] lr: 2.000e-02, eta: 5 days, 0:27:30, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7957, loss_cls: 1.8004, loss: 1.8004, grad_norm: 3.5662 2022-02-28 17:36:48,670 - mmaction - INFO - Epoch [237][180/939] lr: 2.000e-02, eta: 5 days, 0:24:22, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7918, loss_cls: 1.8032, loss: 1.8032, grad_norm: 3.5250 2022-02-28 17:37:13,763 - mmaction - INFO - Epoch [237][200/939] lr: 2.000e-02, eta: 5 days, 0:21:15, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7955, loss_cls: 1.7893, loss: 1.7893, grad_norm: 3.5885 2022-02-28 17:37:38,435 - mmaction - INFO - Epoch [237][220/939] lr: 2.000e-02, eta: 5 days, 0:18:05, time: 1.233, data_time: 0.068, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7977, loss_cls: 1.7574, loss: 1.7574, grad_norm: 3.5148 2022-02-28 17:38:03,160 - mmaction - INFO - Epoch [237][240/939] lr: 2.000e-02, eta: 5 days, 0:14:55, time: 1.236, data_time: 0.065, memory: 9654, top1_acc: 0.5969, top5_acc: 0.7988, loss_cls: 1.7392, loss: 1.7392, grad_norm: 3.4878 2022-02-28 17:38:28,830 - mmaction - INFO - Epoch [237][260/939] lr: 2.000e-02, eta: 5 days, 0:11:55, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.8002, loss_cls: 1.7723, loss: 1.7723, grad_norm: 3.5170 2022-02-28 17:38:53,011 - mmaction - INFO - Epoch [237][280/939] lr: 2.000e-02, eta: 5 days, 0:08:41, time: 1.210, data_time: 0.060, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7914, loss_cls: 1.8058, loss: 1.8058, grad_norm: 3.5771 2022-02-28 17:39:18,621 - mmaction - INFO - Epoch [237][300/939] lr: 2.000e-02, eta: 5 days, 0:05:41, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.5881, top5_acc: 0.7988, loss_cls: 1.7636, loss: 1.7636, grad_norm: 3.4699 2022-02-28 17:39:43,789 - mmaction - INFO - Epoch [237][320/939] lr: 2.000e-02, eta: 5 days, 0:02:36, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8020, loss_cls: 1.7432, loss: 1.7432, grad_norm: 3.5358 2022-02-28 17:40:08,251 - mmaction - INFO - Epoch [237][340/939] lr: 2.000e-02, eta: 4 days, 23:59:26, time: 1.223, data_time: 0.062, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7926, loss_cls: 1.7883, loss: 1.7883, grad_norm: 3.5627 2022-02-28 17:40:33,944 - mmaction - INFO - Epoch [237][360/939] lr: 2.000e-02, eta: 4 days, 23:56:27, time: 1.284, data_time: 0.065, memory: 9654, top1_acc: 0.5873, top5_acc: 0.8102, loss_cls: 1.7355, loss: 1.7355, grad_norm: 3.6189 2022-02-28 17:40:59,737 - mmaction - INFO - Epoch [237][380/939] lr: 2.000e-02, eta: 4 days, 23:53:29, time: 1.289, data_time: 0.063, memory: 9654, top1_acc: 0.5975, top5_acc: 0.8092, loss_cls: 1.7333, loss: 1.7333, grad_norm: 3.4963 2022-02-28 17:41:24,596 - mmaction - INFO - Epoch [237][400/939] lr: 2.000e-02, eta: 4 days, 23:50:23, time: 1.244, data_time: 0.063, memory: 9654, top1_acc: 0.5811, top5_acc: 0.7951, loss_cls: 1.8113, loss: 1.8113, grad_norm: 3.5746 2022-02-28 17:41:50,032 - mmaction - INFO - Epoch [237][420/939] lr: 2.000e-02, eta: 4 days, 23:47:23, time: 1.271, data_time: 0.060, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8010, loss_cls: 1.7427, loss: 1.7427, grad_norm: 3.5666 2022-02-28 17:42:14,818 - mmaction - INFO - Epoch [237][440/939] lr: 2.000e-02, eta: 4 days, 23:44:17, time: 1.239, data_time: 0.062, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7889, loss_cls: 1.8072, loss: 1.8072, grad_norm: 3.5519 2022-02-28 17:42:39,430 - mmaction - INFO - Epoch [237][460/939] lr: 2.000e-02, eta: 4 days, 23:41:09, time: 1.230, data_time: 0.068, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7965, loss_cls: 1.7779, loss: 1.7779, grad_norm: 3.6519 2022-02-28 17:43:03,573 - mmaction - INFO - Epoch [237][480/939] lr: 2.000e-02, eta: 4 days, 23:37:58, time: 1.207, data_time: 0.065, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7920, loss_cls: 1.8035, loss: 1.8035, grad_norm: 3.5709 2022-02-28 17:43:27,898 - mmaction - INFO - Epoch [237][500/939] lr: 2.000e-02, eta: 4 days, 23:34:48, time: 1.217, data_time: 0.067, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7934, loss_cls: 1.7809, loss: 1.7809, grad_norm: 3.4969 2022-02-28 17:43:52,995 - mmaction - INFO - Epoch [237][520/939] lr: 2.000e-02, eta: 4 days, 23:31:46, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7998, loss_cls: 1.7617, loss: 1.7617, grad_norm: 3.5516 2022-02-28 17:44:18,684 - mmaction - INFO - Epoch [237][540/939] lr: 2.000e-02, eta: 4 days, 23:28:50, time: 1.285, data_time: 0.064, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7859, loss_cls: 1.8254, loss: 1.8254, grad_norm: 3.5785 2022-02-28 17:44:43,618 - mmaction - INFO - Epoch [237][560/939] lr: 2.000e-02, eta: 4 days, 23:25:46, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.5861, top5_acc: 0.7957, loss_cls: 1.7812, loss: 1.7812, grad_norm: 3.5217 2022-02-28 17:45:07,665 - mmaction - INFO - Epoch [237][580/939] lr: 2.000e-02, eta: 4 days, 23:22:35, time: 1.203, data_time: 0.064, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7912, loss_cls: 1.7820, loss: 1.7820, grad_norm: 3.5573 2022-02-28 17:45:32,644 - mmaction - INFO - Epoch [237][600/939] lr: 2.000e-02, eta: 4 days, 23:19:33, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7967, loss_cls: 1.7383, loss: 1.7383, grad_norm: 3.4995 2022-02-28 17:45:57,856 - mmaction - INFO - Epoch [237][620/939] lr: 2.000e-02, eta: 4 days, 23:16:33, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7904, loss_cls: 1.8169, loss: 1.8169, grad_norm: 3.5825 2022-02-28 17:46:22,608 - mmaction - INFO - Epoch [237][640/939] lr: 2.000e-02, eta: 4 days, 23:13:30, time: 1.238, data_time: 0.064, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7912, loss_cls: 1.8091, loss: 1.8091, grad_norm: 3.5719 2022-02-28 17:46:47,694 - mmaction - INFO - Epoch [237][660/939] lr: 2.000e-02, eta: 4 days, 23:10:29, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.5852, top5_acc: 0.8004, loss_cls: 1.7815, loss: 1.7815, grad_norm: 3.5698 2022-02-28 17:47:12,946 - mmaction - INFO - Epoch [237][680/939] lr: 2.000e-02, eta: 4 days, 23:07:31, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7918, loss_cls: 1.7960, loss: 1.7960, grad_norm: 3.6022 2022-02-28 17:47:37,905 - mmaction - INFO - Epoch [237][700/939] lr: 2.000e-02, eta: 4 days, 23:04:30, time: 1.247, data_time: 0.065, memory: 9654, top1_acc: 0.5744, top5_acc: 0.7928, loss_cls: 1.8119, loss: 1.8119, grad_norm: 3.6146 2022-02-28 17:48:02,747 - mmaction - INFO - Epoch [237][720/939] lr: 2.000e-02, eta: 4 days, 23:01:28, time: 1.242, data_time: 0.064, memory: 9654, top1_acc: 0.5744, top5_acc: 0.7908, loss_cls: 1.8326, loss: 1.8326, grad_norm: 3.5149 2022-02-28 17:48:26,979 - mmaction - INFO - Epoch [237][740/939] lr: 2.000e-02, eta: 4 days, 22:58:21, time: 1.212, data_time: 0.067, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7996, loss_cls: 1.7765, loss: 1.7765, grad_norm: 3.5152 2022-02-28 17:48:52,098 - mmaction - INFO - Epoch [237][760/939] lr: 2.000e-02, eta: 4 days, 22:55:22, time: 1.255, data_time: 0.062, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7838, loss_cls: 1.8380, loss: 1.8380, grad_norm: 3.6018 2022-02-28 17:49:16,620 - mmaction - INFO - Epoch [237][780/939] lr: 2.000e-02, eta: 4 days, 22:52:18, time: 1.227, data_time: 0.073, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7949, loss_cls: 1.8189, loss: 1.8189, grad_norm: 3.5109 2022-02-28 17:49:41,432 - mmaction - INFO - Epoch [237][800/939] lr: 2.000e-02, eta: 4 days, 22:49:17, time: 1.241, data_time: 0.061, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7980, loss_cls: 1.7773, loss: 1.7773, grad_norm: 3.4831 2022-02-28 17:50:06,604 - mmaction - INFO - Epoch [237][820/939] lr: 2.000e-02, eta: 4 days, 22:46:19, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5941, top5_acc: 0.7969, loss_cls: 1.7412, loss: 1.7412, grad_norm: 3.5052 2022-02-28 17:50:31,830 - mmaction - INFO - Epoch [237][840/939] lr: 2.000e-02, eta: 4 days, 22:43:23, time: 1.262, data_time: 0.075, memory: 9654, top1_acc: 0.5832, top5_acc: 0.8002, loss_cls: 1.7808, loss: 1.7808, grad_norm: 3.5701 2022-02-28 17:50:57,019 - mmaction - INFO - Epoch [237][860/939] lr: 2.000e-02, eta: 4 days, 22:40:26, time: 1.260, data_time: 0.076, memory: 9654, top1_acc: 0.5635, top5_acc: 0.7789, loss_cls: 1.8693, loss: 1.8693, grad_norm: 3.5649 2022-02-28 17:51:22,573 - mmaction - INFO - Epoch [237][880/939] lr: 2.000e-02, eta: 4 days, 22:37:33, time: 1.278, data_time: 0.155, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7973, loss_cls: 1.7926, loss: 1.7926, grad_norm: 3.5304 2022-02-28 17:51:47,081 - mmaction - INFO - Epoch [237][900/939] lr: 2.000e-02, eta: 4 days, 22:34:30, time: 1.225, data_time: 0.091, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7900, loss_cls: 1.8212, loss: 1.8212, grad_norm: 3.6379 2022-02-28 17:52:11,569 - mmaction - INFO - Epoch [237][920/939] lr: 2.000e-02, eta: 4 days, 22:31:28, time: 1.225, data_time: 0.071, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7871, loss_cls: 1.7984, loss: 1.7984, grad_norm: 3.5394 2022-02-28 17:52:39,260 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 17:52:39,353 - mmaction - INFO - 110 BN found 2022-02-28 17:57:19,787 - mmaction - INFO - BN stats updated 2022-02-28 17:57:21,793 - mmaction - INFO - Saving checkpoint at 237 epochs 2022-02-28 17:57:24,242 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 17:58:52,179 - mmaction - INFO - Epoch [238][20/939] lr: 2.000e-02, eta: 4 days, 22:31:31, time: 4.396, data_time: 3.128, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7922, loss_cls: 1.7801, loss: 1.7801, grad_norm: 3.4858 2022-02-28 17:59:16,645 - mmaction - INFO - Epoch [238][40/939] lr: 2.000e-02, eta: 4 days, 22:28:29, time: 1.223, data_time: 0.080, memory: 9654, top1_acc: 0.5947, top5_acc: 0.8004, loss_cls: 1.7379, loss: 1.7379, grad_norm: 3.4702 2022-02-28 17:59:41,329 - mmaction - INFO - Epoch [238][60/939] lr: 2.000e-02, eta: 4 days, 22:25:29, time: 1.233, data_time: 0.068, memory: 9654, top1_acc: 0.5912, top5_acc: 0.8000, loss_cls: 1.7545, loss: 1.7545, grad_norm: 3.5032 2022-02-28 18:00:06,717 - mmaction - INFO - Epoch [238][80/939] lr: 2.000e-02, eta: 4 days, 22:22:36, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8004, loss_cls: 1.7449, loss: 1.7449, grad_norm: 3.5510 2022-02-28 18:00:32,063 - mmaction - INFO - Epoch [238][100/939] lr: 2.000e-02, eta: 4 days, 22:19:42, time: 1.266, data_time: 0.070, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7990, loss_cls: 1.7728, loss: 1.7728, grad_norm: 3.5103 2022-02-28 18:00:58,197 - mmaction - INFO - Epoch [238][120/939] lr: 2.000e-02, eta: 4 days, 22:16:56, time: 1.308, data_time: 0.065, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7977, loss_cls: 1.7658, loss: 1.7658, grad_norm: 3.4861 2022-02-28 18:01:23,692 - mmaction - INFO - Epoch [238][140/939] lr: 2.000e-02, eta: 4 days, 22:14:05, time: 1.275, data_time: 0.062, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7969, loss_cls: 1.7527, loss: 1.7527, grad_norm: 3.5016 2022-02-28 18:01:48,560 - mmaction - INFO - Epoch [238][160/939] lr: 2.000e-02, eta: 4 days, 22:11:08, time: 1.243, data_time: 0.065, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7977, loss_cls: 1.7552, loss: 1.7552, grad_norm: 3.4997 2022-02-28 18:02:12,475 - mmaction - INFO - Epoch [238][180/939] lr: 2.000e-02, eta: 4 days, 22:08:02, time: 1.195, data_time: 0.066, memory: 9654, top1_acc: 0.5916, top5_acc: 0.7973, loss_cls: 1.7549, loss: 1.7549, grad_norm: 3.5384 2022-02-28 18:02:37,252 - mmaction - INFO - Epoch [238][200/939] lr: 2.000e-02, eta: 4 days, 22:05:05, time: 1.239, data_time: 0.065, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7975, loss_cls: 1.7711, loss: 1.7711, grad_norm: 3.5524 2022-02-28 18:03:02,272 - mmaction - INFO - Epoch [238][220/939] lr: 2.000e-02, eta: 4 days, 22:02:10, time: 1.252, data_time: 0.067, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7963, loss_cls: 1.7994, loss: 1.7994, grad_norm: 3.5651 2022-02-28 18:03:28,058 - mmaction - INFO - Epoch [238][240/939] lr: 2.000e-02, eta: 4 days, 21:59:22, time: 1.288, data_time: 0.068, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7949, loss_cls: 1.7867, loss: 1.7867, grad_norm: 3.5793 2022-02-28 18:03:52,867 - mmaction - INFO - Epoch [238][260/939] lr: 2.000e-02, eta: 4 days, 21:56:26, time: 1.242, data_time: 0.076, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7973, loss_cls: 1.7946, loss: 1.7946, grad_norm: 3.5400 2022-02-28 18:04:18,191 - mmaction - INFO - Epoch [238][280/939] lr: 2.000e-02, eta: 4 days, 21:53:35, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7967, loss_cls: 1.7776, loss: 1.7776, grad_norm: 3.5642 2022-02-28 18:04:43,390 - mmaction - INFO - Epoch [238][300/939] lr: 2.000e-02, eta: 4 days, 21:50:42, time: 1.260, data_time: 0.060, memory: 9654, top1_acc: 0.6002, top5_acc: 0.8041, loss_cls: 1.7193, loss: 1.7193, grad_norm: 3.4578 2022-02-28 18:05:08,426 - mmaction - INFO - Epoch [238][320/939] lr: 2.000e-02, eta: 4 days, 21:47:49, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7885, loss_cls: 1.8086, loss: 1.8086, grad_norm: 3.5677 2022-02-28 18:05:33,068 - mmaction - INFO - Epoch [238][340/939] lr: 2.000e-02, eta: 4 days, 21:44:52, time: 1.232, data_time: 0.065, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7951, loss_cls: 1.7784, loss: 1.7784, grad_norm: 3.5425 2022-02-28 18:05:58,075 - mmaction - INFO - Epoch [238][360/939] lr: 2.000e-02, eta: 4 days, 21:41:59, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7967, loss_cls: 1.7869, loss: 1.7869, grad_norm: 3.5642 2022-02-28 18:06:22,232 - mmaction - INFO - Epoch [238][380/939] lr: 2.000e-02, eta: 4 days, 21:38:59, time: 1.209, data_time: 0.067, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8059, loss_cls: 1.7105, loss: 1.7105, grad_norm: 3.5146 2022-02-28 18:06:46,570 - mmaction - INFO - Epoch [238][400/939] lr: 2.000e-02, eta: 4 days, 21:36:00, time: 1.216, data_time: 0.069, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7887, loss_cls: 1.7851, loss: 1.7851, grad_norm: 3.5088 2022-02-28 18:07:11,558 - mmaction - INFO - Epoch [238][420/939] lr: 2.000e-02, eta: 4 days, 21:33:07, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7973, loss_cls: 1.7759, loss: 1.7759, grad_norm: 3.5012 2022-02-28 18:07:36,913 - mmaction - INFO - Epoch [238][440/939] lr: 2.000e-02, eta: 4 days, 21:30:18, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5781, top5_acc: 0.8010, loss_cls: 1.7782, loss: 1.7782, grad_norm: 3.5908 2022-02-28 18:08:02,115 - mmaction - INFO - Epoch [238][460/939] lr: 2.000e-02, eta: 4 days, 21:27:28, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7912, loss_cls: 1.8002, loss: 1.8002, grad_norm: 3.5814 2022-02-28 18:08:26,682 - mmaction - INFO - Epoch [238][480/939] lr: 2.000e-02, eta: 4 days, 21:24:32, time: 1.229, data_time: 0.066, memory: 9654, top1_acc: 0.5697, top5_acc: 0.7746, loss_cls: 1.8708, loss: 1.8708, grad_norm: 3.6289 2022-02-28 18:08:51,390 - mmaction - INFO - Epoch [238][500/939] lr: 2.000e-02, eta: 4 days, 21:21:38, time: 1.236, data_time: 0.064, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7904, loss_cls: 1.8006, loss: 1.8006, grad_norm: 3.5825 2022-02-28 18:09:16,398 - mmaction - INFO - Epoch [238][520/939] lr: 2.000e-02, eta: 4 days, 21:18:47, time: 1.250, data_time: 0.070, memory: 9654, top1_acc: 0.5744, top5_acc: 0.8055, loss_cls: 1.7842, loss: 1.7842, grad_norm: 3.6154 2022-02-28 18:09:41,215 - mmaction - INFO - Epoch [238][540/939] lr: 2.000e-02, eta: 4 days, 21:15:54, time: 1.241, data_time: 0.060, memory: 9654, top1_acc: 0.5934, top5_acc: 0.7982, loss_cls: 1.7517, loss: 1.7517, grad_norm: 3.5784 2022-02-28 18:10:06,027 - mmaction - INFO - Epoch [238][560/939] lr: 2.000e-02, eta: 4 days, 21:13:02, time: 1.241, data_time: 0.064, memory: 9654, top1_acc: 0.5578, top5_acc: 0.7811, loss_cls: 1.8545, loss: 1.8545, grad_norm: 3.6512 2022-02-28 18:10:31,593 - mmaction - INFO - Epoch [238][580/939] lr: 2.000e-02, eta: 4 days, 21:10:16, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7928, loss_cls: 1.8051, loss: 1.8051, grad_norm: 3.5765 2022-02-28 18:10:57,169 - mmaction - INFO - Epoch [238][600/939] lr: 2.000e-02, eta: 4 days, 21:07:30, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.5885, top5_acc: 0.7973, loss_cls: 1.7601, loss: 1.7601, grad_norm: 3.5770 2022-02-28 18:11:22,082 - mmaction - INFO - Epoch [238][620/939] lr: 2.000e-02, eta: 4 days, 21:04:40, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7961, loss_cls: 1.7810, loss: 1.7810, grad_norm: 3.6038 2022-02-28 18:11:47,416 - mmaction - INFO - Epoch [238][640/939] lr: 2.000e-02, eta: 4 days, 21:01:52, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8043, loss_cls: 1.7195, loss: 1.7195, grad_norm: 3.5760 2022-02-28 18:12:12,690 - mmaction - INFO - Epoch [238][660/939] lr: 2.000e-02, eta: 4 days, 20:59:05, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.5775, top5_acc: 0.7961, loss_cls: 1.7895, loss: 1.7895, grad_norm: 3.6385 2022-02-28 18:12:37,432 - mmaction - INFO - Epoch [238][680/939] lr: 2.000e-02, eta: 4 days, 20:56:14, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.5924, top5_acc: 0.8012, loss_cls: 1.7560, loss: 1.7560, grad_norm: 3.5500 2022-02-28 18:13:02,306 - mmaction - INFO - Epoch [238][700/939] lr: 2.000e-02, eta: 4 days, 20:53:23, time: 1.242, data_time: 0.068, memory: 9654, top1_acc: 0.5764, top5_acc: 0.8000, loss_cls: 1.7931, loss: 1.7931, grad_norm: 3.6043 2022-02-28 18:13:26,479 - mmaction - INFO - Epoch [238][720/939] lr: 2.000e-02, eta: 4 days, 20:50:27, time: 1.210, data_time: 0.067, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7988, loss_cls: 1.7844, loss: 1.7844, grad_norm: 3.6163 2022-02-28 18:13:50,740 - mmaction - INFO - Epoch [238][740/939] lr: 2.000e-02, eta: 4 days, 20:47:32, time: 1.213, data_time: 0.068, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7896, loss_cls: 1.8381, loss: 1.8381, grad_norm: 3.6697 2022-02-28 18:14:16,038 - mmaction - INFO - Epoch [238][760/939] lr: 2.000e-02, eta: 4 days, 20:44:46, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7904, loss_cls: 1.7959, loss: 1.7959, grad_norm: 3.5875 2022-02-28 18:14:40,818 - mmaction - INFO - Epoch [238][780/939] lr: 2.000e-02, eta: 4 days, 20:41:56, time: 1.238, data_time: 0.098, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7943, loss_cls: 1.7887, loss: 1.7887, grad_norm: 3.5451 2022-02-28 18:15:05,759 - mmaction - INFO - Epoch [238][800/939] lr: 2.000e-02, eta: 4 days, 20:39:08, time: 1.249, data_time: 0.110, memory: 9654, top1_acc: 0.5971, top5_acc: 0.7982, loss_cls: 1.7537, loss: 1.7537, grad_norm: 3.5647 2022-02-28 18:15:30,760 - mmaction - INFO - Epoch [238][820/939] lr: 2.000e-02, eta: 4 days, 20:36:20, time: 1.250, data_time: 0.137, memory: 9654, top1_acc: 0.5900, top5_acc: 0.8010, loss_cls: 1.7267, loss: 1.7267, grad_norm: 3.5336 2022-02-28 18:15:55,946 - mmaction - INFO - Epoch [238][840/939] lr: 2.000e-02, eta: 4 days, 20:33:34, time: 1.259, data_time: 0.149, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7877, loss_cls: 1.8182, loss: 1.8182, grad_norm: 3.5903 2022-02-28 18:16:20,941 - mmaction - INFO - Epoch [238][860/939] lr: 2.000e-02, eta: 4 days, 20:30:46, time: 1.250, data_time: 0.151, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7945, loss_cls: 1.7800, loss: 1.7800, grad_norm: 3.5630 2022-02-28 18:16:45,806 - mmaction - INFO - Epoch [238][880/939] lr: 2.000e-02, eta: 4 days, 20:27:58, time: 1.243, data_time: 0.119, memory: 9654, top1_acc: 0.5709, top5_acc: 0.7840, loss_cls: 1.8396, loss: 1.8396, grad_norm: 3.6144 2022-02-28 18:17:10,612 - mmaction - INFO - Epoch [238][900/939] lr: 2.000e-02, eta: 4 days, 20:25:10, time: 1.241, data_time: 0.134, memory: 9654, top1_acc: 0.5773, top5_acc: 0.8004, loss_cls: 1.7863, loss: 1.7863, grad_norm: 3.5879 2022-02-28 18:17:34,445 - mmaction - INFO - Epoch [238][920/939] lr: 2.000e-02, eta: 4 days, 20:22:13, time: 1.192, data_time: 0.070, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7916, loss_cls: 1.8189, loss: 1.8189, grad_norm: 3.5739 2022-02-28 18:17:59,902 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 18:19:40,242 - mmaction - INFO - Epoch [239][20/939] lr: 2.000e-02, eta: 4 days, 20:24:09, time: 5.016, data_time: 3.694, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8002, loss_cls: 1.7347, loss: 1.7347, grad_norm: 3.5056 2022-02-28 18:20:04,902 - mmaction - INFO - Epoch [239][40/939] lr: 2.000e-02, eta: 4 days, 20:21:20, time: 1.232, data_time: 0.079, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7975, loss_cls: 1.7767, loss: 1.7767, grad_norm: 3.5306 2022-02-28 18:20:29,791 - mmaction - INFO - Epoch [239][60/939] lr: 2.000e-02, eta: 4 days, 20:18:33, time: 1.245, data_time: 0.066, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7908, loss_cls: 1.8192, loss: 1.8192, grad_norm: 3.5778 2022-02-28 18:20:54,764 - mmaction - INFO - Epoch [239][80/939] lr: 2.000e-02, eta: 4 days, 20:15:47, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8051, loss_cls: 1.7236, loss: 1.7236, grad_norm: 3.4773 2022-02-28 18:21:19,560 - mmaction - INFO - Epoch [239][100/939] lr: 2.000e-02, eta: 4 days, 20:13:00, time: 1.240, data_time: 0.070, memory: 9654, top1_acc: 0.5748, top5_acc: 0.8033, loss_cls: 1.7686, loss: 1.7686, grad_norm: 3.5860 2022-02-28 18:21:43,833 - mmaction - INFO - Epoch [239][120/939] lr: 2.000e-02, eta: 4 days, 20:10:08, time: 1.214, data_time: 0.067, memory: 9654, top1_acc: 0.5932, top5_acc: 0.7969, loss_cls: 1.7488, loss: 1.7488, grad_norm: 3.5374 2022-02-28 18:22:08,914 - mmaction - INFO - Epoch [239][140/939] lr: 2.000e-02, eta: 4 days, 20:07:23, time: 1.253, data_time: 0.071, memory: 9654, top1_acc: 0.5967, top5_acc: 0.8096, loss_cls: 1.6889, loss: 1.6889, grad_norm: 3.4793 2022-02-28 18:22:33,251 - mmaction - INFO - Epoch [239][160/939] lr: 2.000e-02, eta: 4 days, 20:04:33, time: 1.217, data_time: 0.069, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7967, loss_cls: 1.7867, loss: 1.7867, grad_norm: 3.6215 2022-02-28 18:22:58,651 - mmaction - INFO - Epoch [239][180/939] lr: 2.000e-02, eta: 4 days, 20:01:52, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7994, loss_cls: 1.7915, loss: 1.7915, grad_norm: 3.5710 2022-02-28 18:23:22,890 - mmaction - INFO - Epoch [239][200/939] lr: 2.000e-02, eta: 4 days, 19:59:01, time: 1.212, data_time: 0.064, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8000, loss_cls: 1.7646, loss: 1.7646, grad_norm: 3.5958 2022-02-28 18:23:48,597 - mmaction - INFO - Epoch [239][220/939] lr: 2.000e-02, eta: 4 days, 19:56:22, time: 1.286, data_time: 0.078, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8004, loss_cls: 1.7582, loss: 1.7582, grad_norm: 3.5860 2022-02-28 18:24:13,225 - mmaction - INFO - Epoch [239][240/939] lr: 2.000e-02, eta: 4 days, 19:53:35, time: 1.231, data_time: 0.068, memory: 9654, top1_acc: 0.5889, top5_acc: 0.8021, loss_cls: 1.7711, loss: 1.7711, grad_norm: 3.5578 2022-02-28 18:24:38,526 - mmaction - INFO - Epoch [239][260/939] lr: 2.000e-02, eta: 4 days, 19:50:54, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.5748, top5_acc: 0.7914, loss_cls: 1.8092, loss: 1.8092, grad_norm: 3.5966 2022-02-28 18:25:03,464 - mmaction - INFO - Epoch [239][280/939] lr: 2.000e-02, eta: 4 days, 19:48:10, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7926, loss_cls: 1.8007, loss: 1.8007, grad_norm: 3.5616 2022-02-28 18:25:28,609 - mmaction - INFO - Epoch [239][300/939] lr: 2.000e-02, eta: 4 days, 19:45:27, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.5912, top5_acc: 0.8063, loss_cls: 1.7371, loss: 1.7371, grad_norm: 3.5069 2022-02-28 18:25:53,613 - mmaction - INFO - Epoch [239][320/939] lr: 2.000e-02, eta: 4 days, 19:42:44, time: 1.251, data_time: 0.067, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7951, loss_cls: 1.7922, loss: 1.7922, grad_norm: 3.5805 2022-02-28 18:26:18,552 - mmaction - INFO - Epoch [239][340/939] lr: 2.000e-02, eta: 4 days, 19:40:01, time: 1.247, data_time: 0.070, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7936, loss_cls: 1.8059, loss: 1.8059, grad_norm: 3.6092 2022-02-28 18:26:43,350 - mmaction - INFO - Epoch [239][360/939] lr: 2.000e-02, eta: 4 days, 19:37:17, time: 1.241, data_time: 0.064, memory: 9654, top1_acc: 0.5953, top5_acc: 0.7971, loss_cls: 1.7438, loss: 1.7438, grad_norm: 3.4926 2022-02-28 18:27:08,222 - mmaction - INFO - Epoch [239][380/939] lr: 2.000e-02, eta: 4 days, 19:34:33, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8018, loss_cls: 1.7399, loss: 1.7399, grad_norm: 3.5178 2022-02-28 18:27:32,800 - mmaction - INFO - Epoch [239][400/939] lr: 2.000e-02, eta: 4 days, 19:31:47, time: 1.228, data_time: 0.067, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7924, loss_cls: 1.8163, loss: 1.8163, grad_norm: 3.6518 2022-02-28 18:27:57,286 - mmaction - INFO - Epoch [239][420/939] lr: 2.000e-02, eta: 4 days, 19:29:01, time: 1.224, data_time: 0.067, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7941, loss_cls: 1.7864, loss: 1.7864, grad_norm: 3.6091 2022-02-28 18:28:22,266 - mmaction - INFO - Epoch [239][440/939] lr: 2.000e-02, eta: 4 days, 19:26:19, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.5889, top5_acc: 0.7998, loss_cls: 1.7634, loss: 1.7634, grad_norm: 3.5012 2022-02-28 18:28:47,054 - mmaction - INFO - Epoch [239][460/939] lr: 2.000e-02, eta: 4 days, 19:23:36, time: 1.239, data_time: 0.068, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7828, loss_cls: 1.8378, loss: 1.8378, grad_norm: 3.5861 2022-02-28 18:29:12,275 - mmaction - INFO - Epoch [239][480/939] lr: 2.000e-02, eta: 4 days, 19:20:56, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7842, loss_cls: 1.8091, loss: 1.8091, grad_norm: 3.5712 2022-02-28 18:29:36,871 - mmaction - INFO - Epoch [239][500/939] lr: 2.000e-02, eta: 4 days, 19:18:11, time: 1.229, data_time: 0.060, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7953, loss_cls: 1.7776, loss: 1.7776, grad_norm: 3.5690 2022-02-28 18:30:02,296 - mmaction - INFO - Epoch [239][520/939] lr: 2.000e-02, eta: 4 days, 19:15:34, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8025, loss_cls: 1.7596, loss: 1.7596, grad_norm: 3.6062 2022-02-28 18:30:27,716 - mmaction - INFO - Epoch [239][540/939] lr: 2.000e-02, eta: 4 days, 19:12:57, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7896, loss_cls: 1.8073, loss: 1.8073, grad_norm: 3.5751 2022-02-28 18:30:54,425 - mmaction - INFO - Epoch [239][560/939] lr: 2.000e-02, eta: 4 days, 19:10:31, time: 1.336, data_time: 0.070, memory: 9654, top1_acc: 0.5943, top5_acc: 0.7963, loss_cls: 1.7658, loss: 1.7658, grad_norm: 3.5692 2022-02-28 18:31:19,360 - mmaction - INFO - Epoch [239][580/939] lr: 2.000e-02, eta: 4 days, 19:07:50, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7902, loss_cls: 1.8236, loss: 1.8236, grad_norm: 3.5978 2022-02-28 18:31:44,059 - mmaction - INFO - Epoch [239][600/939] lr: 2.000e-02, eta: 4 days, 19:05:07, time: 1.236, data_time: 0.068, memory: 9654, top1_acc: 0.6041, top5_acc: 0.8035, loss_cls: 1.7244, loss: 1.7244, grad_norm: 3.5010 2022-02-28 18:32:09,364 - mmaction - INFO - Epoch [239][620/939] lr: 2.000e-02, eta: 4 days, 19:02:30, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8043, loss_cls: 1.7680, loss: 1.7680, grad_norm: 3.5510 2022-02-28 18:32:34,430 - mmaction - INFO - Epoch [239][640/939] lr: 2.000e-02, eta: 4 days, 18:59:51, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7928, loss_cls: 1.7896, loss: 1.7896, grad_norm: 3.6132 2022-02-28 18:32:59,063 - mmaction - INFO - Epoch [239][660/939] lr: 2.000e-02, eta: 4 days, 18:57:08, time: 1.231, data_time: 0.069, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8072, loss_cls: 1.7338, loss: 1.7338, grad_norm: 3.5477 2022-02-28 18:33:23,592 - mmaction - INFO - Epoch [239][680/939] lr: 2.000e-02, eta: 4 days, 18:54:25, time: 1.227, data_time: 0.067, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7939, loss_cls: 1.8070, loss: 1.8070, grad_norm: 3.6963 2022-02-28 18:33:48,631 - mmaction - INFO - Epoch [239][700/939] lr: 2.000e-02, eta: 4 days, 18:51:46, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7902, loss_cls: 1.7831, loss: 1.7831, grad_norm: 3.5765 2022-02-28 18:34:14,102 - mmaction - INFO - Epoch [239][720/939] lr: 2.000e-02, eta: 4 days, 18:49:11, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7955, loss_cls: 1.7762, loss: 1.7762, grad_norm: 3.5343 2022-02-28 18:34:39,094 - mmaction - INFO - Epoch [239][740/939] lr: 2.000e-02, eta: 4 days, 18:46:32, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7959, loss_cls: 1.7817, loss: 1.7817, grad_norm: 3.5390 2022-02-28 18:35:03,601 - mmaction - INFO - Epoch [239][760/939] lr: 2.000e-02, eta: 4 days, 18:43:50, time: 1.225, data_time: 0.068, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7887, loss_cls: 1.8272, loss: 1.8272, grad_norm: 3.6073 2022-02-28 18:35:28,654 - mmaction - INFO - Epoch [239][780/939] lr: 2.000e-02, eta: 4 days, 18:41:12, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7891, loss_cls: 1.7978, loss: 1.7978, grad_norm: 3.5547 2022-02-28 18:35:53,841 - mmaction - INFO - Epoch [239][800/939] lr: 2.000e-02, eta: 4 days, 18:38:36, time: 1.260, data_time: 0.071, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7883, loss_cls: 1.8019, loss: 1.8019, grad_norm: 3.5642 2022-02-28 18:36:18,318 - mmaction - INFO - Epoch [239][820/939] lr: 2.000e-02, eta: 4 days, 18:35:54, time: 1.223, data_time: 0.065, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7939, loss_cls: 1.8016, loss: 1.8016, grad_norm: 3.6332 2022-02-28 18:36:43,415 - mmaction - INFO - Epoch [239][840/939] lr: 2.000e-02, eta: 4 days, 18:33:17, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7957, loss_cls: 1.7764, loss: 1.7764, grad_norm: 3.5199 2022-02-28 18:37:08,869 - mmaction - INFO - Epoch [239][860/939] lr: 2.000e-02, eta: 4 days, 18:30:43, time: 1.272, data_time: 0.074, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7918, loss_cls: 1.7883, loss: 1.7883, grad_norm: 3.5969 2022-02-28 18:37:33,873 - mmaction - INFO - Epoch [239][880/939] lr: 2.000e-02, eta: 4 days, 18:28:06, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7975, loss_cls: 1.8027, loss: 1.8027, grad_norm: 3.6550 2022-02-28 18:37:59,366 - mmaction - INFO - Epoch [239][900/939] lr: 2.000e-02, eta: 4 days, 18:25:33, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.5645, top5_acc: 0.7887, loss_cls: 1.8354, loss: 1.8354, grad_norm: 3.6039 2022-02-28 18:38:23,819 - mmaction - INFO - Epoch [239][920/939] lr: 2.000e-02, eta: 4 days, 18:22:52, time: 1.222, data_time: 0.065, memory: 9654, top1_acc: 0.5693, top5_acc: 0.7902, loss_cls: 1.8254, loss: 1.8254, grad_norm: 3.5659 2022-02-28 18:38:52,130 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 18:40:58,831 - mmaction - INFO - Epoch [240][20/939] lr: 2.000e-02, eta: 4 days, 18:28:25, time: 6.333, data_time: 5.081, memory: 9654, top1_acc: 0.5861, top5_acc: 0.7975, loss_cls: 1.7588, loss: 1.7588, grad_norm: 3.4882 2022-02-28 18:41:23,648 - mmaction - INFO - Epoch [240][40/939] lr: 2.000e-02, eta: 4 days, 18:25:47, time: 1.242, data_time: 0.079, memory: 9654, top1_acc: 0.5990, top5_acc: 0.8063, loss_cls: 1.7043, loss: 1.7043, grad_norm: 3.5237 2022-02-28 18:41:48,326 - mmaction - INFO - Epoch [240][60/939] lr: 2.000e-02, eta: 4 days, 18:23:08, time: 1.234, data_time: 0.071, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7848, loss_cls: 1.8508, loss: 1.8508, grad_norm: 3.5914 2022-02-28 18:42:13,165 - mmaction - INFO - Epoch [240][80/939] lr: 2.000e-02, eta: 4 days, 18:20:30, time: 1.241, data_time: 0.066, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7937, loss_cls: 1.7759, loss: 1.7759, grad_norm: 3.5512 2022-02-28 18:42:37,915 - mmaction - INFO - Epoch [240][100/939] lr: 2.000e-02, eta: 4 days, 18:17:52, time: 1.237, data_time: 0.067, memory: 9654, top1_acc: 0.5982, top5_acc: 0.8025, loss_cls: 1.7318, loss: 1.7318, grad_norm: 3.5083 2022-02-28 18:43:03,000 - mmaction - INFO - Epoch [240][120/939] lr: 2.000e-02, eta: 4 days, 18:15:17, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7980, loss_cls: 1.7756, loss: 1.7756, grad_norm: 3.5704 2022-02-28 18:43:28,389 - mmaction - INFO - Epoch [240][140/939] lr: 2.000e-02, eta: 4 days, 18:12:44, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.5916, top5_acc: 0.8023, loss_cls: 1.7431, loss: 1.7431, grad_norm: 3.5414 2022-02-28 18:43:53,540 - mmaction - INFO - Epoch [240][160/939] lr: 2.000e-02, eta: 4 days, 18:10:10, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8000, loss_cls: 1.7596, loss: 1.7596, grad_norm: 3.5006 2022-02-28 18:44:18,454 - mmaction - INFO - Epoch [240][180/939] lr: 2.000e-02, eta: 4 days, 18:07:34, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7922, loss_cls: 1.8224, loss: 1.8224, grad_norm: 3.6159 2022-02-28 18:44:43,261 - mmaction - INFO - Epoch [240][200/939] lr: 2.000e-02, eta: 4 days, 18:04:58, time: 1.241, data_time: 0.067, memory: 9654, top1_acc: 0.5959, top5_acc: 0.8025, loss_cls: 1.7219, loss: 1.7219, grad_norm: 3.4996 2022-02-28 18:45:07,737 - mmaction - INFO - Epoch [240][220/939] lr: 2.000e-02, eta: 4 days, 18:02:18, time: 1.223, data_time: 0.068, memory: 9654, top1_acc: 0.5928, top5_acc: 0.7994, loss_cls: 1.7383, loss: 1.7383, grad_norm: 3.5754 2022-02-28 18:45:32,296 - mmaction - INFO - Epoch [240][240/939] lr: 2.000e-02, eta: 4 days, 17:59:40, time: 1.228, data_time: 0.067, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7959, loss_cls: 1.7634, loss: 1.7634, grad_norm: 3.6908 2022-02-28 18:45:57,456 - mmaction - INFO - Epoch [240][260/939] lr: 2.000e-02, eta: 4 days, 17:57:07, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7904, loss_cls: 1.8112, loss: 1.8112, grad_norm: 3.6008 2022-02-28 18:46:21,774 - mmaction - INFO - Epoch [240][280/939] lr: 2.000e-02, eta: 4 days, 17:54:27, time: 1.216, data_time: 0.071, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7961, loss_cls: 1.7937, loss: 1.7937, grad_norm: 3.6097 2022-02-28 18:46:46,628 - mmaction - INFO - Epoch [240][300/939] lr: 2.000e-02, eta: 4 days, 17:51:52, time: 1.243, data_time: 0.069, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7930, loss_cls: 1.7507, loss: 1.7507, grad_norm: 3.4996 2022-02-28 18:47:12,387 - mmaction - INFO - Epoch [240][320/939] lr: 2.000e-02, eta: 4 days, 17:49:24, time: 1.288, data_time: 0.067, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7924, loss_cls: 1.7949, loss: 1.7949, grad_norm: 3.5258 2022-02-28 18:47:37,023 - mmaction - INFO - Epoch [240][340/939] lr: 2.000e-02, eta: 4 days, 17:46:48, time: 1.231, data_time: 0.067, memory: 9654, top1_acc: 0.6002, top5_acc: 0.8043, loss_cls: 1.7198, loss: 1.7198, grad_norm: 3.5295 2022-02-28 18:48:02,176 - mmaction - INFO - Epoch [240][360/939] lr: 2.000e-02, eta: 4 days, 17:44:15, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7990, loss_cls: 1.7634, loss: 1.7634, grad_norm: 3.6177 2022-02-28 18:48:26,756 - mmaction - INFO - Epoch [240][380/939] lr: 2.000e-02, eta: 4 days, 17:41:39, time: 1.230, data_time: 0.064, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7939, loss_cls: 1.7874, loss: 1.7874, grad_norm: 3.5298 2022-02-28 18:48:51,801 - mmaction - INFO - Epoch [240][400/939] lr: 2.000e-02, eta: 4 days, 17:39:06, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.5807, top5_acc: 0.8010, loss_cls: 1.7687, loss: 1.7687, grad_norm: 3.5611 2022-02-28 18:49:16,380 - mmaction - INFO - Epoch [240][420/939] lr: 2.000e-02, eta: 4 days, 17:36:30, time: 1.230, data_time: 0.068, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8027, loss_cls: 1.7842, loss: 1.7842, grad_norm: 3.5713 2022-02-28 18:49:41,335 - mmaction - INFO - Epoch [240][440/939] lr: 2.000e-02, eta: 4 days, 17:33:57, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.5889, top5_acc: 0.8064, loss_cls: 1.7532, loss: 1.7532, grad_norm: 3.5572 2022-02-28 18:50:06,613 - mmaction - INFO - Epoch [240][460/939] lr: 2.000e-02, eta: 4 days, 17:31:27, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.5818, top5_acc: 0.7963, loss_cls: 1.8040, loss: 1.8040, grad_norm: 3.6128 2022-02-28 18:50:31,719 - mmaction - INFO - Epoch [240][480/939] lr: 2.000e-02, eta: 4 days, 17:28:55, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7881, loss_cls: 1.7787, loss: 1.7787, grad_norm: 3.5569 2022-02-28 18:50:57,257 - mmaction - INFO - Epoch [240][500/939] lr: 2.000e-02, eta: 4 days, 17:26:27, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7951, loss_cls: 1.7947, loss: 1.7947, grad_norm: 3.6163 2022-02-28 18:51:22,385 - mmaction - INFO - Epoch [240][520/939] lr: 2.000e-02, eta: 4 days, 17:23:57, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.5857, top5_acc: 0.8010, loss_cls: 1.7714, loss: 1.7714, grad_norm: 3.5707 2022-02-28 18:51:47,387 - mmaction - INFO - Epoch [240][540/939] lr: 2.000e-02, eta: 4 days, 17:21:25, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.5787, top5_acc: 0.7873, loss_cls: 1.8192, loss: 1.8192, grad_norm: 3.5649 2022-02-28 18:52:12,646 - mmaction - INFO - Epoch [240][560/939] lr: 2.000e-02, eta: 4 days, 17:18:56, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8043, loss_cls: 1.7602, loss: 1.7602, grad_norm: 3.5533 2022-02-28 18:52:37,483 - mmaction - INFO - Epoch [240][580/939] lr: 2.000e-02, eta: 4 days, 17:16:23, time: 1.241, data_time: 0.064, memory: 9654, top1_acc: 0.5701, top5_acc: 0.7877, loss_cls: 1.8367, loss: 1.8367, grad_norm: 3.5536 2022-02-28 18:53:02,401 - mmaction - INFO - Epoch [240][600/939] lr: 2.000e-02, eta: 4 days, 17:13:51, time: 1.246, data_time: 0.062, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7920, loss_cls: 1.8111, loss: 1.8111, grad_norm: 3.5593 2022-02-28 18:53:27,098 - mmaction - INFO - Epoch [240][620/939] lr: 2.000e-02, eta: 4 days, 17:11:18, time: 1.236, data_time: 0.067, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7893, loss_cls: 1.8131, loss: 1.8131, grad_norm: 3.5501 2022-02-28 18:53:51,909 - mmaction - INFO - Epoch [240][640/939] lr: 2.000e-02, eta: 4 days, 17:08:45, time: 1.238, data_time: 0.067, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7949, loss_cls: 1.8130, loss: 1.8130, grad_norm: 3.6068 2022-02-28 18:54:17,449 - mmaction - INFO - Epoch [240][660/939] lr: 2.000e-02, eta: 4 days, 17:06:19, time: 1.276, data_time: 0.069, memory: 9654, top1_acc: 0.5764, top5_acc: 0.8043, loss_cls: 1.7846, loss: 1.7846, grad_norm: 3.6385 2022-02-28 18:54:43,217 - mmaction - INFO - Epoch [240][680/939] lr: 2.000e-02, eta: 4 days, 17:03:55, time: 1.290, data_time: 0.069, memory: 9654, top1_acc: 0.5660, top5_acc: 0.7842, loss_cls: 1.8479, loss: 1.8479, grad_norm: 3.6501 2022-02-28 18:55:07,923 - mmaction - INFO - Epoch [240][700/939] lr: 2.000e-02, eta: 4 days, 17:01:23, time: 1.235, data_time: 0.071, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7896, loss_cls: 1.7975, loss: 1.7975, grad_norm: 3.5739 2022-02-28 18:55:33,154 - mmaction - INFO - Epoch [240][720/939] lr: 2.000e-02, eta: 4 days, 16:58:55, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7957, loss_cls: 1.7911, loss: 1.7911, grad_norm: 3.6039 2022-02-28 18:55:57,715 - mmaction - INFO - Epoch [240][740/939] lr: 2.000e-02, eta: 4 days, 16:56:21, time: 1.228, data_time: 0.070, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7955, loss_cls: 1.8063, loss: 1.8063, grad_norm: 3.6120 2022-02-28 18:56:22,222 - mmaction - INFO - Epoch [240][760/939] lr: 2.000e-02, eta: 4 days, 16:53:48, time: 1.226, data_time: 0.067, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7852, loss_cls: 1.8540, loss: 1.8540, grad_norm: 3.6912 2022-02-28 18:56:47,144 - mmaction - INFO - Epoch [240][780/939] lr: 2.000e-02, eta: 4 days, 16:51:18, time: 1.245, data_time: 0.067, memory: 9654, top1_acc: 0.5811, top5_acc: 0.8010, loss_cls: 1.7714, loss: 1.7714, grad_norm: 3.5003 2022-02-28 18:57:12,197 - mmaction - INFO - Epoch [240][800/939] lr: 2.000e-02, eta: 4 days, 16:48:49, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7928, loss_cls: 1.8209, loss: 1.8209, grad_norm: 3.5572 2022-02-28 18:57:36,687 - mmaction - INFO - Epoch [240][820/939] lr: 2.000e-02, eta: 4 days, 16:46:16, time: 1.223, data_time: 0.075, memory: 9654, top1_acc: 0.5932, top5_acc: 0.7937, loss_cls: 1.7739, loss: 1.7739, grad_norm: 3.5399 2022-02-28 18:58:01,257 - mmaction - INFO - Epoch [240][840/939] lr: 2.000e-02, eta: 4 days, 16:43:44, time: 1.229, data_time: 0.064, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7980, loss_cls: 1.7671, loss: 1.7671, grad_norm: 3.5530 2022-02-28 18:58:25,113 - mmaction - INFO - Epoch [240][860/939] lr: 2.000e-02, eta: 4 days, 16:41:06, time: 1.193, data_time: 0.070, memory: 9654, top1_acc: 0.5920, top5_acc: 0.7937, loss_cls: 1.7965, loss: 1.7965, grad_norm: 3.5356 2022-02-28 18:58:51,089 - mmaction - INFO - Epoch [240][880/939] lr: 2.000e-02, eta: 4 days, 16:38:45, time: 1.299, data_time: 0.064, memory: 9654, top1_acc: 0.5877, top5_acc: 0.8014, loss_cls: 1.7599, loss: 1.7599, grad_norm: 3.4577 2022-02-28 18:59:15,781 - mmaction - INFO - Epoch [240][900/939] lr: 2.000e-02, eta: 4 days, 16:36:15, time: 1.234, data_time: 0.067, memory: 9654, top1_acc: 0.5861, top5_acc: 0.7918, loss_cls: 1.7773, loss: 1.7773, grad_norm: 3.5605 2022-02-28 18:59:41,556 - mmaction - INFO - Epoch [240][920/939] lr: 2.000e-02, eta: 4 days, 16:33:53, time: 1.288, data_time: 0.070, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7863, loss_cls: 1.8332, loss: 1.8332, grad_norm: 3.6090 2022-02-28 19:00:07,680 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 19:00:07,763 - mmaction - INFO - 110 BN found 2022-02-28 19:04:35,643 - mmaction - INFO - BN stats updated 2022-02-28 19:04:37,648 - mmaction - INFO - Saving checkpoint at 240 epochs 2022-02-28 19:08:04,628 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 19:08:05,465 - mmaction - INFO - top1_acc 0.6257 top5_acc 0.8446 2022-02-28 19:08:05,466 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 19:08:05,501 - mmaction - INFO - mean_acc 0.6256 2022-02-28 19:08:05,502 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_234.pth was removed 2022-02-28 19:08:07,604 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_240.pth. 2022-02-28 19:08:07,604 - mmaction - INFO - Best top1_acc is 0.6257 at 240 epoch. 2022-02-28 19:08:07,623 - mmaction - INFO - Epoch(val) [240][155] top1_acc: 0.6257, top5_acc: 0.8446, mean_class_accuracy: 0.6256 2022-02-28 19:08:08,564 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 19:09:36,704 - mmaction - INFO - Epoch [241][20/939] lr: 2.000e-02, eta: 4 days, 16:34:14, time: 4.406, data_time: 3.332, memory: 9654, top1_acc: 0.6082, top5_acc: 0.8090, loss_cls: 1.6906, loss: 1.6906, grad_norm: 3.4874 2022-02-28 19:10:01,618 - mmaction - INFO - Epoch [241][40/939] lr: 2.000e-02, eta: 4 days, 16:31:46, time: 1.246, data_time: 0.112, memory: 9654, top1_acc: 0.6025, top5_acc: 0.8088, loss_cls: 1.6799, loss: 1.6799, grad_norm: 3.4924 2022-02-28 19:10:26,979 - mmaction - INFO - Epoch [241][60/939] lr: 2.000e-02, eta: 4 days, 16:29:21, time: 1.268, data_time: 0.080, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8080, loss_cls: 1.7208, loss: 1.7208, grad_norm: 3.5412 2022-02-28 19:10:51,696 - mmaction - INFO - Epoch [241][80/939] lr: 2.000e-02, eta: 4 days, 16:26:51, time: 1.236, data_time: 0.065, memory: 9654, top1_acc: 0.5879, top5_acc: 0.8002, loss_cls: 1.7392, loss: 1.7392, grad_norm: 3.5409 2022-02-28 19:11:16,437 - mmaction - INFO - Epoch [241][100/939] lr: 2.000e-02, eta: 4 days, 16:24:22, time: 1.237, data_time: 0.072, memory: 9654, top1_acc: 0.5963, top5_acc: 0.8063, loss_cls: 1.7297, loss: 1.7297, grad_norm: 3.5237 2022-02-28 19:11:41,797 - mmaction - INFO - Epoch [241][120/939] lr: 2.000e-02, eta: 4 days, 16:21:58, time: 1.268, data_time: 0.090, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7916, loss_cls: 1.8128, loss: 1.8128, grad_norm: 3.5791 2022-02-28 19:12:06,932 - mmaction - INFO - Epoch [241][140/939] lr: 2.000e-02, eta: 4 days, 16:19:32, time: 1.256, data_time: 0.061, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7963, loss_cls: 1.7352, loss: 1.7352, grad_norm: 3.5154 2022-02-28 19:12:31,779 - mmaction - INFO - Epoch [241][160/939] lr: 2.000e-02, eta: 4 days, 16:17:04, time: 1.243, data_time: 0.071, memory: 9654, top1_acc: 0.5885, top5_acc: 0.7967, loss_cls: 1.7778, loss: 1.7778, grad_norm: 3.5609 2022-02-28 19:12:57,166 - mmaction - INFO - Epoch [241][180/939] lr: 2.000e-02, eta: 4 days, 16:14:40, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7949, loss_cls: 1.7754, loss: 1.7754, grad_norm: 3.6151 2022-02-28 19:13:21,866 - mmaction - INFO - Epoch [241][200/939] lr: 2.000e-02, eta: 4 days, 16:12:12, time: 1.235, data_time: 0.069, memory: 9654, top1_acc: 0.5777, top5_acc: 0.8010, loss_cls: 1.7984, loss: 1.7984, grad_norm: 3.6032 2022-02-28 19:13:46,529 - mmaction - INFO - Epoch [241][220/939] lr: 2.000e-02, eta: 4 days, 16:09:43, time: 1.234, data_time: 0.064, memory: 9654, top1_acc: 0.5705, top5_acc: 0.7887, loss_cls: 1.8153, loss: 1.8153, grad_norm: 3.6043 2022-02-28 19:14:12,217 - mmaction - INFO - Epoch [241][240/939] lr: 2.000e-02, eta: 4 days, 16:07:22, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.5896, top5_acc: 0.8051, loss_cls: 1.7240, loss: 1.7240, grad_norm: 3.5286 2022-02-28 19:14:36,408 - mmaction - INFO - Epoch [241][260/939] lr: 2.000e-02, eta: 4 days, 16:04:50, time: 1.209, data_time: 0.068, memory: 9654, top1_acc: 0.5811, top5_acc: 0.7992, loss_cls: 1.7761, loss: 1.7761, grad_norm: 3.5940 2022-02-28 19:15:01,352 - mmaction - INFO - Epoch [241][280/939] lr: 2.000e-02, eta: 4 days, 16:02:24, time: 1.248, data_time: 0.068, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7906, loss_cls: 1.8230, loss: 1.8230, grad_norm: 3.6565 2022-02-28 19:15:26,027 - mmaction - INFO - Epoch [241][300/939] lr: 2.000e-02, eta: 4 days, 15:59:57, time: 1.234, data_time: 0.068, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8008, loss_cls: 1.7584, loss: 1.7584, grad_norm: 3.5889 2022-02-28 19:15:51,000 - mmaction - INFO - Epoch [241][320/939] lr: 2.000e-02, eta: 4 days, 15:57:31, time: 1.248, data_time: 0.068, memory: 9654, top1_acc: 0.5865, top5_acc: 0.8102, loss_cls: 1.7165, loss: 1.7165, grad_norm: 3.5634 2022-02-28 19:16:15,813 - mmaction - INFO - Epoch [241][340/939] lr: 2.000e-02, eta: 4 days, 15:55:05, time: 1.241, data_time: 0.063, memory: 9654, top1_acc: 0.5920, top5_acc: 0.7971, loss_cls: 1.7504, loss: 1.7504, grad_norm: 3.5470 2022-02-28 19:16:40,209 - mmaction - INFO - Epoch [241][360/939] lr: 2.000e-02, eta: 4 days, 15:52:35, time: 1.220, data_time: 0.071, memory: 9654, top1_acc: 0.5814, top5_acc: 0.8033, loss_cls: 1.7388, loss: 1.7388, grad_norm: 3.5903 2022-02-28 19:17:05,846 - mmaction - INFO - Epoch [241][380/939] lr: 2.000e-02, eta: 4 days, 15:50:15, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7926, loss_cls: 1.7851, loss: 1.7851, grad_norm: 3.5881 2022-02-28 19:17:30,193 - mmaction - INFO - Epoch [241][400/939] lr: 2.000e-02, eta: 4 days, 15:47:45, time: 1.217, data_time: 0.072, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8049, loss_cls: 1.7391, loss: 1.7391, grad_norm: 3.5256 2022-02-28 19:17:54,768 - mmaction - INFO - Epoch [241][420/939] lr: 2.000e-02, eta: 4 days, 15:45:18, time: 1.230, data_time: 0.077, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7865, loss_cls: 1.8018, loss: 1.8018, grad_norm: 3.5746 2022-02-28 19:18:20,110 - mmaction - INFO - Epoch [241][440/939] lr: 2.000e-02, eta: 4 days, 15:42:57, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.5916, top5_acc: 0.8002, loss_cls: 1.7601, loss: 1.7601, grad_norm: 3.6204 2022-02-28 19:18:45,272 - mmaction - INFO - Epoch [241][460/939] lr: 2.000e-02, eta: 4 days, 15:40:34, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7996, loss_cls: 1.7742, loss: 1.7742, grad_norm: 3.6248 2022-02-28 19:19:10,669 - mmaction - INFO - Epoch [241][480/939] lr: 2.000e-02, eta: 4 days, 15:38:13, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7885, loss_cls: 1.7903, loss: 1.7903, grad_norm: 3.5435 2022-02-28 19:19:35,819 - mmaction - INFO - Epoch [241][500/939] lr: 2.000e-02, eta: 4 days, 15:35:51, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7953, loss_cls: 1.7407, loss: 1.7407, grad_norm: 3.5459 2022-02-28 19:20:01,107 - mmaction - INFO - Epoch [241][520/939] lr: 2.000e-02, eta: 4 days, 15:33:29, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.5811, top5_acc: 0.7830, loss_cls: 1.8241, loss: 1.8241, grad_norm: 3.5457 2022-02-28 19:20:26,510 - mmaction - INFO - Epoch [241][540/939] lr: 2.000e-02, eta: 4 days, 15:31:09, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7926, loss_cls: 1.7718, loss: 1.7718, grad_norm: 3.5594 2022-02-28 19:20:52,092 - mmaction - INFO - Epoch [241][560/939] lr: 2.000e-02, eta: 4 days, 15:28:51, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7920, loss_cls: 1.8056, loss: 1.8056, grad_norm: 3.6057 2022-02-28 19:21:16,751 - mmaction - INFO - Epoch [241][580/939] lr: 2.000e-02, eta: 4 days, 15:26:25, time: 1.233, data_time: 0.065, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7955, loss_cls: 1.7739, loss: 1.7739, grad_norm: 3.5807 2022-02-28 19:21:41,085 - mmaction - INFO - Epoch [241][600/939] lr: 2.000e-02, eta: 4 days, 15:23:57, time: 1.216, data_time: 0.067, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7982, loss_cls: 1.7783, loss: 1.7783, grad_norm: 3.6155 2022-02-28 19:22:05,574 - mmaction - INFO - Epoch [241][620/939] lr: 2.000e-02, eta: 4 days, 15:21:31, time: 1.225, data_time: 0.063, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7828, loss_cls: 1.8351, loss: 1.8351, grad_norm: 3.5974 2022-02-28 19:22:30,567 - mmaction - INFO - Epoch [241][640/939] lr: 2.000e-02, eta: 4 days, 15:19:08, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7941, loss_cls: 1.7828, loss: 1.7828, grad_norm: 3.5968 2022-02-28 19:22:56,026 - mmaction - INFO - Epoch [241][660/939] lr: 2.000e-02, eta: 4 days, 15:16:50, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7834, loss_cls: 1.8002, loss: 1.8002, grad_norm: 3.5255 2022-02-28 19:23:20,767 - mmaction - INFO - Epoch [241][680/939] lr: 2.000e-02, eta: 4 days, 15:14:25, time: 1.236, data_time: 0.068, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7924, loss_cls: 1.7975, loss: 1.7975, grad_norm: 3.6363 2022-02-28 19:23:45,704 - mmaction - INFO - Epoch [241][700/939] lr: 2.000e-02, eta: 4 days, 15:12:03, time: 1.248, data_time: 0.071, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7934, loss_cls: 1.7696, loss: 1.7696, grad_norm: 3.4851 2022-02-28 19:24:10,576 - mmaction - INFO - Epoch [241][720/939] lr: 2.000e-02, eta: 4 days, 15:09:40, time: 1.244, data_time: 0.066, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7951, loss_cls: 1.7826, loss: 1.7826, grad_norm: 3.5949 2022-02-28 19:24:35,085 - mmaction - INFO - Epoch [241][740/939] lr: 2.000e-02, eta: 4 days, 15:07:15, time: 1.225, data_time: 0.068, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7871, loss_cls: 1.7983, loss: 1.7983, grad_norm: 3.6055 2022-02-28 19:25:00,002 - mmaction - INFO - Epoch [241][760/939] lr: 2.000e-02, eta: 4 days, 15:04:53, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.5893, top5_acc: 0.8029, loss_cls: 1.7591, loss: 1.7591, grad_norm: 3.5695 2022-02-28 19:25:25,038 - mmaction - INFO - Epoch [241][780/939] lr: 2.000e-02, eta: 4 days, 15:02:32, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7957, loss_cls: 1.7620, loss: 1.7620, grad_norm: 3.5728 2022-02-28 19:25:50,309 - mmaction - INFO - Epoch [241][800/939] lr: 2.000e-02, eta: 4 days, 15:00:13, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7873, loss_cls: 1.8039, loss: 1.8039, grad_norm: 3.5789 2022-02-28 19:26:14,955 - mmaction - INFO - Epoch [241][820/939] lr: 2.000e-02, eta: 4 days, 14:57:50, time: 1.232, data_time: 0.076, memory: 9654, top1_acc: 0.5771, top5_acc: 0.7926, loss_cls: 1.8116, loss: 1.8116, grad_norm: 3.5999 2022-02-28 19:26:39,773 - mmaction - INFO - Epoch [241][840/939] lr: 2.000e-02, eta: 4 days, 14:55:28, time: 1.241, data_time: 0.114, memory: 9654, top1_acc: 0.5912, top5_acc: 0.8043, loss_cls: 1.7430, loss: 1.7430, grad_norm: 3.5688 2022-02-28 19:27:04,939 - mmaction - INFO - Epoch [241][860/939] lr: 2.000e-02, eta: 4 days, 14:53:08, time: 1.258, data_time: 0.102, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7812, loss_cls: 1.8054, loss: 1.8054, grad_norm: 3.5457 2022-02-28 19:27:30,026 - mmaction - INFO - Epoch [241][880/939] lr: 2.000e-02, eta: 4 days, 14:50:49, time: 1.255, data_time: 0.088, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7979, loss_cls: 1.7433, loss: 1.7433, grad_norm: 3.5038 2022-02-28 19:27:54,772 - mmaction - INFO - Epoch [241][900/939] lr: 2.000e-02, eta: 4 days, 14:48:26, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7865, loss_cls: 1.8209, loss: 1.8209, grad_norm: 3.6363 2022-02-28 19:28:19,645 - mmaction - INFO - Epoch [241][920/939] lr: 2.000e-02, eta: 4 days, 14:46:05, time: 1.244, data_time: 0.071, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7969, loss_cls: 1.8175, loss: 1.8175, grad_norm: 3.6309 2022-02-28 19:28:44,687 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 19:30:14,808 - mmaction - INFO - Epoch [242][20/939] lr: 2.000e-02, eta: 4 days, 14:46:46, time: 4.505, data_time: 3.221, memory: 9654, top1_acc: 0.5928, top5_acc: 0.7986, loss_cls: 1.7666, loss: 1.7666, grad_norm: 3.5049 2022-02-28 19:30:40,285 - mmaction - INFO - Epoch [242][40/939] lr: 2.000e-02, eta: 4 days, 14:44:29, time: 1.274, data_time: 0.076, memory: 9654, top1_acc: 0.5900, top5_acc: 0.7967, loss_cls: 1.7455, loss: 1.7455, grad_norm: 3.5392 2022-02-28 19:31:05,699 - mmaction - INFO - Epoch [242][60/939] lr: 2.000e-02, eta: 4 days, 14:42:13, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.5904, top5_acc: 0.8012, loss_cls: 1.7752, loss: 1.7752, grad_norm: 3.5995 2022-02-28 19:31:30,956 - mmaction - INFO - Epoch [242][80/939] lr: 2.000e-02, eta: 4 days, 14:39:55, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7988, loss_cls: 1.7355, loss: 1.7355, grad_norm: 3.5934 2022-02-28 19:31:56,038 - mmaction - INFO - Epoch [242][100/939] lr: 2.000e-02, eta: 4 days, 14:37:37, time: 1.254, data_time: 0.061, memory: 9654, top1_acc: 0.5920, top5_acc: 0.8010, loss_cls: 1.7395, loss: 1.7395, grad_norm: 3.5771 2022-02-28 19:32:20,797 - mmaction - INFO - Epoch [242][120/939] lr: 2.000e-02, eta: 4 days, 14:35:16, time: 1.237, data_time: 0.065, memory: 9654, top1_acc: 0.5857, top5_acc: 0.8023, loss_cls: 1.7464, loss: 1.7464, grad_norm: 3.5762 2022-02-28 19:32:45,642 - mmaction - INFO - Epoch [242][140/939] lr: 2.000e-02, eta: 4 days, 14:32:56, time: 1.242, data_time: 0.072, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8064, loss_cls: 1.7046, loss: 1.7046, grad_norm: 3.5599 2022-02-28 19:33:10,390 - mmaction - INFO - Epoch [242][160/939] lr: 2.000e-02, eta: 4 days, 14:30:35, time: 1.238, data_time: 0.072, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7949, loss_cls: 1.7734, loss: 1.7734, grad_norm: 3.5477 2022-02-28 19:33:35,339 - mmaction - INFO - Epoch [242][180/939] lr: 2.000e-02, eta: 4 days, 14:28:16, time: 1.247, data_time: 0.147, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7937, loss_cls: 1.7668, loss: 1.7668, grad_norm: 3.6055 2022-02-28 19:34:01,091 - mmaction - INFO - Epoch [242][200/939] lr: 2.000e-02, eta: 4 days, 14:26:03, time: 1.287, data_time: 0.156, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7979, loss_cls: 1.7674, loss: 1.7674, grad_norm: 3.6420 2022-02-28 19:34:25,943 - mmaction - INFO - Epoch [242][220/939] lr: 2.000e-02, eta: 4 days, 14:23:44, time: 1.243, data_time: 0.105, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8049, loss_cls: 1.7419, loss: 1.7419, grad_norm: 3.6172 2022-02-28 19:34:51,355 - mmaction - INFO - Epoch [242][240/939] lr: 2.000e-02, eta: 4 days, 14:21:29, time: 1.271, data_time: 0.121, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7928, loss_cls: 1.7873, loss: 1.7873, grad_norm: 3.6593 2022-02-28 19:35:17,071 - mmaction - INFO - Epoch [242][260/939] lr: 2.000e-02, eta: 4 days, 14:19:16, time: 1.286, data_time: 0.120, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7861, loss_cls: 1.8350, loss: 1.8350, grad_norm: 3.6220 2022-02-28 19:35:42,128 - mmaction - INFO - Epoch [242][280/939] lr: 2.000e-02, eta: 4 days, 14:16:59, time: 1.253, data_time: 0.135, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7910, loss_cls: 1.8013, loss: 1.8013, grad_norm: 3.6424 2022-02-28 19:36:07,344 - mmaction - INFO - Epoch [242][300/939] lr: 2.000e-02, eta: 4 days, 14:14:43, time: 1.259, data_time: 0.117, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7908, loss_cls: 1.7843, loss: 1.7843, grad_norm: 3.5634 2022-02-28 19:36:32,106 - mmaction - INFO - Epoch [242][320/939] lr: 2.000e-02, eta: 4 days, 14:12:23, time: 1.239, data_time: 0.131, memory: 9654, top1_acc: 0.5967, top5_acc: 0.8092, loss_cls: 1.7202, loss: 1.7202, grad_norm: 3.5326 2022-02-28 19:36:57,431 - mmaction - INFO - Epoch [242][340/939] lr: 2.000e-02, eta: 4 days, 14:10:08, time: 1.265, data_time: 0.141, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7996, loss_cls: 1.7833, loss: 1.7833, grad_norm: 3.6545 2022-02-28 19:37:22,467 - mmaction - INFO - Epoch [242][360/939] lr: 2.000e-02, eta: 4 days, 14:07:52, time: 1.253, data_time: 0.129, memory: 9654, top1_acc: 0.5943, top5_acc: 0.7986, loss_cls: 1.7178, loss: 1.7178, grad_norm: 3.5701 2022-02-28 19:37:47,318 - mmaction - INFO - Epoch [242][380/939] lr: 2.000e-02, eta: 4 days, 14:05:33, time: 1.242, data_time: 0.110, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8031, loss_cls: 1.7624, loss: 1.7624, grad_norm: 3.6192 2022-02-28 19:38:11,977 - mmaction - INFO - Epoch [242][400/939] lr: 2.000e-02, eta: 4 days, 14:03:14, time: 1.233, data_time: 0.106, memory: 9654, top1_acc: 0.5908, top5_acc: 0.8002, loss_cls: 1.7456, loss: 1.7456, grad_norm: 3.5701 2022-02-28 19:38:36,869 - mmaction - INFO - Epoch [242][420/939] lr: 2.000e-02, eta: 4 days, 14:00:57, time: 1.245, data_time: 0.111, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8068, loss_cls: 1.7384, loss: 1.7384, grad_norm: 3.5912 2022-02-28 19:39:01,796 - mmaction - INFO - Epoch [242][440/939] lr: 2.000e-02, eta: 4 days, 13:58:40, time: 1.247, data_time: 0.114, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8012, loss_cls: 1.7483, loss: 1.7483, grad_norm: 3.6279 2022-02-28 19:39:26,731 - mmaction - INFO - Epoch [242][460/939] lr: 2.000e-02, eta: 4 days, 13:56:23, time: 1.246, data_time: 0.128, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7891, loss_cls: 1.8172, loss: 1.8172, grad_norm: 3.6481 2022-02-28 19:39:51,620 - mmaction - INFO - Epoch [242][480/939] lr: 2.000e-02, eta: 4 days, 13:54:06, time: 1.244, data_time: 0.124, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7943, loss_cls: 1.7924, loss: 1.7924, grad_norm: 3.5993 2022-02-28 19:40:16,401 - mmaction - INFO - Epoch [242][500/939] lr: 2.000e-02, eta: 4 days, 13:51:48, time: 1.239, data_time: 0.092, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7914, loss_cls: 1.7925, loss: 1.7925, grad_norm: 3.6580 2022-02-28 19:40:41,511 - mmaction - INFO - Epoch [242][520/939] lr: 2.000e-02, eta: 4 days, 13:49:33, time: 1.255, data_time: 0.118, memory: 9654, top1_acc: 0.5936, top5_acc: 0.7961, loss_cls: 1.7593, loss: 1.7593, grad_norm: 3.6031 2022-02-28 19:41:06,621 - mmaction - INFO - Epoch [242][540/939] lr: 2.000e-02, eta: 4 days, 13:47:18, time: 1.255, data_time: 0.098, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7945, loss_cls: 1.7841, loss: 1.7841, grad_norm: 3.6701 2022-02-28 19:41:31,475 - mmaction - INFO - Epoch [242][560/939] lr: 2.000e-02, eta: 4 days, 13:45:01, time: 1.243, data_time: 0.068, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8117, loss_cls: 1.7043, loss: 1.7043, grad_norm: 3.6260 2022-02-28 19:41:56,753 - mmaction - INFO - Epoch [242][580/939] lr: 2.000e-02, eta: 4 days, 13:42:48, time: 1.265, data_time: 0.155, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7984, loss_cls: 1.7598, loss: 1.7598, grad_norm: 3.5830 2022-02-28 19:42:21,934 - mmaction - INFO - Epoch [242][600/939] lr: 2.000e-02, eta: 4 days, 13:40:34, time: 1.259, data_time: 0.132, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7949, loss_cls: 1.7538, loss: 1.7538, grad_norm: 3.5964 2022-02-28 19:42:46,941 - mmaction - INFO - Epoch [242][620/939] lr: 2.000e-02, eta: 4 days, 13:38:19, time: 1.250, data_time: 0.127, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7865, loss_cls: 1.7926, loss: 1.7926, grad_norm: 3.5807 2022-02-28 19:43:11,987 - mmaction - INFO - Epoch [242][640/939] lr: 2.000e-02, eta: 4 days, 13:36:04, time: 1.252, data_time: 0.085, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7852, loss_cls: 1.8282, loss: 1.8282, grad_norm: 3.6440 2022-02-28 19:43:37,069 - mmaction - INFO - Epoch [242][660/939] lr: 2.000e-02, eta: 4 days, 13:33:50, time: 1.255, data_time: 0.103, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8008, loss_cls: 1.7473, loss: 1.7473, grad_norm: 3.5344 2022-02-28 19:44:02,626 - mmaction - INFO - Epoch [242][680/939] lr: 2.000e-02, eta: 4 days, 13:31:40, time: 1.277, data_time: 0.169, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7984, loss_cls: 1.7716, loss: 1.7716, grad_norm: 3.5938 2022-02-28 19:44:27,475 - mmaction - INFO - Epoch [242][700/939] lr: 2.000e-02, eta: 4 days, 13:29:24, time: 1.244, data_time: 0.137, memory: 9654, top1_acc: 0.5838, top5_acc: 0.8000, loss_cls: 1.7539, loss: 1.7539, grad_norm: 3.5647 2022-02-28 19:44:52,695 - mmaction - INFO - Epoch [242][720/939] lr: 2.000e-02, eta: 4 days, 13:27:11, time: 1.261, data_time: 0.127, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7992, loss_cls: 1.7737, loss: 1.7737, grad_norm: 3.5983 2022-02-28 19:45:17,731 - mmaction - INFO - Epoch [242][740/939] lr: 2.000e-02, eta: 4 days, 13:24:58, time: 1.252, data_time: 0.127, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7986, loss_cls: 1.7652, loss: 1.7652, grad_norm: 3.5720 2022-02-28 19:45:42,643 - mmaction - INFO - Epoch [242][760/939] lr: 2.000e-02, eta: 4 days, 13:22:43, time: 1.246, data_time: 0.121, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7932, loss_cls: 1.7747, loss: 1.7747, grad_norm: 3.6427 2022-02-28 19:46:07,464 - mmaction - INFO - Epoch [242][780/939] lr: 2.000e-02, eta: 4 days, 13:20:28, time: 1.241, data_time: 0.117, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7951, loss_cls: 1.8014, loss: 1.8014, grad_norm: 3.5832 2022-02-28 19:46:31,749 - mmaction - INFO - Epoch [242][800/939] lr: 2.000e-02, eta: 4 days, 13:18:09, time: 1.215, data_time: 0.068, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7969, loss_cls: 1.7726, loss: 1.7726, grad_norm: 3.6127 2022-02-28 19:46:56,473 - mmaction - INFO - Epoch [242][820/939] lr: 2.000e-02, eta: 4 days, 13:15:53, time: 1.236, data_time: 0.101, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8018, loss_cls: 1.7389, loss: 1.7389, grad_norm: 3.6324 2022-02-28 19:47:21,323 - mmaction - INFO - Epoch [242][840/939] lr: 2.000e-02, eta: 4 days, 13:13:39, time: 1.243, data_time: 0.123, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7918, loss_cls: 1.7696, loss: 1.7696, grad_norm: 3.6297 2022-02-28 19:47:46,009 - mmaction - INFO - Epoch [242][860/939] lr: 2.000e-02, eta: 4 days, 13:11:23, time: 1.234, data_time: 0.103, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8068, loss_cls: 1.7430, loss: 1.7430, grad_norm: 3.6219 2022-02-28 19:48:11,164 - mmaction - INFO - Epoch [242][880/939] lr: 2.000e-02, eta: 4 days, 13:09:11, time: 1.258, data_time: 0.141, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7859, loss_cls: 1.8271, loss: 1.8271, grad_norm: 3.6887 2022-02-28 19:48:36,209 - mmaction - INFO - Epoch [242][900/939] lr: 2.000e-02, eta: 4 days, 13:06:59, time: 1.252, data_time: 0.086, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8012, loss_cls: 1.7640, loss: 1.7640, grad_norm: 3.6464 2022-02-28 19:49:01,556 - mmaction - INFO - Epoch [242][920/939] lr: 2.000e-02, eta: 4 days, 13:04:49, time: 1.267, data_time: 0.083, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7959, loss_cls: 1.8021, loss: 1.8021, grad_norm: 3.6980 2022-02-28 19:49:26,575 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 19:51:01,508 - mmaction - INFO - Epoch [243][20/939] lr: 2.000e-02, eta: 4 days, 13:06:06, time: 4.746, data_time: 3.372, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8025, loss_cls: 1.7444, loss: 1.7444, grad_norm: 3.5516 2022-02-28 19:51:25,794 - mmaction - INFO - Epoch [243][40/939] lr: 2.000e-02, eta: 4 days, 13:03:48, time: 1.215, data_time: 0.083, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7990, loss_cls: 1.7451, loss: 1.7451, grad_norm: 3.5775 2022-02-28 19:51:50,352 - mmaction - INFO - Epoch [243][60/939] lr: 2.000e-02, eta: 4 days, 13:01:33, time: 1.227, data_time: 0.062, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8057, loss_cls: 1.7464, loss: 1.7464, grad_norm: 3.5476 2022-02-28 19:52:15,015 - mmaction - INFO - Epoch [243][80/939] lr: 2.000e-02, eta: 4 days, 12:59:18, time: 1.234, data_time: 0.075, memory: 9654, top1_acc: 0.5809, top5_acc: 0.8004, loss_cls: 1.7608, loss: 1.7608, grad_norm: 3.6621 2022-02-28 19:52:39,976 - mmaction - INFO - Epoch [243][100/939] lr: 2.000e-02, eta: 4 days, 12:57:06, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8078, loss_cls: 1.7435, loss: 1.7435, grad_norm: 3.6330 2022-02-28 19:53:04,090 - mmaction - INFO - Epoch [243][120/939] lr: 2.000e-02, eta: 4 days, 12:54:47, time: 1.205, data_time: 0.065, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7945, loss_cls: 1.7911, loss: 1.7911, grad_norm: 3.6097 2022-02-28 19:53:29,458 - mmaction - INFO - Epoch [243][140/939] lr: 2.000e-02, eta: 4 days, 12:52:38, time: 1.268, data_time: 0.089, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7939, loss_cls: 1.7777, loss: 1.7777, grad_norm: 3.6070 2022-02-28 19:53:54,789 - mmaction - INFO - Epoch [243][160/939] lr: 2.000e-02, eta: 4 days, 12:50:28, time: 1.265, data_time: 0.126, memory: 9654, top1_acc: 0.5748, top5_acc: 0.7990, loss_cls: 1.7751, loss: 1.7751, grad_norm: 3.6053 2022-02-28 19:54:20,340 - mmaction - INFO - Epoch [243][180/939] lr: 2.000e-02, eta: 4 days, 12:48:21, time: 1.280, data_time: 0.165, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8023, loss_cls: 1.7409, loss: 1.7409, grad_norm: 3.5946 2022-02-28 19:54:45,130 - mmaction - INFO - Epoch [243][200/939] lr: 2.000e-02, eta: 4 days, 12:46:08, time: 1.239, data_time: 0.116, memory: 9654, top1_acc: 0.5920, top5_acc: 0.7945, loss_cls: 1.7642, loss: 1.7642, grad_norm: 3.5557 2022-02-28 19:55:10,756 - mmaction - INFO - Epoch [243][220/939] lr: 2.000e-02, eta: 4 days, 12:44:02, time: 1.282, data_time: 0.102, memory: 9654, top1_acc: 0.5889, top5_acc: 0.7992, loss_cls: 1.7461, loss: 1.7461, grad_norm: 3.5509 2022-02-28 19:55:35,348 - mmaction - INFO - Epoch [243][240/939] lr: 2.000e-02, eta: 4 days, 12:41:47, time: 1.228, data_time: 0.059, memory: 9654, top1_acc: 0.5838, top5_acc: 0.8016, loss_cls: 1.7716, loss: 1.7716, grad_norm: 3.6362 2022-02-28 19:56:00,592 - mmaction - INFO - Epoch [243][260/939] lr: 2.000e-02, eta: 4 days, 12:39:38, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7941, loss_cls: 1.7798, loss: 1.7798, grad_norm: 3.5639 2022-02-28 19:56:25,564 - mmaction - INFO - Epoch [243][280/939] lr: 2.000e-02, eta: 4 days, 12:37:27, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.5744, top5_acc: 0.7854, loss_cls: 1.8286, loss: 1.8286, grad_norm: 3.6213 2022-02-28 19:56:50,530 - mmaction - INFO - Epoch [243][300/939] lr: 2.000e-02, eta: 4 days, 12:35:16, time: 1.247, data_time: 0.062, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7973, loss_cls: 1.7894, loss: 1.7894, grad_norm: 3.5786 2022-02-28 19:57:15,923 - mmaction - INFO - Epoch [243][320/939] lr: 2.000e-02, eta: 4 days, 12:33:09, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7953, loss_cls: 1.7693, loss: 1.7693, grad_norm: 3.5649 2022-02-28 19:57:41,301 - mmaction - INFO - Epoch [243][340/939] lr: 2.000e-02, eta: 4 days, 12:31:01, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7939, loss_cls: 1.7965, loss: 1.7965, grad_norm: 3.6615 2022-02-28 19:58:06,281 - mmaction - INFO - Epoch [243][360/939] lr: 2.000e-02, eta: 4 days, 12:28:51, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7967, loss_cls: 1.7617, loss: 1.7617, grad_norm: 3.5910 2022-02-28 19:58:30,593 - mmaction - INFO - Epoch [243][380/939] lr: 2.000e-02, eta: 4 days, 12:26:36, time: 1.215, data_time: 0.065, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7861, loss_cls: 1.8005, loss: 1.8005, grad_norm: 3.6373 2022-02-28 19:58:55,643 - mmaction - INFO - Epoch [243][400/939] lr: 2.000e-02, eta: 4 days, 12:24:26, time: 1.251, data_time: 0.062, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7967, loss_cls: 1.7922, loss: 1.7922, grad_norm: 3.6462 2022-02-28 19:59:20,900 - mmaction - INFO - Epoch [243][420/939] lr: 2.000e-02, eta: 4 days, 12:22:18, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.5955, top5_acc: 0.8063, loss_cls: 1.7353, loss: 1.7353, grad_norm: 3.5567 2022-02-28 19:59:46,152 - mmaction - INFO - Epoch [243][440/939] lr: 2.000e-02, eta: 4 days, 12:20:10, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.5826, top5_acc: 0.8008, loss_cls: 1.7944, loss: 1.7944, grad_norm: 3.6281 2022-02-28 20:00:12,006 - mmaction - INFO - Epoch [243][460/939] lr: 2.000e-02, eta: 4 days, 12:18:07, time: 1.292, data_time: 0.065, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7898, loss_cls: 1.7837, loss: 1.7837, grad_norm: 3.6133 2022-02-28 20:00:37,651 - mmaction - INFO - Epoch [243][480/939] lr: 2.000e-02, eta: 4 days, 12:16:02, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7982, loss_cls: 1.7551, loss: 1.7551, grad_norm: 3.5017 2022-02-28 20:07:41,295 - mmaction - INFO - Epoch [243][500/939] lr: 2.000e-02, eta: 4 days, 13:01:19, time: 21.183, data_time: 20.115, memory: 9654, top1_acc: 0.5889, top5_acc: 0.8023, loss_cls: 1.7376, loss: 1.7376, grad_norm: 3.5542 2022-02-28 20:08:04,505 - mmaction - INFO - Epoch [243][520/939] lr: 2.000e-02, eta: 4 days, 12:58:55, time: 1.161, data_time: 0.063, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8074, loss_cls: 1.7300, loss: 1.7300, grad_norm: 3.5804 2022-02-28 20:08:29,011 - mmaction - INFO - Epoch [243][540/939] lr: 2.000e-02, eta: 4 days, 12:56:41, time: 1.225, data_time: 0.088, memory: 9654, top1_acc: 0.5877, top5_acc: 0.8020, loss_cls: 1.7341, loss: 1.7341, grad_norm: 3.5938 2022-02-28 20:08:54,886 - mmaction - INFO - Epoch [243][560/939] lr: 2.000e-02, eta: 4 days, 12:54:36, time: 1.292, data_time: 0.066, memory: 9654, top1_acc: 0.5943, top5_acc: 0.8020, loss_cls: 1.7561, loss: 1.7561, grad_norm: 3.5772 2022-02-28 20:09:21,097 - mmaction - INFO - Epoch [243][580/939] lr: 2.000e-02, eta: 4 days, 12:52:34, time: 1.312, data_time: 0.067, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7898, loss_cls: 1.8241, loss: 1.8241, grad_norm: 3.6806 2022-02-28 20:09:45,625 - mmaction - INFO - Epoch [243][600/939] lr: 2.000e-02, eta: 4 days, 12:50:20, time: 1.227, data_time: 0.079, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8004, loss_cls: 1.7509, loss: 1.7509, grad_norm: 3.5310 2022-02-28 20:10:11,355 - mmaction - INFO - Epoch [243][620/939] lr: 2.000e-02, eta: 4 days, 12:48:14, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7900, loss_cls: 1.7955, loss: 1.7955, grad_norm: 3.5746 2022-02-28 20:10:36,500 - mmaction - INFO - Epoch [243][640/939] lr: 2.000e-02, eta: 4 days, 12:46:05, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8049, loss_cls: 1.7165, loss: 1.7165, grad_norm: 3.5210 2022-02-28 20:11:01,540 - mmaction - INFO - Epoch [243][660/939] lr: 2.000e-02, eta: 4 days, 12:43:55, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7939, loss_cls: 1.7864, loss: 1.7864, grad_norm: 3.6070 2022-02-28 20:11:25,773 - mmaction - INFO - Epoch [243][680/939] lr: 2.000e-02, eta: 4 days, 12:41:39, time: 1.213, data_time: 0.065, memory: 9654, top1_acc: 0.5896, top5_acc: 0.7918, loss_cls: 1.7821, loss: 1.7821, grad_norm: 3.6372 2022-02-28 20:11:50,933 - mmaction - INFO - Epoch [243][700/939] lr: 2.000e-02, eta: 4 days, 12:39:30, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7988, loss_cls: 1.7635, loss: 1.7635, grad_norm: 3.5691 2022-02-28 20:12:16,355 - mmaction - INFO - Epoch [243][720/939] lr: 2.000e-02, eta: 4 days, 12:37:23, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7873, loss_cls: 1.8168, loss: 1.8168, grad_norm: 3.5906 2022-02-28 20:12:41,395 - mmaction - INFO - Epoch [243][740/939] lr: 2.000e-02, eta: 4 days, 12:35:14, time: 1.252, data_time: 0.068, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7910, loss_cls: 1.7983, loss: 1.7983, grad_norm: 3.6223 2022-02-28 20:13:05,550 - mmaction - INFO - Epoch [243][760/939] lr: 2.000e-02, eta: 4 days, 12:32:59, time: 1.208, data_time: 0.068, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7947, loss_cls: 1.7814, loss: 1.7814, grad_norm: 3.6104 2022-02-28 20:13:30,174 - mmaction - INFO - Epoch [243][780/939] lr: 2.000e-02, eta: 4 days, 12:30:47, time: 1.231, data_time: 0.065, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8035, loss_cls: 1.7133, loss: 1.7133, grad_norm: 3.5446 2022-02-28 20:13:55,974 - mmaction - INFO - Epoch [243][800/939] lr: 2.000e-02, eta: 4 days, 12:28:43, time: 1.290, data_time: 0.068, memory: 9654, top1_acc: 0.5924, top5_acc: 0.7975, loss_cls: 1.7554, loss: 1.7554, grad_norm: 3.6126 2022-02-28 20:14:21,166 - mmaction - INFO - Epoch [243][820/939] lr: 2.000e-02, eta: 4 days, 12:26:35, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7959, loss_cls: 1.7801, loss: 1.7801, grad_norm: 3.6294 2022-02-28 20:14:46,526 - mmaction - INFO - Epoch [243][840/939] lr: 2.000e-02, eta: 4 days, 12:24:29, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7967, loss_cls: 1.7417, loss: 1.7417, grad_norm: 3.4987 2022-02-28 20:15:11,878 - mmaction - INFO - Epoch [243][860/939] lr: 2.000e-02, eta: 4 days, 12:22:22, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.5822, top5_acc: 0.7973, loss_cls: 1.7653, loss: 1.7653, grad_norm: 3.5550 2022-02-28 20:15:37,232 - mmaction - INFO - Epoch [243][880/939] lr: 2.000e-02, eta: 4 days, 12:20:16, time: 1.268, data_time: 0.061, memory: 9654, top1_acc: 0.5896, top5_acc: 0.7951, loss_cls: 1.7734, loss: 1.7734, grad_norm: 3.5794 2022-02-28 20:16:02,303 - mmaction - INFO - Epoch [243][900/939] lr: 2.000e-02, eta: 4 days, 12:18:08, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.5602, top5_acc: 0.7807, loss_cls: 1.8686, loss: 1.8686, grad_norm: 3.6830 2022-02-28 20:16:27,425 - mmaction - INFO - Epoch [243][920/939] lr: 2.000e-02, eta: 4 days, 12:16:00, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7996, loss_cls: 1.7707, loss: 1.7707, grad_norm: 3.6118 2022-02-28 20:16:53,988 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 20:16:54,091 - mmaction - INFO - 110 BN found 2022-02-28 20:21:17,302 - mmaction - INFO - BN stats updated 2022-02-28 20:21:19,309 - mmaction - INFO - Saving checkpoint at 243 epochs 2022-02-28 20:21:21,775 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 20:22:55,111 - mmaction - INFO - Epoch [244][20/939] lr: 2.000e-02, eta: 4 days, 12:17:03, time: 4.666, data_time: 3.342, memory: 9654, top1_acc: 0.5951, top5_acc: 0.8080, loss_cls: 1.7097, loss: 1.7097, grad_norm: 3.5187 2022-02-28 20:23:20,990 - mmaction - INFO - Epoch [244][40/939] lr: 2.000e-02, eta: 4 days, 12:15:01, time: 1.294, data_time: 0.067, memory: 9654, top1_acc: 0.5885, top5_acc: 0.8021, loss_cls: 1.7403, loss: 1.7403, grad_norm: 3.5858 2022-02-28 20:23:45,913 - mmaction - INFO - Epoch [244][60/939] lr: 2.000e-02, eta: 4 days, 12:12:52, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.5951, top5_acc: 0.7959, loss_cls: 1.7545, loss: 1.7545, grad_norm: 3.5644 2022-02-28 20:24:10,732 - mmaction - INFO - Epoch [244][80/939] lr: 2.000e-02, eta: 4 days, 12:10:43, time: 1.242, data_time: 0.069, memory: 9654, top1_acc: 0.5943, top5_acc: 0.8092, loss_cls: 1.7190, loss: 1.7190, grad_norm: 3.5370 2022-02-28 20:24:35,578 - mmaction - INFO - Epoch [244][100/939] lr: 2.000e-02, eta: 4 days, 12:08:34, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.5967, top5_acc: 0.8074, loss_cls: 1.7040, loss: 1.7040, grad_norm: 3.5590 2022-02-28 20:25:00,609 - mmaction - INFO - Epoch [244][120/939] lr: 2.000e-02, eta: 4 days, 12:06:27, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7949, loss_cls: 1.7584, loss: 1.7584, grad_norm: 3.6088 2022-02-28 20:25:25,522 - mmaction - INFO - Epoch [244][140/939] lr: 2.000e-02, eta: 4 days, 12:04:19, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7998, loss_cls: 1.7720, loss: 1.7720, grad_norm: 3.6388 2022-02-28 20:25:49,762 - mmaction - INFO - Epoch [244][160/939] lr: 2.000e-02, eta: 4 days, 12:02:06, time: 1.211, data_time: 0.069, memory: 9654, top1_acc: 0.5861, top5_acc: 0.8000, loss_cls: 1.7657, loss: 1.7657, grad_norm: 3.6322 2022-02-28 20:26:15,250 - mmaction - INFO - Epoch [244][180/939] lr: 2.000e-02, eta: 4 days, 12:00:02, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5955, top5_acc: 0.8023, loss_cls: 1.7440, loss: 1.7440, grad_norm: 3.5615 2022-02-28 20:26:40,374 - mmaction - INFO - Epoch [244][200/939] lr: 2.000e-02, eta: 4 days, 11:57:55, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5893, top5_acc: 0.7887, loss_cls: 1.7831, loss: 1.7831, grad_norm: 3.6434 2022-02-28 20:27:05,356 - mmaction - INFO - Epoch [244][220/939] lr: 2.000e-02, eta: 4 days, 11:55:48, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.5834, top5_acc: 0.7908, loss_cls: 1.7884, loss: 1.7884, grad_norm: 3.6731 2022-02-28 20:27:30,463 - mmaction - INFO - Epoch [244][240/939] lr: 2.000e-02, eta: 4 days, 11:53:42, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8113, loss_cls: 1.7022, loss: 1.7022, grad_norm: 3.5652 2022-02-28 20:27:56,051 - mmaction - INFO - Epoch [244][260/939] lr: 2.000e-02, eta: 4 days, 11:51:40, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7914, loss_cls: 1.7815, loss: 1.7815, grad_norm: 3.6007 2022-02-28 20:28:20,834 - mmaction - INFO - Epoch [244][280/939] lr: 2.000e-02, eta: 4 days, 11:49:32, time: 1.240, data_time: 0.063, memory: 9654, top1_acc: 0.5900, top5_acc: 0.7961, loss_cls: 1.7502, loss: 1.7502, grad_norm: 3.5906 2022-02-28 20:28:45,859 - mmaction - INFO - Epoch [244][300/939] lr: 2.000e-02, eta: 4 days, 11:47:25, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.5795, top5_acc: 0.7982, loss_cls: 1.8019, loss: 1.8019, grad_norm: 3.6469 2022-02-28 20:29:11,180 - mmaction - INFO - Epoch [244][320/939] lr: 2.000e-02, eta: 4 days, 11:45:21, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5908, top5_acc: 0.7979, loss_cls: 1.7740, loss: 1.7740, grad_norm: 3.5764 2022-02-28 20:29:36,465 - mmaction - INFO - Epoch [244][340/939] lr: 2.000e-02, eta: 4 days, 11:43:17, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7955, loss_cls: 1.7840, loss: 1.7840, grad_norm: 3.6186 2022-02-28 20:30:01,634 - mmaction - INFO - Epoch [244][360/939] lr: 2.000e-02, eta: 4 days, 11:41:12, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5932, top5_acc: 0.7873, loss_cls: 1.7754, loss: 1.7754, grad_norm: 3.5770 2022-02-28 20:30:27,353 - mmaction - INFO - Epoch [244][380/939] lr: 2.000e-02, eta: 4 days, 11:39:11, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.5977, top5_acc: 0.7994, loss_cls: 1.7411, loss: 1.7411, grad_norm: 3.5618 2022-02-28 20:30:52,903 - mmaction - INFO - Epoch [244][400/939] lr: 2.000e-02, eta: 4 days, 11:37:09, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5979, top5_acc: 0.8109, loss_cls: 1.7063, loss: 1.7063, grad_norm: 3.5903 2022-02-28 20:31:18,379 - mmaction - INFO - Epoch [244][420/939] lr: 2.000e-02, eta: 4 days, 11:35:07, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.5879, top5_acc: 0.8000, loss_cls: 1.7587, loss: 1.7587, grad_norm: 3.6153 2022-02-28 20:31:42,973 - mmaction - INFO - Epoch [244][440/939] lr: 2.000e-02, eta: 4 days, 11:32:59, time: 1.229, data_time: 0.070, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7955, loss_cls: 1.7964, loss: 1.7964, grad_norm: 3.6500 2022-02-28 20:32:08,572 - mmaction - INFO - Epoch [244][460/939] lr: 2.000e-02, eta: 4 days, 11:30:57, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.5848, top5_acc: 0.8008, loss_cls: 1.7797, loss: 1.7797, grad_norm: 3.5943 2022-02-28 20:32:33,502 - mmaction - INFO - Epoch [244][480/939] lr: 2.000e-02, eta: 4 days, 11:28:52, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.5830, top5_acc: 0.8033, loss_cls: 1.7477, loss: 1.7477, grad_norm: 3.5922 2022-02-28 20:32:58,008 - mmaction - INFO - Epoch [244][500/939] lr: 2.000e-02, eta: 4 days, 11:26:43, time: 1.225, data_time: 0.063, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8031, loss_cls: 1.7459, loss: 1.7459, grad_norm: 3.5675 2022-02-28 20:33:23,619 - mmaction - INFO - Epoch [244][520/939] lr: 2.000e-02, eta: 4 days, 11:24:42, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7947, loss_cls: 1.7609, loss: 1.7609, grad_norm: 3.6165 2022-02-28 20:33:48,486 - mmaction - INFO - Epoch [244][540/939] lr: 2.000e-02, eta: 4 days, 11:22:37, time: 1.244, data_time: 0.061, memory: 9654, top1_acc: 0.5936, top5_acc: 0.8098, loss_cls: 1.7033, loss: 1.7033, grad_norm: 3.4922 2022-02-28 20:34:13,575 - mmaction - INFO - Epoch [244][560/939] lr: 2.000e-02, eta: 4 days, 11:20:32, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8045, loss_cls: 1.7345, loss: 1.7345, grad_norm: 3.5497 2022-02-28 20:34:38,020 - mmaction - INFO - Epoch [244][580/939] lr: 2.000e-02, eta: 4 days, 11:18:24, time: 1.223, data_time: 0.070, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7852, loss_cls: 1.8185, loss: 1.8185, grad_norm: 3.6810 2022-02-28 20:35:02,992 - mmaction - INFO - Epoch [244][600/939] lr: 2.000e-02, eta: 4 days, 11:16:19, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.5857, top5_acc: 0.8014, loss_cls: 1.7698, loss: 1.7698, grad_norm: 3.6178 2022-02-28 20:35:28,462 - mmaction - INFO - Epoch [244][620/939] lr: 2.000e-02, eta: 4 days, 11:14:18, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8049, loss_cls: 1.7337, loss: 1.7337, grad_norm: 3.6337 2022-02-28 20:35:53,863 - mmaction - INFO - Epoch [244][640/939] lr: 2.000e-02, eta: 4 days, 11:12:17, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7996, loss_cls: 1.7510, loss: 1.7510, grad_norm: 3.6419 2022-02-28 20:36:18,400 - mmaction - INFO - Epoch [244][660/939] lr: 2.000e-02, eta: 4 days, 11:10:10, time: 1.225, data_time: 0.064, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7988, loss_cls: 1.7522, loss: 1.7522, grad_norm: 3.6416 2022-02-28 20:36:43,361 - mmaction - INFO - Epoch [244][680/939] lr: 2.000e-02, eta: 4 days, 11:08:06, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7986, loss_cls: 1.7527, loss: 1.7527, grad_norm: 3.6173 2022-02-28 20:37:08,269 - mmaction - INFO - Epoch [244][700/939] lr: 2.000e-02, eta: 4 days, 11:06:01, time: 1.245, data_time: 0.064, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7920, loss_cls: 1.8161, loss: 1.8161, grad_norm: 3.6203 2022-02-28 20:37:33,231 - mmaction - INFO - Epoch [244][720/939] lr: 2.000e-02, eta: 4 days, 11:03:57, time: 1.248, data_time: 0.062, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7930, loss_cls: 1.8016, loss: 1.8016, grad_norm: 3.6225 2022-02-28 20:37:58,119 - mmaction - INFO - Epoch [244][740/939] lr: 2.000e-02, eta: 4 days, 11:01:53, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.5924, top5_acc: 0.8145, loss_cls: 1.7299, loss: 1.7299, grad_norm: 3.6686 2022-02-28 20:38:23,206 - mmaction - INFO - Epoch [244][760/939] lr: 2.000e-02, eta: 4 days, 10:59:50, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7949, loss_cls: 1.7898, loss: 1.7898, grad_norm: 3.5636 2022-02-28 20:38:47,566 - mmaction - INFO - Epoch [244][780/939] lr: 2.000e-02, eta: 4 days, 10:57:43, time: 1.219, data_time: 0.071, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7980, loss_cls: 1.7853, loss: 1.7853, grad_norm: 3.6089 2022-02-28 20:39:11,788 - mmaction - INFO - Epoch [244][800/939] lr: 2.000e-02, eta: 4 days, 10:55:34, time: 1.211, data_time: 0.063, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7936, loss_cls: 1.7720, loss: 1.7720, grad_norm: 3.6099 2022-02-28 20:39:37,607 - mmaction - INFO - Epoch [244][820/939] lr: 2.000e-02, eta: 4 days, 10:53:37, time: 1.291, data_time: 0.062, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8000, loss_cls: 1.7439, loss: 1.7439, grad_norm: 3.5282 2022-02-28 20:40:02,813 - mmaction - INFO - Epoch [244][840/939] lr: 2.000e-02, eta: 4 days, 10:51:35, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.5764, top5_acc: 0.7934, loss_cls: 1.8099, loss: 1.8099, grad_norm: 3.6600 2022-02-28 20:40:28,665 - mmaction - INFO - Epoch [244][860/939] lr: 2.000e-02, eta: 4 days, 10:49:38, time: 1.293, data_time: 0.065, memory: 9654, top1_acc: 0.5826, top5_acc: 0.7934, loss_cls: 1.7705, loss: 1.7705, grad_norm: 3.6055 2022-02-28 20:40:53,887 - mmaction - INFO - Epoch [244][880/939] lr: 2.000e-02, eta: 4 days, 10:47:37, time: 1.261, data_time: 0.107, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7889, loss_cls: 1.8093, loss: 1.8093, grad_norm: 3.6321 2022-02-28 20:41:18,938 - mmaction - INFO - Epoch [244][900/939] lr: 2.000e-02, eta: 4 days, 10:45:35, time: 1.253, data_time: 0.116, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7893, loss_cls: 1.7878, loss: 1.7878, grad_norm: 3.5933 2022-02-28 20:41:43,913 - mmaction - INFO - Epoch [244][920/939] lr: 2.000e-02, eta: 4 days, 10:43:33, time: 1.248, data_time: 0.091, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8016, loss_cls: 1.7480, loss: 1.7480, grad_norm: 3.5550 2022-02-28 20:42:09,458 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 20:43:39,451 - mmaction - INFO - Epoch [245][20/939] lr: 2.000e-02, eta: 4 days, 10:44:13, time: 4.499, data_time: 3.230, memory: 9654, top1_acc: 0.6127, top5_acc: 0.8094, loss_cls: 1.6941, loss: 1.6941, grad_norm: 3.5552 2022-02-28 20:44:04,838 - mmaction - INFO - Epoch [245][40/939] lr: 2.000e-02, eta: 4 days, 10:42:14, time: 1.269, data_time: 0.082, memory: 9654, top1_acc: 0.5900, top5_acc: 0.7959, loss_cls: 1.7594, loss: 1.7594, grad_norm: 3.5789 2022-02-28 20:44:29,307 - mmaction - INFO - Epoch [245][60/939] lr: 2.000e-02, eta: 4 days, 10:40:08, time: 1.222, data_time: 0.068, memory: 9654, top1_acc: 0.5865, top5_acc: 0.7961, loss_cls: 1.7802, loss: 1.7802, grad_norm: 3.6244 2022-02-28 20:44:54,193 - mmaction - INFO - Epoch [245][80/939] lr: 2.000e-02, eta: 4 days, 10:38:05, time: 1.246, data_time: 0.062, memory: 9654, top1_acc: 0.5844, top5_acc: 0.8051, loss_cls: 1.7145, loss: 1.7145, grad_norm: 3.5773 2022-02-28 20:45:19,632 - mmaction - INFO - Epoch [245][100/939] lr: 2.000e-02, eta: 4 days, 10:36:06, time: 1.272, data_time: 0.062, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8096, loss_cls: 1.7223, loss: 1.7223, grad_norm: 3.5432 2022-02-28 20:45:44,640 - mmaction - INFO - Epoch [245][120/939] lr: 2.000e-02, eta: 4 days, 10:34:05, time: 1.251, data_time: 0.060, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8006, loss_cls: 1.7346, loss: 1.7346, grad_norm: 3.5739 2022-02-28 20:46:09,082 - mmaction - INFO - Epoch [245][140/939] lr: 2.000e-02, eta: 4 days, 10:32:00, time: 1.222, data_time: 0.065, memory: 9654, top1_acc: 0.6010, top5_acc: 0.8021, loss_cls: 1.7082, loss: 1.7082, grad_norm: 3.5245 2022-02-28 20:46:33,304 - mmaction - INFO - Epoch [245][160/939] lr: 2.000e-02, eta: 4 days, 10:29:53, time: 1.212, data_time: 0.066, memory: 9654, top1_acc: 0.5975, top5_acc: 0.8057, loss_cls: 1.7273, loss: 1.7273, grad_norm: 3.5954 2022-02-28 20:46:58,821 - mmaction - INFO - Epoch [245][180/939] lr: 2.000e-02, eta: 4 days, 10:27:55, time: 1.276, data_time: 0.061, memory: 9654, top1_acc: 0.5818, top5_acc: 0.7943, loss_cls: 1.7866, loss: 1.7866, grad_norm: 3.6220 2022-02-28 20:47:24,283 - mmaction - INFO - Epoch [245][200/939] lr: 2.000e-02, eta: 4 days, 10:25:57, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.5861, top5_acc: 0.7949, loss_cls: 1.7551, loss: 1.7551, grad_norm: 3.6056 2022-02-28 20:47:50,007 - mmaction - INFO - Epoch [245][220/939] lr: 2.000e-02, eta: 4 days, 10:24:01, time: 1.286, data_time: 0.068, memory: 9654, top1_acc: 0.5752, top5_acc: 0.7896, loss_cls: 1.8269, loss: 1.8269, grad_norm: 3.6808 2022-02-28 20:48:14,661 - mmaction - INFO - Epoch [245][240/939] lr: 2.000e-02, eta: 4 days, 10:21:58, time: 1.233, data_time: 0.066, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7852, loss_cls: 1.7865, loss: 1.7865, grad_norm: 3.5993 2022-02-28 20:48:39,622 - mmaction - INFO - Epoch [245][260/939] lr: 2.000e-02, eta: 4 days, 10:19:57, time: 1.248, data_time: 0.068, memory: 9654, top1_acc: 0.6021, top5_acc: 0.8039, loss_cls: 1.7069, loss: 1.7069, grad_norm: 3.5449 2022-02-28 20:49:04,057 - mmaction - INFO - Epoch [245][280/939] lr: 2.000e-02, eta: 4 days, 10:17:52, time: 1.221, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7965, loss_cls: 1.7797, loss: 1.7797, grad_norm: 3.6747 2022-02-28 20:49:29,330 - mmaction - INFO - Epoch [245][300/939] lr: 2.000e-02, eta: 4 days, 10:15:54, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7834, loss_cls: 1.8098, loss: 1.8098, grad_norm: 3.6778 2022-02-28 20:49:54,158 - mmaction - INFO - Epoch [245][320/939] lr: 2.000e-02, eta: 4 days, 10:13:52, time: 1.241, data_time: 0.065, memory: 9654, top1_acc: 0.5803, top5_acc: 0.7908, loss_cls: 1.7886, loss: 1.7886, grad_norm: 3.6142 2022-02-28 20:50:20,007 - mmaction - INFO - Epoch [245][340/939] lr: 2.000e-02, eta: 4 days, 10:11:57, time: 1.291, data_time: 0.060, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7947, loss_cls: 1.7837, loss: 1.7837, grad_norm: 3.6300 2022-02-28 20:50:45,666 - mmaction - INFO - Epoch [245][360/939] lr: 2.000e-02, eta: 4 days, 10:10:02, time: 1.285, data_time: 0.068, memory: 9654, top1_acc: 0.5861, top5_acc: 0.7898, loss_cls: 1.7660, loss: 1.7660, grad_norm: 3.6066 2022-02-28 20:51:10,986 - mmaction - INFO - Epoch [245][380/939] lr: 2.000e-02, eta: 4 days, 10:08:04, time: 1.265, data_time: 0.071, memory: 9654, top1_acc: 0.5779, top5_acc: 0.7996, loss_cls: 1.8028, loss: 1.8028, grad_norm: 3.6291 2022-02-28 20:51:36,081 - mmaction - INFO - Epoch [245][400/939] lr: 2.000e-02, eta: 4 days, 10:06:04, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.5990, top5_acc: 0.7980, loss_cls: 1.7391, loss: 1.7391, grad_norm: 3.6066 2022-02-28 20:52:01,086 - mmaction - INFO - Epoch [245][420/939] lr: 2.000e-02, eta: 4 days, 10:04:05, time: 1.251, data_time: 0.062, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7977, loss_cls: 1.8223, loss: 1.8223, grad_norm: 3.6511 2022-02-28 20:52:26,723 - mmaction - INFO - Epoch [245][440/939] lr: 2.000e-02, eta: 4 days, 10:02:09, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.6016, top5_acc: 0.8115, loss_cls: 1.7005, loss: 1.7005, grad_norm: 3.5750 2022-02-28 20:52:51,416 - mmaction - INFO - Epoch [245][460/939] lr: 2.000e-02, eta: 4 days, 10:00:08, time: 1.234, data_time: 0.064, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7961, loss_cls: 1.7862, loss: 1.7862, grad_norm: 3.5922 2022-02-28 20:53:16,372 - mmaction - INFO - Epoch [245][480/939] lr: 2.000e-02, eta: 4 days, 9:58:08, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.6006, top5_acc: 0.8025, loss_cls: 1.7222, loss: 1.7222, grad_norm: 3.5592 2022-02-28 20:53:41,406 - mmaction - INFO - Epoch [245][500/939] lr: 2.000e-02, eta: 4 days, 9:56:09, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8051, loss_cls: 1.7394, loss: 1.7394, grad_norm: 3.6461 2022-02-28 20:54:06,692 - mmaction - INFO - Epoch [245][520/939] lr: 2.000e-02, eta: 4 days, 9:54:11, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.5873, top5_acc: 0.7951, loss_cls: 1.7768, loss: 1.7768, grad_norm: 3.6095 2022-02-28 20:54:31,812 - mmaction - INFO - Epoch [245][540/939] lr: 2.000e-02, eta: 4 days, 9:52:13, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8063, loss_cls: 1.7238, loss: 1.7238, grad_norm: 3.6205 2022-02-28 20:54:56,781 - mmaction - INFO - Epoch [245][560/939] lr: 2.000e-02, eta: 4 days, 9:50:14, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.5947, top5_acc: 0.7973, loss_cls: 1.7409, loss: 1.7409, grad_norm: 3.6077 2022-02-28 20:55:21,862 - mmaction - INFO - Epoch [245][580/939] lr: 2.000e-02, eta: 4 days, 9:48:16, time: 1.255, data_time: 0.062, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7887, loss_cls: 1.7918, loss: 1.7918, grad_norm: 3.6386 2022-02-28 20:55:46,448 - mmaction - INFO - Epoch [245][600/939] lr: 2.000e-02, eta: 4 days, 9:46:14, time: 1.228, data_time: 0.059, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7979, loss_cls: 1.7641, loss: 1.7641, grad_norm: 3.5839 2022-02-28 20:56:11,937 - mmaction - INFO - Epoch [245][620/939] lr: 2.000e-02, eta: 4 days, 9:44:19, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7937, loss_cls: 1.7876, loss: 1.7876, grad_norm: 3.6506 2022-02-28 20:56:37,417 - mmaction - INFO - Epoch [245][640/939] lr: 2.000e-02, eta: 4 days, 9:42:24, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5861, top5_acc: 0.8041, loss_cls: 1.7518, loss: 1.7518, grad_norm: 3.6519 2022-02-28 20:57:02,976 - mmaction - INFO - Epoch [245][660/939] lr: 2.000e-02, eta: 4 days, 9:40:29, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7896, loss_cls: 1.8094, loss: 1.8094, grad_norm: 3.6363 2022-02-28 20:57:28,534 - mmaction - INFO - Epoch [245][680/939] lr: 2.000e-02, eta: 4 days, 9:38:35, time: 1.278, data_time: 0.063, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8025, loss_cls: 1.7629, loss: 1.7629, grad_norm: 3.5370 2022-02-28 20:57:53,311 - mmaction - INFO - Epoch [245][700/939] lr: 2.000e-02, eta: 4 days, 9:36:35, time: 1.239, data_time: 0.064, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7891, loss_cls: 1.7780, loss: 1.7780, grad_norm: 3.6459 2022-02-28 20:58:18,425 - mmaction - INFO - Epoch [245][720/939] lr: 2.000e-02, eta: 4 days, 9:34:38, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.5830, top5_acc: 0.7928, loss_cls: 1.7783, loss: 1.7783, grad_norm: 3.6184 2022-02-28 20:58:43,042 - mmaction - INFO - Epoch [245][740/939] lr: 2.000e-02, eta: 4 days, 9:32:37, time: 1.231, data_time: 0.063, memory: 9654, top1_acc: 0.5791, top5_acc: 0.7959, loss_cls: 1.7778, loss: 1.7778, grad_norm: 3.7050 2022-02-28 20:59:08,315 - mmaction - INFO - Epoch [245][760/939] lr: 2.000e-02, eta: 4 days, 9:30:41, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5885, top5_acc: 0.8045, loss_cls: 1.7301, loss: 1.7301, grad_norm: 3.6369 2022-02-28 20:59:33,843 - mmaction - INFO - Epoch [245][780/939] lr: 2.000e-02, eta: 4 days, 9:28:47, time: 1.276, data_time: 0.062, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7885, loss_cls: 1.8222, loss: 1.8222, grad_norm: 3.6609 2022-02-28 20:59:59,090 - mmaction - INFO - Epoch [245][800/939] lr: 2.000e-02, eta: 4 days, 9:26:51, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7988, loss_cls: 1.7606, loss: 1.7606, grad_norm: 3.6687 2022-02-28 21:00:24,304 - mmaction - INFO - Epoch [245][820/939] lr: 2.000e-02, eta: 4 days, 9:24:55, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.5732, top5_acc: 0.7832, loss_cls: 1.8542, loss: 1.8542, grad_norm: 3.7124 2022-02-28 21:00:50,614 - mmaction - INFO - Epoch [245][840/939] lr: 2.000e-02, eta: 4 days, 9:23:07, time: 1.317, data_time: 0.070, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7969, loss_cls: 1.7722, loss: 1.7722, grad_norm: 3.6666 2022-02-28 21:01:15,781 - mmaction - INFO - Epoch [245][860/939] lr: 2.000e-02, eta: 4 days, 9:21:11, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.5756, top5_acc: 0.7943, loss_cls: 1.8154, loss: 1.8154, grad_norm: 3.6573 2022-02-28 21:01:39,911 - mmaction - INFO - Epoch [245][880/939] lr: 2.000e-02, eta: 4 days, 9:19:08, time: 1.206, data_time: 0.065, memory: 9654, top1_acc: 0.5916, top5_acc: 0.8016, loss_cls: 1.7339, loss: 1.7339, grad_norm: 3.6193 2022-02-28 21:02:05,499 - mmaction - INFO - Epoch [245][900/939] lr: 2.000e-02, eta: 4 days, 9:17:15, time: 1.280, data_time: 0.071, memory: 9654, top1_acc: 0.5932, top5_acc: 0.8117, loss_cls: 1.7339, loss: 1.7339, grad_norm: 3.5521 2022-02-28 21:02:30,481 - mmaction - INFO - Epoch [245][920/939] lr: 2.000e-02, eta: 4 days, 9:15:18, time: 1.249, data_time: 0.115, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7963, loss_cls: 1.7906, loss: 1.7906, grad_norm: 3.5726 2022-02-28 21:02:56,684 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 21:04:27,303 - mmaction - INFO - Epoch [246][20/939] lr: 2.000e-02, eta: 4 days, 9:16:04, time: 4.528, data_time: 3.294, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8123, loss_cls: 1.7028, loss: 1.7028, grad_norm: 3.5526 2022-02-28 21:04:52,405 - mmaction - INFO - Epoch [246][40/939] lr: 2.000e-02, eta: 4 days, 9:14:08, time: 1.257, data_time: 0.085, memory: 9654, top1_acc: 0.5975, top5_acc: 0.8090, loss_cls: 1.7194, loss: 1.7194, grad_norm: 3.5680 2022-02-28 21:05:17,457 - mmaction - INFO - Epoch [246][60/939] lr: 2.000e-02, eta: 4 days, 9:12:12, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.5916, top5_acc: 0.7920, loss_cls: 1.7662, loss: 1.7662, grad_norm: 3.6034 2022-02-28 21:05:41,202 - mmaction - INFO - Epoch [246][80/939] lr: 2.000e-02, eta: 4 days, 9:10:07, time: 1.188, data_time: 0.069, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7992, loss_cls: 1.7689, loss: 1.7689, grad_norm: 3.6105 2022-02-28 21:06:06,891 - mmaction - INFO - Epoch [246][100/939] lr: 2.000e-02, eta: 4 days, 9:08:15, time: 1.284, data_time: 0.063, memory: 9654, top1_acc: 0.5863, top5_acc: 0.8016, loss_cls: 1.7575, loss: 1.7575, grad_norm: 3.6334 2022-02-28 21:06:31,787 - mmaction - INFO - Epoch [246][120/939] lr: 2.000e-02, eta: 4 days, 9:06:18, time: 1.245, data_time: 0.068, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8023, loss_cls: 1.7345, loss: 1.7345, grad_norm: 3.5792 2022-02-28 21:06:57,220 - mmaction - INFO - Epoch [246][140/939] lr: 2.000e-02, eta: 4 days, 9:04:25, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8156, loss_cls: 1.7185, loss: 1.7185, grad_norm: 3.6335 2022-02-28 21:07:21,893 - mmaction - INFO - Epoch [246][160/939] lr: 2.000e-02, eta: 4 days, 9:02:27, time: 1.234, data_time: 0.066, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7891, loss_cls: 1.7642, loss: 1.7642, grad_norm: 3.5947 2022-02-28 21:07:47,115 - mmaction - INFO - Epoch [246][180/939] lr: 2.000e-02, eta: 4 days, 9:00:33, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8021, loss_cls: 1.7286, loss: 1.7286, grad_norm: 3.6160 2022-02-28 21:08:12,149 - mmaction - INFO - Epoch [246][200/939] lr: 2.000e-02, eta: 4 days, 8:58:37, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8008, loss_cls: 1.7224, loss: 1.7224, grad_norm: 3.6530 2022-02-28 21:08:37,432 - mmaction - INFO - Epoch [246][220/939] lr: 2.000e-02, eta: 4 days, 8:56:43, time: 1.264, data_time: 0.060, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7951, loss_cls: 1.7814, loss: 1.7814, grad_norm: 3.6647 2022-02-28 21:09:02,518 - mmaction - INFO - Epoch [246][240/939] lr: 2.000e-02, eta: 4 days, 8:54:48, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.6062, top5_acc: 0.8070, loss_cls: 1.6977, loss: 1.6977, grad_norm: 3.5661 2022-02-28 21:09:27,093 - mmaction - INFO - Epoch [246][260/939] lr: 2.000e-02, eta: 4 days, 8:52:50, time: 1.230, data_time: 0.068, memory: 9654, top1_acc: 0.5854, top5_acc: 0.7904, loss_cls: 1.7890, loss: 1.7890, grad_norm: 3.6353 2022-02-28 21:09:51,332 - mmaction - INFO - Epoch [246][280/939] lr: 2.000e-02, eta: 4 days, 8:50:50, time: 1.212, data_time: 0.070, memory: 9654, top1_acc: 0.5900, top5_acc: 0.8041, loss_cls: 1.7546, loss: 1.7546, grad_norm: 3.6087 2022-02-28 21:10:16,159 - mmaction - INFO - Epoch [246][300/939] lr: 2.000e-02, eta: 4 days, 8:48:54, time: 1.241, data_time: 0.064, memory: 9654, top1_acc: 0.5963, top5_acc: 0.7982, loss_cls: 1.7462, loss: 1.7462, grad_norm: 3.5671 2022-02-28 21:10:42,296 - mmaction - INFO - Epoch [246][320/939] lr: 2.000e-02, eta: 4 days, 8:47:06, time: 1.307, data_time: 0.062, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8064, loss_cls: 1.6913, loss: 1.6913, grad_norm: 3.5394 2022-02-28 21:11:08,241 - mmaction - INFO - Epoch [246][340/939] lr: 2.000e-02, eta: 4 days, 8:45:17, time: 1.296, data_time: 0.065, memory: 9654, top1_acc: 0.5904, top5_acc: 0.7969, loss_cls: 1.7692, loss: 1.7692, grad_norm: 3.6480 2022-02-28 21:11:33,151 - mmaction - INFO - Epoch [246][360/939] lr: 2.000e-02, eta: 4 days, 8:43:22, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.5959, top5_acc: 0.8078, loss_cls: 1.7276, loss: 1.7276, grad_norm: 3.6765 2022-02-28 21:11:57,894 - mmaction - INFO - Epoch [246][380/939] lr: 2.000e-02, eta: 4 days, 8:41:26, time: 1.237, data_time: 0.062, memory: 9654, top1_acc: 0.5900, top5_acc: 0.8010, loss_cls: 1.7568, loss: 1.7568, grad_norm: 3.6339 2022-02-28 21:12:22,699 - mmaction - INFO - Epoch [246][400/939] lr: 2.000e-02, eta: 4 days, 8:39:30, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7990, loss_cls: 1.7804, loss: 1.7804, grad_norm: 3.6907 2022-02-28 21:12:48,375 - mmaction - INFO - Epoch [246][420/939] lr: 2.000e-02, eta: 4 days, 8:37:40, time: 1.284, data_time: 0.061, memory: 9654, top1_acc: 0.6010, top5_acc: 0.7994, loss_cls: 1.7361, loss: 1.7361, grad_norm: 3.6135 2022-02-28 21:13:13,527 - mmaction - INFO - Epoch [246][440/939] lr: 2.000e-02, eta: 4 days, 8:35:46, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7953, loss_cls: 1.7737, loss: 1.7737, grad_norm: 3.6585 2022-02-28 21:13:38,472 - mmaction - INFO - Epoch [246][460/939] lr: 2.000e-02, eta: 4 days, 8:33:52, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8020, loss_cls: 1.7577, loss: 1.7577, grad_norm: 3.6653 2022-02-28 21:14:03,434 - mmaction - INFO - Epoch [246][480/939] lr: 2.000e-02, eta: 4 days, 8:31:57, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8008, loss_cls: 1.7547, loss: 1.7547, grad_norm: 3.7189 2022-02-28 21:14:28,775 - mmaction - INFO - Epoch [246][500/939] lr: 2.000e-02, eta: 4 days, 8:30:06, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7971, loss_cls: 1.7547, loss: 1.7547, grad_norm: 3.5998 2022-02-28 21:14:54,251 - mmaction - INFO - Epoch [246][520/939] lr: 2.000e-02, eta: 4 days, 8:28:15, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7879, loss_cls: 1.8146, loss: 1.8146, grad_norm: 3.6355 2022-02-28 21:15:18,620 - mmaction - INFO - Epoch [246][540/939] lr: 2.000e-02, eta: 4 days, 8:26:17, time: 1.219, data_time: 0.062, memory: 9654, top1_acc: 0.5982, top5_acc: 0.8059, loss_cls: 1.7260, loss: 1.7260, grad_norm: 3.6359 2022-02-28 21:15:43,585 - mmaction - INFO - Epoch [246][560/939] lr: 2.000e-02, eta: 4 days, 8:24:23, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.5846, top5_acc: 0.7939, loss_cls: 1.8105, loss: 1.8105, grad_norm: 3.6415 2022-02-28 21:16:08,143 - mmaction - INFO - Epoch [246][580/939] lr: 2.000e-02, eta: 4 days, 8:22:26, time: 1.228, data_time: 0.066, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7988, loss_cls: 1.7413, loss: 1.7413, grad_norm: 3.6073 2022-02-28 21:16:32,658 - mmaction - INFO - Epoch [246][600/939] lr: 2.000e-02, eta: 4 days, 8:20:30, time: 1.226, data_time: 0.067, memory: 9654, top1_acc: 0.5852, top5_acc: 0.8072, loss_cls: 1.7110, loss: 1.7110, grad_norm: 3.6216 2022-02-28 21:16:58,271 - mmaction - INFO - Epoch [246][620/939] lr: 2.000e-02, eta: 4 days, 8:18:41, time: 1.281, data_time: 0.109, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8055, loss_cls: 1.7415, loss: 1.7415, grad_norm: 3.6850 2022-02-28 21:17:23,411 - mmaction - INFO - Epoch [246][640/939] lr: 2.000e-02, eta: 4 days, 8:16:48, time: 1.257, data_time: 0.120, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7920, loss_cls: 1.7884, loss: 1.7884, grad_norm: 3.5830 2022-02-28 21:17:48,482 - mmaction - INFO - Epoch [246][660/939] lr: 2.000e-02, eta: 4 days, 8:14:56, time: 1.254, data_time: 0.103, memory: 9654, top1_acc: 0.5834, top5_acc: 0.8006, loss_cls: 1.7715, loss: 1.7715, grad_norm: 3.6770 2022-02-28 21:18:14,059 - mmaction - INFO - Epoch [246][680/939] lr: 2.000e-02, eta: 4 days, 8:13:06, time: 1.279, data_time: 0.120, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8018, loss_cls: 1.7228, loss: 1.7228, grad_norm: 3.5259 2022-02-28 21:18:39,073 - mmaction - INFO - Epoch [246][700/939] lr: 2.000e-02, eta: 4 days, 8:11:13, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.5760, top5_acc: 0.7924, loss_cls: 1.8077, loss: 1.8077, grad_norm: 3.6674 2022-02-28 21:19:04,092 - mmaction - INFO - Epoch [246][720/939] lr: 2.000e-02, eta: 4 days, 8:09:21, time: 1.251, data_time: 0.061, memory: 9654, top1_acc: 0.5818, top5_acc: 0.8014, loss_cls: 1.7704, loss: 1.7704, grad_norm: 3.5820 2022-02-28 21:19:28,497 - mmaction - INFO - Epoch [246][740/939] lr: 2.000e-02, eta: 4 days, 8:07:24, time: 1.221, data_time: 0.065, memory: 9654, top1_acc: 0.5869, top5_acc: 0.8018, loss_cls: 1.7585, loss: 1.7585, grad_norm: 3.5397 2022-02-28 21:19:53,400 - mmaction - INFO - Epoch [246][760/939] lr: 2.000e-02, eta: 4 days, 8:05:31, time: 1.245, data_time: 0.069, memory: 9654, top1_acc: 0.5830, top5_acc: 0.8000, loss_cls: 1.7725, loss: 1.7725, grad_norm: 3.6277 2022-02-28 21:20:18,804 - mmaction - INFO - Epoch [246][780/939] lr: 2.000e-02, eta: 4 days, 8:03:41, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.5900, top5_acc: 0.8092, loss_cls: 1.7288, loss: 1.7288, grad_norm: 3.5843 2022-02-28 21:20:44,672 - mmaction - INFO - Epoch [246][800/939] lr: 2.000e-02, eta: 4 days, 8:01:54, time: 1.294, data_time: 0.058, memory: 9654, top1_acc: 0.5768, top5_acc: 0.7955, loss_cls: 1.7867, loss: 1.7867, grad_norm: 3.5924 2022-02-28 21:21:09,634 - mmaction - INFO - Epoch [246][820/939] lr: 2.000e-02, eta: 4 days, 8:00:02, time: 1.248, data_time: 0.069, memory: 9654, top1_acc: 0.5967, top5_acc: 0.8057, loss_cls: 1.7358, loss: 1.7358, grad_norm: 3.6075 2022-02-28 21:21:34,624 - mmaction - INFO - Epoch [246][840/939] lr: 2.000e-02, eta: 4 days, 7:58:10, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7957, loss_cls: 1.7765, loss: 1.7765, grad_norm: 3.7009 2022-02-28 21:21:59,849 - mmaction - INFO - Epoch [246][860/939] lr: 2.000e-02, eta: 4 days, 7:56:19, time: 1.261, data_time: 0.061, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7975, loss_cls: 1.7940, loss: 1.7940, grad_norm: 3.6966 2022-02-28 21:22:24,987 - mmaction - INFO - Epoch [246][880/939] lr: 2.000e-02, eta: 4 days, 7:54:28, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.5664, top5_acc: 0.7895, loss_cls: 1.8357, loss: 1.8357, grad_norm: 3.6584 2022-02-28 21:22:50,345 - mmaction - INFO - Epoch [246][900/939] lr: 2.000e-02, eta: 4 days, 7:52:38, time: 1.267, data_time: 0.060, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8043, loss_cls: 1.7230, loss: 1.7230, grad_norm: 3.5885 2022-02-28 21:23:15,532 - mmaction - INFO - Epoch [246][920/939] lr: 2.000e-02, eta: 4 days, 7:50:48, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.5658, top5_acc: 0.7871, loss_cls: 1.8258, loss: 1.8258, grad_norm: 3.6665 2022-02-28 21:23:42,662 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 21:23:42,759 - mmaction - INFO - 110 BN found 2022-02-28 21:28:08,624 - mmaction - INFO - BN stats updated 2022-02-28 21:28:10,633 - mmaction - INFO - Saving checkpoint at 246 epochs 2022-02-28 21:31:41,939 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-02-28 21:31:42,823 - mmaction - INFO - top1_acc 0.6232 top5_acc 0.8387 2022-02-28 21:31:42,823 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-02-28 21:31:42,878 - mmaction - INFO - mean_acc 0.6230 2022-02-28 21:31:42,891 - mmaction - INFO - Epoch(val) [246][155] top1_acc: 0.6232, top5_acc: 0.8387, mean_class_accuracy: 0.6230 2022-02-28 21:31:43,728 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 21:33:13,669 - mmaction - INFO - Epoch [247][20/939] lr: 2.000e-02, eta: 4 days, 7:51:30, time: 4.496, data_time: 3.195, memory: 9654, top1_acc: 0.6025, top5_acc: 0.8066, loss_cls: 1.7102, loss: 1.7102, grad_norm: 3.5503 2022-02-28 21:33:38,153 - mmaction - INFO - Epoch [247][40/939] lr: 2.000e-02, eta: 4 days, 7:49:35, time: 1.224, data_time: 0.078, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8000, loss_cls: 1.7330, loss: 1.7330, grad_norm: 3.5854 2022-02-28 21:34:02,932 - mmaction - INFO - Epoch [247][60/939] lr: 2.000e-02, eta: 4 days, 7:47:42, time: 1.239, data_time: 0.067, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8029, loss_cls: 1.7448, loss: 1.7448, grad_norm: 3.6234 2022-02-28 21:34:27,955 - mmaction - INFO - Epoch [247][80/939] lr: 2.000e-02, eta: 4 days, 7:45:51, time: 1.252, data_time: 0.067, memory: 9654, top1_acc: 0.5861, top5_acc: 0.8029, loss_cls: 1.7564, loss: 1.7564, grad_norm: 3.6633 2022-02-28 21:34:53,373 - mmaction - INFO - Epoch [247][100/939] lr: 2.000e-02, eta: 4 days, 7:44:03, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8064, loss_cls: 1.7096, loss: 1.7096, grad_norm: 3.5962 2022-02-28 21:35:18,014 - mmaction - INFO - Epoch [247][120/939] lr: 2.000e-02, eta: 4 days, 7:42:09, time: 1.231, data_time: 0.068, memory: 9654, top1_acc: 0.5957, top5_acc: 0.7990, loss_cls: 1.7525, loss: 1.7525, grad_norm: 3.5540 2022-02-28 21:35:42,792 - mmaction - INFO - Epoch [247][140/939] lr: 2.000e-02, eta: 4 days, 7:40:17, time: 1.239, data_time: 0.062, memory: 9654, top1_acc: 0.5857, top5_acc: 0.7971, loss_cls: 1.7557, loss: 1.7557, grad_norm: 3.5585 2022-02-28 21:36:07,745 - mmaction - INFO - Epoch [247][160/939] lr: 2.000e-02, eta: 4 days, 7:38:25, time: 1.247, data_time: 0.071, memory: 9654, top1_acc: 0.5982, top5_acc: 0.8021, loss_cls: 1.7134, loss: 1.7134, grad_norm: 3.5699 2022-02-28 21:36:32,556 - mmaction - INFO - Epoch [247][180/939] lr: 2.000e-02, eta: 4 days, 7:36:33, time: 1.241, data_time: 0.069, memory: 9654, top1_acc: 0.5912, top5_acc: 0.8012, loss_cls: 1.7496, loss: 1.7496, grad_norm: 3.6228 2022-02-28 21:36:57,803 - mmaction - INFO - Epoch [247][200/939] lr: 2.000e-02, eta: 4 days, 7:34:44, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5850, top5_acc: 0.7920, loss_cls: 1.7758, loss: 1.7758, grad_norm: 3.6747 2022-02-28 21:37:22,842 - mmaction - INFO - Epoch [247][220/939] lr: 2.000e-02, eta: 4 days, 7:32:54, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.5736, top5_acc: 0.7959, loss_cls: 1.7649, loss: 1.7649, grad_norm: 3.6834 2022-02-28 21:37:48,171 - mmaction - INFO - Epoch [247][240/939] lr: 2.000e-02, eta: 4 days, 7:31:05, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7939, loss_cls: 1.7500, loss: 1.7500, grad_norm: 3.6632 2022-02-28 21:38:13,364 - mmaction - INFO - Epoch [247][260/939] lr: 2.000e-02, eta: 4 days, 7:29:16, time: 1.260, data_time: 0.072, memory: 9654, top1_acc: 0.5947, top5_acc: 0.8031, loss_cls: 1.7183, loss: 1.7183, grad_norm: 3.6074 2022-02-28 21:38:37,803 - mmaction - INFO - Epoch [247][280/939] lr: 2.000e-02, eta: 4 days, 7:27:22, time: 1.222, data_time: 0.066, memory: 9654, top1_acc: 0.5885, top5_acc: 0.7955, loss_cls: 1.7529, loss: 1.7529, grad_norm: 3.5705 2022-02-28 21:39:02,892 - mmaction - INFO - Epoch [247][300/939] lr: 2.000e-02, eta: 4 days, 7:25:33, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.5920, top5_acc: 0.8002, loss_cls: 1.7490, loss: 1.7490, grad_norm: 3.6267 2022-02-28 21:39:27,362 - mmaction - INFO - Epoch [247][320/939] lr: 2.000e-02, eta: 4 days, 7:23:39, time: 1.223, data_time: 0.071, memory: 9654, top1_acc: 0.6027, top5_acc: 0.8090, loss_cls: 1.6958, loss: 1.6958, grad_norm: 3.5982 2022-02-28 21:39:52,685 - mmaction - INFO - Epoch [247][340/939] lr: 2.000e-02, eta: 4 days, 7:21:51, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.5814, top5_acc: 0.7910, loss_cls: 1.7944, loss: 1.7944, grad_norm: 3.7064 2022-02-28 21:40:18,199 - mmaction - INFO - Epoch [247][360/939] lr: 2.000e-02, eta: 4 days, 7:20:05, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8018, loss_cls: 1.7754, loss: 1.7754, grad_norm: 3.6556 2022-02-28 21:40:43,542 - mmaction - INFO - Epoch [247][380/939] lr: 2.000e-02, eta: 4 days, 7:18:17, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8010, loss_cls: 1.7454, loss: 1.7454, grad_norm: 3.5743 2022-02-28 21:41:09,123 - mmaction - INFO - Epoch [247][400/939] lr: 2.000e-02, eta: 4 days, 7:16:31, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5877, top5_acc: 0.8049, loss_cls: 1.7487, loss: 1.7487, grad_norm: 3.6276 2022-02-28 21:41:33,600 - mmaction - INFO - Epoch [247][420/939] lr: 2.000e-02, eta: 4 days, 7:14:38, time: 1.225, data_time: 0.065, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7957, loss_cls: 1.7785, loss: 1.7785, grad_norm: 3.6499 2022-02-28 21:41:59,225 - mmaction - INFO - Epoch [247][440/939] lr: 2.000e-02, eta: 4 days, 7:12:53, time: 1.281, data_time: 0.062, memory: 9654, top1_acc: 0.5941, top5_acc: 0.8018, loss_cls: 1.7385, loss: 1.7385, grad_norm: 3.5964 2022-02-28 21:42:24,691 - mmaction - INFO - Epoch [247][460/939] lr: 2.000e-02, eta: 4 days, 7:11:06, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8057, loss_cls: 1.7460, loss: 1.7460, grad_norm: 3.6013 2022-02-28 21:42:49,590 - mmaction - INFO - Epoch [247][480/939] lr: 2.000e-02, eta: 4 days, 7:09:16, time: 1.244, data_time: 0.066, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7926, loss_cls: 1.7838, loss: 1.7838, grad_norm: 3.6425 2022-02-28 21:43:14,976 - mmaction - INFO - Epoch [247][500/939] lr: 2.000e-02, eta: 4 days, 7:07:30, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5811, top5_acc: 0.7943, loss_cls: 1.8009, loss: 1.8009, grad_norm: 3.6595 2022-02-28 21:43:39,328 - mmaction - INFO - Epoch [247][520/939] lr: 2.000e-02, eta: 4 days, 7:05:36, time: 1.218, data_time: 0.067, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8010, loss_cls: 1.7413, loss: 1.7413, grad_norm: 3.5899 2022-02-28 21:44:03,887 - mmaction - INFO - Epoch [247][540/939] lr: 2.000e-02, eta: 4 days, 7:03:45, time: 1.228, data_time: 0.066, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7951, loss_cls: 1.7965, loss: 1.7965, grad_norm: 3.5847 2022-02-28 21:44:29,151 - mmaction - INFO - Epoch [247][560/939] lr: 2.000e-02, eta: 4 days, 7:01:58, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8029, loss_cls: 1.7470, loss: 1.7470, grad_norm: 3.5960 2022-02-28 21:44:54,810 - mmaction - INFO - Epoch [247][580/939] lr: 2.000e-02, eta: 4 days, 7:00:13, time: 1.283, data_time: 0.062, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7967, loss_cls: 1.7983, loss: 1.7983, grad_norm: 3.6607 2022-02-28 21:45:20,170 - mmaction - INFO - Epoch [247][600/939] lr: 2.000e-02, eta: 4 days, 6:58:26, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7967, loss_cls: 1.7996, loss: 1.7996, grad_norm: 3.6537 2022-02-28 21:45:45,713 - mmaction - INFO - Epoch [247][620/939] lr: 2.000e-02, eta: 4 days, 6:56:41, time: 1.277, data_time: 0.073, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8037, loss_cls: 1.7462, loss: 1.7462, grad_norm: 3.6146 2022-02-28 21:46:10,559 - mmaction - INFO - Epoch [247][640/939] lr: 2.000e-02, eta: 4 days, 6:54:52, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7928, loss_cls: 1.8194, loss: 1.8194, grad_norm: 3.7128 2022-02-28 21:46:35,436 - mmaction - INFO - Epoch [247][660/939] lr: 2.000e-02, eta: 4 days, 6:53:03, time: 1.243, data_time: 0.061, memory: 9654, top1_acc: 0.5877, top5_acc: 0.7959, loss_cls: 1.7630, loss: 1.7630, grad_norm: 3.6694 2022-02-28 21:47:00,659 - mmaction - INFO - Epoch [247][680/939] lr: 2.000e-02, eta: 4 days, 6:51:16, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8016, loss_cls: 1.7194, loss: 1.7194, grad_norm: 3.6474 2022-02-28 21:47:25,438 - mmaction - INFO - Epoch [247][700/939] lr: 2.000e-02, eta: 4 days, 6:49:26, time: 1.239, data_time: 0.064, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7980, loss_cls: 1.7614, loss: 1.7614, grad_norm: 3.6512 2022-02-28 21:47:50,431 - mmaction - INFO - Epoch [247][720/939] lr: 2.000e-02, eta: 4 days, 6:47:38, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7848, loss_cls: 1.8357, loss: 1.8357, grad_norm: 3.6513 2022-02-28 21:48:15,626 - mmaction - INFO - Epoch [247][740/939] lr: 2.000e-02, eta: 4 days, 6:45:52, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.5783, top5_acc: 0.7963, loss_cls: 1.8029, loss: 1.8029, grad_norm: 3.6258 2022-02-28 21:48:41,029 - mmaction - INFO - Epoch [247][760/939] lr: 2.000e-02, eta: 4 days, 6:44:06, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7998, loss_cls: 1.7706, loss: 1.7706, grad_norm: 3.6137 2022-02-28 21:49:05,303 - mmaction - INFO - Epoch [247][780/939] lr: 2.000e-02, eta: 4 days, 6:42:14, time: 1.215, data_time: 0.064, memory: 9654, top1_acc: 0.5904, top5_acc: 0.8006, loss_cls: 1.7520, loss: 1.7520, grad_norm: 3.5702 2022-02-28 21:49:30,447 - mmaction - INFO - Epoch [247][800/939] lr: 2.000e-02, eta: 4 days, 6:40:27, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8029, loss_cls: 1.7548, loss: 1.7548, grad_norm: 3.6348 2022-02-28 21:49:55,572 - mmaction - INFO - Epoch [247][820/939] lr: 2.000e-02, eta: 4 days, 6:38:40, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.6002, top5_acc: 0.8063, loss_cls: 1.7462, loss: 1.7462, grad_norm: 3.6529 2022-02-28 21:50:21,032 - mmaction - INFO - Epoch [247][840/939] lr: 2.000e-02, eta: 4 days, 6:36:56, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5869, top5_acc: 0.8031, loss_cls: 1.7351, loss: 1.7351, grad_norm: 3.6592 2022-02-28 21:50:46,344 - mmaction - INFO - Epoch [247][860/939] lr: 2.000e-02, eta: 4 days, 6:35:10, time: 1.266, data_time: 0.093, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7906, loss_cls: 1.8134, loss: 1.8134, grad_norm: 3.7194 2022-02-28 21:51:12,187 - mmaction - INFO - Epoch [247][880/939] lr: 2.000e-02, eta: 4 days, 6:33:28, time: 1.291, data_time: 0.064, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7996, loss_cls: 1.7660, loss: 1.7660, grad_norm: 3.6296 2022-02-28 21:51:36,864 - mmaction - INFO - Epoch [247][900/939] lr: 2.000e-02, eta: 4 days, 6:31:39, time: 1.233, data_time: 0.060, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7937, loss_cls: 1.7756, loss: 1.7756, grad_norm: 3.6624 2022-02-28 21:52:02,480 - mmaction - INFO - Epoch [247][920/939] lr: 2.000e-02, eta: 4 days, 6:29:56, time: 1.283, data_time: 0.069, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7916, loss_cls: 1.8173, loss: 1.8173, grad_norm: 3.7024 2022-02-28 21:52:27,959 - mmaction - INFO - 0 subbns modified to 2. 2022-02-28 21:53:58,285 - mmaction - INFO - Epoch [248][20/939] lr: 2.000e-02, eta: 4 days, 6:30:41, time: 4.515, data_time: 3.239, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7963, loss_cls: 1.7641, loss: 1.7641, grad_norm: 3.6725 2022-02-28 21:54:23,688 - mmaction - INFO - Epoch [248][40/939] lr: 2.000e-02, eta: 4 days, 6:28:57, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.5955, top5_acc: 0.7959, loss_cls: 1.7470, loss: 1.7470, grad_norm: 3.6193 2022-02-28 21:54:48,241 - mmaction - INFO - Epoch [248][60/939] lr: 2.000e-02, eta: 4 days, 6:27:07, time: 1.227, data_time: 0.064, memory: 9654, top1_acc: 0.5740, top5_acc: 0.7932, loss_cls: 1.8133, loss: 1.8133, grad_norm: 3.7162 2022-02-28 21:55:13,148 - mmaction - INFO - Epoch [248][80/939] lr: 2.000e-02, eta: 4 days, 6:25:20, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8049, loss_cls: 1.7302, loss: 1.7302, grad_norm: 3.6395 2022-02-28 21:55:38,213 - mmaction - INFO - Epoch [248][100/939] lr: 2.000e-02, eta: 4 days, 6:23:34, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7990, loss_cls: 1.7429, loss: 1.7429, grad_norm: 3.6419 2022-02-28 21:56:03,374 - mmaction - INFO - Epoch [248][120/939] lr: 2.000e-02, eta: 4 days, 6:21:48, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5912, top5_acc: 0.7975, loss_cls: 1.7330, loss: 1.7330, grad_norm: 3.6264 2022-02-28 21:56:27,726 - mmaction - INFO - Epoch [248][140/939] lr: 2.000e-02, eta: 4 days, 6:19:58, time: 1.217, data_time: 0.066, memory: 9654, top1_acc: 0.6033, top5_acc: 0.8035, loss_cls: 1.7124, loss: 1.7124, grad_norm: 3.6027 2022-02-28 21:56:53,110 - mmaction - INFO - Epoch [248][160/939] lr: 2.000e-02, eta: 4 days, 6:18:14, time: 1.270, data_time: 0.072, memory: 9654, top1_acc: 0.5951, top5_acc: 0.8070, loss_cls: 1.7138, loss: 1.7138, grad_norm: 3.5804 2022-02-28 21:57:18,321 - mmaction - INFO - Epoch [248][180/939] lr: 2.000e-02, eta: 4 days, 6:16:29, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.6047, top5_acc: 0.8086, loss_cls: 1.6956, loss: 1.6956, grad_norm: 3.5800 2022-02-28 21:57:43,509 - mmaction - INFO - Epoch [248][200/939] lr: 2.000e-02, eta: 4 days, 6:14:44, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.5838, top5_acc: 0.7906, loss_cls: 1.8237, loss: 1.8237, grad_norm: 3.7509 2022-02-28 21:58:09,525 - mmaction - INFO - Epoch [248][220/939] lr: 2.000e-02, eta: 4 days, 6:13:04, time: 1.302, data_time: 0.066, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7973, loss_cls: 1.7844, loss: 1.7844, grad_norm: 3.6474 2022-02-28 21:58:33,941 - mmaction - INFO - Epoch [248][240/939] lr: 2.000e-02, eta: 4 days, 6:11:14, time: 1.220, data_time: 0.057, memory: 9654, top1_acc: 0.6025, top5_acc: 0.8061, loss_cls: 1.7226, loss: 1.7226, grad_norm: 3.5634 2022-02-28 21:58:58,018 - mmaction - INFO - Epoch [248][260/939] lr: 2.000e-02, eta: 4 days, 6:09:23, time: 1.204, data_time: 0.068, memory: 9654, top1_acc: 0.5896, top5_acc: 0.7896, loss_cls: 1.7887, loss: 1.7887, grad_norm: 3.6136 2022-02-28 21:59:23,255 - mmaction - INFO - Epoch [248][280/939] lr: 2.000e-02, eta: 4 days, 6:07:39, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.5971, top5_acc: 0.8127, loss_cls: 1.7084, loss: 1.7084, grad_norm: 3.6051 2022-02-28 21:59:49,160 - mmaction - INFO - Epoch [248][300/939] lr: 2.000e-02, eta: 4 days, 6:05:58, time: 1.295, data_time: 0.066, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8023, loss_cls: 1.7641, loss: 1.7641, grad_norm: 3.5944 2022-02-28 22:00:15,579 - mmaction - INFO - Epoch [248][320/939] lr: 2.000e-02, eta: 4 days, 6:04:21, time: 1.321, data_time: 0.060, memory: 9654, top1_acc: 0.5877, top5_acc: 0.8068, loss_cls: 1.7456, loss: 1.7456, grad_norm: 3.6362 2022-02-28 22:00:41,155 - mmaction - INFO - Epoch [248][340/939] lr: 2.000e-02, eta: 4 days, 6:02:39, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7963, loss_cls: 1.7758, loss: 1.7758, grad_norm: 3.6984 2022-02-28 22:01:06,737 - mmaction - INFO - Epoch [248][360/939] lr: 2.000e-02, eta: 4 days, 6:00:57, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.5822, top5_acc: 0.8008, loss_cls: 1.7510, loss: 1.7510, grad_norm: 3.5957 2022-02-28 22:01:31,592 - mmaction - INFO - Epoch [248][380/939] lr: 2.000e-02, eta: 4 days, 5:59:11, time: 1.242, data_time: 0.060, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7992, loss_cls: 1.7697, loss: 1.7697, grad_norm: 3.6205 2022-02-28 22:01:57,007 - mmaction - INFO - Epoch [248][400/939] lr: 2.000e-02, eta: 4 days, 5:57:28, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7971, loss_cls: 1.7826, loss: 1.7826, grad_norm: 3.6397 2022-02-28 22:02:21,159 - mmaction - INFO - Epoch [248][420/939] lr: 2.000e-02, eta: 4 days, 5:55:38, time: 1.208, data_time: 0.062, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8061, loss_cls: 1.7214, loss: 1.7214, grad_norm: 3.5584 2022-02-28 22:02:45,751 - mmaction - INFO - Epoch [248][440/939] lr: 2.000e-02, eta: 4 days, 5:53:51, time: 1.230, data_time: 0.097, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7959, loss_cls: 1.7439, loss: 1.7439, grad_norm: 3.5974 2022-02-28 22:03:11,290 - mmaction - INFO - Epoch [248][460/939] lr: 2.000e-02, eta: 4 days, 5:52:09, time: 1.278, data_time: 0.157, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7928, loss_cls: 1.7795, loss: 1.7795, grad_norm: 3.6569 2022-02-28 22:03:36,815 - mmaction - INFO - Epoch [248][480/939] lr: 2.000e-02, eta: 4 days, 5:50:28, time: 1.275, data_time: 0.121, memory: 9654, top1_acc: 0.5908, top5_acc: 0.7971, loss_cls: 1.7656, loss: 1.7656, grad_norm: 3.6550 2022-02-28 22:04:02,200 - mmaction - INFO - Epoch [248][500/939] lr: 2.000e-02, eta: 4 days, 5:48:45, time: 1.270, data_time: 0.150, memory: 9654, top1_acc: 0.5959, top5_acc: 0.8082, loss_cls: 1.7198, loss: 1.7198, grad_norm: 3.6173 2022-02-28 22:04:27,572 - mmaction - INFO - Epoch [248][520/939] lr: 2.000e-02, eta: 4 days, 5:47:03, time: 1.268, data_time: 0.163, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7955, loss_cls: 1.7606, loss: 1.7606, grad_norm: 3.6033 2022-02-28 22:04:53,309 - mmaction - INFO - Epoch [248][540/939] lr: 2.000e-02, eta: 4 days, 5:45:22, time: 1.286, data_time: 0.168, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7893, loss_cls: 1.7788, loss: 1.7788, grad_norm: 3.6802 2022-02-28 22:05:18,265 - mmaction - INFO - Epoch [248][560/939] lr: 2.000e-02, eta: 4 days, 5:43:38, time: 1.249, data_time: 0.133, memory: 9654, top1_acc: 0.5967, top5_acc: 0.8039, loss_cls: 1.7259, loss: 1.7259, grad_norm: 3.5775 2022-02-28 22:05:43,150 - mmaction - INFO - Epoch [248][580/939] lr: 2.000e-02, eta: 4 days, 5:41:53, time: 1.244, data_time: 0.117, memory: 9654, top1_acc: 0.5936, top5_acc: 0.7969, loss_cls: 1.7283, loss: 1.7283, grad_norm: 3.6316 2022-02-28 22:06:08,501 - mmaction - INFO - Epoch [248][600/939] lr: 2.000e-02, eta: 4 days, 5:40:11, time: 1.268, data_time: 0.145, memory: 9654, top1_acc: 0.5932, top5_acc: 0.8070, loss_cls: 1.7390, loss: 1.7390, grad_norm: 3.6173 2022-02-28 22:06:33,304 - mmaction - INFO - Epoch [248][620/939] lr: 2.000e-02, eta: 4 days, 5:38:25, time: 1.241, data_time: 0.124, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8053, loss_cls: 1.7166, loss: 1.7166, grad_norm: 3.6081 2022-02-28 22:06:58,990 - mmaction - INFO - Epoch [248][640/939] lr: 2.000e-02, eta: 4 days, 5:36:45, time: 1.284, data_time: 0.163, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7916, loss_cls: 1.8050, loss: 1.8050, grad_norm: 3.7431 2022-02-28 22:07:24,124 - mmaction - INFO - Epoch [248][660/939] lr: 2.000e-02, eta: 4 days, 5:35:02, time: 1.257, data_time: 0.144, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7932, loss_cls: 1.7931, loss: 1.7931, grad_norm: 3.6369 2022-02-28 22:07:49,082 - mmaction - INFO - Epoch [248][680/939] lr: 2.000e-02, eta: 4 days, 5:33:18, time: 1.248, data_time: 0.126, memory: 9654, top1_acc: 0.5729, top5_acc: 0.7918, loss_cls: 1.8069, loss: 1.8069, grad_norm: 3.6875 2022-02-28 22:08:14,361 - mmaction - INFO - Epoch [248][700/939] lr: 2.000e-02, eta: 4 days, 5:31:36, time: 1.264, data_time: 0.150, memory: 9654, top1_acc: 0.5963, top5_acc: 0.8150, loss_cls: 1.7022, loss: 1.7022, grad_norm: 3.5996 2022-02-28 22:08:39,390 - mmaction - INFO - Epoch [248][720/939] lr: 2.000e-02, eta: 4 days, 5:29:52, time: 1.252, data_time: 0.149, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7994, loss_cls: 1.7489, loss: 1.7489, grad_norm: 3.6633 2022-02-28 22:09:04,075 - mmaction - INFO - Epoch [248][740/939] lr: 2.000e-02, eta: 4 days, 5:28:07, time: 1.234, data_time: 0.110, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7855, loss_cls: 1.8140, loss: 1.8140, grad_norm: 3.6708 2022-02-28 22:09:29,505 - mmaction - INFO - Epoch [248][760/939] lr: 2.000e-02, eta: 4 days, 5:26:26, time: 1.271, data_time: 0.146, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8109, loss_cls: 1.7201, loss: 1.7201, grad_norm: 3.6194 2022-02-28 22:09:53,551 - mmaction - INFO - Epoch [248][780/939] lr: 2.000e-02, eta: 4 days, 5:24:37, time: 1.202, data_time: 0.075, memory: 9654, top1_acc: 0.5928, top5_acc: 0.8086, loss_cls: 1.7396, loss: 1.7396, grad_norm: 3.5771 2022-02-28 22:10:18,855 - mmaction - INFO - Epoch [248][800/939] lr: 2.000e-02, eta: 4 days, 5:22:55, time: 1.266, data_time: 0.129, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8070, loss_cls: 1.7104, loss: 1.7104, grad_norm: 3.5826 2022-02-28 22:10:45,346 - mmaction - INFO - Epoch [248][820/939] lr: 2.000e-02, eta: 4 days, 5:21:21, time: 1.324, data_time: 0.208, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7988, loss_cls: 1.7602, loss: 1.7602, grad_norm: 3.5971 2022-02-28 22:11:10,364 - mmaction - INFO - Epoch [248][840/939] lr: 2.000e-02, eta: 4 days, 5:19:38, time: 1.252, data_time: 0.122, memory: 9654, top1_acc: 0.5846, top5_acc: 0.8010, loss_cls: 1.7735, loss: 1.7735, grad_norm: 3.6828 2022-02-28 22:11:35,330 - mmaction - INFO - Epoch [248][860/939] lr: 2.000e-02, eta: 4 days, 5:17:55, time: 1.248, data_time: 0.133, memory: 9654, top1_acc: 0.5799, top5_acc: 0.7928, loss_cls: 1.8228, loss: 1.8228, grad_norm: 3.6578 2022-02-28 22:12:00,559 - mmaction - INFO - Epoch [248][880/939] lr: 2.000e-02, eta: 4 days, 5:16:13, time: 1.262, data_time: 0.118, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8020, loss_cls: 1.7703, loss: 1.7703, grad_norm: 3.6703 2022-02-28 22:12:25,566 - mmaction - INFO - Epoch [248][900/939] lr: 2.000e-02, eta: 4 days, 5:14:30, time: 1.251, data_time: 0.123, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7941, loss_cls: 1.7747, loss: 1.7747, grad_norm: 3.6196 2022-02-28 22:12:50,531 - mmaction - INFO - Epoch [248][920/939] lr: 2.000e-02, eta: 4 days, 5:12:47, time: 1.247, data_time: 0.125, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7943, loss_cls: 1.7960, loss: 1.7960, grad_norm: 3.6333 2022-02-28 22:13:17,124 - mmaction - INFO - 0 subbns modified to 1. 2022-02-28 22:14:58,306 - mmaction - INFO - Epoch [249][20/1878] lr: 1.000e-02, eta: 11 days, 6:31:47, time: 5.058, data_time: 3.863, memory: 9654, top1_acc: 0.5563, top5_acc: 0.7828, loss_cls: 1.9699, loss: 1.9699, grad_norm: 4.2717 2022-02-28 22:15:23,662 - mmaction - INFO - Epoch [249][40/1878] lr: 1.000e-02, eta: 11 days, 6:28:18, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.5535, top5_acc: 0.7809, loss_cls: 1.9153, loss: 1.9153, grad_norm: 4.1804 2022-02-28 22:15:48,955 - mmaction - INFO - Epoch [249][60/1878] lr: 1.000e-02, eta: 11 days, 6:24:49, time: 1.266, data_time: 0.071, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7875, loss_cls: 1.8451, loss: 1.8451, grad_norm: 4.2295 2022-02-28 22:16:14,069 - mmaction - INFO - Epoch [249][80/1878] lr: 1.000e-02, eta: 11 days, 6:21:17, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5668, top5_acc: 0.7883, loss_cls: 1.8785, loss: 1.8785, grad_norm: 4.3310 2022-02-28 22:16:39,107 - mmaction - INFO - Epoch [249][100/1878] lr: 1.000e-02, eta: 11 days, 6:17:45, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.5684, top5_acc: 0.7750, loss_cls: 1.9042, loss: 1.9042, grad_norm: 4.2921 2022-02-28 22:17:04,571 - mmaction - INFO - Epoch [249][120/1878] lr: 1.000e-02, eta: 11 days, 6:14:20, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7863, loss_cls: 1.8261, loss: 1.8261, grad_norm: 4.2142 2022-02-28 22:17:29,948 - mmaction - INFO - Epoch [249][140/1878] lr: 1.000e-02, eta: 11 days, 6:10:53, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7906, loss_cls: 1.8427, loss: 1.8427, grad_norm: 4.2160 2022-02-28 22:17:55,428 - mmaction - INFO - Epoch [249][160/1878] lr: 1.000e-02, eta: 11 days, 6:07:28, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7871, loss_cls: 1.8588, loss: 1.8588, grad_norm: 4.3201 2022-02-28 22:18:20,746 - mmaction - INFO - Epoch [249][180/1878] lr: 1.000e-02, eta: 11 days, 6:04:00, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7957, loss_cls: 1.8349, loss: 1.8349, grad_norm: 4.3396 2022-02-28 22:18:45,934 - mmaction - INFO - Epoch [249][200/1878] lr: 1.000e-02, eta: 11 days, 6:00:31, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7816, loss_cls: 1.8741, loss: 1.8741, grad_norm: 4.3970 2022-02-28 22:19:11,288 - mmaction - INFO - Epoch [249][220/1878] lr: 1.000e-02, eta: 11 days, 5:57:05, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7891, loss_cls: 1.8616, loss: 1.8616, grad_norm: 4.3845 2022-02-28 22:19:36,715 - mmaction - INFO - Epoch [249][240/1878] lr: 1.000e-02, eta: 11 days, 5:53:40, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7961, loss_cls: 1.8389, loss: 1.8389, grad_norm: 4.4377 2022-02-28 22:20:02,143 - mmaction - INFO - Epoch [249][260/1878] lr: 1.000e-02, eta: 11 days, 5:50:15, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8012, loss_cls: 1.8213, loss: 1.8213, grad_norm: 4.4095 2022-02-28 22:20:27,494 - mmaction - INFO - Epoch [249][280/1878] lr: 1.000e-02, eta: 11 days, 5:46:49, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7824, loss_cls: 1.8478, loss: 1.8478, grad_norm: 4.4018 2022-02-28 22:20:53,300 - mmaction - INFO - Epoch [249][300/1878] lr: 1.000e-02, eta: 11 days, 5:43:31, time: 1.291, data_time: 0.067, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7883, loss_cls: 1.8307, loss: 1.8307, grad_norm: 4.4471 2022-02-28 22:21:18,728 - mmaction - INFO - Epoch [249][320/1878] lr: 1.000e-02, eta: 11 days, 5:40:07, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8004, loss_cls: 1.7774, loss: 1.7774, grad_norm: 4.3793 2022-02-28 22:21:44,136 - mmaction - INFO - Epoch [249][340/1878] lr: 1.000e-02, eta: 11 days, 5:36:42, time: 1.269, data_time: 0.060, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8094, loss_cls: 1.7439, loss: 1.7439, grad_norm: 4.4128 2022-02-28 22:22:09,266 - mmaction - INFO - Epoch [249][360/1878] lr: 1.000e-02, eta: 11 days, 5:33:14, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7918, loss_cls: 1.8218, loss: 1.8218, grad_norm: 4.4476 2022-02-28 22:22:34,268 - mmaction - INFO - Epoch [249][380/1878] lr: 1.000e-02, eta: 11 days, 5:29:44, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.5641, top5_acc: 0.7824, loss_cls: 1.8793, loss: 1.8793, grad_norm: 4.5415 2022-02-28 22:22:59,732 - mmaction - INFO - Epoch [249][400/1878] lr: 1.000e-02, eta: 11 days, 5:26:21, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.5574, top5_acc: 0.7797, loss_cls: 1.8876, loss: 1.8876, grad_norm: 4.5663 2022-02-28 22:23:24,916 - mmaction - INFO - Epoch [249][420/1878] lr: 1.000e-02, eta: 11 days, 5:22:54, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.5988, top5_acc: 0.7992, loss_cls: 1.7759, loss: 1.7759, grad_norm: 4.3984 2022-02-28 22:23:50,142 - mmaction - INFO - Epoch [249][440/1878] lr: 1.000e-02, eta: 11 days, 5:19:28, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.5953, top5_acc: 0.7844, loss_cls: 1.8409, loss: 1.8409, grad_norm: 4.3842 2022-02-28 22:24:15,470 - mmaction - INFO - Epoch [249][460/1878] lr: 1.000e-02, eta: 11 days, 5:16:04, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8059, loss_cls: 1.7692, loss: 1.7692, grad_norm: 4.4803 2022-02-28 22:24:40,514 - mmaction - INFO - Epoch [249][480/1878] lr: 1.000e-02, eta: 11 days, 5:12:35, time: 1.252, data_time: 0.065, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7910, loss_cls: 1.8352, loss: 1.8352, grad_norm: 4.4835 2022-02-28 22:25:05,984 - mmaction - INFO - Epoch [249][500/1878] lr: 1.000e-02, eta: 11 days, 5:09:14, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.5648, top5_acc: 0.7910, loss_cls: 1.8714, loss: 1.8714, grad_norm: 4.6032 2022-02-28 22:25:31,141 - mmaction - INFO - Epoch [249][520/1878] lr: 1.000e-02, eta: 11 days, 5:05:48, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.5813, top5_acc: 0.8004, loss_cls: 1.8130, loss: 1.8130, grad_norm: 4.5189 2022-02-28 22:25:56,355 - mmaction - INFO - Epoch [249][540/1878] lr: 1.000e-02, eta: 11 days, 5:02:22, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.5809, top5_acc: 0.8012, loss_cls: 1.7781, loss: 1.7781, grad_norm: 4.5263 2022-02-28 22:26:21,745 - mmaction - INFO - Epoch [249][560/1878] lr: 1.000e-02, eta: 11 days, 4:59:00, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7949, loss_cls: 1.7972, loss: 1.7972, grad_norm: 4.5410 2022-02-28 22:26:47,072 - mmaction - INFO - Epoch [249][580/1878] lr: 1.000e-02, eta: 11 days, 4:55:37, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8035, loss_cls: 1.7600, loss: 1.7600, grad_norm: 4.4616 2022-02-28 22:27:12,281 - mmaction - INFO - Epoch [249][600/1878] lr: 1.000e-02, eta: 11 days, 4:52:13, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7922, loss_cls: 1.8020, loss: 1.8020, grad_norm: 4.4317 2022-02-28 22:27:37,652 - mmaction - INFO - Epoch [249][620/1878] lr: 1.000e-02, eta: 11 days, 4:48:50, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7871, loss_cls: 1.8499, loss: 1.8499, grad_norm: 4.5962 2022-02-28 22:28:03,010 - mmaction - INFO - Epoch [249][640/1878] lr: 1.000e-02, eta: 11 days, 4:45:28, time: 1.268, data_time: 0.058, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7832, loss_cls: 1.8746, loss: 1.8746, grad_norm: 4.6566 2022-02-28 22:28:28,440 - mmaction - INFO - Epoch [249][660/1878] lr: 1.000e-02, eta: 11 days, 4:42:08, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7984, loss_cls: 1.7978, loss: 1.7978, grad_norm: 4.5472 2022-02-28 22:28:53,638 - mmaction - INFO - Epoch [249][680/1878] lr: 1.000e-02, eta: 11 days, 4:38:44, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8043, loss_cls: 1.7539, loss: 1.7539, grad_norm: 4.5152 2022-02-28 22:29:19,200 - mmaction - INFO - Epoch [249][700/1878] lr: 1.000e-02, eta: 11 days, 4:35:26, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7977, loss_cls: 1.8314, loss: 1.8314, grad_norm: 4.6827 2022-02-28 22:29:44,503 - mmaction - INFO - Epoch [249][720/1878] lr: 1.000e-02, eta: 11 days, 4:32:04, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7852, loss_cls: 1.8380, loss: 1.8380, grad_norm: 4.5783 2022-02-28 22:30:10,158 - mmaction - INFO - Epoch [249][740/1878] lr: 1.000e-02, eta: 11 days, 4:28:48, time: 1.282, data_time: 0.076, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7949, loss_cls: 1.8366, loss: 1.8366, grad_norm: 4.6615 2022-02-28 22:30:35,854 - mmaction - INFO - Epoch [249][760/1878] lr: 1.000e-02, eta: 11 days, 4:25:32, time: 1.285, data_time: 0.065, memory: 9654, top1_acc: 0.5621, top5_acc: 0.7793, loss_cls: 1.8886, loss: 1.8886, grad_norm: 4.5840 2022-02-28 22:31:01,878 - mmaction - INFO - Epoch [249][780/1878] lr: 1.000e-02, eta: 11 days, 4:22:22, time: 1.301, data_time: 0.063, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8027, loss_cls: 1.7833, loss: 1.7833, grad_norm: 4.5626 2022-02-28 22:31:27,389 - mmaction - INFO - Epoch [249][800/1878] lr: 1.000e-02, eta: 11 days, 4:19:04, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5648, top5_acc: 0.7832, loss_cls: 1.8798, loss: 1.8798, grad_norm: 4.6785 2022-02-28 22:31:52,524 - mmaction - INFO - Epoch [249][820/1878] lr: 1.000e-02, eta: 11 days, 4:15:40, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7902, loss_cls: 1.8153, loss: 1.8153, grad_norm: 4.5660 2022-02-28 22:32:18,240 - mmaction - INFO - Epoch [249][840/1878] lr: 1.000e-02, eta: 11 days, 4:12:26, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.5684, top5_acc: 0.7883, loss_cls: 1.8804, loss: 1.8804, grad_norm: 4.6946 2022-02-28 22:32:43,616 - mmaction - INFO - Epoch [249][860/1878] lr: 1.000e-02, eta: 11 days, 4:09:06, time: 1.268, data_time: 0.070, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8004, loss_cls: 1.7639, loss: 1.7639, grad_norm: 4.5140 2022-02-28 22:33:08,991 - mmaction - INFO - Epoch [249][880/1878] lr: 1.000e-02, eta: 11 days, 4:05:47, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7957, loss_cls: 1.8145, loss: 1.8145, grad_norm: 4.6272 2022-02-28 22:33:34,250 - mmaction - INFO - Epoch [249][900/1878] lr: 1.000e-02, eta: 11 days, 4:02:26, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7887, loss_cls: 1.8293, loss: 1.8293, grad_norm: 4.5996 2022-02-28 22:33:59,810 - mmaction - INFO - Epoch [249][920/1878] lr: 1.000e-02, eta: 11 days, 3:59:10, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7984, loss_cls: 1.7441, loss: 1.7441, grad_norm: 4.5302 2022-02-28 22:34:25,207 - mmaction - INFO - Epoch [249][940/1878] lr: 1.000e-02, eta: 11 days, 3:55:52, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7922, loss_cls: 1.8003, loss: 1.8003, grad_norm: 4.6347 2022-02-28 22:34:50,681 - mmaction - INFO - Epoch [249][960/1878] lr: 1.000e-02, eta: 11 days, 3:52:35, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5816, top5_acc: 0.8039, loss_cls: 1.7805, loss: 1.7805, grad_norm: 4.6008 2022-02-28 22:35:15,871 - mmaction - INFO - Epoch [249][980/1878] lr: 1.000e-02, eta: 11 days, 3:49:14, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7887, loss_cls: 1.8383, loss: 1.8383, grad_norm: 4.5913 2022-02-28 22:35:41,385 - mmaction - INFO - Epoch [249][1000/1878] lr: 1.000e-02, eta: 11 days, 3:45:58, time: 1.276, data_time: 0.071, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7953, loss_cls: 1.8050, loss: 1.8050, grad_norm: 4.5552 2022-02-28 22:36:06,985 - mmaction - INFO - Epoch [249][1020/1878] lr: 1.000e-02, eta: 11 days, 3:42:44, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7973, loss_cls: 1.7862, loss: 1.7862, grad_norm: 4.6008 2022-02-28 22:36:32,325 - mmaction - INFO - Epoch [249][1040/1878] lr: 1.000e-02, eta: 11 days, 3:39:25, time: 1.267, data_time: 0.060, memory: 9654, top1_acc: 0.5668, top5_acc: 0.7871, loss_cls: 1.8639, loss: 1.8639, grad_norm: 4.6848 2022-02-28 22:36:57,918 - mmaction - INFO - Epoch [249][1060/1878] lr: 1.000e-02, eta: 11 days, 3:36:11, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7832, loss_cls: 1.8618, loss: 1.8618, grad_norm: 4.6856 2022-02-28 22:37:23,293 - mmaction - INFO - Epoch [249][1080/1878] lr: 1.000e-02, eta: 11 days, 3:32:54, time: 1.269, data_time: 0.061, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7898, loss_cls: 1.8178, loss: 1.8178, grad_norm: 4.5645 2022-02-28 22:37:48,658 - mmaction - INFO - Epoch [249][1100/1878] lr: 1.000e-02, eta: 11 days, 3:29:37, time: 1.269, data_time: 0.060, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7844, loss_cls: 1.8420, loss: 1.8420, grad_norm: 4.6250 2022-02-28 22:38:14,175 - mmaction - INFO - Epoch [249][1120/1878] lr: 1.000e-02, eta: 11 days, 3:26:22, time: 1.276, data_time: 0.059, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8008, loss_cls: 1.7509, loss: 1.7509, grad_norm: 4.5630 2022-02-28 22:38:39,725 - mmaction - INFO - Epoch [249][1140/1878] lr: 1.000e-02, eta: 11 days, 3:23:08, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5645, top5_acc: 0.7957, loss_cls: 1.8328, loss: 1.8328, grad_norm: 4.6479 2022-02-28 22:39:05,304 - mmaction - INFO - Epoch [249][1160/1878] lr: 1.000e-02, eta: 11 days, 3:19:55, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7895, loss_cls: 1.8218, loss: 1.8218, grad_norm: 4.6117 2022-02-28 22:39:30,904 - mmaction - INFO - Epoch [249][1180/1878] lr: 1.000e-02, eta: 11 days, 3:16:42, time: 1.280, data_time: 0.071, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7840, loss_cls: 1.8827, loss: 1.8827, grad_norm: 4.6634 2022-02-28 22:39:56,340 - mmaction - INFO - Epoch [249][1200/1878] lr: 1.000e-02, eta: 11 days, 3:13:27, time: 1.272, data_time: 0.071, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7871, loss_cls: 1.8435, loss: 1.8435, grad_norm: 4.7202 2022-02-28 22:40:21,839 - mmaction - INFO - Epoch [249][1220/1878] lr: 1.000e-02, eta: 11 days, 3:10:13, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7953, loss_cls: 1.8061, loss: 1.8061, grad_norm: 4.6537 2022-02-28 22:40:47,633 - mmaction - INFO - Epoch [249][1240/1878] lr: 1.000e-02, eta: 11 days, 3:07:03, time: 1.289, data_time: 0.065, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7953, loss_cls: 1.7797, loss: 1.7797, grad_norm: 4.6629 2022-02-28 22:41:13,003 - mmaction - INFO - Epoch [249][1260/1878] lr: 1.000e-02, eta: 11 days, 3:03:47, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7891, loss_cls: 1.8232, loss: 1.8232, grad_norm: 4.6719 2022-02-28 22:41:38,579 - mmaction - INFO - Epoch [249][1280/1878] lr: 1.000e-02, eta: 11 days, 3:00:35, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7965, loss_cls: 1.8076, loss: 1.8076, grad_norm: 4.6309 2022-02-28 22:42:04,174 - mmaction - INFO - Epoch [249][1300/1878] lr: 1.000e-02, eta: 11 days, 2:57:24, time: 1.280, data_time: 0.062, memory: 9654, top1_acc: 0.5660, top5_acc: 0.7809, loss_cls: 1.9002, loss: 1.9002, grad_norm: 4.7669 2022-02-28 22:42:29,440 - mmaction - INFO - Epoch [249][1320/1878] lr: 1.000e-02, eta: 11 days, 2:54:07, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7949, loss_cls: 1.8119, loss: 1.8119, grad_norm: 4.7208 2022-02-28 22:42:55,011 - mmaction - INFO - Epoch [249][1340/1878] lr: 1.000e-02, eta: 11 days, 2:50:55, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7887, loss_cls: 1.8295, loss: 1.8295, grad_norm: 4.7076 2022-02-28 22:43:20,530 - mmaction - INFO - Epoch [249][1360/1878] lr: 1.000e-02, eta: 11 days, 2:47:43, time: 1.276, data_time: 0.062, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7914, loss_cls: 1.8464, loss: 1.8464, grad_norm: 4.5934 2022-02-28 22:43:45,930 - mmaction - INFO - Epoch [249][1380/1878] lr: 1.000e-02, eta: 11 days, 2:44:29, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7859, loss_cls: 1.8503, loss: 1.8503, grad_norm: 4.7916 2022-02-28 22:44:11,193 - mmaction - INFO - Epoch [249][1400/1878] lr: 1.000e-02, eta: 11 days, 2:41:13, time: 1.263, data_time: 0.061, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7965, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.6931 2022-02-28 22:44:36,598 - mmaction - INFO - Epoch [249][1420/1878] lr: 1.000e-02, eta: 11 days, 2:37:59, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8008, loss_cls: 1.7756, loss: 1.7756, grad_norm: 4.6943 2022-02-28 22:45:02,218 - mmaction - INFO - Epoch [249][1440/1878] lr: 1.000e-02, eta: 11 days, 2:34:49, time: 1.281, data_time: 0.069, memory: 9654, top1_acc: 0.6000, top5_acc: 0.7926, loss_cls: 1.7427, loss: 1.7427, grad_norm: 4.6060 2022-02-28 22:45:27,641 - mmaction - INFO - Epoch [249][1460/1878] lr: 1.000e-02, eta: 11 days, 2:31:36, time: 1.271, data_time: 0.060, memory: 9654, top1_acc: 0.5711, top5_acc: 0.7859, loss_cls: 1.8706, loss: 1.8706, grad_norm: 4.7301 2022-02-28 22:45:53,014 - mmaction - INFO - Epoch [249][1480/1878] lr: 1.000e-02, eta: 11 days, 2:28:22, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.5707, top5_acc: 0.7832, loss_cls: 1.8814, loss: 1.8814, grad_norm: 4.8357 2022-02-28 22:46:18,627 - mmaction - INFO - Epoch [249][1500/1878] lr: 1.000e-02, eta: 11 days, 2:25:13, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8000, loss_cls: 1.7435, loss: 1.7435, grad_norm: 4.6616 2022-02-28 22:46:43,957 - mmaction - INFO - Epoch [249][1520/1878] lr: 1.000e-02, eta: 11 days, 2:21:59, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7988, loss_cls: 1.8104, loss: 1.8104, grad_norm: 4.7302 2022-02-28 22:47:09,457 - mmaction - INFO - Epoch [249][1540/1878] lr: 1.000e-02, eta: 11 days, 2:18:48, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7988, loss_cls: 1.8146, loss: 1.8146, grad_norm: 4.6855 2022-02-28 22:47:34,899 - mmaction - INFO - Epoch [249][1560/1878] lr: 1.000e-02, eta: 11 days, 2:15:37, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7957, loss_cls: 1.8226, loss: 1.8226, grad_norm: 4.7241 2022-02-28 22:48:00,406 - mmaction - INFO - Epoch [249][1580/1878] lr: 1.000e-02, eta: 11 days, 2:12:26, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5664, top5_acc: 0.7793, loss_cls: 1.8884, loss: 1.8884, grad_norm: 4.7899 2022-02-28 22:48:26,036 - mmaction - INFO - Epoch [249][1600/1878] lr: 1.000e-02, eta: 11 days, 2:09:18, time: 1.281, data_time: 0.064, memory: 9654, top1_acc: 0.5797, top5_acc: 0.8027, loss_cls: 1.8221, loss: 1.8221, grad_norm: 4.7459 2022-02-28 22:48:51,533 - mmaction - INFO - Epoch [249][1620/1878] lr: 1.000e-02, eta: 11 days, 2:06:07, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7898, loss_cls: 1.8013, loss: 1.8013, grad_norm: 4.6949 2022-02-28 22:49:16,728 - mmaction - INFO - Epoch [249][1640/1878] lr: 1.000e-02, eta: 11 days, 2:02:53, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7848, loss_cls: 1.8602, loss: 1.8602, grad_norm: 4.7763 2022-02-28 22:49:42,110 - mmaction - INFO - Epoch [249][1660/1878] lr: 1.000e-02, eta: 11 days, 1:59:41, time: 1.269, data_time: 0.061, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7992, loss_cls: 1.7914, loss: 1.7914, grad_norm: 4.7948 2022-02-28 22:50:07,690 - mmaction - INFO - Epoch [249][1680/1878] lr: 1.000e-02, eta: 11 days, 1:56:32, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7914, loss_cls: 1.8156, loss: 1.8156, grad_norm: 4.8322 2022-02-28 22:50:33,473 - mmaction - INFO - Epoch [249][1700/1878] lr: 1.000e-02, eta: 11 days, 1:53:27, time: 1.290, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7895, loss_cls: 1.8310, loss: 1.8310, grad_norm: 4.7735 2022-02-28 22:50:58,923 - mmaction - INFO - Epoch [249][1720/1878] lr: 1.000e-02, eta: 11 days, 1:50:17, time: 1.272, data_time: 0.062, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7965, loss_cls: 1.8119, loss: 1.8119, grad_norm: 4.7971 2022-02-28 22:51:24,552 - mmaction - INFO - Epoch [249][1740/1878] lr: 1.000e-02, eta: 11 days, 1:47:10, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7941, loss_cls: 1.8144, loss: 1.8144, grad_norm: 4.7605 2022-02-28 22:51:49,878 - mmaction - INFO - Epoch [249][1760/1878] lr: 1.000e-02, eta: 11 days, 1:43:58, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7887, loss_cls: 1.8478, loss: 1.8478, grad_norm: 4.7893 2022-02-28 22:52:15,202 - mmaction - INFO - Epoch [249][1780/1878] lr: 1.000e-02, eta: 11 days, 1:40:47, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5820, top5_acc: 0.8004, loss_cls: 1.8141, loss: 1.8141, grad_norm: 4.8156 2022-02-28 22:52:40,593 - mmaction - INFO - Epoch [249][1800/1878] lr: 1.000e-02, eta: 11 days, 1:37:37, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7949, loss_cls: 1.8144, loss: 1.8144, grad_norm: 4.7999 2022-02-28 22:53:05,940 - mmaction - INFO - Epoch [249][1820/1878] lr: 1.000e-02, eta: 11 days, 1:34:26, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7922, loss_cls: 1.8638, loss: 1.8638, grad_norm: 4.8072 2022-02-28 22:53:31,499 - mmaction - INFO - Epoch [249][1840/1878] lr: 1.000e-02, eta: 11 days, 1:31:19, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5668, top5_acc: 0.8020, loss_cls: 1.8206, loss: 1.8206, grad_norm: 4.7809 2022-02-28 22:53:56,849 - mmaction - INFO - Epoch [249][1860/1878] lr: 1.000e-02, eta: 11 days, 1:28:08, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.5816, top5_acc: 0.8012, loss_cls: 1.8029, loss: 1.8029, grad_norm: 4.8151 2022-02-28 22:54:24,464 - mmaction - INFO - Running Precise BN for 200 iterations 2022-02-28 22:54:24,542 - mmaction - INFO - 110 BN found 2022-02-28 22:58:45,574 - mmaction - INFO - BN stats updated 2022-02-28 22:58:47,580 - mmaction - INFO - Saving checkpoint at 249 epochs 2022-02-28 22:58:50,306 - mmaction - INFO - 0 subbns modified to 1. 2022-02-28 23:00:17,145 - mmaction - INFO - Epoch [250][20/1878] lr: 1.000e-02, eta: 11 days, 1:31:43, time: 4.340, data_time: 2.898, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7930, loss_cls: 1.7335, loss: 1.7335, grad_norm: 4.5759 2022-02-28 23:00:43,001 - mmaction - INFO - Epoch [250][40/1878] lr: 1.000e-02, eta: 11 days, 1:28:41, time: 1.294, data_time: 0.073, memory: 9654, top1_acc: 0.5969, top5_acc: 0.7965, loss_cls: 1.7710, loss: 1.7710, grad_norm: 4.7474 2022-02-28 23:01:07,944 - mmaction - INFO - Epoch [250][60/1878] lr: 1.000e-02, eta: 11 days, 1:25:25, time: 1.247, data_time: 0.069, memory: 9654, top1_acc: 0.5938, top5_acc: 0.7992, loss_cls: 1.7567, loss: 1.7567, grad_norm: 4.6589 2022-02-28 23:01:32,607 - mmaction - INFO - Epoch [250][80/1878] lr: 1.000e-02, eta: 11 days, 1:22:05, time: 1.233, data_time: 0.069, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7867, loss_cls: 1.8305, loss: 1.8305, grad_norm: 4.8117 2022-02-28 23:01:57,769 - mmaction - INFO - Epoch [250][100/1878] lr: 1.000e-02, eta: 11 days, 1:18:53, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5785, top5_acc: 0.8016, loss_cls: 1.8057, loss: 1.8057, grad_norm: 4.8140 2022-02-28 23:02:22,996 - mmaction - INFO - Epoch [250][120/1878] lr: 1.000e-02, eta: 11 days, 1:15:41, time: 1.262, data_time: 0.071, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8047, loss_cls: 1.7426, loss: 1.7426, grad_norm: 4.7619 2022-02-28 23:02:48,268 - mmaction - INFO - Epoch [250][140/1878] lr: 1.000e-02, eta: 11 days, 1:12:31, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8027, loss_cls: 1.7407, loss: 1.7407, grad_norm: 4.7012 2022-02-28 23:03:13,626 - mmaction - INFO - Epoch [250][160/1878] lr: 1.000e-02, eta: 11 days, 1:09:22, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7891, loss_cls: 1.7854, loss: 1.7854, grad_norm: 4.8513 2022-02-28 23:03:38,936 - mmaction - INFO - Epoch [250][180/1878] lr: 1.000e-02, eta: 11 days, 1:06:13, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.6016, top5_acc: 0.7973, loss_cls: 1.7586, loss: 1.7586, grad_norm: 4.7960 2022-02-28 23:04:04,463 - mmaction - INFO - Epoch [250][200/1878] lr: 1.000e-02, eta: 11 days, 1:03:07, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.6066, top5_acc: 0.8137, loss_cls: 1.7123, loss: 1.7123, grad_norm: 4.6755 2022-02-28 23:04:29,796 - mmaction - INFO - Epoch [250][220/1878] lr: 1.000e-02, eta: 11 days, 0:59:58, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7965, loss_cls: 1.7900, loss: 1.7900, grad_norm: 4.7973 2022-02-28 23:04:55,426 - mmaction - INFO - Epoch [250][240/1878] lr: 1.000e-02, eta: 11 days, 0:56:54, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.5867, top5_acc: 0.7969, loss_cls: 1.7777, loss: 1.7777, grad_norm: 4.7536 2022-02-28 23:05:20,920 - mmaction - INFO - Epoch [250][260/1878] lr: 1.000e-02, eta: 11 days, 0:53:48, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8117, loss_cls: 1.7645, loss: 1.7645, grad_norm: 4.7464 2022-02-28 23:05:46,192 - mmaction - INFO - Epoch [250][280/1878] lr: 1.000e-02, eta: 11 days, 0:50:39, time: 1.263, data_time: 0.073, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7984, loss_cls: 1.7811, loss: 1.7811, grad_norm: 4.8120 2022-02-28 23:06:11,585 - mmaction - INFO - Epoch [250][300/1878] lr: 1.000e-02, eta: 11 days, 0:47:32, time: 1.270, data_time: 0.072, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7957, loss_cls: 1.7767, loss: 1.7767, grad_norm: 4.7455 2022-02-28 23:06:37,083 - mmaction - INFO - Epoch [250][320/1878] lr: 1.000e-02, eta: 11 days, 0:44:26, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5980, top5_acc: 0.7879, loss_cls: 1.8145, loss: 1.8145, grad_norm: 4.6360 2022-02-28 23:07:02,720 - mmaction - INFO - Epoch [250][340/1878] lr: 1.000e-02, eta: 11 days, 0:41:23, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.5766, top5_acc: 0.8000, loss_cls: 1.8031, loss: 1.8031, grad_norm: 4.8274 2022-02-28 23:07:27,869 - mmaction - INFO - Epoch [250][360/1878] lr: 1.000e-02, eta: 11 days, 0:38:13, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7953, loss_cls: 1.8039, loss: 1.8039, grad_norm: 4.9063 2022-02-28 23:07:53,578 - mmaction - INFO - Epoch [250][380/1878] lr: 1.000e-02, eta: 11 days, 0:35:12, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7848, loss_cls: 1.8184, loss: 1.8184, grad_norm: 4.8447 2022-02-28 23:08:19,059 - mmaction - INFO - Epoch [250][400/1878] lr: 1.000e-02, eta: 11 days, 0:32:07, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7891, loss_cls: 1.8009, loss: 1.8009, grad_norm: 4.8188 2022-02-28 23:08:44,642 - mmaction - INFO - Epoch [250][420/1878] lr: 1.000e-02, eta: 11 days, 0:29:03, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7895, loss_cls: 1.8513, loss: 1.8513, grad_norm: 4.7904 2022-02-28 23:09:09,825 - mmaction - INFO - Epoch [250][440/1878] lr: 1.000e-02, eta: 11 days, 0:25:54, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7797, loss_cls: 1.8505, loss: 1.8505, grad_norm: 4.7969 2022-02-28 23:09:35,133 - mmaction - INFO - Epoch [250][460/1878] lr: 1.000e-02, eta: 11 days, 0:22:47, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.5797, top5_acc: 0.8063, loss_cls: 1.7619, loss: 1.7619, grad_norm: 4.7575 2022-02-28 23:10:00,766 - mmaction - INFO - Epoch [250][480/1878] lr: 1.000e-02, eta: 11 days, 0:19:45, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7898, loss_cls: 1.8066, loss: 1.8066, grad_norm: 4.7369 2022-02-28 23:10:26,198 - mmaction - INFO - Epoch [250][500/1878] lr: 1.000e-02, eta: 11 days, 0:16:41, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.5941, top5_acc: 0.8145, loss_cls: 1.7359, loss: 1.7359, grad_norm: 4.6890 2022-02-28 23:10:51,953 - mmaction - INFO - Epoch [250][520/1878] lr: 1.000e-02, eta: 11 days, 0:13:41, time: 1.288, data_time: 0.064, memory: 9654, top1_acc: 0.6043, top5_acc: 0.8027, loss_cls: 1.7218, loss: 1.7218, grad_norm: 4.6227 2022-02-28 23:11:17,430 - mmaction - INFO - Epoch [250][540/1878] lr: 1.000e-02, eta: 11 days, 0:10:37, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.5832, top5_acc: 0.8000, loss_cls: 1.7847, loss: 1.7847, grad_norm: 4.8336 2022-02-28 23:11:42,785 - mmaction - INFO - Epoch [250][560/1878] lr: 1.000e-02, eta: 11 days, 0:07:32, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7879, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.7839 2022-02-28 23:12:08,341 - mmaction - INFO - Epoch [250][580/1878] lr: 1.000e-02, eta: 11 days, 0:04:29, time: 1.277, data_time: 0.062, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7969, loss_cls: 1.8293, loss: 1.8293, grad_norm: 4.9423 2022-02-28 23:12:33,836 - mmaction - INFO - Epoch [250][600/1878] lr: 1.000e-02, eta: 11 days, 0:01:26, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8008, loss_cls: 1.7261, loss: 1.7261, grad_norm: 4.7531 2022-02-28 23:12:59,104 - mmaction - INFO - Epoch [250][620/1878] lr: 1.000e-02, eta: 10 days, 23:58:20, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7941, loss_cls: 1.7772, loss: 1.7772, grad_norm: 4.7236 2022-02-28 23:13:24,500 - mmaction - INFO - Epoch [250][640/1878] lr: 1.000e-02, eta: 10 days, 23:55:16, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.5930, top5_acc: 0.7973, loss_cls: 1.7809, loss: 1.7809, grad_norm: 4.8164 2022-02-28 23:13:49,947 - mmaction - INFO - Epoch [250][660/1878] lr: 1.000e-02, eta: 10 days, 23:52:13, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8012, loss_cls: 1.7783, loss: 1.7783, grad_norm: 4.7826 2022-02-28 23:14:15,420 - mmaction - INFO - Epoch [250][680/1878] lr: 1.000e-02, eta: 10 days, 23:49:10, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7809, loss_cls: 1.8381, loss: 1.8381, grad_norm: 4.8459 2022-02-28 23:14:40,728 - mmaction - INFO - Epoch [250][700/1878] lr: 1.000e-02, eta: 10 days, 23:46:06, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5984, top5_acc: 0.7961, loss_cls: 1.7634, loss: 1.7634, grad_norm: 4.7335 2022-02-28 23:15:06,543 - mmaction - INFO - Epoch [250][720/1878] lr: 1.000e-02, eta: 10 days, 23:43:08, time: 1.290, data_time: 0.066, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7918, loss_cls: 1.7860, loss: 1.7860, grad_norm: 4.7100 2022-02-28 23:15:31,762 - mmaction - INFO - Epoch [250][740/1878] lr: 1.000e-02, eta: 10 days, 23:40:03, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7930, loss_cls: 1.8323, loss: 1.8323, grad_norm: 4.8348 2022-02-28 23:15:57,064 - mmaction - INFO - Epoch [250][760/1878] lr: 1.000e-02, eta: 10 days, 23:36:58, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.6055, top5_acc: 0.8078, loss_cls: 1.7188, loss: 1.7188, grad_norm: 4.7750 2022-02-28 23:16:22,465 - mmaction - INFO - Epoch [250][780/1878] lr: 1.000e-02, eta: 10 days, 23:33:55, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7934, loss_cls: 1.7985, loss: 1.7985, grad_norm: 4.8730 2022-02-28 23:16:47,976 - mmaction - INFO - Epoch [250][800/1878] lr: 1.000e-02, eta: 10 days, 23:30:54, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7941, loss_cls: 1.7956, loss: 1.7956, grad_norm: 4.8241 2022-02-28 23:17:13,604 - mmaction - INFO - Epoch [250][820/1878] lr: 1.000e-02, eta: 10 days, 23:27:55, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.5961, top5_acc: 0.7914, loss_cls: 1.7916, loss: 1.7916, grad_norm: 4.6920 2022-02-28 23:17:38,607 - mmaction - INFO - Epoch [250][840/1878] lr: 1.000e-02, eta: 10 days, 23:24:47, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7988, loss_cls: 1.7794, loss: 1.7794, grad_norm: 4.8650 2022-02-28 23:18:04,016 - mmaction - INFO - Epoch [250][860/1878] lr: 1.000e-02, eta: 10 days, 23:21:45, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7973, loss_cls: 1.7639, loss: 1.7639, grad_norm: 4.7734 2022-02-28 23:18:29,178 - mmaction - INFO - Epoch [250][880/1878] lr: 1.000e-02, eta: 10 days, 23:18:40, time: 1.258, data_time: 0.058, memory: 9654, top1_acc: 0.5625, top5_acc: 0.7844, loss_cls: 1.8479, loss: 1.8479, grad_norm: 4.8338 2022-02-28 23:18:54,195 - mmaction - INFO - Epoch [250][900/1878] lr: 1.000e-02, eta: 10 days, 23:15:32, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7977, loss_cls: 1.8180, loss: 1.8180, grad_norm: 4.7977 2022-02-28 23:19:19,529 - mmaction - INFO - Epoch [250][920/1878] lr: 1.000e-02, eta: 10 days, 23:12:30, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.6027, top5_acc: 0.7996, loss_cls: 1.7435, loss: 1.7435, grad_norm: 4.7845 2022-02-28 23:19:44,754 - mmaction - INFO - Epoch [250][940/1878] lr: 1.000e-02, eta: 10 days, 23:09:26, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7816, loss_cls: 1.8506, loss: 1.8506, grad_norm: 4.8978 2022-02-28 23:20:10,346 - mmaction - INFO - Epoch [250][960/1878] lr: 1.000e-02, eta: 10 days, 23:06:27, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8004, loss_cls: 1.7956, loss: 1.7956, grad_norm: 4.8779 2022-02-28 23:20:35,907 - mmaction - INFO - Epoch [250][980/1878] lr: 1.000e-02, eta: 10 days, 23:03:29, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7973, loss_cls: 1.7832, loss: 1.7832, grad_norm: 4.8136 2022-02-28 23:21:01,768 - mmaction - INFO - Epoch [250][1000/1878] lr: 1.000e-02, eta: 10 days, 23:00:34, time: 1.293, data_time: 0.069, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7957, loss_cls: 1.7805, loss: 1.7805, grad_norm: 4.8140 2022-02-28 23:21:27,260 - mmaction - INFO - Epoch [250][1020/1878] lr: 1.000e-02, eta: 10 days, 22:57:35, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7961, loss_cls: 1.7877, loss: 1.7877, grad_norm: 4.9018 2022-02-28 23:21:52,610 - mmaction - INFO - Epoch [250][1040/1878] lr: 1.000e-02, eta: 10 days, 22:54:34, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7859, loss_cls: 1.8447, loss: 1.8447, grad_norm: 4.8671 2022-02-28 23:22:17,992 - mmaction - INFO - Epoch [250][1060/1878] lr: 1.000e-02, eta: 10 days, 22:51:33, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7937, loss_cls: 1.8095, loss: 1.8095, grad_norm: 4.8331 2022-02-28 23:22:43,190 - mmaction - INFO - Epoch [250][1080/1878] lr: 1.000e-02, eta: 10 days, 22:48:30, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7887, loss_cls: 1.8227, loss: 1.8227, grad_norm: 4.8697 2022-02-28 23:23:08,727 - mmaction - INFO - Epoch [250][1100/1878] lr: 1.000e-02, eta: 10 days, 22:45:32, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7887, loss_cls: 1.8438, loss: 1.8438, grad_norm: 4.9652 2022-02-28 23:23:33,898 - mmaction - INFO - Epoch [250][1120/1878] lr: 1.000e-02, eta: 10 days, 22:42:28, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8059, loss_cls: 1.7652, loss: 1.7652, grad_norm: 4.8022 2022-02-28 23:23:59,037 - mmaction - INFO - Epoch [250][1140/1878] lr: 1.000e-02, eta: 10 days, 22:39:25, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7957, loss_cls: 1.7981, loss: 1.7981, grad_norm: 4.8776 2022-02-28 23:24:24,270 - mmaction - INFO - Epoch [250][1160/1878] lr: 1.000e-02, eta: 10 days, 22:36:23, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8004, loss_cls: 1.7589, loss: 1.7589, grad_norm: 4.8520 2022-02-28 23:24:49,630 - mmaction - INFO - Epoch [250][1180/1878] lr: 1.000e-02, eta: 10 days, 22:33:23, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.5680, top5_acc: 0.7910, loss_cls: 1.8477, loss: 1.8477, grad_norm: 5.0018 2022-02-28 23:25:14,896 - mmaction - INFO - Epoch [250][1200/1878] lr: 1.000e-02, eta: 10 days, 22:30:22, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8090, loss_cls: 1.7533, loss: 1.7533, grad_norm: 4.8573 2022-02-28 23:25:40,237 - mmaction - INFO - Epoch [250][1220/1878] lr: 1.000e-02, eta: 10 days, 22:27:22, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7973, loss_cls: 1.7794, loss: 1.7794, grad_norm: 4.8086 2022-02-28 23:26:05,817 - mmaction - INFO - Epoch [250][1240/1878] lr: 1.000e-02, eta: 10 days, 22:24:25, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7879, loss_cls: 1.7959, loss: 1.7959, grad_norm: 4.8581 2022-02-28 23:26:31,120 - mmaction - INFO - Epoch [250][1260/1878] lr: 1.000e-02, eta: 10 days, 22:21:25, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.5938, top5_acc: 0.7992, loss_cls: 1.7808, loss: 1.7808, grad_norm: 4.8833 2022-02-28 23:26:56,237 - mmaction - INFO - Epoch [250][1280/1878] lr: 1.000e-02, eta: 10 days, 22:18:22, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.5816, top5_acc: 0.8016, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.9202 2022-02-28 23:27:21,614 - mmaction - INFO - Epoch [250][1300/1878] lr: 1.000e-02, eta: 10 days, 22:15:24, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8066, loss_cls: 1.7267, loss: 1.7267, grad_norm: 4.7497 2022-02-28 23:27:46,962 - mmaction - INFO - Epoch [250][1320/1878] lr: 1.000e-02, eta: 10 days, 22:12:25, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8004, loss_cls: 1.7511, loss: 1.7511, grad_norm: 4.9165 2022-02-28 23:28:12,479 - mmaction - INFO - Epoch [250][1340/1878] lr: 1.000e-02, eta: 10 days, 22:09:28, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7898, loss_cls: 1.7901, loss: 1.7901, grad_norm: 4.9727 2022-02-28 23:28:37,855 - mmaction - INFO - Epoch [250][1360/1878] lr: 1.000e-02, eta: 10 days, 22:06:30, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7910, loss_cls: 1.8260, loss: 1.8260, grad_norm: 4.6911 2022-02-28 23:29:03,348 - mmaction - INFO - Epoch [250][1380/1878] lr: 1.000e-02, eta: 10 days, 22:03:34, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7891, loss_cls: 1.8276, loss: 1.8276, grad_norm: 4.9096 2022-02-28 23:29:28,810 - mmaction - INFO - Epoch [250][1400/1878] lr: 1.000e-02, eta: 10 days, 22:00:37, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7937, loss_cls: 1.7986, loss: 1.7986, grad_norm: 4.9457 2022-02-28 23:29:54,186 - mmaction - INFO - Epoch [250][1420/1878] lr: 1.000e-02, eta: 10 days, 21:57:39, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7949, loss_cls: 1.7931, loss: 1.7931, grad_norm: 5.0170 2022-02-28 23:30:19,708 - mmaction - INFO - Epoch [250][1440/1878] lr: 1.000e-02, eta: 10 days, 21:54:44, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7836, loss_cls: 1.8553, loss: 1.8553, grad_norm: 4.8941 2022-02-28 23:30:45,571 - mmaction - INFO - Epoch [250][1460/1878] lr: 1.000e-02, eta: 10 days, 21:51:53, time: 1.294, data_time: 0.071, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7859, loss_cls: 1.8281, loss: 1.8281, grad_norm: 4.8835 2022-02-28 23:31:11,101 - mmaction - INFO - Epoch [250][1480/1878] lr: 1.000e-02, eta: 10 days, 21:48:58, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5617, top5_acc: 0.7844, loss_cls: 1.9123, loss: 1.9123, grad_norm: 4.9473 2022-02-28 23:31:36,574 - mmaction - INFO - Epoch [250][1500/1878] lr: 1.000e-02, eta: 10 days, 21:46:02, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.5684, top5_acc: 0.7852, loss_cls: 1.8682, loss: 1.8682, grad_norm: 4.9608 2022-02-28 23:32:02,147 - mmaction - INFO - Epoch [250][1520/1878] lr: 1.000e-02, eta: 10 days, 21:43:08, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7879, loss_cls: 1.8511, loss: 1.8511, grad_norm: 4.8538 2022-02-28 23:32:27,306 - mmaction - INFO - Epoch [250][1540/1878] lr: 1.000e-02, eta: 10 days, 21:40:08, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5629, top5_acc: 0.7801, loss_cls: 1.8931, loss: 1.8931, grad_norm: 4.9542 2022-02-28 23:32:52,191 - mmaction - INFO - Epoch [250][1560/1878] lr: 1.000e-02, eta: 10 days, 21:37:04, time: 1.243, data_time: 0.060, memory: 9654, top1_acc: 0.5816, top5_acc: 0.8020, loss_cls: 1.7889, loss: 1.7889, grad_norm: 4.7472 2022-02-28 23:33:17,801 - mmaction - INFO - Epoch [250][1580/1878] lr: 1.000e-02, eta: 10 days, 21:34:11, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8059, loss_cls: 1.7273, loss: 1.7273, grad_norm: 4.7492 2022-02-28 23:33:43,000 - mmaction - INFO - Epoch [250][1600/1878] lr: 1.000e-02, eta: 10 days, 21:31:12, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8098, loss_cls: 1.7634, loss: 1.7634, grad_norm: 4.9194 2022-02-28 23:34:08,474 - mmaction - INFO - Epoch [250][1620/1878] lr: 1.000e-02, eta: 10 days, 21:28:18, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7988, loss_cls: 1.8089, loss: 1.8089, grad_norm: 4.8669 2022-02-28 23:34:33,727 - mmaction - INFO - Epoch [250][1640/1878] lr: 1.000e-02, eta: 10 days, 21:25:20, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8105, loss_cls: 1.7566, loss: 1.7566, grad_norm: 4.8897 2022-02-28 23:34:59,470 - mmaction - INFO - Epoch [250][1660/1878] lr: 1.000e-02, eta: 10 days, 21:22:29, time: 1.287, data_time: 0.068, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7941, loss_cls: 1.7884, loss: 1.7884, grad_norm: 4.8595 2022-02-28 23:35:24,834 - mmaction - INFO - Epoch [250][1680/1878] lr: 1.000e-02, eta: 10 days, 21:19:34, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7898, loss_cls: 1.8409, loss: 1.8409, grad_norm: 4.9437 2022-02-28 23:35:50,405 - mmaction - INFO - Epoch [250][1700/1878] lr: 1.000e-02, eta: 10 days, 21:16:41, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7867, loss_cls: 1.8244, loss: 1.8244, grad_norm: 5.0130 2022-02-28 23:36:16,006 - mmaction - INFO - Epoch [250][1720/1878] lr: 1.000e-02, eta: 10 days, 21:13:49, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7984, loss_cls: 1.7734, loss: 1.7734, grad_norm: 4.8475 2022-02-28 23:36:41,374 - mmaction - INFO - Epoch [250][1740/1878] lr: 1.000e-02, eta: 10 days, 21:10:53, time: 1.269, data_time: 0.061, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7953, loss_cls: 1.8193, loss: 1.8193, grad_norm: 4.8696 2022-02-28 23:37:06,878 - mmaction - INFO - Epoch [250][1760/1878] lr: 1.000e-02, eta: 10 days, 21:08:00, time: 1.275, data_time: 0.061, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7973, loss_cls: 1.8358, loss: 1.8358, grad_norm: 4.8683 2022-02-28 23:37:32,343 - mmaction - INFO - Epoch [250][1780/1878] lr: 1.000e-02, eta: 10 days, 21:05:06, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7859, loss_cls: 1.8674, loss: 1.8674, grad_norm: 4.8938 2022-02-28 23:37:57,910 - mmaction - INFO - Epoch [250][1800/1878] lr: 1.000e-02, eta: 10 days, 21:02:14, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7918, loss_cls: 1.8165, loss: 1.8165, grad_norm: 4.8892 2022-02-28 23:38:23,210 - mmaction - INFO - Epoch [250][1820/1878] lr: 1.000e-02, eta: 10 days, 20:59:19, time: 1.265, data_time: 0.060, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7781, loss_cls: 1.8530, loss: 1.8530, grad_norm: 4.8728 2022-02-28 23:38:48,623 - mmaction - INFO - Epoch [250][1840/1878] lr: 1.000e-02, eta: 10 days, 20:56:25, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7988, loss_cls: 1.7736, loss: 1.7736, grad_norm: 4.7692 2022-02-28 23:39:14,135 - mmaction - INFO - Epoch [250][1860/1878] lr: 1.000e-02, eta: 10 days, 20:53:32, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.6008, top5_acc: 0.8098, loss_cls: 1.7158, loss: 1.7158, grad_norm: 4.7289 2022-02-28 23:39:40,104 - mmaction - INFO - 0 subbns modified to 1. 2022-02-28 23:41:26,532 - mmaction - INFO - Epoch [251][20/1878] lr: 1.000e-02, eta: 10 days, 21:01:43, time: 5.320, data_time: 3.971, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7906, loss_cls: 1.7996, loss: 1.7996, grad_norm: 4.9620 2022-02-28 23:41:51,391 - mmaction - INFO - Epoch [251][40/1878] lr: 1.000e-02, eta: 10 days, 20:58:42, time: 1.243, data_time: 0.085, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7922, loss_cls: 1.8084, loss: 1.8084, grad_norm: 4.8747 2022-02-28 23:42:16,223 - mmaction - INFO - Epoch [251][60/1878] lr: 1.000e-02, eta: 10 days, 20:55:40, time: 1.240, data_time: 0.070, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7953, loss_cls: 1.8196, loss: 1.8196, grad_norm: 4.9655 2022-02-28 23:42:41,650 - mmaction - INFO - Epoch [251][80/1878] lr: 1.000e-02, eta: 10 days, 20:52:46, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7863, loss_cls: 1.8286, loss: 1.8286, grad_norm: 4.9340 2022-02-28 23:43:06,917 - mmaction - INFO - Epoch [251][100/1878] lr: 1.000e-02, eta: 10 days, 20:49:51, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8035, loss_cls: 1.7656, loss: 1.7656, grad_norm: 4.8265 2022-02-28 23:43:32,101 - mmaction - INFO - Epoch [251][120/1878] lr: 1.000e-02, eta: 10 days, 20:46:55, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7898, loss_cls: 1.8072, loss: 1.8072, grad_norm: 4.8850 2022-02-28 23:43:57,511 - mmaction - INFO - Epoch [251][140/1878] lr: 1.000e-02, eta: 10 days, 20:44:02, time: 1.271, data_time: 0.072, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8059, loss_cls: 1.7611, loss: 1.7611, grad_norm: 5.0073 2022-02-28 23:44:22,617 - mmaction - INFO - Epoch [251][160/1878] lr: 1.000e-02, eta: 10 days, 20:41:05, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.5934, top5_acc: 0.7937, loss_cls: 1.8015, loss: 1.8015, grad_norm: 4.9080 2022-02-28 23:44:48,358 - mmaction - INFO - Epoch [251][180/1878] lr: 1.000e-02, eta: 10 days, 20:38:17, time: 1.287, data_time: 0.060, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7957, loss_cls: 1.8090, loss: 1.8090, grad_norm: 4.8144 2022-02-28 23:45:13,750 - mmaction - INFO - Epoch [251][200/1878] lr: 1.000e-02, eta: 10 days, 20:35:24, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7906, loss_cls: 1.8037, loss: 1.8037, grad_norm: 4.8850 2022-02-28 23:45:39,010 - mmaction - INFO - Epoch [251][220/1878] lr: 1.000e-02, eta: 10 days, 20:32:30, time: 1.263, data_time: 0.060, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8008, loss_cls: 1.7774, loss: 1.7774, grad_norm: 4.8940 2022-02-28 23:46:04,327 - mmaction - INFO - Epoch [251][240/1878] lr: 1.000e-02, eta: 10 days, 20:29:36, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7801, loss_cls: 1.8590, loss: 1.8590, grad_norm: 4.8894 2022-02-28 23:46:29,639 - mmaction - INFO - Epoch [251][260/1878] lr: 1.000e-02, eta: 10 days, 20:26:43, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7898, loss_cls: 1.8003, loss: 1.8003, grad_norm: 4.8587 2022-02-28 23:46:55,197 - mmaction - INFO - Epoch [251][280/1878] lr: 1.000e-02, eta: 10 days, 20:23:53, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7937, loss_cls: 1.7682, loss: 1.7682, grad_norm: 4.8203 2022-02-28 23:47:20,666 - mmaction - INFO - Epoch [251][300/1878] lr: 1.000e-02, eta: 10 days, 20:21:02, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.5969, top5_acc: 0.8027, loss_cls: 1.7443, loss: 1.7443, grad_norm: 4.7579 2022-02-28 23:47:46,320 - mmaction - INFO - Epoch [251][320/1878] lr: 1.000e-02, eta: 10 days, 20:18:14, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8035, loss_cls: 1.7445, loss: 1.7445, grad_norm: 4.9451 2022-02-28 23:48:11,902 - mmaction - INFO - Epoch [251][340/1878] lr: 1.000e-02, eta: 10 days, 20:15:25, time: 1.280, data_time: 0.062, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8078, loss_cls: 1.7403, loss: 1.7403, grad_norm: 4.7698 2022-02-28 23:48:37,521 - mmaction - INFO - Epoch [251][360/1878] lr: 1.000e-02, eta: 10 days, 20:12:36, time: 1.281, data_time: 0.069, memory: 9654, top1_acc: 0.6008, top5_acc: 0.7945, loss_cls: 1.7738, loss: 1.7738, grad_norm: 4.8811 2022-02-28 23:49:02,805 - mmaction - INFO - Epoch [251][380/1878] lr: 1.000e-02, eta: 10 days, 20:09:43, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7984, loss_cls: 1.8233, loss: 1.8233, grad_norm: 4.8871 2022-02-28 23:49:28,374 - mmaction - INFO - Epoch [251][400/1878] lr: 1.000e-02, eta: 10 days, 20:06:55, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8012, loss_cls: 1.7640, loss: 1.7640, grad_norm: 4.8941 2022-02-28 23:49:53,969 - mmaction - INFO - Epoch [251][420/1878] lr: 1.000e-02, eta: 10 days, 20:04:06, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7953, loss_cls: 1.7916, loss: 1.7916, grad_norm: 4.9111 2022-02-28 23:50:19,746 - mmaction - INFO - Epoch [251][440/1878] lr: 1.000e-02, eta: 10 days, 20:01:21, time: 1.289, data_time: 0.064, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7852, loss_cls: 1.8272, loss: 1.8272, grad_norm: 4.9956 2022-02-28 23:50:45,305 - mmaction - INFO - Epoch [251][460/1878] lr: 1.000e-02, eta: 10 days, 19:58:32, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7937, loss_cls: 1.8196, loss: 1.8196, grad_norm: 5.0415 2022-02-28 23:51:10,825 - mmaction - INFO - Epoch [251][480/1878] lr: 1.000e-02, eta: 10 days, 19:55:43, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7910, loss_cls: 1.8129, loss: 1.8129, grad_norm: 4.9661 2022-02-28 23:51:36,298 - mmaction - INFO - Epoch [251][500/1878] lr: 1.000e-02, eta: 10 days, 19:52:54, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8074, loss_cls: 1.7250, loss: 1.7250, grad_norm: 4.8900 2022-02-28 23:52:01,855 - mmaction - INFO - Epoch [251][520/1878] lr: 1.000e-02, eta: 10 days, 19:50:06, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7949, loss_cls: 1.8512, loss: 1.8512, grad_norm: 5.0111 2022-02-28 23:52:27,121 - mmaction - INFO - Epoch [251][540/1878] lr: 1.000e-02, eta: 10 days, 19:47:14, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8020, loss_cls: 1.7687, loss: 1.7687, grad_norm: 4.9145 2022-02-28 23:52:52,617 - mmaction - INFO - Epoch [251][560/1878] lr: 1.000e-02, eta: 10 days, 19:44:25, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5641, top5_acc: 0.7824, loss_cls: 1.8627, loss: 1.8627, grad_norm: 5.0011 2022-02-28 23:53:17,710 - mmaction - INFO - Epoch [251][580/1878] lr: 1.000e-02, eta: 10 days, 19:41:31, time: 1.253, data_time: 0.060, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7887, loss_cls: 1.7899, loss: 1.7899, grad_norm: 4.7979 2022-02-28 23:53:43,405 - mmaction - INFO - Epoch [251][600/1878] lr: 1.000e-02, eta: 10 days, 19:38:46, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8000, loss_cls: 1.7388, loss: 1.7388, grad_norm: 4.8606 2022-02-28 23:54:08,784 - mmaction - INFO - Epoch [251][620/1878] lr: 1.000e-02, eta: 10 days, 19:35:56, time: 1.269, data_time: 0.072, memory: 9654, top1_acc: 0.5867, top5_acc: 0.7922, loss_cls: 1.7808, loss: 1.7808, grad_norm: 4.8914 2022-02-28 23:54:34,533 - mmaction - INFO - Epoch [251][640/1878] lr: 1.000e-02, eta: 10 days, 19:33:11, time: 1.287, data_time: 0.064, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7918, loss_cls: 1.7802, loss: 1.7802, grad_norm: 4.8212 2022-02-28 23:55:00,221 - mmaction - INFO - Epoch [251][660/1878] lr: 1.000e-02, eta: 10 days, 19:30:26, time: 1.286, data_time: 0.069, memory: 9654, top1_acc: 0.5996, top5_acc: 0.7980, loss_cls: 1.7597, loss: 1.7597, grad_norm: 4.8568 2022-02-28 23:55:25,368 - mmaction - INFO - Epoch [251][680/1878] lr: 1.000e-02, eta: 10 days, 19:27:34, time: 1.256, data_time: 0.061, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7961, loss_cls: 1.7788, loss: 1.7788, grad_norm: 4.9212 2022-02-28 23:55:51,011 - mmaction - INFO - Epoch [251][700/1878] lr: 1.000e-02, eta: 10 days, 19:24:48, time: 1.283, data_time: 0.063, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7973, loss_cls: 1.7958, loss: 1.7958, grad_norm: 4.9871 2022-02-28 23:56:16,756 - mmaction - INFO - Epoch [251][720/1878] lr: 1.000e-02, eta: 10 days, 19:22:04, time: 1.286, data_time: 0.068, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8027, loss_cls: 1.7887, loss: 1.7887, grad_norm: 4.9236 2022-02-28 23:56:42,356 - mmaction - INFO - Epoch [251][740/1878] lr: 1.000e-02, eta: 10 days, 19:19:18, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.5969, top5_acc: 0.7996, loss_cls: 1.7444, loss: 1.7444, grad_norm: 4.8669 2022-02-28 23:57:07,673 - mmaction - INFO - Epoch [251][760/1878] lr: 1.000e-02, eta: 10 days, 19:16:29, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.6102, top5_acc: 0.8039, loss_cls: 1.7233, loss: 1.7233, grad_norm: 4.7921 2022-02-28 23:57:33,034 - mmaction - INFO - Epoch [251][780/1878] lr: 1.000e-02, eta: 10 days, 19:13:40, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8055, loss_cls: 1.7295, loss: 1.7295, grad_norm: 4.8255 2022-02-28 23:57:58,506 - mmaction - INFO - Epoch [251][800/1878] lr: 1.000e-02, eta: 10 days, 19:10:53, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7961, loss_cls: 1.7571, loss: 1.7571, grad_norm: 4.7947 2022-02-28 23:58:23,871 - mmaction - INFO - Epoch [251][820/1878] lr: 1.000e-02, eta: 10 days, 19:08:04, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7992, loss_cls: 1.7662, loss: 1.7662, grad_norm: 4.9855 2022-02-28 23:58:49,434 - mmaction - INFO - Epoch [251][840/1878] lr: 1.000e-02, eta: 10 days, 19:05:19, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7895, loss_cls: 1.8072, loss: 1.8072, grad_norm: 4.9345 2022-02-28 23:59:14,687 - mmaction - INFO - Epoch [251][860/1878] lr: 1.000e-02, eta: 10 days, 19:02:28, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.6012, top5_acc: 0.7969, loss_cls: 1.7556, loss: 1.7556, grad_norm: 4.8591 2022-02-28 23:59:40,083 - mmaction - INFO - Epoch [251][880/1878] lr: 1.000e-02, eta: 10 days, 18:59:41, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8004, loss_cls: 1.7604, loss: 1.7604, grad_norm: 4.9567 2022-03-01 00:00:05,845 - mmaction - INFO - Epoch [251][900/1878] lr: 1.000e-02, eta: 10 days, 18:56:59, time: 1.288, data_time: 0.070, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8066, loss_cls: 1.7366, loss: 1.7366, grad_norm: 4.9841 2022-03-01 00:00:31,702 - mmaction - INFO - Epoch [251][920/1878] lr: 1.000e-02, eta: 10 days, 18:54:18, time: 1.292, data_time: 0.067, memory: 9654, top1_acc: 0.5797, top5_acc: 0.8051, loss_cls: 1.7857, loss: 1.7857, grad_norm: 4.9600 2022-03-01 00:00:57,450 - mmaction - INFO - Epoch [251][940/1878] lr: 1.000e-02, eta: 10 days, 18:51:36, time: 1.289, data_time: 0.075, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7914, loss_cls: 1.8009, loss: 1.8009, grad_norm: 4.9524 2022-03-01 00:01:22,937 - mmaction - INFO - Epoch [251][960/1878] lr: 1.000e-02, eta: 10 days, 18:48:50, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7887, loss_cls: 1.8102, loss: 1.8102, grad_norm: 4.8878 2022-03-01 00:01:48,535 - mmaction - INFO - Epoch [251][980/1878] lr: 1.000e-02, eta: 10 days, 18:46:06, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8012, loss_cls: 1.7496, loss: 1.7496, grad_norm: 4.8907 2022-03-01 00:02:13,812 - mmaction - INFO - Epoch [251][1000/1878] lr: 1.000e-02, eta: 10 days, 18:43:17, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7824, loss_cls: 1.8721, loss: 1.8721, grad_norm: 5.0359 2022-03-01 00:02:39,304 - mmaction - INFO - Epoch [251][1020/1878] lr: 1.000e-02, eta: 10 days, 18:40:32, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7887, loss_cls: 1.8414, loss: 1.8414, grad_norm: 4.9860 2022-03-01 00:03:04,899 - mmaction - INFO - Epoch [251][1040/1878] lr: 1.000e-02, eta: 10 days, 18:37:48, time: 1.279, data_time: 0.073, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8141, loss_cls: 1.7408, loss: 1.7408, grad_norm: 4.9519 2022-03-01 00:03:29,816 - mmaction - INFO - Epoch [251][1060/1878] lr: 1.000e-02, eta: 10 days, 18:34:56, time: 1.247, data_time: 0.069, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8008, loss_cls: 1.7618, loss: 1.7618, grad_norm: 4.8980 2022-03-01 00:03:55,525 - mmaction - INFO - Epoch [251][1080/1878] lr: 1.000e-02, eta: 10 days, 18:32:13, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8384, loss: 1.8384, grad_norm: 4.9020 2022-03-01 00:04:20,932 - mmaction - INFO - Epoch [251][1100/1878] lr: 1.000e-02, eta: 10 days, 18:29:28, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7918, loss_cls: 1.8317, loss: 1.8317, grad_norm: 4.9625 2022-03-01 00:04:46,626 - mmaction - INFO - Epoch [251][1120/1878] lr: 1.000e-02, eta: 10 days, 18:26:45, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7875, loss_cls: 1.8583, loss: 1.8583, grad_norm: 4.9915 2022-03-01 00:05:12,254 - mmaction - INFO - Epoch [251][1140/1878] lr: 1.000e-02, eta: 10 days, 18:24:03, time: 1.284, data_time: 0.070, memory: 9654, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.7678, loss: 1.7678, grad_norm: 4.9334 2022-03-01 00:05:37,675 - mmaction - INFO - Epoch [251][1160/1878] lr: 1.000e-02, eta: 10 days, 18:21:18, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7922, loss_cls: 1.8389, loss: 1.8389, grad_norm: 4.9067 2022-03-01 00:06:03,178 - mmaction - INFO - Epoch [251][1180/1878] lr: 1.000e-02, eta: 10 days, 18:18:34, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.6051, top5_acc: 0.7996, loss_cls: 1.7516, loss: 1.7516, grad_norm: 4.9695 2022-03-01 00:06:28,993 - mmaction - INFO - Epoch [251][1200/1878] lr: 1.000e-02, eta: 10 days, 18:15:55, time: 1.290, data_time: 0.065, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7984, loss_cls: 1.8039, loss: 1.8039, grad_norm: 4.9270 2022-03-01 00:06:54,363 - mmaction - INFO - Epoch [251][1220/1878] lr: 1.000e-02, eta: 10 days, 18:13:09, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7918, loss_cls: 1.8163, loss: 1.8163, grad_norm: 4.8505 2022-03-01 00:07:20,057 - mmaction - INFO - Epoch [251][1240/1878] lr: 1.000e-02, eta: 10 days, 18:10:28, time: 1.285, data_time: 0.070, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8051, loss_cls: 1.7602, loss: 1.7602, grad_norm: 4.7941 2022-03-01 00:07:45,290 - mmaction - INFO - Epoch [251][1260/1878] lr: 1.000e-02, eta: 10 days, 18:07:41, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7887, loss_cls: 1.8314, loss: 1.8314, grad_norm: 4.9020 2022-03-01 00:08:10,635 - mmaction - INFO - Epoch [251][1280/1878] lr: 1.000e-02, eta: 10 days, 18:04:55, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7902, loss_cls: 1.8109, loss: 1.8109, grad_norm: 4.9785 2022-03-01 00:08:36,217 - mmaction - INFO - Epoch [251][1300/1878] lr: 1.000e-02, eta: 10 days, 18:02:14, time: 1.281, data_time: 0.069, memory: 9654, top1_acc: 0.6059, top5_acc: 0.8016, loss_cls: 1.7323, loss: 1.7323, grad_norm: 4.8910 2022-03-01 00:09:01,548 - mmaction - INFO - Epoch [251][1320/1878] lr: 1.000e-02, eta: 10 days, 17:59:28, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7922, loss_cls: 1.8231, loss: 1.8231, grad_norm: 5.0240 2022-03-01 00:09:27,062 - mmaction - INFO - Epoch [251][1340/1878] lr: 1.000e-02, eta: 10 days, 17:56:45, time: 1.276, data_time: 0.069, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7934, loss_cls: 1.7929, loss: 1.7929, grad_norm: 4.9465 2022-03-01 00:09:52,632 - mmaction - INFO - Epoch [251][1360/1878] lr: 1.000e-02, eta: 10 days, 17:54:04, time: 1.279, data_time: 0.075, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7816, loss_cls: 1.8724, loss: 1.8724, grad_norm: 4.9342 2022-03-01 00:10:18,273 - mmaction - INFO - Epoch [251][1380/1878] lr: 1.000e-02, eta: 10 days, 17:51:23, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7906, loss_cls: 1.8116, loss: 1.8116, grad_norm: 4.9438 2022-03-01 00:10:44,007 - mmaction - INFO - Epoch [251][1400/1878] lr: 1.000e-02, eta: 10 days, 17:48:44, time: 1.286, data_time: 0.070, memory: 9654, top1_acc: 0.5816, top5_acc: 0.8020, loss_cls: 1.8234, loss: 1.8234, grad_norm: 4.9272 2022-03-01 00:11:09,647 - mmaction - INFO - Epoch [251][1420/1878] lr: 1.000e-02, eta: 10 days, 17:46:03, time: 1.282, data_time: 0.070, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7988, loss_cls: 1.7787, loss: 1.7787, grad_norm: 4.9272 2022-03-01 00:11:35,354 - mmaction - INFO - Epoch [251][1440/1878] lr: 1.000e-02, eta: 10 days, 17:43:24, time: 1.285, data_time: 0.071, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7957, loss_cls: 1.8192, loss: 1.8192, grad_norm: 4.9819 2022-03-01 00:12:00,900 - mmaction - INFO - Epoch [251][1460/1878] lr: 1.000e-02, eta: 10 days, 17:40:42, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7992, loss_cls: 1.7976, loss: 1.7976, grad_norm: 4.9836 2022-03-01 00:12:26,523 - mmaction - INFO - Epoch [251][1480/1878] lr: 1.000e-02, eta: 10 days, 17:38:02, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.5727, top5_acc: 0.7949, loss_cls: 1.8391, loss: 1.8391, grad_norm: 5.0205 2022-03-01 00:12:52,303 - mmaction - INFO - Epoch [251][1500/1878] lr: 1.000e-02, eta: 10 days, 17:35:24, time: 1.288, data_time: 0.069, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8086, loss_cls: 1.7555, loss: 1.7555, grad_norm: 4.9453 2022-03-01 00:13:17,606 - mmaction - INFO - Epoch [251][1520/1878] lr: 1.000e-02, eta: 10 days, 17:32:40, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7977, loss_cls: 1.7908, loss: 1.7908, grad_norm: 5.0025 2022-03-01 00:13:43,047 - mmaction - INFO - Epoch [251][1540/1878] lr: 1.000e-02, eta: 10 days, 17:29:58, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7996, loss_cls: 1.7820, loss: 1.7820, grad_norm: 5.0371 2022-03-01 00:14:08,829 - mmaction - INFO - Epoch [251][1560/1878] lr: 1.000e-02, eta: 10 days, 17:27:20, time: 1.288, data_time: 0.069, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7902, loss_cls: 1.8296, loss: 1.8296, grad_norm: 5.0435 2022-03-01 00:14:34,545 - mmaction - INFO - Epoch [251][1580/1878] lr: 1.000e-02, eta: 10 days, 17:24:42, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8094, loss_cls: 1.7195, loss: 1.7195, grad_norm: 4.9670 2022-03-01 00:14:59,969 - mmaction - INFO - Epoch [251][1600/1878] lr: 1.000e-02, eta: 10 days, 17:21:59, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7883, loss_cls: 1.8191, loss: 1.8191, grad_norm: 5.0359 2022-03-01 00:15:25,196 - mmaction - INFO - Epoch [251][1620/1878] lr: 1.000e-02, eta: 10 days, 17:19:15, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.5711, top5_acc: 0.7809, loss_cls: 1.8443, loss: 1.8443, grad_norm: 4.9234 2022-03-01 00:15:50,561 - mmaction - INFO - Epoch [251][1640/1878] lr: 1.000e-02, eta: 10 days, 17:16:32, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7949, loss_cls: 1.8113, loss: 1.8113, grad_norm: 5.0951 2022-03-01 00:16:16,009 - mmaction - INFO - Epoch [251][1660/1878] lr: 1.000e-02, eta: 10 days, 17:13:51, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7840, loss_cls: 1.8356, loss: 1.8356, grad_norm: 5.0297 2022-03-01 00:16:41,736 - mmaction - INFO - Epoch [251][1680/1878] lr: 1.000e-02, eta: 10 days, 17:11:13, time: 1.286, data_time: 0.067, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7973, loss_cls: 1.8092, loss: 1.8092, grad_norm: 5.0509 2022-03-01 00:17:07,417 - mmaction - INFO - Epoch [251][1700/1878] lr: 1.000e-02, eta: 10 days, 17:08:35, time: 1.283, data_time: 0.071, memory: 9654, top1_acc: 0.5797, top5_acc: 0.8074, loss_cls: 1.7630, loss: 1.7630, grad_norm: 4.8648 2022-03-01 00:17:32,778 - mmaction - INFO - Epoch [251][1720/1878] lr: 1.000e-02, eta: 10 days, 17:05:53, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7945, loss_cls: 1.7914, loss: 1.7914, grad_norm: 4.9090 2022-03-01 00:17:58,432 - mmaction - INFO - Epoch [251][1740/1878] lr: 1.000e-02, eta: 10 days, 17:03:15, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.5645, top5_acc: 0.7828, loss_cls: 1.8845, loss: 1.8845, grad_norm: 4.9756 2022-03-01 00:18:24,216 - mmaction - INFO - Epoch [251][1760/1878] lr: 1.000e-02, eta: 10 days, 17:00:39, time: 1.289, data_time: 0.070, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7973, loss_cls: 1.7612, loss: 1.7612, grad_norm: 4.9562 2022-03-01 00:18:50,045 - mmaction - INFO - Epoch [251][1780/1878] lr: 1.000e-02, eta: 10 days, 16:58:03, time: 1.291, data_time: 0.067, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7770, loss_cls: 1.8735, loss: 1.8735, grad_norm: 4.9871 2022-03-01 00:19:15,652 - mmaction - INFO - Epoch [251][1800/1878] lr: 1.000e-02, eta: 10 days, 16:55:25, time: 1.282, data_time: 0.074, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7977, loss_cls: 1.7801, loss: 1.7801, grad_norm: 4.9663 2022-03-01 00:19:41,260 - mmaction - INFO - Epoch [251][1820/1878] lr: 1.000e-02, eta: 10 days, 16:52:47, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7902, loss_cls: 1.8003, loss: 1.8003, grad_norm: 4.9788 2022-03-01 00:20:06,814 - mmaction - INFO - Epoch [251][1840/1878] lr: 1.000e-02, eta: 10 days, 16:50:09, time: 1.278, data_time: 0.072, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7945, loss_cls: 1.7950, loss: 1.7950, grad_norm: 4.9228 2022-03-01 00:20:32,385 - mmaction - INFO - Epoch [251][1860/1878] lr: 1.000e-02, eta: 10 days, 16:47:30, time: 1.278, data_time: 0.072, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7937, loss_cls: 1.7641, loss: 1.7641, grad_norm: 4.9850 2022-03-01 00:21:07,481 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 00:23:30,623 - mmaction - INFO - Epoch [252][20/1878] lr: 1.000e-02, eta: 10 days, 17:03:36, time: 7.156, data_time: 5.693, memory: 9654, top1_acc: 0.5762, top5_acc: 0.8051, loss_cls: 1.7918, loss: 1.7918, grad_norm: 4.9747 2022-03-01 00:23:55,028 - mmaction - INFO - Epoch [252][40/1878] lr: 1.000e-02, eta: 10 days, 17:00:42, time: 1.221, data_time: 0.078, memory: 9654, top1_acc: 0.6023, top5_acc: 0.8156, loss_cls: 1.7040, loss: 1.7040, grad_norm: 4.8556 2022-03-01 00:24:19,542 - mmaction - INFO - Epoch [252][60/1878] lr: 1.000e-02, eta: 10 days, 16:57:49, time: 1.225, data_time: 0.068, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8035, loss_cls: 1.7076, loss: 1.7076, grad_norm: 4.9249 2022-03-01 00:24:44,385 - mmaction - INFO - Epoch [252][80/1878] lr: 1.000e-02, eta: 10 days, 16:55:01, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7984, loss_cls: 1.7459, loss: 1.7459, grad_norm: 4.9336 2022-03-01 00:25:09,501 - mmaction - INFO - Epoch [252][100/1878] lr: 1.000e-02, eta: 10 days, 16:52:17, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8109, loss_cls: 1.7362, loss: 1.7362, grad_norm: 4.9430 2022-03-01 00:25:35,370 - mmaction - INFO - Epoch [252][120/1878] lr: 1.000e-02, eta: 10 days, 16:49:43, time: 1.295, data_time: 0.068, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8070, loss_cls: 1.7171, loss: 1.7171, grad_norm: 4.8123 2022-03-01 00:26:01,005 - mmaction - INFO - Epoch [252][140/1878] lr: 1.000e-02, eta: 10 days, 16:47:06, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8043, loss_cls: 1.6928, loss: 1.6928, grad_norm: 4.7815 2022-03-01 00:26:26,552 - mmaction - INFO - Epoch [252][160/1878] lr: 1.000e-02, eta: 10 days, 16:44:28, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8051, loss_cls: 1.7463, loss: 1.7463, grad_norm: 4.9424 2022-03-01 00:26:52,054 - mmaction - INFO - Epoch [252][180/1878] lr: 1.000e-02, eta: 10 days, 16:41:49, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7949, loss_cls: 1.7781, loss: 1.7781, grad_norm: 4.9393 2022-03-01 00:27:17,768 - mmaction - INFO - Epoch [252][200/1878] lr: 1.000e-02, eta: 10 days, 16:39:13, time: 1.286, data_time: 0.067, memory: 9654, top1_acc: 0.5879, top5_acc: 0.8004, loss_cls: 1.7598, loss: 1.7598, grad_norm: 4.8701 2022-03-01 00:27:42,978 - mmaction - INFO - Epoch [252][220/1878] lr: 1.000e-02, eta: 10 days, 16:36:31, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.5941, top5_acc: 0.8004, loss_cls: 1.7796, loss: 1.7796, grad_norm: 5.0308 2022-03-01 00:28:08,424 - mmaction - INFO - Epoch [252][240/1878] lr: 1.000e-02, eta: 10 days, 16:33:52, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7918, loss_cls: 1.7800, loss: 1.7800, grad_norm: 5.0514 2022-03-01 00:28:34,082 - mmaction - INFO - Epoch [252][260/1878] lr: 1.000e-02, eta: 10 days, 16:31:16, time: 1.282, data_time: 0.065, memory: 9654, top1_acc: 0.5656, top5_acc: 0.7922, loss_cls: 1.8245, loss: 1.8245, grad_norm: 5.0575 2022-03-01 00:28:59,476 - mmaction - INFO - Epoch [252][280/1878] lr: 1.000e-02, eta: 10 days, 16:28:37, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.6031, top5_acc: 0.8051, loss_cls: 1.7139, loss: 1.7139, grad_norm: 4.9086 2022-03-01 00:29:24,747 - mmaction - INFO - Epoch [252][300/1878] lr: 1.000e-02, eta: 10 days, 16:25:55, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.5930, top5_acc: 0.7930, loss_cls: 1.7774, loss: 1.7774, grad_norm: 4.8321 2022-03-01 00:29:50,412 - mmaction - INFO - Epoch [252][320/1878] lr: 1.000e-02, eta: 10 days, 16:23:20, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.5867, top5_acc: 0.8066, loss_cls: 1.7552, loss: 1.7552, grad_norm: 4.9765 2022-03-01 00:30:15,696 - mmaction - INFO - Epoch [252][340/1878] lr: 1.000e-02, eta: 10 days, 16:20:40, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.5652, top5_acc: 0.7832, loss_cls: 1.8673, loss: 1.8673, grad_norm: 5.1144 2022-03-01 00:30:41,796 - mmaction - INFO - Epoch [252][360/1878] lr: 1.000e-02, eta: 10 days, 16:18:10, time: 1.304, data_time: 0.065, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7965, loss_cls: 1.7751, loss: 1.7751, grad_norm: 5.0963 2022-03-01 00:31:07,560 - mmaction - INFO - Epoch [252][380/1878] lr: 1.000e-02, eta: 10 days, 16:15:36, time: 1.289, data_time: 0.059, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7969, loss_cls: 1.7832, loss: 1.7832, grad_norm: 5.1164 2022-03-01 00:31:32,921 - mmaction - INFO - Epoch [252][400/1878] lr: 1.000e-02, eta: 10 days, 16:12:57, time: 1.268, data_time: 0.061, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7914, loss_cls: 1.7927, loss: 1.7927, grad_norm: 4.9837 2022-03-01 00:31:58,410 - mmaction - INFO - Epoch [252][420/1878] lr: 1.000e-02, eta: 10 days, 16:10:20, time: 1.274, data_time: 0.061, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7949, loss_cls: 1.7829, loss: 1.7829, grad_norm: 4.9665 2022-03-01 00:32:23,907 - mmaction - INFO - Epoch [252][440/1878] lr: 1.000e-02, eta: 10 days, 16:07:43, time: 1.274, data_time: 0.060, memory: 9654, top1_acc: 0.5867, top5_acc: 0.7914, loss_cls: 1.7787, loss: 1.7787, grad_norm: 4.8532 2022-03-01 00:32:49,548 - mmaction - INFO - Epoch [252][460/1878] lr: 1.000e-02, eta: 10 days, 16:05:08, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7984, loss_cls: 1.7832, loss: 1.7832, grad_norm: 4.9714 2022-03-01 00:33:14,910 - mmaction - INFO - Epoch [252][480/1878] lr: 1.000e-02, eta: 10 days, 16:02:30, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8020, loss_cls: 1.7532, loss: 1.7532, grad_norm: 4.9415 2022-03-01 00:33:40,261 - mmaction - INFO - Epoch [252][500/1878] lr: 1.000e-02, eta: 10 days, 15:59:51, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7984, loss_cls: 1.7620, loss: 1.7620, grad_norm: 5.0123 2022-03-01 00:34:05,723 - mmaction - INFO - Epoch [252][520/1878] lr: 1.000e-02, eta: 10 days, 15:57:14, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.6051, top5_acc: 0.8187, loss_cls: 1.7035, loss: 1.7035, grad_norm: 4.8905 2022-03-01 00:34:30,989 - mmaction - INFO - Epoch [252][540/1878] lr: 1.000e-02, eta: 10 days, 15:54:35, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8059, loss_cls: 1.7570, loss: 1.7570, grad_norm: 4.9525 2022-03-01 00:34:56,684 - mmaction - INFO - Epoch [252][560/1878] lr: 1.000e-02, eta: 10 days, 15:52:01, time: 1.285, data_time: 0.061, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7895, loss_cls: 1.8147, loss: 1.8147, grad_norm: 5.1160 2022-03-01 00:35:22,225 - mmaction - INFO - Epoch [252][580/1878] lr: 1.000e-02, eta: 10 days, 15:49:26, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.5934, top5_acc: 0.7996, loss_cls: 1.7709, loss: 1.7709, grad_norm: 5.0015 2022-03-01 00:35:47,649 - mmaction - INFO - Epoch [252][600/1878] lr: 1.000e-02, eta: 10 days, 15:46:49, time: 1.271, data_time: 0.062, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7949, loss_cls: 1.7989, loss: 1.7989, grad_norm: 4.9593 2022-03-01 00:36:13,467 - mmaction - INFO - Epoch [252][620/1878] lr: 1.000e-02, eta: 10 days, 15:44:17, time: 1.291, data_time: 0.066, memory: 9654, top1_acc: 0.5953, top5_acc: 0.7918, loss_cls: 1.7840, loss: 1.7840, grad_norm: 4.9314 2022-03-01 00:36:39,071 - mmaction - INFO - Epoch [252][640/1878] lr: 1.000e-02, eta: 10 days, 15:41:43, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7953, loss_cls: 1.8167, loss: 1.8167, grad_norm: 5.0435 2022-03-01 00:37:04,582 - mmaction - INFO - Epoch [252][660/1878] lr: 1.000e-02, eta: 10 days, 15:39:08, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.5797, top5_acc: 0.8000, loss_cls: 1.7926, loss: 1.7926, grad_norm: 4.9713 2022-03-01 00:37:30,176 - mmaction - INFO - Epoch [252][680/1878] lr: 1.000e-02, eta: 10 days, 15:36:34, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8043, loss_cls: 1.7730, loss: 1.7730, grad_norm: 5.0116 2022-03-01 00:37:55,633 - mmaction - INFO - Epoch [252][700/1878] lr: 1.000e-02, eta: 10 days, 15:33:58, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8063, loss_cls: 1.7315, loss: 1.7315, grad_norm: 4.8967 2022-03-01 00:38:20,926 - mmaction - INFO - Epoch [252][720/1878] lr: 1.000e-02, eta: 10 days, 15:31:20, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7887, loss_cls: 1.8093, loss: 1.8093, grad_norm: 5.0512 2022-03-01 00:38:46,397 - mmaction - INFO - Epoch [252][740/1878] lr: 1.000e-02, eta: 10 days, 15:28:44, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7887, loss_cls: 1.8036, loss: 1.8036, grad_norm: 4.9664 2022-03-01 00:39:12,089 - mmaction - INFO - Epoch [252][760/1878] lr: 1.000e-02, eta: 10 days, 15:26:12, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8035, loss_cls: 1.7391, loss: 1.7391, grad_norm: 5.0457 2022-03-01 00:39:37,175 - mmaction - INFO - Epoch [252][780/1878] lr: 1.000e-02, eta: 10 days, 15:23:32, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7895, loss_cls: 1.8104, loss: 1.8104, grad_norm: 5.0546 2022-03-01 00:40:02,603 - mmaction - INFO - Epoch [252][800/1878] lr: 1.000e-02, eta: 10 days, 15:20:56, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.6055, top5_acc: 0.7984, loss_cls: 1.7097, loss: 1.7097, grad_norm: 4.8790 2022-03-01 00:40:28,136 - mmaction - INFO - Epoch [252][820/1878] lr: 1.000e-02, eta: 10 days, 15:18:22, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7980, loss_cls: 1.7719, loss: 1.7719, grad_norm: 4.9738 2022-03-01 00:40:53,664 - mmaction - INFO - Epoch [252][840/1878] lr: 1.000e-02, eta: 10 days, 15:15:48, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8105, loss_cls: 1.7550, loss: 1.7550, grad_norm: 4.9625 2022-03-01 00:41:19,461 - mmaction - INFO - Epoch [252][860/1878] lr: 1.000e-02, eta: 10 days, 15:13:18, time: 1.289, data_time: 0.063, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7953, loss_cls: 1.7732, loss: 1.7732, grad_norm: 4.9596 2022-03-01 00:41:44,726 - mmaction - INFO - Epoch [252][880/1878] lr: 1.000e-02, eta: 10 days, 15:10:41, time: 1.263, data_time: 0.071, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8082, loss_cls: 1.7766, loss: 1.7766, grad_norm: 5.0270 2022-03-01 00:42:10,159 - mmaction - INFO - Epoch [252][900/1878] lr: 1.000e-02, eta: 10 days, 15:08:06, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7801, loss_cls: 1.8074, loss: 1.8074, grad_norm: 4.8827 2022-03-01 00:42:35,766 - mmaction - INFO - Epoch [252][920/1878] lr: 1.000e-02, eta: 10 days, 15:05:34, time: 1.281, data_time: 0.064, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7895, loss_cls: 1.7852, loss: 1.7852, grad_norm: 4.8967 2022-03-01 00:43:01,422 - mmaction - INFO - Epoch [252][940/1878] lr: 1.000e-02, eta: 10 days, 15:03:02, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.6066, top5_acc: 0.8125, loss_cls: 1.7363, loss: 1.7363, grad_norm: 4.9562 2022-03-01 00:43:27,061 - mmaction - INFO - Epoch [252][960/1878] lr: 1.000e-02, eta: 10 days, 15:00:30, time: 1.284, data_time: 0.061, memory: 9654, top1_acc: 0.5676, top5_acc: 0.7828, loss_cls: 1.8953, loss: 1.8953, grad_norm: 5.1494 2022-03-01 00:43:52,806 - mmaction - INFO - Epoch [252][980/1878] lr: 1.000e-02, eta: 10 days, 14:58:00, time: 1.286, data_time: 0.064, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7914, loss_cls: 1.8080, loss: 1.8080, grad_norm: 5.0538 2022-03-01 00:44:18,384 - mmaction - INFO - Epoch [252][1000/1878] lr: 1.000e-02, eta: 10 days, 14:55:28, time: 1.279, data_time: 0.072, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7965, loss_cls: 1.7671, loss: 1.7671, grad_norm: 5.0588 2022-03-01 00:44:44,070 - mmaction - INFO - Epoch [252][1020/1878] lr: 1.000e-02, eta: 10 days, 14:52:57, time: 1.284, data_time: 0.068, memory: 9654, top1_acc: 0.5629, top5_acc: 0.7824, loss_cls: 1.8925, loss: 1.8925, grad_norm: 5.1422 2022-03-01 00:45:09,597 - mmaction - INFO - Epoch [252][1040/1878] lr: 1.000e-02, eta: 10 days, 14:50:24, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7957, loss_cls: 1.7934, loss: 1.7934, grad_norm: 4.9989 2022-03-01 00:45:35,075 - mmaction - INFO - Epoch [252][1060/1878] lr: 1.000e-02, eta: 10 days, 14:47:51, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.6012, top5_acc: 0.7906, loss_cls: 1.7723, loss: 1.7723, grad_norm: 4.8914 2022-03-01 00:46:00,600 - mmaction - INFO - Epoch [252][1080/1878] lr: 1.000e-02, eta: 10 days, 14:45:18, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.5762, top5_acc: 0.8047, loss_cls: 1.7868, loss: 1.7868, grad_norm: 4.9312 2022-03-01 00:46:26,262 - mmaction - INFO - Epoch [252][1100/1878] lr: 1.000e-02, eta: 10 days, 14:42:47, time: 1.282, data_time: 0.060, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7965, loss_cls: 1.7758, loss: 1.7758, grad_norm: 4.9273 2022-03-01 00:46:51,924 - mmaction - INFO - Epoch [252][1120/1878] lr: 1.000e-02, eta: 10 days, 14:40:17, time: 1.284, data_time: 0.065, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7980, loss_cls: 1.7683, loss: 1.7683, grad_norm: 4.9772 2022-03-01 00:47:17,582 - mmaction - INFO - Epoch [252][1140/1878] lr: 1.000e-02, eta: 10 days, 14:37:47, time: 1.283, data_time: 0.068, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8020, loss_cls: 1.7569, loss: 1.7569, grad_norm: 4.9090 2022-03-01 00:47:43,185 - mmaction - INFO - Epoch [252][1160/1878] lr: 1.000e-02, eta: 10 days, 14:35:15, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7973, loss_cls: 1.7890, loss: 1.7890, grad_norm: 5.0311 2022-03-01 00:48:08,699 - mmaction - INFO - Epoch [252][1180/1878] lr: 1.000e-02, eta: 10 days, 14:32:44, time: 1.277, data_time: 0.069, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7898, loss_cls: 1.8167, loss: 1.8167, grad_norm: 5.0261 2022-03-01 00:48:34,346 - mmaction - INFO - Epoch [252][1200/1878] lr: 1.000e-02, eta: 10 days, 14:30:13, time: 1.282, data_time: 0.070, memory: 9654, top1_acc: 0.6051, top5_acc: 0.8027, loss_cls: 1.7354, loss: 1.7354, grad_norm: 4.9396 2022-03-01 00:48:59,870 - mmaction - INFO - Epoch [252][1220/1878] lr: 1.000e-02, eta: 10 days, 14:27:42, time: 1.277, data_time: 0.061, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7941, loss_cls: 1.8113, loss: 1.8113, grad_norm: 5.1037 2022-03-01 00:49:25,576 - mmaction - INFO - Epoch [252][1240/1878] lr: 1.000e-02, eta: 10 days, 14:25:13, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8074, loss_cls: 1.7219, loss: 1.7219, grad_norm: 4.9584 2022-03-01 00:49:51,258 - mmaction - INFO - Epoch [252][1260/1878] lr: 1.000e-02, eta: 10 days, 14:22:43, time: 1.283, data_time: 0.065, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7887, loss_cls: 1.7684, loss: 1.7684, grad_norm: 4.8313 2022-03-01 00:50:16,839 - mmaction - INFO - Epoch [252][1280/1878] lr: 1.000e-02, eta: 10 days, 14:20:12, time: 1.278, data_time: 0.063, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7937, loss_cls: 1.7812, loss: 1.7812, grad_norm: 5.0032 2022-03-01 00:50:42,408 - mmaction - INFO - Epoch [252][1300/1878] lr: 1.000e-02, eta: 10 days, 14:17:42, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7887, loss_cls: 1.8162, loss: 1.8162, grad_norm: 5.0698 2022-03-01 00:51:08,200 - mmaction - INFO - Epoch [252][1320/1878] lr: 1.000e-02, eta: 10 days, 14:15:14, time: 1.290, data_time: 0.068, memory: 9654, top1_acc: 0.5961, top5_acc: 0.7961, loss_cls: 1.7737, loss: 1.7737, grad_norm: 4.9743 2022-03-01 00:51:33,895 - mmaction - INFO - Epoch [252][1340/1878] lr: 1.000e-02, eta: 10 days, 14:12:45, time: 1.284, data_time: 0.065, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7988, loss_cls: 1.8074, loss: 1.8074, grad_norm: 5.0662 2022-03-01 00:51:59,417 - mmaction - INFO - Epoch [252][1360/1878] lr: 1.000e-02, eta: 10 days, 14:10:15, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7926, loss_cls: 1.7872, loss: 1.7872, grad_norm: 5.0061 2022-03-01 00:52:24,766 - mmaction - INFO - Epoch [252][1380/1878] lr: 1.000e-02, eta: 10 days, 14:07:42, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.5613, top5_acc: 0.7828, loss_cls: 1.8459, loss: 1.8459, grad_norm: 5.0151 2022-03-01 00:52:50,263 - mmaction - INFO - Epoch [252][1400/1878] lr: 1.000e-02, eta: 10 days, 14:05:11, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7785, loss_cls: 1.8331, loss: 1.8331, grad_norm: 4.9973 2022-03-01 00:53:15,610 - mmaction - INFO - Epoch [252][1420/1878] lr: 1.000e-02, eta: 10 days, 14:02:38, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.5621, top5_acc: 0.7848, loss_cls: 1.8812, loss: 1.8812, grad_norm: 5.1175 2022-03-01 00:53:40,961 - mmaction - INFO - Epoch [252][1440/1878] lr: 1.000e-02, eta: 10 days, 14:00:06, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.5645, top5_acc: 0.7898, loss_cls: 1.8534, loss: 1.8534, grad_norm: 5.1518 2022-03-01 00:54:06,533 - mmaction - INFO - Epoch [252][1460/1878] lr: 1.000e-02, eta: 10 days, 13:57:36, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7934, loss_cls: 1.7864, loss: 1.7864, grad_norm: 5.0608 2022-03-01 00:54:31,328 - mmaction - INFO - Epoch [252][1480/1878] lr: 1.000e-02, eta: 10 days, 13:54:56, time: 1.238, data_time: 0.064, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7996, loss_cls: 1.8117, loss: 1.8117, grad_norm: 5.1908 2022-03-01 00:54:56,833 - mmaction - INFO - Epoch [252][1500/1878] lr: 1.000e-02, eta: 10 days, 13:52:26, time: 1.277, data_time: 0.070, memory: 9654, top1_acc: 0.5656, top5_acc: 0.7863, loss_cls: 1.8793, loss: 1.8793, grad_norm: 5.1733 2022-03-01 00:55:22,421 - mmaction - INFO - Epoch [252][1520/1878] lr: 1.000e-02, eta: 10 days, 13:49:57, time: 1.278, data_time: 0.061, memory: 9654, top1_acc: 0.5645, top5_acc: 0.7906, loss_cls: 1.8560, loss: 1.8560, grad_norm: 5.0149 2022-03-01 00:55:48,050 - mmaction - INFO - Epoch [252][1540/1878] lr: 1.000e-02, eta: 10 days, 13:47:29, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7926, loss_cls: 1.8146, loss: 1.8146, grad_norm: 4.9442 2022-03-01 00:56:13,760 - mmaction - INFO - Epoch [252][1560/1878] lr: 1.000e-02, eta: 10 days, 13:45:02, time: 1.285, data_time: 0.070, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7867, loss_cls: 1.8366, loss: 1.8366, grad_norm: 5.0756 2022-03-01 00:56:39,298 - mmaction - INFO - Epoch [252][1580/1878] lr: 1.000e-02, eta: 10 days, 13:42:32, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7836, loss_cls: 1.8462, loss: 1.8462, grad_norm: 4.9551 2022-03-01 00:57:04,550 - mmaction - INFO - Epoch [252][1600/1878] lr: 1.000e-02, eta: 10 days, 13:39:59, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7992, loss_cls: 1.7898, loss: 1.7898, grad_norm: 4.9543 2022-03-01 00:57:29,947 - mmaction - INFO - Epoch [252][1620/1878] lr: 1.000e-02, eta: 10 days, 13:37:29, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7949, loss_cls: 1.8325, loss: 1.8325, grad_norm: 4.9331 2022-03-01 00:57:55,189 - mmaction - INFO - Epoch [252][1640/1878] lr: 1.000e-02, eta: 10 days, 13:34:56, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7941, loss_cls: 1.7755, loss: 1.7755, grad_norm: 4.9180 2022-03-01 00:58:20,548 - mmaction - INFO - Epoch [252][1660/1878] lr: 1.000e-02, eta: 10 days, 13:32:25, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7996, loss_cls: 1.7734, loss: 1.7734, grad_norm: 4.9531 2022-03-01 00:58:46,040 - mmaction - INFO - Epoch [252][1680/1878] lr: 1.000e-02, eta: 10 days, 13:29:56, time: 1.276, data_time: 0.071, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7805, loss_cls: 1.8469, loss: 1.8469, grad_norm: 4.9448 2022-03-01 00:59:11,535 - mmaction - INFO - Epoch [252][1700/1878] lr: 1.000e-02, eta: 10 days, 13:27:26, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7922, loss_cls: 1.8014, loss: 1.8014, grad_norm: 5.0470 2022-03-01 00:59:36,958 - mmaction - INFO - Epoch [252][1720/1878] lr: 1.000e-02, eta: 10 days, 13:24:56, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7965, loss_cls: 1.8067, loss: 1.8067, grad_norm: 5.0065 2022-03-01 01:00:02,513 - mmaction - INFO - Epoch [252][1740/1878] lr: 1.000e-02, eta: 10 days, 13:22:28, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.6023, top5_acc: 0.7945, loss_cls: 1.7585, loss: 1.7585, grad_norm: 4.9560 2022-03-01 01:00:28,247 - mmaction - INFO - Epoch [252][1760/1878] lr: 1.000e-02, eta: 10 days, 13:20:03, time: 1.287, data_time: 0.069, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7926, loss_cls: 1.7660, loss: 1.7660, grad_norm: 4.9473 2022-03-01 01:00:54,297 - mmaction - INFO - Epoch [252][1780/1878] lr: 1.000e-02, eta: 10 days, 13:17:41, time: 1.303, data_time: 0.070, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7988, loss_cls: 1.7818, loss: 1.7818, grad_norm: 4.9725 2022-03-01 01:01:19,816 - mmaction - INFO - Epoch [252][1800/1878] lr: 1.000e-02, eta: 10 days, 13:15:13, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7863, loss_cls: 1.8472, loss: 1.8472, grad_norm: 4.9282 2022-03-01 01:01:45,285 - mmaction - INFO - Epoch [252][1820/1878] lr: 1.000e-02, eta: 10 days, 13:12:44, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7859, loss_cls: 1.8356, loss: 1.8356, grad_norm: 5.1428 2022-03-01 01:02:10,862 - mmaction - INFO - Epoch [252][1840/1878] lr: 1.000e-02, eta: 10 days, 13:10:17, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7910, loss_cls: 1.7913, loss: 1.7913, grad_norm: 4.9510 2022-03-01 01:02:36,066 - mmaction - INFO - Epoch [252][1860/1878] lr: 1.000e-02, eta: 10 days, 13:07:45, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.5754, top5_acc: 0.8023, loss_cls: 1.8239, loss: 1.8239, grad_norm: 4.9898 2022-03-01 01:03:07,759 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 01:03:07,844 - mmaction - INFO - 110 BN found 2022-03-01 01:07:58,209 - mmaction - INFO - BN stats updated 2022-03-01 01:08:00,218 - mmaction - INFO - Saving checkpoint at 252 epochs 2022-03-01 01:11:30,187 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 01:11:31,104 - mmaction - INFO - top1_acc 0.6489 top5_acc 0.8558 2022-03-01 01:11:31,105 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 01:11:31,150 - mmaction - INFO - mean_acc 0.6488 2022-03-01 01:11:31,151 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_240.pth was removed 2022-03-01 01:11:32,869 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_252.pth. 2022-03-01 01:11:32,869 - mmaction - INFO - Best top1_acc is 0.6489 at 252 epoch. 2022-03-01 01:11:32,888 - mmaction - INFO - Epoch(val) [252][155] top1_acc: 0.6489, top5_acc: 0.8558, mean_class_accuracy: 0.6488 2022-03-01 01:11:33,864 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 01:13:16,011 - mmaction - INFO - Epoch [253][20/1878] lr: 1.000e-02, eta: 10 days, 13:14:29, time: 5.107, data_time: 3.872, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7984, loss_cls: 1.7795, loss: 1.7795, grad_norm: 4.9940 2022-03-01 01:13:41,735 - mmaction - INFO - Epoch [253][40/1878] lr: 1.000e-02, eta: 10 days, 13:12:03, time: 1.285, data_time: 0.069, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8113, loss_cls: 1.7164, loss: 1.7164, grad_norm: 4.9162 2022-03-01 01:14:06,452 - mmaction - INFO - Epoch [253][60/1878] lr: 1.000e-02, eta: 10 days, 13:09:25, time: 1.237, data_time: 0.069, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8066, loss_cls: 1.7309, loss: 1.7309, grad_norm: 5.0100 2022-03-01 01:14:31,102 - mmaction - INFO - Epoch [253][80/1878] lr: 1.000e-02, eta: 10 days, 13:06:47, time: 1.232, data_time: 0.068, memory: 9654, top1_acc: 0.6090, top5_acc: 0.7977, loss_cls: 1.7302, loss: 1.7302, grad_norm: 4.9588 2022-03-01 01:14:56,206 - mmaction - INFO - Epoch [253][100/1878] lr: 1.000e-02, eta: 10 days, 13:04:14, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7891, loss_cls: 1.8045, loss: 1.8045, grad_norm: 4.9949 2022-03-01 01:15:21,144 - mmaction - INFO - Epoch [253][120/1878] lr: 1.000e-02, eta: 10 days, 13:01:39, time: 1.245, data_time: 0.070, memory: 9654, top1_acc: 0.5879, top5_acc: 0.8031, loss_cls: 1.7611, loss: 1.7611, grad_norm: 5.0031 2022-03-01 01:15:46,384 - mmaction - INFO - Epoch [253][140/1878] lr: 1.000e-02, eta: 10 days, 12:59:08, time: 1.264, data_time: 0.073, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7918, loss_cls: 1.7671, loss: 1.7671, grad_norm: 4.9111 2022-03-01 01:16:11,787 - mmaction - INFO - Epoch [253][160/1878] lr: 1.000e-02, eta: 10 days, 12:56:39, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7937, loss_cls: 1.7842, loss: 1.7842, grad_norm: 4.9581 2022-03-01 01:16:37,335 - mmaction - INFO - Epoch [253][180/1878] lr: 1.000e-02, eta: 10 days, 12:54:13, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8023, loss_cls: 1.7123, loss: 1.7123, grad_norm: 4.8905 2022-03-01 01:17:02,627 - mmaction - INFO - Epoch [253][200/1878] lr: 1.000e-02, eta: 10 days, 12:51:43, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7941, loss_cls: 1.7940, loss: 1.7940, grad_norm: 5.0497 2022-03-01 01:17:28,246 - mmaction - INFO - Epoch [253][220/1878] lr: 1.000e-02, eta: 10 days, 12:49:18, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8051, loss_cls: 1.7482, loss: 1.7482, grad_norm: 5.0446 2022-03-01 01:17:53,728 - mmaction - INFO - Epoch [253][240/1878] lr: 1.000e-02, eta: 10 days, 12:46:50, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8012, loss_cls: 1.7466, loss: 1.7466, grad_norm: 4.9823 2022-03-01 01:18:18,937 - mmaction - INFO - Epoch [253][260/1878] lr: 1.000e-02, eta: 10 days, 12:44:20, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8063, loss_cls: 1.7077, loss: 1.7077, grad_norm: 4.9000 2022-03-01 01:18:44,503 - mmaction - INFO - Epoch [253][280/1878] lr: 1.000e-02, eta: 10 days, 12:41:54, time: 1.278, data_time: 0.062, memory: 9654, top1_acc: 0.5984, top5_acc: 0.7965, loss_cls: 1.7067, loss: 1.7067, grad_norm: 4.9572 2022-03-01 01:19:09,742 - mmaction - INFO - Epoch [253][300/1878] lr: 1.000e-02, eta: 10 days, 12:39:24, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7941, loss_cls: 1.8074, loss: 1.8074, grad_norm: 5.0463 2022-03-01 01:19:35,373 - mmaction - INFO - Epoch [253][320/1878] lr: 1.000e-02, eta: 10 days, 12:36:59, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.5980, top5_acc: 0.7949, loss_cls: 1.7660, loss: 1.7660, grad_norm: 4.9374 2022-03-01 01:20:00,769 - mmaction - INFO - Epoch [253][340/1878] lr: 1.000e-02, eta: 10 days, 12:34:32, time: 1.270, data_time: 0.071, memory: 9654, top1_acc: 0.6035, top5_acc: 0.8082, loss_cls: 1.7185, loss: 1.7185, grad_norm: 4.9324 2022-03-01 01:20:26,680 - mmaction - INFO - Epoch [253][360/1878] lr: 1.000e-02, eta: 10 days, 12:32:10, time: 1.295, data_time: 0.064, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7902, loss_cls: 1.7606, loss: 1.7606, grad_norm: 4.8737 2022-03-01 01:20:52,227 - mmaction - INFO - Epoch [253][380/1878] lr: 1.000e-02, eta: 10 days, 12:29:45, time: 1.278, data_time: 0.073, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7891, loss_cls: 1.8184, loss: 1.8184, grad_norm: 5.0165 2022-03-01 01:21:17,999 - mmaction - INFO - Epoch [253][400/1878] lr: 1.000e-02, eta: 10 days, 12:27:22, time: 1.289, data_time: 0.069, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7996, loss_cls: 1.7588, loss: 1.7588, grad_norm: 5.0173 2022-03-01 01:21:43,459 - mmaction - INFO - Epoch [253][420/1878] lr: 1.000e-02, eta: 10 days, 12:24:56, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7879, loss_cls: 1.8051, loss: 1.8051, grad_norm: 5.1382 2022-03-01 01:22:09,123 - mmaction - INFO - Epoch [253][440/1878] lr: 1.000e-02, eta: 10 days, 12:22:32, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7941, loss_cls: 1.7729, loss: 1.7729, grad_norm: 5.1146 2022-03-01 01:22:34,610 - mmaction - INFO - Epoch [253][460/1878] lr: 1.000e-02, eta: 10 days, 12:20:06, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.5863, top5_acc: 0.8125, loss_cls: 1.7528, loss: 1.7528, grad_norm: 5.0359 2022-03-01 01:23:00,175 - mmaction - INFO - Epoch [253][480/1878] lr: 1.000e-02, eta: 10 days, 12:17:42, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7977, loss_cls: 1.7512, loss: 1.7512, grad_norm: 5.0092 2022-03-01 01:23:26,030 - mmaction - INFO - Epoch [253][500/1878] lr: 1.000e-02, eta: 10 days, 12:15:20, time: 1.291, data_time: 0.071, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7863, loss_cls: 1.8538, loss: 1.8538, grad_norm: 5.0931 2022-03-01 01:23:51,700 - mmaction - INFO - Epoch [253][520/1878] lr: 1.000e-02, eta: 10 days, 12:12:57, time: 1.285, data_time: 0.069, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8012, loss_cls: 1.7605, loss: 1.7605, grad_norm: 4.9413 2022-03-01 01:24:17,200 - mmaction - INFO - Epoch [253][540/1878] lr: 1.000e-02, eta: 10 days, 12:10:32, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7992, loss_cls: 1.7272, loss: 1.7272, grad_norm: 4.9332 2022-03-01 01:24:43,008 - mmaction - INFO - Epoch [253][560/1878] lr: 1.000e-02, eta: 10 days, 12:08:11, time: 1.290, data_time: 0.075, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7918, loss_cls: 1.7766, loss: 1.7766, grad_norm: 4.9580 2022-03-01 01:25:08,750 - mmaction - INFO - Epoch [253][580/1878] lr: 1.000e-02, eta: 10 days, 12:05:49, time: 1.287, data_time: 0.071, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8082, loss_cls: 1.7470, loss: 1.7470, grad_norm: 4.9901 2022-03-01 01:25:34,316 - mmaction - INFO - Epoch [253][600/1878] lr: 1.000e-02, eta: 10 days, 12:03:25, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7992, loss_cls: 1.8249, loss: 1.8249, grad_norm: 5.1154 2022-03-01 01:25:59,788 - mmaction - INFO - Epoch [253][620/1878] lr: 1.000e-02, eta: 10 days, 12:01:00, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7996, loss_cls: 1.8020, loss: 1.8020, grad_norm: 5.0312 2022-03-01 01:26:25,263 - mmaction - INFO - Epoch [253][640/1878] lr: 1.000e-02, eta: 10 days, 11:58:35, time: 1.274, data_time: 0.069, memory: 9654, top1_acc: 0.6074, top5_acc: 0.8121, loss_cls: 1.6780, loss: 1.6780, grad_norm: 4.8654 2022-03-01 01:26:51,074 - mmaction - INFO - Epoch [253][660/1878] lr: 1.000e-02, eta: 10 days, 11:56:14, time: 1.290, data_time: 0.073, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7895, loss_cls: 1.7633, loss: 1.7633, grad_norm: 4.9330 2022-03-01 01:27:16,775 - mmaction - INFO - Epoch [253][680/1878] lr: 1.000e-02, eta: 10 days, 11:53:53, time: 1.285, data_time: 0.063, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7969, loss_cls: 1.8036, loss: 1.8036, grad_norm: 5.0333 2022-03-01 01:27:42,145 - mmaction - INFO - Epoch [253][700/1878] lr: 1.000e-02, eta: 10 days, 11:51:26, time: 1.268, data_time: 0.070, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7996, loss_cls: 1.7954, loss: 1.7954, grad_norm: 5.0486 2022-03-01 01:28:07,792 - mmaction - INFO - Epoch [253][720/1878] lr: 1.000e-02, eta: 10 days, 11:49:04, time: 1.282, data_time: 0.070, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7832, loss_cls: 1.8317, loss: 1.8317, grad_norm: 5.0702 2022-03-01 01:28:33,187 - mmaction - INFO - Epoch [253][740/1878] lr: 1.000e-02, eta: 10 days, 11:46:39, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.6027, top5_acc: 0.8039, loss_cls: 1.7317, loss: 1.7317, grad_norm: 4.9040 2022-03-01 01:28:58,545 - mmaction - INFO - Epoch [253][760/1878] lr: 1.000e-02, eta: 10 days, 11:44:13, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8090, loss_cls: 1.7393, loss: 1.7393, grad_norm: 5.0631 2022-03-01 01:29:23,763 - mmaction - INFO - Epoch [253][780/1878] lr: 1.000e-02, eta: 10 days, 11:41:46, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7980, loss_cls: 1.7906, loss: 1.7906, grad_norm: 5.0769 2022-03-01 01:29:49,165 - mmaction - INFO - Epoch [253][800/1878] lr: 1.000e-02, eta: 10 days, 11:39:21, time: 1.270, data_time: 0.071, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8043, loss_cls: 1.7363, loss: 1.7363, grad_norm: 4.9805 2022-03-01 01:30:14,577 - mmaction - INFO - Epoch [253][820/1878] lr: 1.000e-02, eta: 10 days, 11:36:56, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7910, loss_cls: 1.7761, loss: 1.7761, grad_norm: 5.0629 2022-03-01 01:30:40,612 - mmaction - INFO - Epoch [253][840/1878] lr: 1.000e-02, eta: 10 days, 11:34:39, time: 1.301, data_time: 0.069, memory: 9654, top1_acc: 0.5668, top5_acc: 0.7887, loss_cls: 1.8247, loss: 1.8247, grad_norm: 5.0148 2022-03-01 01:31:06,311 - mmaction - INFO - Epoch [253][860/1878] lr: 1.000e-02, eta: 10 days, 11:32:18, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8117, loss_cls: 1.7521, loss: 1.7521, grad_norm: 5.0918 2022-03-01 01:31:31,895 - mmaction - INFO - Epoch [253][880/1878] lr: 1.000e-02, eta: 10 days, 11:29:56, time: 1.280, data_time: 0.070, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7758, loss_cls: 1.8811, loss: 1.8811, grad_norm: 5.1228 2022-03-01 01:31:57,695 - mmaction - INFO - Epoch [253][900/1878] lr: 1.000e-02, eta: 10 days, 11:27:36, time: 1.289, data_time: 0.068, memory: 9654, top1_acc: 0.5676, top5_acc: 0.7961, loss_cls: 1.8292, loss: 1.8292, grad_norm: 5.1325 2022-03-01 01:32:23,058 - mmaction - INFO - Epoch [253][920/1878] lr: 1.000e-02, eta: 10 days, 11:25:11, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7871, loss_cls: 1.7975, loss: 1.7975, grad_norm: 5.0083 2022-03-01 01:32:48,476 - mmaction - INFO - Epoch [253][940/1878] lr: 1.000e-02, eta: 10 days, 11:22:47, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7914, loss_cls: 1.8375, loss: 1.8375, grad_norm: 5.1541 2022-03-01 01:33:13,937 - mmaction - INFO - Epoch [253][960/1878] lr: 1.000e-02, eta: 10 days, 11:20:24, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.7967, loss: 1.7967, grad_norm: 5.0597 2022-03-01 01:33:39,426 - mmaction - INFO - Epoch [253][980/1878] lr: 1.000e-02, eta: 10 days, 11:18:01, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7906, loss_cls: 1.8394, loss: 1.8394, grad_norm: 5.0029 2022-03-01 01:34:05,261 - mmaction - INFO - Epoch [253][1000/1878] lr: 1.000e-02, eta: 10 days, 11:15:42, time: 1.290, data_time: 0.071, memory: 9654, top1_acc: 0.5938, top5_acc: 0.7984, loss_cls: 1.7513, loss: 1.7513, grad_norm: 4.8982 2022-03-01 01:34:30,737 - mmaction - INFO - Epoch [253][1020/1878] lr: 1.000e-02, eta: 10 days, 11:13:20, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8020, loss_cls: 1.7825, loss: 1.7825, grad_norm: 4.9166 2022-03-01 01:34:56,594 - mmaction - INFO - Epoch [253][1040/1878] lr: 1.000e-02, eta: 10 days, 11:11:02, time: 1.294, data_time: 0.073, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7973, loss_cls: 1.7919, loss: 1.7919, grad_norm: 5.0148 2022-03-01 01:35:22,049 - mmaction - INFO - Epoch [253][1060/1878] lr: 1.000e-02, eta: 10 days, 11:08:39, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8016, loss_cls: 1.7915, loss: 1.7915, grad_norm: 4.9901 2022-03-01 01:35:47,527 - mmaction - INFO - Epoch [253][1080/1878] lr: 1.000e-02, eta: 10 days, 11:06:16, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7875, loss_cls: 1.8007, loss: 1.8007, grad_norm: 5.0662 2022-03-01 01:36:13,123 - mmaction - INFO - Epoch [253][1100/1878] lr: 1.000e-02, eta: 10 days, 11:03:56, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7937, loss_cls: 1.8063, loss: 1.8063, grad_norm: 4.8976 2022-03-01 01:36:38,596 - mmaction - INFO - Epoch [253][1120/1878] lr: 1.000e-02, eta: 10 days, 11:01:33, time: 1.273, data_time: 0.072, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7918, loss_cls: 1.7952, loss: 1.7952, grad_norm: 5.0024 2022-03-01 01:37:03,800 - mmaction - INFO - Epoch [253][1140/1878] lr: 1.000e-02, eta: 10 days, 10:59:08, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8031, loss_cls: 1.7411, loss: 1.7411, grad_norm: 4.8628 2022-03-01 01:37:29,459 - mmaction - INFO - Epoch [253][1160/1878] lr: 1.000e-02, eta: 10 days, 10:56:48, time: 1.282, data_time: 0.072, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7820, loss_cls: 1.8474, loss: 1.8474, grad_norm: 5.0908 2022-03-01 01:37:54,904 - mmaction - INFO - Epoch [253][1180/1878] lr: 1.000e-02, eta: 10 days, 10:54:25, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7969, loss_cls: 1.7983, loss: 1.7983, grad_norm: 5.1261 2022-03-01 01:38:20,168 - mmaction - INFO - Epoch [253][1200/1878] lr: 1.000e-02, eta: 10 days, 10:52:01, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5867, top5_acc: 0.7918, loss_cls: 1.7809, loss: 1.7809, grad_norm: 5.0090 2022-03-01 01:38:45,493 - mmaction - INFO - Epoch [253][1220/1878] lr: 1.000e-02, eta: 10 days, 10:49:37, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7797, loss_cls: 1.8446, loss: 1.8446, grad_norm: 5.0007 2022-03-01 01:39:10,591 - mmaction - INFO - Epoch [253][1240/1878] lr: 1.000e-02, eta: 10 days, 10:47:11, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7984, loss_cls: 1.7868, loss: 1.7868, grad_norm: 5.0475 2022-03-01 01:39:35,978 - mmaction - INFO - Epoch [253][1260/1878] lr: 1.000e-02, eta: 10 days, 10:44:49, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8047, loss_cls: 1.7807, loss: 1.7807, grad_norm: 5.0811 2022-03-01 01:40:01,273 - mmaction - INFO - Epoch [253][1280/1878] lr: 1.000e-02, eta: 10 days, 10:42:25, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.5715, top5_acc: 0.7910, loss_cls: 1.8428, loss: 1.8428, grad_norm: 5.0593 2022-03-01 01:40:27,034 - mmaction - INFO - Epoch [253][1300/1878] lr: 1.000e-02, eta: 10 days, 10:40:07, time: 1.289, data_time: 0.065, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7895, loss_cls: 1.7974, loss: 1.7974, grad_norm: 5.0356 2022-03-01 01:40:52,780 - mmaction - INFO - Epoch [253][1320/1878] lr: 1.000e-02, eta: 10 days, 10:37:49, time: 1.288, data_time: 0.065, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8020, loss_cls: 1.7414, loss: 1.7414, grad_norm: 4.8455 2022-03-01 01:41:17,915 - mmaction - INFO - Epoch [253][1340/1878] lr: 1.000e-02, eta: 10 days, 10:35:24, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8016, loss_cls: 1.7520, loss: 1.7520, grad_norm: 4.9886 2022-03-01 01:41:43,415 - mmaction - INFO - Epoch [253][1360/1878] lr: 1.000e-02, eta: 10 days, 10:33:03, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7957, loss_cls: 1.8075, loss: 1.8075, grad_norm: 5.0763 2022-03-01 01:42:08,662 - mmaction - INFO - Epoch [253][1380/1878] lr: 1.000e-02, eta: 10 days, 10:30:39, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.5813, top5_acc: 0.8055, loss_cls: 1.7401, loss: 1.7401, grad_norm: 4.9209 2022-03-01 01:42:33,998 - mmaction - INFO - Epoch [253][1400/1878] lr: 1.000e-02, eta: 10 days, 10:28:17, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7937, loss_cls: 1.7889, loss: 1.7889, grad_norm: 4.9979 2022-03-01 01:42:59,340 - mmaction - INFO - Epoch [253][1420/1878] lr: 1.000e-02, eta: 10 days, 10:25:55, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8023, loss_cls: 1.7662, loss: 1.7662, grad_norm: 4.9209 2022-03-01 01:43:24,640 - mmaction - INFO - Epoch [253][1440/1878] lr: 1.000e-02, eta: 10 days, 10:23:32, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7957, loss_cls: 1.7406, loss: 1.7406, grad_norm: 4.8776 2022-03-01 01:43:49,994 - mmaction - INFO - Epoch [253][1460/1878] lr: 1.000e-02, eta: 10 days, 10:21:10, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.5813, top5_acc: 0.8039, loss_cls: 1.7910, loss: 1.7910, grad_norm: 4.9871 2022-03-01 01:44:14,969 - mmaction - INFO - Epoch [253][1480/1878] lr: 1.000e-02, eta: 10 days, 10:18:44, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7926, loss_cls: 1.8347, loss: 1.8347, grad_norm: 5.0911 2022-03-01 01:44:40,277 - mmaction - INFO - Epoch [253][1500/1878] lr: 1.000e-02, eta: 10 days, 10:16:22, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7953, loss_cls: 1.8156, loss: 1.8156, grad_norm: 5.1671 2022-03-01 01:45:05,493 - mmaction - INFO - Epoch [253][1520/1878] lr: 1.000e-02, eta: 10 days, 10:13:58, time: 1.261, data_time: 0.071, memory: 9654, top1_acc: 0.5844, top5_acc: 0.8070, loss_cls: 1.7639, loss: 1.7639, grad_norm: 4.9200 2022-03-01 01:45:30,551 - mmaction - INFO - Epoch [253][1540/1878] lr: 1.000e-02, eta: 10 days, 10:11:33, time: 1.253, data_time: 0.072, memory: 9654, top1_acc: 0.5793, top5_acc: 0.7914, loss_cls: 1.8385, loss: 1.8385, grad_norm: 5.0853 2022-03-01 01:45:55,921 - mmaction - INFO - Epoch [253][1560/1878] lr: 1.000e-02, eta: 10 days, 10:09:11, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8023, loss_cls: 1.7492, loss: 1.7492, grad_norm: 5.0296 2022-03-01 01:46:21,590 - mmaction - INFO - Epoch [253][1580/1878] lr: 1.000e-02, eta: 10 days, 10:06:54, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8066, loss_cls: 1.7955, loss: 1.7955, grad_norm: 5.0372 2022-03-01 01:46:46,903 - mmaction - INFO - Epoch [253][1600/1878] lr: 1.000e-02, eta: 10 days, 10:04:33, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7859, loss_cls: 1.8266, loss: 1.8266, grad_norm: 5.0903 2022-03-01 01:47:12,209 - mmaction - INFO - Epoch [253][1620/1878] lr: 1.000e-02, eta: 10 days, 10:02:11, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7937, loss_cls: 1.7884, loss: 1.7884, grad_norm: 4.9471 2022-03-01 01:47:37,174 - mmaction - INFO - Epoch [253][1640/1878] lr: 1.000e-02, eta: 10 days, 9:59:45, time: 1.249, data_time: 0.067, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8047, loss_cls: 1.7508, loss: 1.7508, grad_norm: 4.9212 2022-03-01 01:48:02,481 - mmaction - INFO - Epoch [253][1660/1878] lr: 1.000e-02, eta: 10 days, 9:57:24, time: 1.265, data_time: 0.071, memory: 9654, top1_acc: 0.5820, top5_acc: 0.8039, loss_cls: 1.7475, loss: 1.7475, grad_norm: 4.9112 2022-03-01 01:48:27,748 - mmaction - INFO - Epoch [253][1680/1878] lr: 1.000e-02, eta: 10 days, 9:55:02, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7875, loss_cls: 1.8247, loss: 1.8247, grad_norm: 5.0355 2022-03-01 01:48:53,374 - mmaction - INFO - Epoch [253][1700/1878] lr: 1.000e-02, eta: 10 days, 9:52:45, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7750, loss_cls: 1.8589, loss: 1.8589, grad_norm: 5.0641 2022-03-01 01:49:18,611 - mmaction - INFO - Epoch [253][1720/1878] lr: 1.000e-02, eta: 10 days, 9:50:23, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8105, loss_cls: 1.7476, loss: 1.7476, grad_norm: 4.9973 2022-03-01 01:49:44,282 - mmaction - INFO - Epoch [253][1740/1878] lr: 1.000e-02, eta: 10 days, 9:48:06, time: 1.283, data_time: 0.074, memory: 9654, top1_acc: 0.6051, top5_acc: 0.8027, loss_cls: 1.7256, loss: 1.7256, grad_norm: 4.9010 2022-03-01 01:50:09,995 - mmaction - INFO - Epoch [253][1760/1878] lr: 1.000e-02, eta: 10 days, 9:45:50, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.6000, top5_acc: 0.7945, loss_cls: 1.7463, loss: 1.7463, grad_norm: 4.8878 2022-03-01 01:50:35,226 - mmaction - INFO - Epoch [253][1780/1878] lr: 1.000e-02, eta: 10 days, 9:43:29, time: 1.262, data_time: 0.070, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7836, loss_cls: 1.8224, loss: 1.8224, grad_norm: 5.0502 2022-03-01 01:51:01,013 - mmaction - INFO - Epoch [253][1800/1878] lr: 1.000e-02, eta: 10 days, 9:41:14, time: 1.288, data_time: 0.066, memory: 9654, top1_acc: 0.5617, top5_acc: 0.7898, loss_cls: 1.8551, loss: 1.8551, grad_norm: 5.1514 2022-03-01 01:51:26,310 - mmaction - INFO - Epoch [253][1820/1878] lr: 1.000e-02, eta: 10 days, 9:38:53, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7961, loss_cls: 1.7707, loss: 1.7707, grad_norm: 4.9708 2022-03-01 01:51:51,521 - mmaction - INFO - Epoch [253][1840/1878] lr: 1.000e-02, eta: 10 days, 9:36:31, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7863, loss_cls: 1.7980, loss: 1.7980, grad_norm: 5.0803 2022-03-01 01:52:17,199 - mmaction - INFO - Epoch [253][1860/1878] lr: 1.000e-02, eta: 10 days, 9:34:16, time: 1.284, data_time: 0.059, memory: 9654, top1_acc: 0.6039, top5_acc: 0.8102, loss_cls: 1.7189, loss: 1.7189, grad_norm: 5.0051 2022-03-01 01:52:44,806 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 01:54:38,920 - mmaction - INFO - Epoch [254][20/1878] lr: 1.000e-02, eta: 10 days, 9:43:11, time: 5.704, data_time: 4.286, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8148, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.9327 2022-03-01 01:55:03,675 - mmaction - INFO - Epoch [254][40/1878] lr: 1.000e-02, eta: 10 days, 9:40:44, time: 1.238, data_time: 0.093, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8082, loss_cls: 1.7364, loss: 1.7364, grad_norm: 4.9400 2022-03-01 01:55:27,963 - mmaction - INFO - Epoch [254][60/1878] lr: 1.000e-02, eta: 10 days, 9:38:12, time: 1.215, data_time: 0.074, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7945, loss_cls: 1.7636, loss: 1.7636, grad_norm: 5.0932 2022-03-01 01:55:52,844 - mmaction - INFO - Epoch [254][80/1878] lr: 1.000e-02, eta: 10 days, 9:35:46, time: 1.244, data_time: 0.067, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7973, loss_cls: 1.7584, loss: 1.7584, grad_norm: 4.8818 2022-03-01 01:56:17,901 - mmaction - INFO - Epoch [254][100/1878] lr: 1.000e-02, eta: 10 days, 9:33:23, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8047, loss_cls: 1.7577, loss: 1.7577, grad_norm: 4.9122 2022-03-01 01:56:43,410 - mmaction - INFO - Epoch [254][120/1878] lr: 1.000e-02, eta: 10 days, 9:31:05, time: 1.276, data_time: 0.075, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7883, loss_cls: 1.7905, loss: 1.7905, grad_norm: 5.0873 2022-03-01 01:57:08,741 - mmaction - INFO - Epoch [254][140/1878] lr: 1.000e-02, eta: 10 days, 9:28:46, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8012, loss_cls: 1.7640, loss: 1.7640, grad_norm: 4.9414 2022-03-01 01:57:34,005 - mmaction - INFO - Epoch [254][160/1878] lr: 1.000e-02, eta: 10 days, 9:26:26, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8070, loss_cls: 1.7437, loss: 1.7437, grad_norm: 5.0604 2022-03-01 01:57:59,367 - mmaction - INFO - Epoch [254][180/1878] lr: 1.000e-02, eta: 10 days, 9:24:07, time: 1.268, data_time: 0.061, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8098, loss_cls: 1.7046, loss: 1.7046, grad_norm: 5.0361 2022-03-01 01:58:24,891 - mmaction - INFO - Epoch [254][200/1878] lr: 1.000e-02, eta: 10 days, 9:21:50, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7992, loss_cls: 1.7512, loss: 1.7512, grad_norm: 5.0019 2022-03-01 01:58:50,441 - mmaction - INFO - Epoch [254][220/1878] lr: 1.000e-02, eta: 10 days, 9:19:33, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8102, loss_cls: 1.7357, loss: 1.7357, grad_norm: 5.0679 2022-03-01 01:59:15,750 - mmaction - INFO - Epoch [254][240/1878] lr: 1.000e-02, eta: 10 days, 9:17:14, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.6094, top5_acc: 0.8063, loss_cls: 1.7024, loss: 1.7024, grad_norm: 4.9536 2022-03-01 01:59:40,939 - mmaction - INFO - Epoch [254][260/1878] lr: 1.000e-02, eta: 10 days, 9:14:53, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7926, loss_cls: 1.7894, loss: 1.7894, grad_norm: 4.9606 2022-03-01 02:00:06,493 - mmaction - INFO - Epoch [254][280/1878] lr: 1.000e-02, eta: 10 days, 9:12:37, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8137, loss_cls: 1.7293, loss: 1.7293, grad_norm: 4.9327 2022-03-01 02:00:32,284 - mmaction - INFO - Epoch [254][300/1878] lr: 1.000e-02, eta: 10 days, 9:10:23, time: 1.288, data_time: 0.066, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8020, loss_cls: 1.7475, loss: 1.7475, grad_norm: 4.9907 2022-03-01 02:00:58,163 - mmaction - INFO - Epoch [254][320/1878] lr: 1.000e-02, eta: 10 days, 9:08:11, time: 1.295, data_time: 0.070, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8012, loss_cls: 1.7614, loss: 1.7614, grad_norm: 5.0840 2022-03-01 02:01:23,728 - mmaction - INFO - Epoch [254][340/1878] lr: 1.000e-02, eta: 10 days, 9:05:55, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.6000, top5_acc: 0.7973, loss_cls: 1.7435, loss: 1.7435, grad_norm: 4.9447 2022-03-01 02:01:49,396 - mmaction - INFO - Epoch [254][360/1878] lr: 1.000e-02, eta: 10 days, 9:03:41, time: 1.283, data_time: 0.069, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7902, loss_cls: 1.7851, loss: 1.7851, grad_norm: 5.0214 2022-03-01 02:02:14,618 - mmaction - INFO - Epoch [254][380/1878] lr: 1.000e-02, eta: 10 days, 9:01:22, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8023, loss_cls: 1.7470, loss: 1.7470, grad_norm: 5.1001 2022-03-01 02:02:40,103 - mmaction - INFO - Epoch [254][400/1878] lr: 1.000e-02, eta: 10 days, 8:59:05, time: 1.274, data_time: 0.074, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7906, loss_cls: 1.8433, loss: 1.8433, grad_norm: 5.1592 2022-03-01 02:03:05,509 - mmaction - INFO - Epoch [254][420/1878] lr: 1.000e-02, eta: 10 days, 8:56:47, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.6066, top5_acc: 0.8047, loss_cls: 1.7235, loss: 1.7235, grad_norm: 4.9453 2022-03-01 02:03:30,858 - mmaction - INFO - Epoch [254][440/1878] lr: 1.000e-02, eta: 10 days, 8:54:30, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8004, loss_cls: 1.7535, loss: 1.7535, grad_norm: 4.9348 2022-03-01 02:03:56,495 - mmaction - INFO - Epoch [254][460/1878] lr: 1.000e-02, eta: 10 days, 8:52:15, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.5816, top5_acc: 0.8027, loss_cls: 1.7504, loss: 1.7504, grad_norm: 4.9908 2022-03-01 02:04:21,959 - mmaction - INFO - Epoch [254][480/1878] lr: 1.000e-02, eta: 10 days, 8:49:59, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8035, loss_cls: 1.7575, loss: 1.7575, grad_norm: 5.0367 2022-03-01 02:04:47,348 - mmaction - INFO - Epoch [254][500/1878] lr: 1.000e-02, eta: 10 days, 8:47:42, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8078, loss_cls: 1.7601, loss: 1.7601, grad_norm: 5.0243 2022-03-01 02:05:12,788 - mmaction - INFO - Epoch [254][520/1878] lr: 1.000e-02, eta: 10 days, 8:45:26, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8027, loss_cls: 1.7603, loss: 1.7603, grad_norm: 5.0294 2022-03-01 02:05:38,276 - mmaction - INFO - Epoch [254][540/1878] lr: 1.000e-02, eta: 10 days, 8:43:10, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8098, loss_cls: 1.7818, loss: 1.7818, grad_norm: 5.2113 2022-03-01 02:06:03,852 - mmaction - INFO - Epoch [254][560/1878] lr: 1.000e-02, eta: 10 days, 8:40:55, time: 1.279, data_time: 0.061, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8059, loss_cls: 1.7517, loss: 1.7517, grad_norm: 5.0267 2022-03-01 02:06:29,290 - mmaction - INFO - Epoch [254][580/1878] lr: 1.000e-02, eta: 10 days, 8:38:39, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7840, loss_cls: 1.8499, loss: 1.8499, grad_norm: 5.1387 2022-03-01 02:06:54,612 - mmaction - INFO - Epoch [254][600/1878] lr: 1.000e-02, eta: 10 days, 8:36:22, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8004, loss_cls: 1.7366, loss: 1.7366, grad_norm: 4.9590 2022-03-01 02:07:20,127 - mmaction - INFO - Epoch [254][620/1878] lr: 1.000e-02, eta: 10 days, 8:34:07, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8016, loss_cls: 1.7232, loss: 1.7232, grad_norm: 5.0432 2022-03-01 02:07:45,450 - mmaction - INFO - Epoch [254][640/1878] lr: 1.000e-02, eta: 10 days, 8:31:50, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8145, loss_cls: 1.7182, loss: 1.7182, grad_norm: 5.0828 2022-03-01 02:08:10,720 - mmaction - INFO - Epoch [254][660/1878] lr: 1.000e-02, eta: 10 days, 8:29:32, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8000, loss_cls: 1.7767, loss: 1.7767, grad_norm: 5.0829 2022-03-01 02:08:35,920 - mmaction - INFO - Epoch [254][680/1878] lr: 1.000e-02, eta: 10 days, 8:27:13, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7922, loss_cls: 1.8051, loss: 1.8051, grad_norm: 5.0835 2022-03-01 02:09:01,507 - mmaction - INFO - Epoch [254][700/1878] lr: 1.000e-02, eta: 10 days, 8:25:00, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.6023, top5_acc: 0.7902, loss_cls: 1.7331, loss: 1.7331, grad_norm: 4.9495 2022-03-01 02:09:26,626 - mmaction - INFO - Epoch [254][720/1878] lr: 1.000e-02, eta: 10 days, 8:22:41, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7988, loss_cls: 1.7349, loss: 1.7349, grad_norm: 4.9701 2022-03-01 02:09:52,090 - mmaction - INFO - Epoch [254][740/1878] lr: 1.000e-02, eta: 10 days, 8:20:26, time: 1.274, data_time: 0.070, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7961, loss_cls: 1.7692, loss: 1.7692, grad_norm: 4.9859 2022-03-01 02:10:17,943 - mmaction - INFO - Epoch [254][760/1878] lr: 1.000e-02, eta: 10 days, 8:18:15, time: 1.291, data_time: 0.063, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8000, loss_cls: 1.7512, loss: 1.7512, grad_norm: 5.0994 2022-03-01 02:10:46,336 - mmaction - INFO - Epoch [254][780/1878] lr: 1.000e-02, eta: 10 days, 8:16:36, time: 1.421, data_time: 0.063, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7910, loss_cls: 1.8028, loss: 1.8028, grad_norm: 5.1029 2022-03-01 02:11:11,658 - mmaction - INFO - Epoch [254][800/1878] lr: 1.000e-02, eta: 10 days, 8:14:19, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7883, loss_cls: 1.8296, loss: 1.8296, grad_norm: 5.0953 2022-03-01 02:11:37,326 - mmaction - INFO - Epoch [254][820/1878] lr: 1.000e-02, eta: 10 days, 8:12:07, time: 1.284, data_time: 0.071, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8035, loss_cls: 1.7655, loss: 1.7655, grad_norm: 5.0098 2022-03-01 02:12:02,702 - mmaction - INFO - Epoch [254][840/1878] lr: 1.000e-02, eta: 10 days, 8:09:52, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8008, loss_cls: 1.7543, loss: 1.7543, grad_norm: 5.1175 2022-03-01 02:12:28,213 - mmaction - INFO - Epoch [254][860/1878] lr: 1.000e-02, eta: 10 days, 8:07:38, time: 1.274, data_time: 0.060, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8074, loss_cls: 1.7200, loss: 1.7200, grad_norm: 5.0202 2022-03-01 02:12:53,573 - mmaction - INFO - Epoch [254][880/1878] lr: 1.000e-02, eta: 10 days, 8:05:22, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8012, loss_cls: 1.7471, loss: 1.7471, grad_norm: 5.0239 2022-03-01 02:13:19,478 - mmaction - INFO - Epoch [254][900/1878] lr: 1.000e-02, eta: 10 days, 8:03:13, time: 1.294, data_time: 0.062, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8012, loss_cls: 1.7647, loss: 1.7647, grad_norm: 5.0873 2022-03-01 02:13:44,444 - mmaction - INFO - Epoch [254][920/1878] lr: 1.000e-02, eta: 10 days, 8:00:53, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7984, loss_cls: 1.7892, loss: 1.7892, grad_norm: 5.0727 2022-03-01 02:14:09,769 - mmaction - INFO - Epoch [254][940/1878] lr: 1.000e-02, eta: 10 days, 7:58:38, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8035, loss_cls: 1.7427, loss: 1.7427, grad_norm: 5.0098 2022-03-01 02:14:35,283 - mmaction - INFO - Epoch [254][960/1878] lr: 1.000e-02, eta: 10 days, 7:56:25, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8047, loss_cls: 1.7541, loss: 1.7541, grad_norm: 5.0559 2022-03-01 02:15:00,436 - mmaction - INFO - Epoch [254][980/1878] lr: 1.000e-02, eta: 10 days, 7:54:07, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.6047, top5_acc: 0.8141, loss_cls: 1.7221, loss: 1.7221, grad_norm: 5.1755 2022-03-01 02:15:25,948 - mmaction - INFO - Epoch [254][1000/1878] lr: 1.000e-02, eta: 10 days, 7:51:54, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7984, loss_cls: 1.7714, loss: 1.7714, grad_norm: 5.1030 2022-03-01 02:15:51,483 - mmaction - INFO - Epoch [254][1020/1878] lr: 1.000e-02, eta: 10 days, 7:49:41, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8027, loss_cls: 1.7737, loss: 1.7737, grad_norm: 5.0412 2022-03-01 02:16:16,990 - mmaction - INFO - Epoch [254][1040/1878] lr: 1.000e-02, eta: 10 days, 7:47:28, time: 1.275, data_time: 0.061, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7996, loss_cls: 1.7729, loss: 1.7729, grad_norm: 5.0382 2022-03-01 02:16:42,544 - mmaction - INFO - Epoch [254][1060/1878] lr: 1.000e-02, eta: 10 days, 7:45:15, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.6039, top5_acc: 0.8059, loss_cls: 1.7202, loss: 1.7202, grad_norm: 4.8918 2022-03-01 02:17:08,182 - mmaction - INFO - Epoch [254][1080/1878] lr: 1.000e-02, eta: 10 days, 7:43:04, time: 1.283, data_time: 0.062, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7980, loss_cls: 1.8034, loss: 1.8034, grad_norm: 5.0592 2022-03-01 02:17:32,979 - mmaction - INFO - Epoch [254][1100/1878] lr: 1.000e-02, eta: 10 days, 7:40:43, time: 1.240, data_time: 0.066, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8047, loss_cls: 1.7444, loss: 1.7444, grad_norm: 4.9303 2022-03-01 02:17:58,511 - mmaction - INFO - Epoch [254][1120/1878] lr: 1.000e-02, eta: 10 days, 7:38:31, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5719, top5_acc: 0.7883, loss_cls: 1.8588, loss: 1.8588, grad_norm: 5.1752 2022-03-01 02:18:23,819 - mmaction - INFO - Epoch [254][1140/1878] lr: 1.000e-02, eta: 10 days, 7:36:16, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8039, loss_cls: 1.7598, loss: 1.7598, grad_norm: 4.9756 2022-03-01 02:18:49,021 - mmaction - INFO - Epoch [254][1160/1878] lr: 1.000e-02, eta: 10 days, 7:34:00, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7922, loss_cls: 1.8275, loss: 1.8275, grad_norm: 5.0074 2022-03-01 02:19:14,040 - mmaction - INFO - Epoch [254][1180/1878] lr: 1.000e-02, eta: 10 days, 7:31:42, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8016, loss_cls: 1.7630, loss: 1.7630, grad_norm: 4.8779 2022-03-01 02:19:39,742 - mmaction - INFO - Epoch [254][1200/1878] lr: 1.000e-02, eta: 10 days, 7:29:32, time: 1.284, data_time: 0.069, memory: 9654, top1_acc: 0.6035, top5_acc: 0.8012, loss_cls: 1.7473, loss: 1.7473, grad_norm: 4.8990 2022-03-01 02:20:05,174 - mmaction - INFO - Epoch [254][1220/1878] lr: 1.000e-02, eta: 10 days, 7:27:19, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7914, loss_cls: 1.7953, loss: 1.7953, grad_norm: 5.0241 2022-03-01 02:20:30,490 - mmaction - INFO - Epoch [254][1240/1878] lr: 1.000e-02, eta: 10 days, 7:25:04, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7836, loss_cls: 1.8328, loss: 1.8328, grad_norm: 4.9898 2022-03-01 02:20:56,245 - mmaction - INFO - Epoch [254][1260/1878] lr: 1.000e-02, eta: 10 days, 7:22:56, time: 1.288, data_time: 0.072, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7895, loss_cls: 1.8413, loss: 1.8413, grad_norm: 5.2209 2022-03-01 02:21:21,808 - mmaction - INFO - Epoch [254][1280/1878] lr: 1.000e-02, eta: 10 days, 7:20:45, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8016, loss_cls: 1.7445, loss: 1.7445, grad_norm: 4.9686 2022-03-01 02:21:47,324 - mmaction - INFO - Epoch [254][1300/1878] lr: 1.000e-02, eta: 10 days, 7:18:33, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7875, loss_cls: 1.8442, loss: 1.8442, grad_norm: 5.1108 2022-03-01 02:22:12,305 - mmaction - INFO - Epoch [254][1320/1878] lr: 1.000e-02, eta: 10 days, 7:16:15, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.5867, top5_acc: 0.7867, loss_cls: 1.8030, loss: 1.8030, grad_norm: 5.0203 2022-03-01 02:22:37,854 - mmaction - INFO - Epoch [254][1340/1878] lr: 1.000e-02, eta: 10 days, 7:14:04, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7957, loss_cls: 1.8158, loss: 1.8158, grad_norm: 5.0670 2022-03-01 02:23:03,460 - mmaction - INFO - Epoch [254][1360/1878] lr: 1.000e-02, eta: 10 days, 7:11:54, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7953, loss_cls: 1.7851, loss: 1.7851, grad_norm: 5.0317 2022-03-01 02:23:29,060 - mmaction - INFO - Epoch [254][1380/1878] lr: 1.000e-02, eta: 10 days, 7:09:43, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.5930, top5_acc: 0.7980, loss_cls: 1.7753, loss: 1.7753, grad_norm: 5.0386 2022-03-01 02:23:54,656 - mmaction - INFO - Epoch [254][1400/1878] lr: 1.000e-02, eta: 10 days, 7:07:33, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.6062, top5_acc: 0.8012, loss_cls: 1.7497, loss: 1.7497, grad_norm: 5.0493 2022-03-01 02:24:20,356 - mmaction - INFO - Epoch [254][1420/1878] lr: 1.000e-02, eta: 10 days, 7:05:24, time: 1.284, data_time: 0.068, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8129, loss_cls: 1.7288, loss: 1.7288, grad_norm: 5.0125 2022-03-01 02:24:45,860 - mmaction - INFO - Epoch [254][1440/1878] lr: 1.000e-02, eta: 10 days, 7:03:13, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7891, loss_cls: 1.8148, loss: 1.8148, grad_norm: 5.0230 2022-03-01 02:25:11,275 - mmaction - INFO - Epoch [254][1460/1878] lr: 1.000e-02, eta: 10 days, 7:01:01, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8027, loss_cls: 1.7130, loss: 1.7130, grad_norm: 4.9837 2022-03-01 02:25:36,869 - mmaction - INFO - Epoch [254][1480/1878] lr: 1.000e-02, eta: 10 days, 6:58:51, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7961, loss_cls: 1.7481, loss: 1.7481, grad_norm: 4.9953 2022-03-01 02:26:02,549 - mmaction - INFO - Epoch [254][1500/1878] lr: 1.000e-02, eta: 10 days, 6:56:42, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7961, loss_cls: 1.8097, loss: 1.8097, grad_norm: 5.2035 2022-03-01 02:26:28,524 - mmaction - INFO - Epoch [254][1520/1878] lr: 1.000e-02, eta: 10 days, 6:54:37, time: 1.299, data_time: 0.062, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7988, loss_cls: 1.7762, loss: 1.7762, grad_norm: 4.9607 2022-03-01 02:26:54,058 - mmaction - INFO - Epoch [254][1540/1878] lr: 1.000e-02, eta: 10 days, 6:52:27, time: 1.277, data_time: 0.062, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8066, loss_cls: 1.7895, loss: 1.7895, grad_norm: 5.0330 2022-03-01 02:27:19,497 - mmaction - INFO - Epoch [254][1560/1878] lr: 1.000e-02, eta: 10 days, 6:50:15, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8027, loss_cls: 1.7993, loss: 1.7993, grad_norm: 5.0613 2022-03-01 02:27:44,749 - mmaction - INFO - Epoch [254][1580/1878] lr: 1.000e-02, eta: 10 days, 6:48:02, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8027, loss_cls: 1.7801, loss: 1.7801, grad_norm: 4.8747 2022-03-01 02:28:10,355 - mmaction - INFO - Epoch [254][1600/1878] lr: 1.000e-02, eta: 10 days, 6:45:53, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.5672, top5_acc: 0.7832, loss_cls: 1.8617, loss: 1.8617, grad_norm: 5.1011 2022-03-01 02:28:35,667 - mmaction - INFO - Epoch [254][1620/1878] lr: 1.000e-02, eta: 10 days, 6:43:40, time: 1.266, data_time: 0.072, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7910, loss_cls: 1.8521, loss: 1.8521, grad_norm: 5.1288 2022-03-01 02:29:01,427 - mmaction - INFO - Epoch [254][1640/1878] lr: 1.000e-02, eta: 10 days, 6:41:33, time: 1.287, data_time: 0.065, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7949, loss_cls: 1.7930, loss: 1.7930, grad_norm: 5.0088 2022-03-01 02:29:26,956 - mmaction - INFO - Epoch [254][1660/1878] lr: 1.000e-02, eta: 10 days, 6:39:23, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8043, loss_cls: 1.7457, loss: 1.7457, grad_norm: 4.9775 2022-03-01 02:29:52,596 - mmaction - INFO - Epoch [254][1680/1878] lr: 1.000e-02, eta: 10 days, 6:37:15, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8086, loss_cls: 1.7209, loss: 1.7209, grad_norm: 4.9354 2022-03-01 02:30:18,127 - mmaction - INFO - Epoch [254][1700/1878] lr: 1.000e-02, eta: 10 days, 6:35:05, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.6039, top5_acc: 0.8063, loss_cls: 1.6855, loss: 1.6855, grad_norm: 5.0229 2022-03-01 02:30:43,924 - mmaction - INFO - Epoch [254][1720/1878] lr: 1.000e-02, eta: 10 days, 6:32:59, time: 1.291, data_time: 0.063, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8035, loss_cls: 1.7551, loss: 1.7551, grad_norm: 5.0491 2022-03-01 02:31:11,638 - mmaction - INFO - Epoch [254][1740/1878] lr: 1.000e-02, eta: 10 days, 6:31:15, time: 1.385, data_time: 0.060, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8023, loss_cls: 1.7487, loss: 1.7487, grad_norm: 5.0808 2022-03-01 02:31:36,746 - mmaction - INFO - Epoch [254][1760/1878] lr: 1.000e-02, eta: 10 days, 6:29:00, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7934, loss_cls: 1.8293, loss: 1.8293, grad_norm: 5.1674 2022-03-01 02:32:02,326 - mmaction - INFO - Epoch [254][1780/1878] lr: 1.000e-02, eta: 10 days, 6:26:52, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7840, loss_cls: 1.8503, loss: 1.8503, grad_norm: 5.0231 2022-03-01 02:32:27,893 - mmaction - INFO - Epoch [254][1800/1878] lr: 1.000e-02, eta: 10 days, 6:24:43, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.5723, top5_acc: 0.7930, loss_cls: 1.8405, loss: 1.8405, grad_norm: 5.0625 2022-03-01 02:32:53,476 - mmaction - INFO - Epoch [254][1820/1878] lr: 1.000e-02, eta: 10 days, 6:22:35, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7969, loss_cls: 1.7838, loss: 1.7838, grad_norm: 4.9840 2022-03-01 02:33:18,860 - mmaction - INFO - Epoch [254][1840/1878] lr: 1.000e-02, eta: 10 days, 6:20:24, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.5711, top5_acc: 0.7984, loss_cls: 1.8282, loss: 1.8282, grad_norm: 5.1220 2022-03-01 02:33:44,233 - mmaction - INFO - Epoch [254][1860/1878] lr: 1.000e-02, eta: 10 days, 6:18:13, time: 1.267, data_time: 0.060, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7937, loss_cls: 1.8068, loss: 1.8068, grad_norm: 5.0719 2022-03-01 02:34:21,832 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 02:36:22,762 - mmaction - INFO - Epoch [255][20/1878] lr: 1.000e-02, eta: 10 days, 6:28:09, time: 6.045, data_time: 4.786, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8027, loss_cls: 1.7409, loss: 1.7409, grad_norm: 4.9747 2022-03-01 02:36:47,595 - mmaction - INFO - Epoch [255][40/1878] lr: 1.000e-02, eta: 10 days, 6:25:52, time: 1.242, data_time: 0.081, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8008, loss_cls: 1.7518, loss: 1.7518, grad_norm: 4.9507 2022-03-01 02:37:12,751 - mmaction - INFO - Epoch [255][60/1878] lr: 1.000e-02, eta: 10 days, 6:23:39, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8059, loss_cls: 1.7632, loss: 1.7632, grad_norm: 4.9786 2022-03-01 02:37:37,605 - mmaction - INFO - Epoch [255][80/1878] lr: 1.000e-02, eta: 10 days, 6:21:22, time: 1.242, data_time: 0.070, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8000, loss_cls: 1.7507, loss: 1.7507, grad_norm: 4.9171 2022-03-01 02:38:02,948 - mmaction - INFO - Epoch [255][100/1878] lr: 1.000e-02, eta: 10 days, 6:19:11, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.6117, top5_acc: 0.8098, loss_cls: 1.6621, loss: 1.6621, grad_norm: 4.9665 2022-03-01 02:38:27,950 - mmaction - INFO - Epoch [255][120/1878] lr: 1.000e-02, eta: 10 days, 6:16:56, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.5793, top5_acc: 0.8070, loss_cls: 1.7534, loss: 1.7534, grad_norm: 5.1035 2022-03-01 02:38:53,267 - mmaction - INFO - Epoch [255][140/1878] lr: 1.000e-02, eta: 10 days, 6:14:45, time: 1.266, data_time: 0.060, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8078, loss_cls: 1.7207, loss: 1.7207, grad_norm: 5.0224 2022-03-01 02:39:18,793 - mmaction - INFO - Epoch [255][160/1878] lr: 1.000e-02, eta: 10 days, 6:12:37, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8008, loss_cls: 1.7764, loss: 1.7764, grad_norm: 5.0203 2022-03-01 02:39:43,720 - mmaction - INFO - Epoch [255][180/1878] lr: 1.000e-02, eta: 10 days, 6:10:21, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7949, loss_cls: 1.7420, loss: 1.7420, grad_norm: 4.9983 2022-03-01 02:40:09,289 - mmaction - INFO - Epoch [255][200/1878] lr: 1.000e-02, eta: 10 days, 6:08:14, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.5668, top5_acc: 0.8043, loss_cls: 1.7868, loss: 1.7868, grad_norm: 5.0641 2022-03-01 02:40:34,599 - mmaction - INFO - Epoch [255][220/1878] lr: 1.000e-02, eta: 10 days, 6:06:03, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8082, loss_cls: 1.7130, loss: 1.7130, grad_norm: 5.0583 2022-03-01 02:41:00,223 - mmaction - INFO - Epoch [255][240/1878] lr: 1.000e-02, eta: 10 days, 6:03:56, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8004, loss_cls: 1.7528, loss: 1.7528, grad_norm: 5.0042 2022-03-01 02:41:25,844 - mmaction - INFO - Epoch [255][260/1878] lr: 1.000e-02, eta: 10 days, 6:01:49, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.6121, top5_acc: 0.8086, loss_cls: 1.6981, loss: 1.6981, grad_norm: 5.0469 2022-03-01 02:41:51,099 - mmaction - INFO - Epoch [255][280/1878] lr: 1.000e-02, eta: 10 days, 5:59:38, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.5965, top5_acc: 0.7953, loss_cls: 1.7533, loss: 1.7533, grad_norm: 5.0079 2022-03-01 02:42:16,280 - mmaction - INFO - Epoch [255][300/1878] lr: 1.000e-02, eta: 10 days, 5:57:25, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8102, loss_cls: 1.7342, loss: 1.7342, grad_norm: 5.0388 2022-03-01 02:42:41,647 - mmaction - INFO - Epoch [255][320/1878] lr: 1.000e-02, eta: 10 days, 5:55:16, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.6031, top5_acc: 0.7930, loss_cls: 1.7871, loss: 1.7871, grad_norm: 4.9680 2022-03-01 02:43:07,230 - mmaction - INFO - Epoch [255][340/1878] lr: 1.000e-02, eta: 10 days, 5:53:09, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8063, loss_cls: 1.7378, loss: 1.7378, grad_norm: 5.0881 2022-03-01 02:43:32,192 - mmaction - INFO - Epoch [255][360/1878] lr: 1.000e-02, eta: 10 days, 5:50:55, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.5941, top5_acc: 0.8082, loss_cls: 1.7140, loss: 1.7140, grad_norm: 5.0420 2022-03-01 02:43:57,726 - mmaction - INFO - Epoch [255][380/1878] lr: 1.000e-02, eta: 10 days, 5:48:48, time: 1.276, data_time: 0.072, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7937, loss_cls: 1.8489, loss: 1.8489, grad_norm: 5.1070 2022-03-01 02:44:22,886 - mmaction - INFO - Epoch [255][400/1878] lr: 1.000e-02, eta: 10 days, 5:46:36, time: 1.258, data_time: 0.061, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7969, loss_cls: 1.7773, loss: 1.7773, grad_norm: 5.1853 2022-03-01 02:44:48,413 - mmaction - INFO - Epoch [255][420/1878] lr: 1.000e-02, eta: 10 days, 5:44:29, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7910, loss_cls: 1.7962, loss: 1.7962, grad_norm: 4.9951 2022-03-01 02:45:13,743 - mmaction - INFO - Epoch [255][440/1878] lr: 1.000e-02, eta: 10 days, 5:42:19, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.5668, top5_acc: 0.7883, loss_cls: 1.8740, loss: 1.8740, grad_norm: 5.1981 2022-03-01 02:45:39,065 - mmaction - INFO - Epoch [255][460/1878] lr: 1.000e-02, eta: 10 days, 5:40:10, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8086, loss_cls: 1.7305, loss: 1.7305, grad_norm: 5.0161 2022-03-01 02:46:04,492 - mmaction - INFO - Epoch [255][480/1878] lr: 1.000e-02, eta: 10 days, 5:38:01, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8039, loss_cls: 1.7272, loss: 1.7272, grad_norm: 4.9269 2022-03-01 02:46:29,823 - mmaction - INFO - Epoch [255][500/1878] lr: 1.000e-02, eta: 10 days, 5:35:52, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.6082, top5_acc: 0.7996, loss_cls: 1.7383, loss: 1.7383, grad_norm: 4.9722 2022-03-01 02:46:55,221 - mmaction - INFO - Epoch [255][520/1878] lr: 1.000e-02, eta: 10 days, 5:33:44, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7969, loss_cls: 1.7652, loss: 1.7652, grad_norm: 5.0100 2022-03-01 02:47:20,579 - mmaction - INFO - Epoch [255][540/1878] lr: 1.000e-02, eta: 10 days, 5:31:35, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.5785, top5_acc: 0.8000, loss_cls: 1.7907, loss: 1.7907, grad_norm: 5.1092 2022-03-01 02:47:46,175 - mmaction - INFO - Epoch [255][560/1878] lr: 1.000e-02, eta: 10 days, 5:29:29, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7965, loss_cls: 1.8060, loss: 1.8060, grad_norm: 5.0535 2022-03-01 02:48:11,858 - mmaction - INFO - Epoch [255][580/1878] lr: 1.000e-02, eta: 10 days, 5:27:24, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.5961, top5_acc: 0.7977, loss_cls: 1.7689, loss: 1.7689, grad_norm: 4.9962 2022-03-01 02:48:37,583 - mmaction - INFO - Epoch [255][600/1878] lr: 1.000e-02, eta: 10 days, 5:25:20, time: 1.286, data_time: 0.069, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8121, loss_cls: 1.7409, loss: 1.7409, grad_norm: 5.0684 2022-03-01 02:49:02,786 - mmaction - INFO - Epoch [255][620/1878] lr: 1.000e-02, eta: 10 days, 5:23:10, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8172, loss_cls: 1.7332, loss: 1.7332, grad_norm: 5.0598 2022-03-01 02:49:27,792 - mmaction - INFO - Epoch [255][640/1878] lr: 1.000e-02, eta: 10 days, 5:20:58, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8102, loss_cls: 1.7313, loss: 1.7313, grad_norm: 5.0161 2022-03-01 02:49:53,462 - mmaction - INFO - Epoch [255][660/1878] lr: 1.000e-02, eta: 10 days, 5:18:53, time: 1.284, data_time: 0.063, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7937, loss_cls: 1.8036, loss: 1.8036, grad_norm: 5.0312 2022-03-01 02:50:19,160 - mmaction - INFO - Epoch [255][680/1878] lr: 1.000e-02, eta: 10 days, 5:16:49, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.5742, top5_acc: 0.7945, loss_cls: 1.8097, loss: 1.8097, grad_norm: 5.2037 2022-03-01 02:50:44,885 - mmaction - INFO - Epoch [255][700/1878] lr: 1.000e-02, eta: 10 days, 5:14:45, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7937, loss_cls: 1.7939, loss: 1.7939, grad_norm: 5.1016 2022-03-01 02:51:10,329 - mmaction - INFO - Epoch [255][720/1878] lr: 1.000e-02, eta: 10 days, 5:12:38, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7883, loss_cls: 1.8303, loss: 1.8303, grad_norm: 5.0924 2022-03-01 02:51:36,089 - mmaction - INFO - Epoch [255][740/1878] lr: 1.000e-02, eta: 10 days, 5:10:35, time: 1.288, data_time: 0.060, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8063, loss_cls: 1.7206, loss: 1.7206, grad_norm: 5.0791 2022-03-01 02:52:01,656 - mmaction - INFO - Epoch [255][760/1878] lr: 1.000e-02, eta: 10 days, 5:08:29, time: 1.277, data_time: 0.071, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7937, loss_cls: 1.7890, loss: 1.7890, grad_norm: 5.0803 2022-03-01 02:52:26,947 - mmaction - INFO - Epoch [255][780/1878] lr: 1.000e-02, eta: 10 days, 5:06:21, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7930, loss_cls: 1.7865, loss: 1.7865, grad_norm: 4.9905 2022-03-01 02:52:52,204 - mmaction - INFO - Epoch [255][800/1878] lr: 1.000e-02, eta: 10 days, 5:04:12, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.6023, top5_acc: 0.8109, loss_cls: 1.7032, loss: 1.7032, grad_norm: 4.9981 2022-03-01 02:53:17,547 - mmaction - INFO - Epoch [255][820/1878] lr: 1.000e-02, eta: 10 days, 5:02:05, time: 1.269, data_time: 0.073, memory: 9654, top1_acc: 0.5570, top5_acc: 0.7746, loss_cls: 1.8951, loss: 1.8951, grad_norm: 5.1989 2022-03-01 02:53:42,981 - mmaction - INFO - Epoch [255][840/1878] lr: 1.000e-02, eta: 10 days, 4:59:58, time: 1.271, data_time: 0.071, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8074, loss_cls: 1.7823, loss: 1.7823, grad_norm: 5.1139 2022-03-01 02:54:08,614 - mmaction - INFO - Epoch [255][860/1878] lr: 1.000e-02, eta: 10 days, 4:57:54, time: 1.282, data_time: 0.070, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7910, loss_cls: 1.8051, loss: 1.8051, grad_norm: 5.0287 2022-03-01 02:54:34,036 - mmaction - INFO - Epoch [255][880/1878] lr: 1.000e-02, eta: 10 days, 4:55:48, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7957, loss_cls: 1.7969, loss: 1.7969, grad_norm: 5.0558 2022-03-01 02:54:58,727 - mmaction - INFO - Epoch [255][900/1878] lr: 1.000e-02, eta: 10 days, 4:53:33, time: 1.234, data_time: 0.067, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7984, loss_cls: 1.7602, loss: 1.7602, grad_norm: 4.9201 2022-03-01 02:55:23,960 - mmaction - INFO - Epoch [255][920/1878] lr: 1.000e-02, eta: 10 days, 4:51:24, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8102, loss_cls: 1.7332, loss: 1.7332, grad_norm: 5.0253 2022-03-01 02:55:49,431 - mmaction - INFO - Epoch [255][940/1878] lr: 1.000e-02, eta: 10 days, 4:49:19, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8090, loss_cls: 1.7503, loss: 1.7503, grad_norm: 5.0451 2022-03-01 02:56:14,769 - mmaction - INFO - Epoch [255][960/1878] lr: 1.000e-02, eta: 10 days, 4:47:11, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5957, top5_acc: 0.7945, loss_cls: 1.7457, loss: 1.7457, grad_norm: 4.9753 2022-03-01 02:56:39,697 - mmaction - INFO - Epoch [255][980/1878] lr: 1.000e-02, eta: 10 days, 4:45:00, time: 1.247, data_time: 0.071, memory: 9654, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.7280, loss: 1.7280, grad_norm: 5.0683 2022-03-01 02:57:05,191 - mmaction - INFO - Epoch [255][1000/1878] lr: 1.000e-02, eta: 10 days, 4:42:55, time: 1.274, data_time: 0.074, memory: 9654, top1_acc: 0.5852, top5_acc: 0.8051, loss_cls: 1.7809, loss: 1.7809, grad_norm: 5.0272 2022-03-01 02:57:30,441 - mmaction - INFO - Epoch [255][1020/1878] lr: 1.000e-02, eta: 10 days, 4:40:47, time: 1.263, data_time: 0.070, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7922, loss_cls: 1.7715, loss: 1.7715, grad_norm: 4.9557 2022-03-01 02:57:55,703 - mmaction - INFO - Epoch [255][1040/1878] lr: 1.000e-02, eta: 10 days, 4:38:39, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8051, loss_cls: 1.7695, loss: 1.7695, grad_norm: 5.0016 2022-03-01 02:58:21,010 - mmaction - INFO - Epoch [255][1060/1878] lr: 1.000e-02, eta: 10 days, 4:36:32, time: 1.265, data_time: 0.061, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8039, loss_cls: 1.7438, loss: 1.7438, grad_norm: 4.9796 2022-03-01 02:58:46,686 - mmaction - INFO - Epoch [255][1080/1878] lr: 1.000e-02, eta: 10 days, 4:34:30, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8004, loss_cls: 1.7996, loss: 1.7996, grad_norm: 5.1502 2022-03-01 02:59:12,210 - mmaction - INFO - Epoch [255][1100/1878] lr: 1.000e-02, eta: 10 days, 4:32:25, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7891, loss_cls: 1.8131, loss: 1.8131, grad_norm: 5.0347 2022-03-01 02:59:37,694 - mmaction - INFO - Epoch [255][1120/1878] lr: 1.000e-02, eta: 10 days, 4:30:20, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8047, loss_cls: 1.7544, loss: 1.7544, grad_norm: 4.9591 2022-03-01 03:00:03,018 - mmaction - INFO - Epoch [255][1140/1878] lr: 1.000e-02, eta: 10 days, 4:28:14, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8023, loss_cls: 1.7834, loss: 1.7834, grad_norm: 5.1074 2022-03-01 03:00:28,661 - mmaction - INFO - Epoch [255][1160/1878] lr: 1.000e-02, eta: 10 days, 4:26:11, time: 1.283, data_time: 0.067, memory: 9654, top1_acc: 0.6008, top5_acc: 0.8031, loss_cls: 1.7585, loss: 1.7585, grad_norm: 5.0000 2022-03-01 03:00:54,481 - mmaction - INFO - Epoch [255][1180/1878] lr: 1.000e-02, eta: 10 days, 4:24:11, time: 1.291, data_time: 0.068, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8000, loss_cls: 1.7792, loss: 1.7792, grad_norm: 5.0864 2022-03-01 03:01:20,206 - mmaction - INFO - Epoch [255][1200/1878] lr: 1.000e-02, eta: 10 days, 4:22:09, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8016, loss_cls: 1.7377, loss: 1.7377, grad_norm: 5.0465 2022-03-01 03:01:45,589 - mmaction - INFO - Epoch [255][1220/1878] lr: 1.000e-02, eta: 10 days, 4:20:04, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7918, loss_cls: 1.7876, loss: 1.7876, grad_norm: 5.0569 2022-03-01 03:02:10,909 - mmaction - INFO - Epoch [255][1240/1878] lr: 1.000e-02, eta: 10 days, 4:17:57, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8133, loss_cls: 1.7431, loss: 1.7431, grad_norm: 5.1035 2022-03-01 03:02:35,842 - mmaction - INFO - Epoch [255][1260/1878] lr: 1.000e-02, eta: 10 days, 4:15:47, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7902, loss_cls: 1.8333, loss: 1.8333, grad_norm: 5.1171 2022-03-01 03:03:01,345 - mmaction - INFO - Epoch [255][1280/1878] lr: 1.000e-02, eta: 10 days, 4:13:43, time: 1.273, data_time: 0.061, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7961, loss_cls: 1.8240, loss: 1.8240, grad_norm: 4.9643 2022-03-01 03:03:26,820 - mmaction - INFO - Epoch [255][1300/1878] lr: 1.000e-02, eta: 10 days, 4:11:39, time: 1.276, data_time: 0.070, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.7657, loss: 1.7657, grad_norm: 4.9697 2022-03-01 03:03:52,389 - mmaction - INFO - Epoch [255][1320/1878] lr: 1.000e-02, eta: 10 days, 4:09:36, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7867, loss_cls: 1.8048, loss: 1.8048, grad_norm: 5.0269 2022-03-01 03:04:17,788 - mmaction - INFO - Epoch [255][1340/1878] lr: 1.000e-02, eta: 10 days, 4:07:32, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.5762, top5_acc: 0.7906, loss_cls: 1.8351, loss: 1.8351, grad_norm: 5.1497 2022-03-01 03:04:43,368 - mmaction - INFO - Epoch [255][1360/1878] lr: 1.000e-02, eta: 10 days, 4:05:29, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.6039, top5_acc: 0.8035, loss_cls: 1.7251, loss: 1.7251, grad_norm: 4.8590 2022-03-01 03:05:08,830 - mmaction - INFO - Epoch [255][1380/1878] lr: 1.000e-02, eta: 10 days, 4:03:25, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5922, top5_acc: 0.7977, loss_cls: 1.7493, loss: 1.7493, grad_norm: 5.0018 2022-03-01 03:05:34,100 - mmaction - INFO - Epoch [255][1400/1878] lr: 1.000e-02, eta: 10 days, 4:01:19, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7973, loss_cls: 1.8096, loss: 1.8096, grad_norm: 5.0463 2022-03-01 03:05:59,741 - mmaction - INFO - Epoch [255][1420/1878] lr: 1.000e-02, eta: 10 days, 3:59:17, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7945, loss_cls: 1.7795, loss: 1.7795, grad_norm: 5.0489 2022-03-01 03:06:25,161 - mmaction - INFO - Epoch [255][1440/1878] lr: 1.000e-02, eta: 10 days, 3:57:13, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.5703, top5_acc: 0.7902, loss_cls: 1.8206, loss: 1.8206, grad_norm: 5.1309 2022-03-01 03:06:50,895 - mmaction - INFO - Epoch [255][1460/1878] lr: 1.000e-02, eta: 10 days, 3:55:12, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8016, loss_cls: 1.7337, loss: 1.7337, grad_norm: 4.9678 2022-03-01 03:07:16,278 - mmaction - INFO - Epoch [255][1480/1878] lr: 1.000e-02, eta: 10 days, 3:53:08, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.5672, top5_acc: 0.7926, loss_cls: 1.8168, loss: 1.8168, grad_norm: 5.1049 2022-03-01 03:07:41,257 - mmaction - INFO - Epoch [255][1500/1878] lr: 1.000e-02, eta: 10 days, 3:50:59, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.5902, top5_acc: 0.7977, loss_cls: 1.8013, loss: 1.8013, grad_norm: 5.1081 2022-03-01 03:08:06,617 - mmaction - INFO - Epoch [255][1520/1878] lr: 1.000e-02, eta: 10 days, 3:48:55, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7977, loss_cls: 1.7870, loss: 1.7870, grad_norm: 5.0598 2022-03-01 03:08:31,956 - mmaction - INFO - Epoch [255][1540/1878] lr: 1.000e-02, eta: 10 days, 3:46:51, time: 1.267, data_time: 0.072, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7992, loss_cls: 1.7413, loss: 1.7413, grad_norm: 5.0859 2022-03-01 03:08:57,253 - mmaction - INFO - Epoch [255][1560/1878] lr: 1.000e-02, eta: 10 days, 3:44:45, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7926, loss_cls: 1.7703, loss: 1.7703, grad_norm: 5.0361 2022-03-01 03:09:22,184 - mmaction - INFO - Epoch [255][1580/1878] lr: 1.000e-02, eta: 10 days, 3:42:37, time: 1.247, data_time: 0.065, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7945, loss_cls: 1.7968, loss: 1.7968, grad_norm: 5.0733 2022-03-01 03:09:47,583 - mmaction - INFO - Epoch [255][1600/1878] lr: 1.000e-02, eta: 10 days, 3:40:33, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.5621, top5_acc: 0.7805, loss_cls: 1.9240, loss: 1.9240, grad_norm: 5.1964 2022-03-01 03:10:13,035 - mmaction - INFO - Epoch [255][1620/1878] lr: 1.000e-02, eta: 10 days, 3:38:30, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7883, loss_cls: 1.8063, loss: 1.8063, grad_norm: 5.0992 2022-03-01 03:10:38,036 - mmaction - INFO - Epoch [255][1640/1878] lr: 1.000e-02, eta: 10 days, 3:36:22, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7891, loss_cls: 1.8167, loss: 1.8167, grad_norm: 5.0916 2022-03-01 03:11:03,630 - mmaction - INFO - Epoch [255][1660/1878] lr: 1.000e-02, eta: 10 days, 3:34:21, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7906, loss_cls: 1.7998, loss: 1.7998, grad_norm: 5.0409 2022-03-01 03:11:29,084 - mmaction - INFO - Epoch [255][1680/1878] lr: 1.000e-02, eta: 10 days, 3:32:18, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.5707, top5_acc: 0.7895, loss_cls: 1.8449, loss: 1.8449, grad_norm: 5.1056 2022-03-01 03:11:54,422 - mmaction - INFO - Epoch [255][1700/1878] lr: 1.000e-02, eta: 10 days, 3:30:14, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.5648, top5_acc: 0.7773, loss_cls: 1.8673, loss: 1.8673, grad_norm: 5.0845 2022-03-01 03:12:19,649 - mmaction - INFO - Epoch [255][1720/1878] lr: 1.000e-02, eta: 10 days, 3:28:09, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8109, loss_cls: 1.7359, loss: 1.7359, grad_norm: 4.9869 2022-03-01 03:12:44,744 - mmaction - INFO - Epoch [255][1740/1878] lr: 1.000e-02, eta: 10 days, 3:26:03, time: 1.256, data_time: 0.071, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7867, loss_cls: 1.8265, loss: 1.8265, grad_norm: 5.0345 2022-03-01 03:13:10,426 - mmaction - INFO - Epoch [255][1760/1878] lr: 1.000e-02, eta: 10 days, 3:24:03, time: 1.284, data_time: 0.065, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8082, loss_cls: 1.7443, loss: 1.7443, grad_norm: 4.9603 2022-03-01 03:13:35,553 - mmaction - INFO - Epoch [255][1780/1878] lr: 1.000e-02, eta: 10 days, 3:21:57, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7914, loss_cls: 1.7772, loss: 1.7772, grad_norm: 4.9560 2022-03-01 03:14:00,964 - mmaction - INFO - Epoch [255][1800/1878] lr: 1.000e-02, eta: 10 days, 3:19:54, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8031, loss_cls: 1.7700, loss: 1.7700, grad_norm: 5.0199 2022-03-01 03:14:26,396 - mmaction - INFO - Epoch [255][1820/1878] lr: 1.000e-02, eta: 10 days, 3:17:52, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7805, loss_cls: 1.8490, loss: 1.8490, grad_norm: 5.1949 2022-03-01 03:14:52,046 - mmaction - INFO - Epoch [255][1840/1878] lr: 1.000e-02, eta: 10 days, 3:15:52, time: 1.283, data_time: 0.067, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7949, loss_cls: 1.7854, loss: 1.7854, grad_norm: 5.0901 2022-03-01 03:15:17,365 - mmaction - INFO - Epoch [255][1860/1878] lr: 1.000e-02, eta: 10 days, 3:13:48, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7922, loss_cls: 1.8023, loss: 1.8023, grad_norm: 5.0802 2022-03-01 03:15:46,013 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 03:15:46,111 - mmaction - INFO - 110 BN found 2022-03-01 03:20:43,330 - mmaction - INFO - BN stats updated 2022-03-01 03:20:45,336 - mmaction - INFO - Saving checkpoint at 255 epochs 2022-03-01 03:20:48,351 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 03:22:40,617 - mmaction - INFO - Epoch [256][20/1878] lr: 1.000e-02, eta: 10 days, 3:21:46, time: 5.612, data_time: 3.495, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7957, loss_cls: 1.7497, loss: 1.7497, grad_norm: 4.8848 2022-03-01 03:23:05,501 - mmaction - INFO - Epoch [256][40/1878] lr: 1.000e-02, eta: 10 days, 3:19:38, time: 1.244, data_time: 0.078, memory: 9654, top1_acc: 0.5813, top5_acc: 0.8027, loss_cls: 1.7784, loss: 1.7784, grad_norm: 5.0226 2022-03-01 03:23:31,055 - mmaction - INFO - Epoch [256][60/1878] lr: 1.000e-02, eta: 10 days, 3:17:37, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.6066, top5_acc: 0.8016, loss_cls: 1.7107, loss: 1.7107, grad_norm: 5.0132 2022-03-01 03:23:55,561 - mmaction - INFO - Epoch [256][80/1878] lr: 1.000e-02, eta: 10 days, 3:15:25, time: 1.226, data_time: 0.065, memory: 9654, top1_acc: 0.5730, top5_acc: 0.7977, loss_cls: 1.8029, loss: 1.8029, grad_norm: 5.1490 2022-03-01 03:24:20,524 - mmaction - INFO - Epoch [256][100/1878] lr: 1.000e-02, eta: 10 days, 3:13:18, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7898, loss_cls: 1.7984, loss: 1.7984, grad_norm: 5.0424 2022-03-01 03:24:45,242 - mmaction - INFO - Epoch [256][120/1878] lr: 1.000e-02, eta: 10 days, 3:11:08, time: 1.238, data_time: 0.069, memory: 9654, top1_acc: 0.5980, top5_acc: 0.7953, loss_cls: 1.7458, loss: 1.7458, grad_norm: 4.9458 2022-03-01 03:25:10,238 - mmaction - INFO - Epoch [256][140/1878] lr: 1.000e-02, eta: 10 days, 3:09:01, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8004, loss_cls: 1.7613, loss: 1.7613, grad_norm: 5.0104 2022-03-01 03:25:35,289 - mmaction - INFO - Epoch [256][160/1878] lr: 1.000e-02, eta: 10 days, 3:06:55, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.5941, top5_acc: 0.8105, loss_cls: 1.7329, loss: 1.7329, grad_norm: 4.9879 2022-03-01 03:26:00,681 - mmaction - INFO - Epoch [256][180/1878] lr: 1.000e-02, eta: 10 days, 3:04:53, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7961, loss_cls: 1.7957, loss: 1.7957, grad_norm: 5.0393 2022-03-01 03:26:26,214 - mmaction - INFO - Epoch [256][200/1878] lr: 1.000e-02, eta: 10 days, 3:02:52, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7961, loss_cls: 1.7941, loss: 1.7941, grad_norm: 5.0403 2022-03-01 03:26:51,403 - mmaction - INFO - Epoch [256][220/1878] lr: 1.000e-02, eta: 10 days, 3:00:48, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.5953, top5_acc: 0.7922, loss_cls: 1.7910, loss: 1.7910, grad_norm: 5.0596 2022-03-01 03:27:16,559 - mmaction - INFO - Epoch [256][240/1878] lr: 1.000e-02, eta: 10 days, 2:58:44, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.6059, top5_acc: 0.8172, loss_cls: 1.6918, loss: 1.6918, grad_norm: 4.9673 2022-03-01 03:27:42,319 - mmaction - INFO - Epoch [256][260/1878] lr: 1.000e-02, eta: 10 days, 2:56:46, time: 1.289, data_time: 0.067, memory: 9654, top1_acc: 0.6051, top5_acc: 0.8070, loss_cls: 1.7225, loss: 1.7225, grad_norm: 5.0826 2022-03-01 03:28:07,400 - mmaction - INFO - Epoch [256][280/1878] lr: 1.000e-02, eta: 10 days, 2:54:41, time: 1.253, data_time: 0.074, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7949, loss_cls: 1.7485, loss: 1.7485, grad_norm: 5.1396 2022-03-01 03:28:32,605 - mmaction - INFO - Epoch [256][300/1878] lr: 1.000e-02, eta: 10 days, 2:52:37, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8027, loss_cls: 1.7791, loss: 1.7791, grad_norm: 5.1610 2022-03-01 03:28:57,603 - mmaction - INFO - Epoch [256][320/1878] lr: 1.000e-02, eta: 10 days, 2:50:31, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.5949, top5_acc: 0.8047, loss_cls: 1.7242, loss: 1.7242, grad_norm: 4.9987 2022-03-01 03:29:22,996 - mmaction - INFO - Epoch [256][340/1878] lr: 1.000e-02, eta: 10 days, 2:48:30, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.6000, top5_acc: 0.8059, loss_cls: 1.7311, loss: 1.7311, grad_norm: 4.9964 2022-03-01 03:29:48,535 - mmaction - INFO - Epoch [256][360/1878] lr: 1.000e-02, eta: 10 days, 2:46:30, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8141, loss_cls: 1.7277, loss: 1.7277, grad_norm: 5.1225 2022-03-01 03:30:14,203 - mmaction - INFO - Epoch [256][380/1878] lr: 1.000e-02, eta: 10 days, 2:44:32, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.5738, top5_acc: 0.7812, loss_cls: 1.8267, loss: 1.8267, grad_norm: 5.1003 2022-03-01 03:30:39,917 - mmaction - INFO - Epoch [256][400/1878] lr: 1.000e-02, eta: 10 days, 2:42:34, time: 1.283, data_time: 0.064, memory: 9654, top1_acc: 0.5852, top5_acc: 0.8016, loss_cls: 1.7507, loss: 1.7507, grad_norm: 5.0109 2022-03-01 03:31:05,796 - mmaction - INFO - Epoch [256][420/1878] lr: 1.000e-02, eta: 10 days, 2:40:38, time: 1.296, data_time: 0.068, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8074, loss_cls: 1.7122, loss: 1.7122, grad_norm: 5.0116 2022-03-01 03:31:31,305 - mmaction - INFO - Epoch [256][440/1878] lr: 1.000e-02, eta: 10 days, 2:38:38, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8109, loss_cls: 1.7223, loss: 1.7223, grad_norm: 5.0110 2022-03-01 03:31:56,608 - mmaction - INFO - Epoch [256][460/1878] lr: 1.000e-02, eta: 10 days, 2:36:36, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7977, loss_cls: 1.7726, loss: 1.7726, grad_norm: 5.1987 2022-03-01 03:32:21,774 - mmaction - INFO - Epoch [256][480/1878] lr: 1.000e-02, eta: 10 days, 2:34:33, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7980, loss_cls: 1.7612, loss: 1.7612, grad_norm: 4.9950 2022-03-01 03:32:46,987 - mmaction - INFO - Epoch [256][500/1878] lr: 1.000e-02, eta: 10 days, 2:32:30, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7867, loss_cls: 1.7798, loss: 1.7798, grad_norm: 5.0306 2022-03-01 03:33:12,596 - mmaction - INFO - Epoch [256][520/1878] lr: 1.000e-02, eta: 10 days, 2:30:32, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8176, loss_cls: 1.6764, loss: 1.6764, grad_norm: 4.9967 2022-03-01 03:33:38,143 - mmaction - INFO - Epoch [256][540/1878] lr: 1.000e-02, eta: 10 days, 2:28:33, time: 1.277, data_time: 0.069, memory: 9654, top1_acc: 0.6055, top5_acc: 0.8109, loss_cls: 1.6756, loss: 1.6756, grad_norm: 4.9111 2022-03-01 03:34:03,635 - mmaction - INFO - Epoch [256][560/1878] lr: 1.000e-02, eta: 10 days, 2:26:33, time: 1.274, data_time: 0.061, memory: 9654, top1_acc: 0.6023, top5_acc: 0.8066, loss_cls: 1.7185, loss: 1.7185, grad_norm: 5.0650 2022-03-01 03:34:29,122 - mmaction - INFO - Epoch [256][580/1878] lr: 1.000e-02, eta: 10 days, 2:24:34, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8117, loss_cls: 1.7258, loss: 1.7258, grad_norm: 5.0878 2022-03-01 03:34:54,635 - mmaction - INFO - Epoch [256][600/1878] lr: 1.000e-02, eta: 10 days, 2:22:34, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8055, loss_cls: 1.7255, loss: 1.7255, grad_norm: 5.0186 2022-03-01 03:35:19,946 - mmaction - INFO - Epoch [256][620/1878] lr: 1.000e-02, eta: 10 days, 2:20:33, time: 1.265, data_time: 0.074, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8023, loss_cls: 1.7049, loss: 1.7049, grad_norm: 4.9264 2022-03-01 03:35:44,869 - mmaction - INFO - Epoch [256][640/1878] lr: 1.000e-02, eta: 10 days, 2:18:28, time: 1.245, data_time: 0.067, memory: 9654, top1_acc: 0.6016, top5_acc: 0.8051, loss_cls: 1.7459, loss: 1.7459, grad_norm: 5.1310 2022-03-01 03:36:10,404 - mmaction - INFO - Epoch [256][660/1878] lr: 1.000e-02, eta: 10 days, 2:16:29, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7910, loss_cls: 1.7774, loss: 1.7774, grad_norm: 5.1987 2022-03-01 03:36:35,476 - mmaction - INFO - Epoch [256][680/1878] lr: 1.000e-02, eta: 10 days, 2:14:26, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.5629, top5_acc: 0.7859, loss_cls: 1.8994, loss: 1.8994, grad_norm: 5.1909 2022-03-01 03:37:01,078 - mmaction - INFO - Epoch [256][700/1878] lr: 1.000e-02, eta: 10 days, 2:12:28, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8008, loss_cls: 1.7444, loss: 1.7444, grad_norm: 5.0453 2022-03-01 03:37:26,168 - mmaction - INFO - Epoch [256][720/1878] lr: 1.000e-02, eta: 10 days, 2:10:24, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8156, loss_cls: 1.6784, loss: 1.6784, grad_norm: 5.0094 2022-03-01 03:37:51,398 - mmaction - INFO - Epoch [256][740/1878] lr: 1.000e-02, eta: 10 days, 2:08:23, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.6043, top5_acc: 0.8020, loss_cls: 1.7669, loss: 1.7669, grad_norm: 5.1820 2022-03-01 03:38:17,193 - mmaction - INFO - Epoch [256][760/1878] lr: 1.000e-02, eta: 10 days, 2:06:27, time: 1.289, data_time: 0.067, memory: 9654, top1_acc: 0.6148, top5_acc: 0.7965, loss_cls: 1.7199, loss: 1.7199, grad_norm: 4.9964 2022-03-01 03:38:42,378 - mmaction - INFO - Epoch [256][780/1878] lr: 1.000e-02, eta: 10 days, 2:04:25, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8086, loss_cls: 1.7006, loss: 1.7006, grad_norm: 4.9351 2022-03-01 03:39:07,922 - mmaction - INFO - Epoch [256][800/1878] lr: 1.000e-02, eta: 10 days, 2:02:27, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8074, loss_cls: 1.7065, loss: 1.7065, grad_norm: 5.1266 2022-03-01 03:39:32,836 - mmaction - INFO - Epoch [256][820/1878] lr: 1.000e-02, eta: 10 days, 2:00:23, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7934, loss_cls: 1.7958, loss: 1.7958, grad_norm: 5.0387 2022-03-01 03:39:58,366 - mmaction - INFO - Epoch [256][840/1878] lr: 1.000e-02, eta: 10 days, 1:58:25, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.5648, top5_acc: 0.7926, loss_cls: 1.8285, loss: 1.8285, grad_norm: 5.1196 2022-03-01 03:40:23,923 - mmaction - INFO - Epoch [256][860/1878] lr: 1.000e-02, eta: 10 days, 1:56:27, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7961, loss_cls: 1.7602, loss: 1.7602, grad_norm: 5.0492 2022-03-01 03:40:49,510 - mmaction - INFO - Epoch [256][880/1878] lr: 1.000e-02, eta: 10 days, 1:54:30, time: 1.279, data_time: 0.071, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8016, loss_cls: 1.7540, loss: 1.7540, grad_norm: 5.1250 2022-03-01 03:41:15,047 - mmaction - INFO - Epoch [256][900/1878] lr: 1.000e-02, eta: 10 days, 1:52:32, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7973, loss_cls: 1.7743, loss: 1.7743, grad_norm: 5.1374 2022-03-01 03:41:40,561 - mmaction - INFO - Epoch [256][920/1878] lr: 1.000e-02, eta: 10 days, 1:50:34, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7855, loss_cls: 1.8157, loss: 1.8157, grad_norm: 5.0870 2022-03-01 03:42:05,537 - mmaction - INFO - Epoch [256][940/1878] lr: 1.000e-02, eta: 10 days, 1:48:31, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7965, loss_cls: 1.7636, loss: 1.7636, grad_norm: 4.9607 2022-03-01 03:42:31,115 - mmaction - INFO - Epoch [256][960/1878] lr: 1.000e-02, eta: 10 days, 1:46:34, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.5992, top5_acc: 0.7969, loss_cls: 1.7659, loss: 1.7659, grad_norm: 4.9649 2022-03-01 03:42:56,425 - mmaction - INFO - Epoch [256][980/1878] lr: 1.000e-02, eta: 10 days, 1:44:34, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8059, loss_cls: 1.7080, loss: 1.7080, grad_norm: 4.8533 2022-03-01 03:43:21,784 - mmaction - INFO - Epoch [256][1000/1878] lr: 1.000e-02, eta: 10 days, 1:42:34, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7961, loss_cls: 1.7815, loss: 1.7815, grad_norm: 5.1100 2022-03-01 03:43:47,052 - mmaction - INFO - Epoch [256][1020/1878] lr: 1.000e-02, eta: 10 days, 1:40:34, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7957, loss_cls: 1.7966, loss: 1.7966, grad_norm: 5.1589 2022-03-01 03:44:12,532 - mmaction - INFO - Epoch [256][1040/1878] lr: 1.000e-02, eta: 10 days, 1:38:37, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.5930, top5_acc: 0.7996, loss_cls: 1.7557, loss: 1.7557, grad_norm: 5.1770 2022-03-01 03:44:37,890 - mmaction - INFO - Epoch [256][1060/1878] lr: 1.000e-02, eta: 10 days, 1:36:37, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.6020, top5_acc: 0.7992, loss_cls: 1.7339, loss: 1.7339, grad_norm: 4.9396 2022-03-01 03:45:03,336 - mmaction - INFO - Epoch [256][1080/1878] lr: 1.000e-02, eta: 10 days, 1:34:39, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7973, loss_cls: 1.8064, loss: 1.8064, grad_norm: 5.0913 2022-03-01 03:45:28,815 - mmaction - INFO - Epoch [256][1100/1878] lr: 1.000e-02, eta: 10 days, 1:32:42, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7902, loss_cls: 1.8122, loss: 1.8122, grad_norm: 5.0776 2022-03-01 03:45:54,287 - mmaction - INFO - Epoch [256][1120/1878] lr: 1.000e-02, eta: 10 days, 1:30:44, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8039, loss_cls: 1.7346, loss: 1.7346, grad_norm: 4.9572 2022-03-01 03:46:19,707 - mmaction - INFO - Epoch [256][1140/1878] lr: 1.000e-02, eta: 10 days, 1:28:46, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8016, loss_cls: 1.7748, loss: 1.7748, grad_norm: 5.0824 2022-03-01 03:46:44,845 - mmaction - INFO - Epoch [256][1160/1878] lr: 1.000e-02, eta: 10 days, 1:26:45, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7930, loss_cls: 1.7547, loss: 1.7547, grad_norm: 5.0885 2022-03-01 03:47:10,350 - mmaction - INFO - Epoch [256][1180/1878] lr: 1.000e-02, eta: 10 days, 1:24:48, time: 1.276, data_time: 0.071, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7926, loss_cls: 1.7867, loss: 1.7867, grad_norm: 5.1891 2022-03-01 03:47:35,423 - mmaction - INFO - Epoch [256][1200/1878] lr: 1.000e-02, eta: 10 days, 1:22:47, time: 1.253, data_time: 0.062, memory: 9654, top1_acc: 0.6035, top5_acc: 0.8086, loss_cls: 1.7012, loss: 1.7012, grad_norm: 4.9313 2022-03-01 03:48:00,956 - mmaction - INFO - Epoch [256][1220/1878] lr: 1.000e-02, eta: 10 days, 1:20:50, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.5660, top5_acc: 0.7879, loss_cls: 1.8888, loss: 1.8888, grad_norm: 5.3188 2022-03-01 03:48:26,468 - mmaction - INFO - Epoch [256][1240/1878] lr: 1.000e-02, eta: 10 days, 1:18:54, time: 1.276, data_time: 0.072, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8094, loss_cls: 1.7504, loss: 1.7504, grad_norm: 5.1196 2022-03-01 03:48:51,756 - mmaction - INFO - Epoch [256][1260/1878] lr: 1.000e-02, eta: 10 days, 1:16:54, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.5980, top5_acc: 0.7965, loss_cls: 1.7480, loss: 1.7480, grad_norm: 4.9263 2022-03-01 03:49:16,786 - mmaction - INFO - Epoch [256][1280/1878] lr: 1.000e-02, eta: 10 days, 1:14:53, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.5809, top5_acc: 0.7918, loss_cls: 1.8218, loss: 1.8218, grad_norm: 5.0482 2022-03-01 03:49:42,427 - mmaction - INFO - Epoch [256][1300/1878] lr: 1.000e-02, eta: 10 days, 1:12:58, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8090, loss_cls: 1.7224, loss: 1.7224, grad_norm: 5.0015 2022-03-01 03:50:07,634 - mmaction - INFO - Epoch [256][1320/1878] lr: 1.000e-02, eta: 10 days, 1:10:58, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8008, loss_cls: 1.7483, loss: 1.7483, grad_norm: 4.9573 2022-03-01 03:50:33,142 - mmaction - INFO - Epoch [256][1340/1878] lr: 1.000e-02, eta: 10 days, 1:09:02, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.5969, top5_acc: 0.8055, loss_cls: 1.7617, loss: 1.7617, grad_norm: 5.0752 2022-03-01 03:50:58,807 - mmaction - INFO - Epoch [256][1360/1878] lr: 1.000e-02, eta: 10 days, 1:07:07, time: 1.283, data_time: 0.069, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8020, loss_cls: 1.7465, loss: 1.7465, grad_norm: 5.0554 2022-03-01 03:51:24,253 - mmaction - INFO - Epoch [256][1380/1878] lr: 1.000e-02, eta: 10 days, 1:05:11, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8090, loss_cls: 1.7177, loss: 1.7177, grad_norm: 4.8913 2022-03-01 03:51:49,856 - mmaction - INFO - Epoch [256][1400/1878] lr: 1.000e-02, eta: 10 days, 1:03:15, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7977, loss_cls: 1.7504, loss: 1.7504, grad_norm: 5.0135 2022-03-01 03:52:14,884 - mmaction - INFO - Epoch [256][1420/1878] lr: 1.000e-02, eta: 10 days, 1:01:14, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7852, loss_cls: 1.8201, loss: 1.8201, grad_norm: 5.1319 2022-03-01 03:52:40,169 - mmaction - INFO - Epoch [256][1440/1878] lr: 1.000e-02, eta: 10 days, 0:59:16, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7891, loss_cls: 1.7952, loss: 1.7952, grad_norm: 5.0375 2022-03-01 03:53:05,423 - mmaction - INFO - Epoch [256][1460/1878] lr: 1.000e-02, eta: 10 days, 0:57:17, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7961, loss_cls: 1.7769, loss: 1.7769, grad_norm: 5.0554 2022-03-01 03:53:31,036 - mmaction - INFO - Epoch [256][1480/1878] lr: 1.000e-02, eta: 10 days, 0:55:23, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.5805, top5_acc: 0.7922, loss_cls: 1.8074, loss: 1.8074, grad_norm: 5.0739 2022-03-01 03:53:56,435 - mmaction - INFO - Epoch [256][1500/1878] lr: 1.000e-02, eta: 10 days, 0:53:26, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7887, loss_cls: 1.8248, loss: 1.8248, grad_norm: 5.1355 2022-03-01 03:54:21,865 - mmaction - INFO - Epoch [256][1520/1878] lr: 1.000e-02, eta: 10 days, 0:51:29, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7941, loss_cls: 1.8155, loss: 1.8155, grad_norm: 5.0635 2022-03-01 03:54:47,019 - mmaction - INFO - Epoch [256][1540/1878] lr: 1.000e-02, eta: 10 days, 0:49:30, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7918, loss_cls: 1.8299, loss: 1.8299, grad_norm: 5.0937 2022-03-01 03:55:12,527 - mmaction - INFO - Epoch [256][1560/1878] lr: 1.000e-02, eta: 10 days, 0:47:34, time: 1.277, data_time: 0.070, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8125, loss_cls: 1.6795, loss: 1.6795, grad_norm: 4.8757 2022-03-01 03:55:37,918 - mmaction - INFO - Epoch [256][1580/1878] lr: 1.000e-02, eta: 10 days, 0:45:38, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7898, loss_cls: 1.7907, loss: 1.7907, grad_norm: 5.1944 2022-03-01 03:56:03,765 - mmaction - INFO - Epoch [256][1600/1878] lr: 1.000e-02, eta: 10 days, 0:43:46, time: 1.293, data_time: 0.067, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8043, loss_cls: 1.7373, loss: 1.7373, grad_norm: 4.9875 2022-03-01 03:56:28,818 - mmaction - INFO - Epoch [256][1620/1878] lr: 1.000e-02, eta: 10 days, 0:41:46, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.6070, top5_acc: 0.8012, loss_cls: 1.7422, loss: 1.7422, grad_norm: 4.8994 2022-03-01 03:56:54,153 - mmaction - INFO - Epoch [256][1640/1878] lr: 1.000e-02, eta: 10 days, 0:39:49, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7992, loss_cls: 1.8084, loss: 1.8084, grad_norm: 5.1117 2022-03-01 03:57:19,304 - mmaction - INFO - Epoch [256][1660/1878] lr: 1.000e-02, eta: 10 days, 0:37:50, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7863, loss_cls: 1.8169, loss: 1.8169, grad_norm: 5.1491 2022-03-01 03:57:44,699 - mmaction - INFO - Epoch [256][1680/1878] lr: 1.000e-02, eta: 10 days, 0:35:53, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7957, loss_cls: 1.7877, loss: 1.7877, grad_norm: 5.1682 2022-03-01 03:58:10,173 - mmaction - INFO - Epoch [256][1700/1878] lr: 1.000e-02, eta: 10 days, 0:33:58, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7984, loss_cls: 1.7925, loss: 1.7925, grad_norm: 5.1131 2022-03-01 03:58:35,660 - mmaction - INFO - Epoch [256][1720/1878] lr: 1.000e-02, eta: 10 days, 0:32:03, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5863, top5_acc: 0.8027, loss_cls: 1.7396, loss: 1.7396, grad_norm: 5.0155 2022-03-01 03:59:01,056 - mmaction - INFO - Epoch [256][1740/1878] lr: 1.000e-02, eta: 10 days, 0:30:07, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8043, loss_cls: 1.7436, loss: 1.7436, grad_norm: 5.0655 2022-03-01 03:59:26,368 - mmaction - INFO - Epoch [256][1760/1878] lr: 1.000e-02, eta: 10 days, 0:28:10, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8090, loss_cls: 1.7496, loss: 1.7496, grad_norm: 5.0225 2022-03-01 03:59:52,094 - mmaction - INFO - Epoch [256][1780/1878] lr: 1.000e-02, eta: 10 days, 0:26:18, time: 1.286, data_time: 0.069, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8094, loss_cls: 1.7271, loss: 1.7271, grad_norm: 5.1476 2022-03-01 04:00:17,711 - mmaction - INFO - Epoch [256][1800/1878] lr: 1.000e-02, eta: 10 days, 0:24:24, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7906, loss_cls: 1.8276, loss: 1.8276, grad_norm: 4.9824 2022-03-01 04:00:43,593 - mmaction - INFO - Epoch [256][1820/1878] lr: 1.000e-02, eta: 10 days, 0:22:34, time: 1.294, data_time: 0.069, memory: 9654, top1_acc: 0.5750, top5_acc: 0.8035, loss_cls: 1.7859, loss: 1.7859, grad_norm: 5.0383 2022-03-01 04:01:09,405 - mmaction - INFO - Epoch [256][1840/1878] lr: 1.000e-02, eta: 10 days, 0:20:43, time: 1.291, data_time: 0.063, memory: 9654, top1_acc: 0.5742, top5_acc: 0.8039, loss_cls: 1.8071, loss: 1.8071, grad_norm: 5.2438 2022-03-01 04:01:34,849 - mmaction - INFO - Epoch [256][1860/1878] lr: 1.000e-02, eta: 10 days, 0:18:47, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.5754, top5_acc: 0.7922, loss_cls: 1.7850, loss: 1.7850, grad_norm: 5.1275 2022-03-01 04:02:02,429 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 04:04:08,734 - mmaction - INFO - Epoch [257][20/1878] lr: 1.000e-02, eta: 10 days, 0:28:59, time: 6.314, data_time: 4.976, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8012, loss_cls: 1.7121, loss: 1.7121, grad_norm: 5.0827 2022-03-01 04:04:33,200 - mmaction - INFO - Epoch [257][40/1878] lr: 1.000e-02, eta: 10 days, 0:26:53, time: 1.224, data_time: 0.087, memory: 9654, top1_acc: 0.5867, top5_acc: 0.8125, loss_cls: 1.7582, loss: 1.7582, grad_norm: 5.1275 2022-03-01 04:04:57,723 - mmaction - INFO - Epoch [257][60/1878] lr: 1.000e-02, eta: 10 days, 0:24:48, time: 1.226, data_time: 0.066, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8070, loss_cls: 1.7218, loss: 1.7218, grad_norm: 5.1017 2022-03-01 04:05:22,699 - mmaction - INFO - Epoch [257][80/1878] lr: 1.000e-02, eta: 10 days, 0:22:48, time: 1.248, data_time: 0.074, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7949, loss_cls: 1.7803, loss: 1.7803, grad_norm: 4.9725 2022-03-01 04:05:47,759 - mmaction - INFO - Epoch [257][100/1878] lr: 1.000e-02, eta: 10 days, 0:20:49, time: 1.252, data_time: 0.073, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8176, loss_cls: 1.6865, loss: 1.6865, grad_norm: 5.0423 2022-03-01 04:06:12,891 - mmaction - INFO - Epoch [257][120/1878] lr: 1.000e-02, eta: 10 days, 0:18:51, time: 1.258, data_time: 0.070, memory: 9654, top1_acc: 0.5949, top5_acc: 0.8211, loss_cls: 1.6829, loss: 1.6829, grad_norm: 5.1799 2022-03-01 04:06:37,878 - mmaction - INFO - Epoch [257][140/1878] lr: 1.000e-02, eta: 10 days, 0:16:51, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8070, loss_cls: 1.7540, loss: 1.7540, grad_norm: 5.1985 2022-03-01 04:07:03,091 - mmaction - INFO - Epoch [257][160/1878] lr: 1.000e-02, eta: 10 days, 0:14:54, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7859, loss_cls: 1.8100, loss: 1.8100, grad_norm: 5.0889 2022-03-01 04:07:28,563 - mmaction - INFO - Epoch [257][180/1878] lr: 1.000e-02, eta: 10 days, 0:12:59, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8035, loss_cls: 1.7786, loss: 1.7786, grad_norm: 5.1119 2022-03-01 04:07:54,065 - mmaction - INFO - Epoch [257][200/1878] lr: 1.000e-02, eta: 10 days, 0:11:05, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8164, loss_cls: 1.7011, loss: 1.7011, grad_norm: 4.9853 2022-03-01 04:08:19,249 - mmaction - INFO - Epoch [257][220/1878] lr: 1.000e-02, eta: 10 days, 0:09:08, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8020, loss_cls: 1.7372, loss: 1.7372, grad_norm: 4.8849 2022-03-01 04:08:44,774 - mmaction - INFO - Epoch [257][240/1878] lr: 1.000e-02, eta: 10 days, 0:07:14, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7941, loss_cls: 1.7590, loss: 1.7590, grad_norm: 5.0404 2022-03-01 04:09:10,643 - mmaction - INFO - Epoch [257][260/1878] lr: 1.000e-02, eta: 10 days, 0:05:24, time: 1.294, data_time: 0.068, memory: 9654, top1_acc: 0.5938, top5_acc: 0.7953, loss_cls: 1.7822, loss: 1.7822, grad_norm: 5.0967 2022-03-01 04:09:35,815 - mmaction - INFO - Epoch [257][280/1878] lr: 1.000e-02, eta: 10 days, 0:03:27, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8039, loss_cls: 1.7277, loss: 1.7277, grad_norm: 4.9879 2022-03-01 04:10:01,130 - mmaction - INFO - Epoch [257][300/1878] lr: 1.000e-02, eta: 10 days, 0:01:32, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8035, loss_cls: 1.7229, loss: 1.7229, grad_norm: 4.9875 2022-03-01 04:10:26,927 - mmaction - INFO - Epoch [257][320/1878] lr: 1.000e-02, eta: 9 days, 23:59:41, time: 1.289, data_time: 0.066, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8031, loss_cls: 1.7274, loss: 1.7274, grad_norm: 4.9668 2022-03-01 04:10:52,669 - mmaction - INFO - Epoch [257][340/1878] lr: 1.000e-02, eta: 9 days, 23:57:50, time: 1.287, data_time: 0.066, memory: 9654, top1_acc: 0.6000, top5_acc: 0.7961, loss_cls: 1.7332, loss: 1.7332, grad_norm: 4.9165 2022-03-01 04:11:18,383 - mmaction - INFO - Epoch [257][360/1878] lr: 1.000e-02, eta: 9 days, 23:55:59, time: 1.287, data_time: 0.066, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8039, loss_cls: 1.7454, loss: 1.7454, grad_norm: 5.0767 2022-03-01 04:11:43,816 - mmaction - INFO - Epoch [257][380/1878] lr: 1.000e-02, eta: 9 days, 23:54:05, time: 1.271, data_time: 0.059, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7973, loss_cls: 1.7624, loss: 1.7624, grad_norm: 5.0270 2022-03-01 04:12:09,504 - mmaction - INFO - Epoch [257][400/1878] lr: 1.000e-02, eta: 9 days, 23:52:14, time: 1.285, data_time: 0.063, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7934, loss_cls: 1.8013, loss: 1.8013, grad_norm: 5.1732 2022-03-01 04:12:34,867 - mmaction - INFO - Epoch [257][420/1878] lr: 1.000e-02, eta: 9 days, 23:50:18, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7859, loss_cls: 1.8051, loss: 1.8051, grad_norm: 5.0893 2022-03-01 04:12:59,989 - mmaction - INFO - Epoch [257][440/1878] lr: 1.000e-02, eta: 9 days, 23:48:21, time: 1.257, data_time: 0.061, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8020, loss_cls: 1.7539, loss: 1.7539, grad_norm: 4.9927 2022-03-01 04:13:25,193 - mmaction - INFO - Epoch [257][460/1878] lr: 1.000e-02, eta: 9 days, 23:46:25, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8102, loss_cls: 1.7314, loss: 1.7314, grad_norm: 5.2035 2022-03-01 04:13:50,811 - mmaction - INFO - Epoch [257][480/1878] lr: 1.000e-02, eta: 9 days, 23:44:33, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8035, loss_cls: 1.7187, loss: 1.7187, grad_norm: 5.1159 2022-03-01 04:14:15,843 - mmaction - INFO - Epoch [257][500/1878] lr: 1.000e-02, eta: 9 days, 23:42:36, time: 1.252, data_time: 0.070, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8008, loss_cls: 1.7739, loss: 1.7739, grad_norm: 5.0370 2022-03-01 04:14:41,378 - mmaction - INFO - Epoch [257][520/1878] lr: 1.000e-02, eta: 9 days, 23:40:43, time: 1.277, data_time: 0.071, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8098, loss_cls: 1.7394, loss: 1.7394, grad_norm: 5.0627 2022-03-01 04:15:06,931 - mmaction - INFO - Epoch [257][540/1878] lr: 1.000e-02, eta: 9 days, 23:38:51, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.6055, top5_acc: 0.8043, loss_cls: 1.7049, loss: 1.7049, grad_norm: 4.9894 2022-03-01 04:15:32,156 - mmaction - INFO - Epoch [257][560/1878] lr: 1.000e-02, eta: 9 days, 23:36:55, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.5656, top5_acc: 0.7910, loss_cls: 1.8457, loss: 1.8457, grad_norm: 5.3123 2022-03-01 04:15:57,409 - mmaction - INFO - Epoch [257][580/1878] lr: 1.000e-02, eta: 9 days, 23:35:00, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.5750, top5_acc: 0.7949, loss_cls: 1.7859, loss: 1.7859, grad_norm: 5.0878 2022-03-01 04:16:22,967 - mmaction - INFO - Epoch [257][600/1878] lr: 1.000e-02, eta: 9 days, 23:33:08, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.5781, top5_acc: 0.8016, loss_cls: 1.7555, loss: 1.7555, grad_norm: 5.0437 2022-03-01 04:16:48,567 - mmaction - INFO - Epoch [257][620/1878] lr: 1.000e-02, eta: 9 days, 23:31:16, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.5816, top5_acc: 0.7953, loss_cls: 1.7652, loss: 1.7652, grad_norm: 5.0007 2022-03-01 04:17:13,950 - mmaction - INFO - Epoch [257][640/1878] lr: 1.000e-02, eta: 9 days, 23:29:23, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.6066, top5_acc: 0.8098, loss_cls: 1.6972, loss: 1.6972, grad_norm: 4.9281 2022-03-01 04:17:39,418 - mmaction - INFO - Epoch [257][660/1878] lr: 1.000e-02, eta: 9 days, 23:27:30, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.5969, top5_acc: 0.8035, loss_cls: 1.7537, loss: 1.7537, grad_norm: 5.0474 2022-03-01 04:18:04,676 - mmaction - INFO - Epoch [257][680/1878] lr: 1.000e-02, eta: 9 days, 23:25:35, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8148, loss_cls: 1.7293, loss: 1.7293, grad_norm: 5.1212 2022-03-01 04:18:29,729 - mmaction - INFO - Epoch [257][700/1878] lr: 1.000e-02, eta: 9 days, 23:23:38, time: 1.253, data_time: 0.067, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.7720, loss: 1.7720, grad_norm: 5.0621 2022-03-01 04:18:54,952 - mmaction - INFO - Epoch [257][720/1878] lr: 1.000e-02, eta: 9 days, 23:21:43, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7969, loss_cls: 1.8069, loss: 1.8069, grad_norm: 5.2758 2022-03-01 04:19:20,004 - mmaction - INFO - Epoch [257][740/1878] lr: 1.000e-02, eta: 9 days, 23:19:46, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.5848, top5_acc: 0.8012, loss_cls: 1.7726, loss: 1.7726, grad_norm: 5.1477 2022-03-01 04:19:45,496 - mmaction - INFO - Epoch [257][760/1878] lr: 1.000e-02, eta: 9 days, 23:17:54, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7973, loss_cls: 1.7920, loss: 1.7920, grad_norm: 5.1033 2022-03-01 04:20:11,369 - mmaction - INFO - Epoch [257][780/1878] lr: 1.000e-02, eta: 9 days, 23:16:06, time: 1.294, data_time: 0.066, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7992, loss_cls: 1.7464, loss: 1.7464, grad_norm: 5.0638 2022-03-01 04:20:36,721 - mmaction - INFO - Epoch [257][800/1878] lr: 1.000e-02, eta: 9 days, 23:14:12, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7965, loss_cls: 1.7888, loss: 1.7888, grad_norm: 5.2644 2022-03-01 04:21:02,364 - mmaction - INFO - Epoch [257][820/1878] lr: 1.000e-02, eta: 9 days, 23:12:22, time: 1.283, data_time: 0.068, memory: 9654, top1_acc: 0.5844, top5_acc: 0.8020, loss_cls: 1.7530, loss: 1.7530, grad_norm: 4.9938 2022-03-01 04:21:27,879 - mmaction - INFO - Epoch [257][840/1878] lr: 1.000e-02, eta: 9 days, 23:10:31, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8059, loss_cls: 1.7332, loss: 1.7332, grad_norm: 5.0106 2022-03-01 04:21:53,193 - mmaction - INFO - Epoch [257][860/1878] lr: 1.000e-02, eta: 9 days, 23:08:37, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7945, loss_cls: 1.8015, loss: 1.8015, grad_norm: 5.2730 2022-03-01 04:22:18,676 - mmaction - INFO - Epoch [257][880/1878] lr: 1.000e-02, eta: 9 days, 23:06:45, time: 1.275, data_time: 0.074, memory: 9654, top1_acc: 0.5883, top5_acc: 0.7953, loss_cls: 1.7712, loss: 1.7712, grad_norm: 4.9514 2022-03-01 04:22:44,034 - mmaction - INFO - Epoch [257][900/1878] lr: 1.000e-02, eta: 9 days, 23:04:52, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.6168, top5_acc: 0.8133, loss_cls: 1.6585, loss: 1.6585, grad_norm: 4.8314 2022-03-01 04:23:09,607 - mmaction - INFO - Epoch [257][920/1878] lr: 1.000e-02, eta: 9 days, 23:03:01, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7871, loss_cls: 1.8238, loss: 1.8238, grad_norm: 5.0983 2022-03-01 04:23:34,741 - mmaction - INFO - Epoch [257][940/1878] lr: 1.000e-02, eta: 9 days, 23:01:06, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8020, loss_cls: 1.7279, loss: 1.7279, grad_norm: 5.0730 2022-03-01 04:23:59,899 - mmaction - INFO - Epoch [257][960/1878] lr: 1.000e-02, eta: 9 days, 22:59:11, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.5805, top5_acc: 0.8012, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.1886 2022-03-01 04:24:25,538 - mmaction - INFO - Epoch [257][980/1878] lr: 1.000e-02, eta: 9 days, 22:57:21, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7945, loss_cls: 1.7699, loss: 1.7699, grad_norm: 5.1429 2022-03-01 04:24:51,109 - mmaction - INFO - Epoch [257][1000/1878] lr: 1.000e-02, eta: 9 days, 22:55:31, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.6023, top5_acc: 0.8016, loss_cls: 1.7219, loss: 1.7219, grad_norm: 5.0569 2022-03-01 04:25:16,058 - mmaction - INFO - Epoch [257][1020/1878] lr: 1.000e-02, eta: 9 days, 22:53:34, time: 1.248, data_time: 0.070, memory: 9654, top1_acc: 0.6008, top5_acc: 0.8039, loss_cls: 1.7599, loss: 1.7599, grad_norm: 5.0690 2022-03-01 04:25:41,326 - mmaction - INFO - Epoch [257][1040/1878] lr: 1.000e-02, eta: 9 days, 22:51:40, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.6117, top5_acc: 0.8121, loss_cls: 1.7008, loss: 1.7008, grad_norm: 4.9542 2022-03-01 04:26:06,798 - mmaction - INFO - Epoch [257][1060/1878] lr: 1.000e-02, eta: 9 days, 22:49:49, time: 1.274, data_time: 0.073, memory: 9654, top1_acc: 0.5840, top5_acc: 0.8000, loss_cls: 1.7314, loss: 1.7314, grad_norm: 5.0770 2022-03-01 04:26:32,275 - mmaction - INFO - Epoch [257][1080/1878] lr: 1.000e-02, eta: 9 days, 22:47:58, time: 1.273, data_time: 0.061, memory: 9654, top1_acc: 0.6008, top5_acc: 0.8027, loss_cls: 1.7478, loss: 1.7478, grad_norm: 5.2180 2022-03-01 04:26:57,795 - mmaction - INFO - Epoch [257][1100/1878] lr: 1.000e-02, eta: 9 days, 22:46:07, time: 1.277, data_time: 0.062, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8203, loss_cls: 1.6806, loss: 1.6806, grad_norm: 5.2130 2022-03-01 04:27:23,501 - mmaction - INFO - Epoch [257][1120/1878] lr: 1.000e-02, eta: 9 days, 22:44:19, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8039, loss_cls: 1.7590, loss: 1.7590, grad_norm: 5.2622 2022-03-01 04:27:49,000 - mmaction - INFO - Epoch [257][1140/1878] lr: 1.000e-02, eta: 9 days, 22:42:28, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7937, loss_cls: 1.8007, loss: 1.8007, grad_norm: 5.1016 2022-03-01 04:28:14,478 - mmaction - INFO - Epoch [257][1160/1878] lr: 1.000e-02, eta: 9 days, 22:40:37, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.6074, top5_acc: 0.8012, loss_cls: 1.7190, loss: 1.7190, grad_norm: 4.9613 2022-03-01 04:28:39,838 - mmaction - INFO - Epoch [257][1180/1878] lr: 1.000e-02, eta: 9 days, 22:38:45, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7922, loss_cls: 1.7986, loss: 1.7986, grad_norm: 5.1289 2022-03-01 04:29:05,316 - mmaction - INFO - Epoch [257][1200/1878] lr: 1.000e-02, eta: 9 days, 22:36:54, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7926, loss_cls: 1.7911, loss: 1.7911, grad_norm: 5.1404 2022-03-01 04:29:30,529 - mmaction - INFO - Epoch [257][1220/1878] lr: 1.000e-02, eta: 9 days, 22:35:01, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.5672, top5_acc: 0.7781, loss_cls: 1.8675, loss: 1.8675, grad_norm: 5.1725 2022-03-01 04:29:55,928 - mmaction - INFO - Epoch [257][1240/1878] lr: 1.000e-02, eta: 9 days, 22:33:09, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7863, loss_cls: 1.8042, loss: 1.8042, grad_norm: 5.0477 2022-03-01 04:30:21,895 - mmaction - INFO - Epoch [257][1260/1878] lr: 1.000e-02, eta: 9 days, 22:31:24, time: 1.297, data_time: 0.067, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8004, loss_cls: 1.7702, loss: 1.7702, grad_norm: 5.1005 2022-03-01 04:30:47,660 - mmaction - INFO - Epoch [257][1280/1878] lr: 1.000e-02, eta: 9 days, 22:29:36, time: 1.288, data_time: 0.065, memory: 9654, top1_acc: 0.5758, top5_acc: 0.7945, loss_cls: 1.8187, loss: 1.8187, grad_norm: 5.1782 2022-03-01 04:31:13,623 - mmaction - INFO - Epoch [257][1300/1878] lr: 1.000e-02, eta: 9 days, 22:27:50, time: 1.297, data_time: 0.064, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7992, loss_cls: 1.7885, loss: 1.7885, grad_norm: 5.1058 2022-03-01 04:31:38,878 - mmaction - INFO - Epoch [257][1320/1878] lr: 1.000e-02, eta: 9 days, 22:25:58, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7977, loss_cls: 1.7815, loss: 1.7815, grad_norm: 5.1019 2022-03-01 04:32:04,297 - mmaction - INFO - Epoch [257][1340/1878] lr: 1.000e-02, eta: 9 days, 22:24:07, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7910, loss_cls: 1.8216, loss: 1.8216, grad_norm: 5.1544 2022-03-01 04:32:29,504 - mmaction - INFO - Epoch [257][1360/1878] lr: 1.000e-02, eta: 9 days, 22:22:14, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8023, loss_cls: 1.7352, loss: 1.7352, grad_norm: 5.2055 2022-03-01 04:32:55,069 - mmaction - INFO - Epoch [257][1380/1878] lr: 1.000e-02, eta: 9 days, 22:20:25, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5691, top5_acc: 0.7926, loss_cls: 1.8147, loss: 1.8147, grad_norm: 5.1448 2022-03-01 04:33:20,278 - mmaction - INFO - Epoch [257][1400/1878] lr: 1.000e-02, eta: 9 days, 22:18:32, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7949, loss_cls: 1.7861, loss: 1.7861, grad_norm: 5.1474 2022-03-01 04:33:45,548 - mmaction - INFO - Epoch [257][1420/1878] lr: 1.000e-02, eta: 9 days, 22:16:40, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8020, loss_cls: 1.7580, loss: 1.7580, grad_norm: 5.1230 2022-03-01 04:34:11,058 - mmaction - INFO - Epoch [257][1440/1878] lr: 1.000e-02, eta: 9 days, 22:14:50, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7980, loss_cls: 1.7765, loss: 1.7765, grad_norm: 5.1616 2022-03-01 04:34:36,355 - mmaction - INFO - Epoch [257][1460/1878] lr: 1.000e-02, eta: 9 days, 22:12:58, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.5820, top5_acc: 0.7980, loss_cls: 1.7820, loss: 1.7820, grad_norm: 5.1060 2022-03-01 04:35:01,487 - mmaction - INFO - Epoch [257][1480/1878] lr: 1.000e-02, eta: 9 days, 22:11:05, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7906, loss_cls: 1.8065, loss: 1.8065, grad_norm: 5.1639 2022-03-01 04:35:27,057 - mmaction - INFO - Epoch [257][1500/1878] lr: 1.000e-02, eta: 9 days, 22:09:16, time: 1.278, data_time: 0.076, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8035, loss_cls: 1.7325, loss: 1.7325, grad_norm: 5.1244 2022-03-01 04:35:52,576 - mmaction - INFO - Epoch [257][1520/1878] lr: 1.000e-02, eta: 9 days, 22:07:27, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7934, loss_cls: 1.7680, loss: 1.7680, grad_norm: 5.0897 2022-03-01 04:36:17,971 - mmaction - INFO - Epoch [257][1540/1878] lr: 1.000e-02, eta: 9 days, 22:05:37, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7816, loss_cls: 1.8588, loss: 1.8588, grad_norm: 5.1356 2022-03-01 04:36:43,466 - mmaction - INFO - Epoch [257][1560/1878] lr: 1.000e-02, eta: 9 days, 22:03:47, time: 1.275, data_time: 0.062, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8070, loss_cls: 1.7315, loss: 1.7315, grad_norm: 5.0971 2022-03-01 04:37:08,904 - mmaction - INFO - Epoch [257][1580/1878] lr: 1.000e-02, eta: 9 days, 22:01:57, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.6016, top5_acc: 0.8109, loss_cls: 1.7028, loss: 1.7028, grad_norm: 4.9608 2022-03-01 04:37:34,316 - mmaction - INFO - Epoch [257][1600/1878] lr: 1.000e-02, eta: 9 days, 22:00:07, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8047, loss_cls: 1.7479, loss: 1.7479, grad_norm: 5.0455 2022-03-01 04:37:59,817 - mmaction - INFO - Epoch [257][1620/1878] lr: 1.000e-02, eta: 9 days, 21:58:18, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8043, loss_cls: 1.7485, loss: 1.7485, grad_norm: 5.0014 2022-03-01 04:38:25,169 - mmaction - INFO - Epoch [257][1640/1878] lr: 1.000e-02, eta: 9 days, 21:56:27, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.5969, top5_acc: 0.8016, loss_cls: 1.7011, loss: 1.7011, grad_norm: 5.0633 2022-03-01 04:38:50,742 - mmaction - INFO - Epoch [257][1660/1878] lr: 1.000e-02, eta: 9 days, 21:54:39, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.6039, top5_acc: 0.8078, loss_cls: 1.7191, loss: 1.7191, grad_norm: 5.1385 2022-03-01 04:39:16,116 - mmaction - INFO - Epoch [257][1680/1878] lr: 1.000e-02, eta: 9 days, 21:52:49, time: 1.269, data_time: 0.061, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8016, loss_cls: 1.7615, loss: 1.7615, grad_norm: 5.1959 2022-03-01 04:39:41,817 - mmaction - INFO - Epoch [257][1700/1878] lr: 1.000e-02, eta: 9 days, 21:51:02, time: 1.285, data_time: 0.068, memory: 9654, top1_acc: 0.6070, top5_acc: 0.8008, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.1200 2022-03-01 04:40:07,297 - mmaction - INFO - Epoch [257][1720/1878] lr: 1.000e-02, eta: 9 days, 21:49:13, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7934, loss_cls: 1.7785, loss: 1.7785, grad_norm: 5.0563 2022-03-01 04:40:33,149 - mmaction - INFO - Epoch [257][1740/1878] lr: 1.000e-02, eta: 9 days, 21:47:28, time: 1.292, data_time: 0.068, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7883, loss_cls: 1.8094, loss: 1.8094, grad_norm: 5.1827 2022-03-01 04:40:58,774 - mmaction - INFO - Epoch [257][1760/1878] lr: 1.000e-02, eta: 9 days, 21:45:41, time: 1.282, data_time: 0.075, memory: 9654, top1_acc: 0.5941, top5_acc: 0.7973, loss_cls: 1.7367, loss: 1.7367, grad_norm: 4.9073 2022-03-01 04:41:24,201 - mmaction - INFO - Epoch [257][1780/1878] lr: 1.000e-02, eta: 9 days, 21:43:51, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5801, top5_acc: 0.7980, loss_cls: 1.7598, loss: 1.7598, grad_norm: 5.0534 2022-03-01 04:41:49,308 - mmaction - INFO - Epoch [257][1800/1878] lr: 1.000e-02, eta: 9 days, 21:41:59, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.6059, top5_acc: 0.8047, loss_cls: 1.7056, loss: 1.7056, grad_norm: 4.9500 2022-03-01 04:42:14,661 - mmaction - INFO - Epoch [257][1820/1878] lr: 1.000e-02, eta: 9 days, 21:40:09, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8035, loss_cls: 1.7212, loss: 1.7212, grad_norm: 5.0893 2022-03-01 04:42:39,841 - mmaction - INFO - Epoch [257][1840/1878] lr: 1.000e-02, eta: 9 days, 21:38:17, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7973, loss_cls: 1.7615, loss: 1.7615, grad_norm: 4.9857 2022-03-01 04:43:05,154 - mmaction - INFO - Epoch [257][1860/1878] lr: 1.000e-02, eta: 9 days, 21:36:27, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8066, loss_cls: 1.7388, loss: 1.7388, grad_norm: 5.1902 2022-03-01 04:43:31,158 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 04:45:05,685 - mmaction - INFO - Epoch [258][20/1878] lr: 1.000e-02, eta: 9 days, 21:40:52, time: 4.725, data_time: 3.353, memory: 9654, top1_acc: 0.6027, top5_acc: 0.8070, loss_cls: 1.7346, loss: 1.7346, grad_norm: 5.1787 2022-03-01 04:45:30,533 - mmaction - INFO - Epoch [258][40/1878] lr: 1.000e-02, eta: 9 days, 21:38:56, time: 1.242, data_time: 0.068, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8066, loss_cls: 1.7163, loss: 1.7163, grad_norm: 5.0012 2022-03-01 04:45:55,593 - mmaction - INFO - Epoch [258][60/1878] lr: 1.000e-02, eta: 9 days, 21:37:04, time: 1.253, data_time: 0.067, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8027, loss_cls: 1.7231, loss: 1.7231, grad_norm: 4.9538 2022-03-01 04:46:20,544 - mmaction - INFO - Epoch [258][80/1878] lr: 1.000e-02, eta: 9 days, 21:35:10, time: 1.247, data_time: 0.069, memory: 9654, top1_acc: 0.5973, top5_acc: 0.8082, loss_cls: 1.7097, loss: 1.7097, grad_norm: 5.0654 2022-03-01 04:46:45,657 - mmaction - INFO - Epoch [258][100/1878] lr: 1.000e-02, eta: 9 days, 21:33:18, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8055, loss_cls: 1.7536, loss: 1.7536, grad_norm: 5.0638 2022-03-01 04:47:10,330 - mmaction - INFO - Epoch [258][120/1878] lr: 1.000e-02, eta: 9 days, 21:31:21, time: 1.235, data_time: 0.068, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8051, loss_cls: 1.7494, loss: 1.7494, grad_norm: 5.0518 2022-03-01 04:47:35,512 - mmaction - INFO - Epoch [258][140/1878] lr: 1.000e-02, eta: 9 days, 21:29:30, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8063, loss_cls: 1.7272, loss: 1.7272, grad_norm: 5.1548 2022-03-01 04:48:00,551 - mmaction - INFO - Epoch [258][160/1878] lr: 1.000e-02, eta: 9 days, 21:27:37, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.5941, top5_acc: 0.7898, loss_cls: 1.7682, loss: 1.7682, grad_norm: 5.0595 2022-03-01 04:48:25,593 - mmaction - INFO - Epoch [258][180/1878] lr: 1.000e-02, eta: 9 days, 21:25:45, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8012, loss_cls: 1.7418, loss: 1.7418, grad_norm: 4.9693 2022-03-01 04:48:50,634 - mmaction - INFO - Epoch [258][200/1878] lr: 1.000e-02, eta: 9 days, 21:23:52, time: 1.253, data_time: 0.060, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8090, loss_cls: 1.7089, loss: 1.7089, grad_norm: 5.0912 2022-03-01 04:49:15,705 - mmaction - INFO - Epoch [258][220/1878] lr: 1.000e-02, eta: 9 days, 21:22:00, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.5875, top5_acc: 0.7961, loss_cls: 1.7947, loss: 1.7947, grad_norm: 5.2774 2022-03-01 04:49:41,096 - mmaction - INFO - Epoch [258][240/1878] lr: 1.000e-02, eta: 9 days, 21:20:11, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8082, loss_cls: 1.7063, loss: 1.7063, grad_norm: 5.1759 2022-03-01 04:50:06,605 - mmaction - INFO - Epoch [258][260/1878] lr: 1.000e-02, eta: 9 days, 21:18:24, time: 1.276, data_time: 0.061, memory: 9654, top1_acc: 0.5977, top5_acc: 0.8031, loss_cls: 1.7435, loss: 1.7435, grad_norm: 5.0267 2022-03-01 04:50:32,027 - mmaction - INFO - Epoch [258][280/1878] lr: 1.000e-02, eta: 9 days, 21:16:36, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.5992, top5_acc: 0.7937, loss_cls: 1.7686, loss: 1.7686, grad_norm: 5.0813 2022-03-01 04:50:57,816 - mmaction - INFO - Epoch [258][300/1878] lr: 1.000e-02, eta: 9 days, 21:14:51, time: 1.289, data_time: 0.062, memory: 9654, top1_acc: 0.6031, top5_acc: 0.8047, loss_cls: 1.7255, loss: 1.7255, grad_norm: 5.1417 2022-03-01 04:51:23,485 - mmaction - INFO - Epoch [258][320/1878] lr: 1.000e-02, eta: 9 days, 21:13:04, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.5930, top5_acc: 0.7937, loss_cls: 1.7448, loss: 1.7448, grad_norm: 5.2070 2022-03-01 04:51:48,934 - mmaction - INFO - Epoch [258][340/1878] lr: 1.000e-02, eta: 9 days, 21:11:17, time: 1.276, data_time: 0.071, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8027, loss_cls: 1.7804, loss: 1.7804, grad_norm: 5.2327 2022-03-01 04:52:14,320 - mmaction - INFO - Epoch [258][360/1878] lr: 1.000e-02, eta: 9 days, 21:09:29, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5949, top5_acc: 0.8121, loss_cls: 1.7189, loss: 1.7189, grad_norm: 4.9961 2022-03-01 04:52:39,169 - mmaction - INFO - Epoch [258][380/1878] lr: 1.000e-02, eta: 9 days, 21:07:35, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.7320, loss: 1.7320, grad_norm: 5.0127 2022-03-01 04:53:04,460 - mmaction - INFO - Epoch [258][400/1878] lr: 1.000e-02, eta: 9 days, 21:05:46, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.5855, top5_acc: 0.8000, loss_cls: 1.7712, loss: 1.7712, grad_norm: 5.1330 2022-03-01 04:53:29,935 - mmaction - INFO - Epoch [258][420/1878] lr: 1.000e-02, eta: 9 days, 21:03:59, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8027, loss_cls: 1.7777, loss: 1.7777, grad_norm: 5.1777 2022-03-01 04:53:55,463 - mmaction - INFO - Epoch [258][440/1878] lr: 1.000e-02, eta: 9 days, 21:02:12, time: 1.276, data_time: 0.062, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7918, loss_cls: 1.8165, loss: 1.8165, grad_norm: 5.1983 2022-03-01 04:54:20,881 - mmaction - INFO - Epoch [258][460/1878] lr: 1.000e-02, eta: 9 days, 21:00:24, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.5934, top5_acc: 0.7930, loss_cls: 1.7198, loss: 1.7198, grad_norm: 5.0852 2022-03-01 04:54:46,269 - mmaction - INFO - Epoch [258][480/1878] lr: 1.000e-02, eta: 9 days, 20:58:36, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.5945, top5_acc: 0.7992, loss_cls: 1.7441, loss: 1.7441, grad_norm: 5.0291 2022-03-01 04:55:11,687 - mmaction - INFO - Epoch [258][500/1878] lr: 1.000e-02, eta: 9 days, 20:56:48, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8039, loss_cls: 1.7228, loss: 1.7228, grad_norm: 5.0054 2022-03-01 04:55:37,184 - mmaction - INFO - Epoch [258][520/1878] lr: 1.000e-02, eta: 9 days, 20:55:01, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.5863, top5_acc: 0.8109, loss_cls: 1.7311, loss: 1.7311, grad_norm: 4.9975 2022-03-01 04:56:02,874 - mmaction - INFO - Epoch [258][540/1878] lr: 1.000e-02, eta: 9 days, 20:53:17, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8066, loss_cls: 1.7541, loss: 1.7541, grad_norm: 5.1104 2022-03-01 04:56:28,181 - mmaction - INFO - Epoch [258][560/1878] lr: 1.000e-02, eta: 9 days, 20:51:28, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.5844, top5_acc: 0.8000, loss_cls: 1.7652, loss: 1.7652, grad_norm: 5.0947 2022-03-01 04:56:53,644 - mmaction - INFO - Epoch [258][580/1878] lr: 1.000e-02, eta: 9 days, 20:49:41, time: 1.273, data_time: 0.070, memory: 9654, top1_acc: 0.5980, top5_acc: 0.7941, loss_cls: 1.7490, loss: 1.7490, grad_norm: 5.0437 2022-03-01 04:57:18,818 - mmaction - INFO - Epoch [258][600/1878] lr: 1.000e-02, eta: 9 days, 20:47:51, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7996, loss_cls: 1.7608, loss: 1.7608, grad_norm: 5.0432 2022-03-01 04:57:44,334 - mmaction - INFO - Epoch [258][620/1878] lr: 1.000e-02, eta: 9 days, 20:46:04, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.6078, top5_acc: 0.8047, loss_cls: 1.6904, loss: 1.6904, grad_norm: 4.8964 2022-03-01 04:58:09,869 - mmaction - INFO - Epoch [258][640/1878] lr: 1.000e-02, eta: 9 days, 20:44:19, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7930, loss_cls: 1.7794, loss: 1.7794, grad_norm: 5.1009 2022-03-01 04:58:35,585 - mmaction - INFO - Epoch [258][660/1878] lr: 1.000e-02, eta: 9 days, 20:42:34, time: 1.285, data_time: 0.063, memory: 9654, top1_acc: 0.5891, top5_acc: 0.8023, loss_cls: 1.7327, loss: 1.7327, grad_norm: 5.2050 2022-03-01 04:59:00,821 - mmaction - INFO - Epoch [258][680/1878] lr: 1.000e-02, eta: 9 days, 20:40:46, time: 1.263, data_time: 0.071, memory: 9654, top1_acc: 0.5945, top5_acc: 0.8039, loss_cls: 1.7386, loss: 1.7386, grad_norm: 5.1476 2022-03-01 04:59:26,297 - mmaction - INFO - Epoch [258][700/1878] lr: 1.000e-02, eta: 9 days, 20:38:59, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.6008, top5_acc: 0.8117, loss_cls: 1.6981, loss: 1.6981, grad_norm: 5.1966 2022-03-01 04:59:51,802 - mmaction - INFO - Epoch [258][720/1878] lr: 1.000e-02, eta: 9 days, 20:37:13, time: 1.276, data_time: 0.062, memory: 9654, top1_acc: 0.5836, top5_acc: 0.8023, loss_cls: 1.7828, loss: 1.7828, grad_norm: 5.3016 2022-03-01 05:00:17,123 - mmaction - INFO - Epoch [258][740/1878] lr: 1.000e-02, eta: 9 days, 20:35:25, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.6074, top5_acc: 0.8133, loss_cls: 1.6804, loss: 1.6804, grad_norm: 5.0562 2022-03-01 05:00:42,849 - mmaction - INFO - Epoch [258][760/1878] lr: 1.000e-02, eta: 9 days, 20:33:42, time: 1.287, data_time: 0.066, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7996, loss_cls: 1.7664, loss: 1.7664, grad_norm: 5.1162 2022-03-01 05:01:08,662 - mmaction - INFO - Epoch [258][780/1878] lr: 1.000e-02, eta: 9 days, 20:31:59, time: 1.290, data_time: 0.069, memory: 9654, top1_acc: 0.5922, top5_acc: 0.8102, loss_cls: 1.7313, loss: 1.7313, grad_norm: 5.1269 2022-03-01 05:01:34,058 - mmaction - INFO - Epoch [258][800/1878] lr: 1.000e-02, eta: 9 days, 20:30:12, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7859, loss_cls: 1.8225, loss: 1.8225, grad_norm: 5.1809 2022-03-01 05:01:59,446 - mmaction - INFO - Epoch [258][820/1878] lr: 1.000e-02, eta: 9 days, 20:28:25, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7957, loss_cls: 1.7793, loss: 1.7793, grad_norm: 5.0799 2022-03-01 05:02:24,723 - mmaction - INFO - Epoch [258][840/1878] lr: 1.000e-02, eta: 9 days, 20:26:37, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.5887, top5_acc: 0.8133, loss_cls: 1.7152, loss: 1.7152, grad_norm: 5.1178 2022-03-01 05:02:50,120 - mmaction - INFO - Epoch [258][860/1878] lr: 1.000e-02, eta: 9 days, 20:24:50, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.5934, top5_acc: 0.8105, loss_cls: 1.7058, loss: 1.7058, grad_norm: 5.0405 2022-03-01 05:03:15,724 - mmaction - INFO - Epoch [258][880/1878] lr: 1.000e-02, eta: 9 days, 20:23:05, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8043, loss_cls: 1.7504, loss: 1.7504, grad_norm: 5.1714 2022-03-01 05:03:41,010 - mmaction - INFO - Epoch [258][900/1878] lr: 1.000e-02, eta: 9 days, 20:21:18, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.5969, top5_acc: 0.7949, loss_cls: 1.7500, loss: 1.7500, grad_norm: 5.1169 2022-03-01 05:04:06,101 - mmaction - INFO - Epoch [258][920/1878] lr: 1.000e-02, eta: 9 days, 20:19:28, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8105, loss_cls: 1.7236, loss: 1.7236, grad_norm: 5.0448 2022-03-01 05:04:31,549 - mmaction - INFO - Epoch [258][940/1878] lr: 1.000e-02, eta: 9 days, 20:17:42, time: 1.272, data_time: 0.062, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7980, loss_cls: 1.7605, loss: 1.7605, grad_norm: 5.1295 2022-03-01 05:04:56,853 - mmaction - INFO - Epoch [258][960/1878] lr: 1.000e-02, eta: 9 days, 20:15:55, time: 1.266, data_time: 0.071, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7965, loss_cls: 1.7877, loss: 1.7877, grad_norm: 5.0835 2022-03-01 05:05:22,127 - mmaction - INFO - Epoch [258][980/1878] lr: 1.000e-02, eta: 9 days, 20:14:07, time: 1.263, data_time: 0.060, memory: 9654, top1_acc: 0.5988, top5_acc: 0.8051, loss_cls: 1.7586, loss: 1.7586, grad_norm: 5.1777 2022-03-01 05:05:47,857 - mmaction - INFO - Epoch [258][1000/1878] lr: 1.000e-02, eta: 9 days, 20:12:24, time: 1.286, data_time: 0.063, memory: 9654, top1_acc: 0.5848, top5_acc: 0.7984, loss_cls: 1.7814, loss: 1.7814, grad_norm: 5.1956 2022-03-01 05:06:13,116 - mmaction - INFO - Epoch [258][1020/1878] lr: 1.000e-02, eta: 9 days, 20:10:36, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.6133, top5_acc: 0.8207, loss_cls: 1.6816, loss: 1.6816, grad_norm: 5.1129 2022-03-01 05:06:38,376 - mmaction - INFO - Epoch [258][1040/1878] lr: 1.000e-02, eta: 9 days, 20:08:49, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7953, loss_cls: 1.7849, loss: 1.7849, grad_norm: 4.9916 2022-03-01 05:07:03,762 - mmaction - INFO - Epoch [258][1060/1878] lr: 1.000e-02, eta: 9 days, 20:07:02, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.6074, top5_acc: 0.8043, loss_cls: 1.7050, loss: 1.7050, grad_norm: 5.0048 2022-03-01 05:07:29,091 - mmaction - INFO - Epoch [258][1080/1878] lr: 1.000e-02, eta: 9 days, 20:05:16, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.6066, top5_acc: 0.8047, loss_cls: 1.7081, loss: 1.7081, grad_norm: 4.9483 2022-03-01 05:07:54,541 - mmaction - INFO - Epoch [258][1100/1878] lr: 1.000e-02, eta: 9 days, 20:03:30, time: 1.272, data_time: 0.061, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7828, loss_cls: 1.8396, loss: 1.8396, grad_norm: 5.1733 2022-03-01 05:08:19,942 - mmaction - INFO - Epoch [258][1120/1878] lr: 1.000e-02, eta: 9 days, 20:01:44, time: 1.270, data_time: 0.074, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8051, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.9802 2022-03-01 05:08:45,375 - mmaction - INFO - Epoch [258][1140/1878] lr: 1.000e-02, eta: 9 days, 19:59:59, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8043, loss_cls: 1.7385, loss: 1.7385, grad_norm: 5.0784 2022-03-01 05:09:10,323 - mmaction - INFO - Epoch [258][1160/1878] lr: 1.000e-02, eta: 9 days, 19:58:09, time: 1.247, data_time: 0.062, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7937, loss_cls: 1.7962, loss: 1.7962, grad_norm: 5.1317 2022-03-01 05:09:35,663 - mmaction - INFO - Epoch [258][1180/1878] lr: 1.000e-02, eta: 9 days, 19:56:22, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7887, loss_cls: 1.7946, loss: 1.7946, grad_norm: 5.1976 2022-03-01 05:10:01,035 - mmaction - INFO - Epoch [258][1200/1878] lr: 1.000e-02, eta: 9 days, 19:54:36, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.6102, top5_acc: 0.8035, loss_cls: 1.7152, loss: 1.7152, grad_norm: 5.1272 2022-03-01 05:10:26,660 - mmaction - INFO - Epoch [258][1220/1878] lr: 1.000e-02, eta: 9 days, 19:52:53, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.5910, top5_acc: 0.8047, loss_cls: 1.7345, loss: 1.7345, grad_norm: 5.0952 2022-03-01 05:10:51,936 - mmaction - INFO - Epoch [258][1240/1878] lr: 1.000e-02, eta: 9 days, 19:51:06, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8121, loss_cls: 1.7110, loss: 1.7110, grad_norm: 4.9601 2022-03-01 05:11:17,325 - mmaction - INFO - Epoch [258][1260/1878] lr: 1.000e-02, eta: 9 days, 19:49:20, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.5836, top5_acc: 0.7977, loss_cls: 1.7786, loss: 1.7786, grad_norm: 5.0723 2022-03-01 05:11:42,846 - mmaction - INFO - Epoch [258][1280/1878] lr: 1.000e-02, eta: 9 days, 19:47:36, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.5867, top5_acc: 0.7902, loss_cls: 1.7683, loss: 1.7683, grad_norm: 5.1865 2022-03-01 05:12:07,958 - mmaction - INFO - Epoch [258][1300/1878] lr: 1.000e-02, eta: 9 days, 19:45:48, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.5883, top5_acc: 0.8047, loss_cls: 1.7504, loss: 1.7504, grad_norm: 5.0565 2022-03-01 05:12:33,161 - mmaction - INFO - Epoch [258][1320/1878] lr: 1.000e-02, eta: 9 days, 19:44:01, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7922, loss_cls: 1.8080, loss: 1.8080, grad_norm: 5.1326 2022-03-01 05:12:58,274 - mmaction - INFO - Epoch [258][1340/1878] lr: 1.000e-02, eta: 9 days, 19:42:13, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7980, loss_cls: 1.7869, loss: 1.7869, grad_norm: 5.0083 2022-03-01 05:13:23,830 - mmaction - INFO - Epoch [258][1360/1878] lr: 1.000e-02, eta: 9 days, 19:40:29, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8043, loss_cls: 1.7220, loss: 1.7220, grad_norm: 5.0385 2022-03-01 05:13:49,331 - mmaction - INFO - Epoch [258][1380/1878] lr: 1.000e-02, eta: 9 days, 19:38:45, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.5855, top5_acc: 0.7945, loss_cls: 1.7772, loss: 1.7772, grad_norm: 5.1871 2022-03-01 05:14:14,753 - mmaction - INFO - Epoch [258][1400/1878] lr: 1.000e-02, eta: 9 days, 19:37:00, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7859, loss_cls: 1.8171, loss: 1.8171, grad_norm: 5.2238 2022-03-01 05:14:40,195 - mmaction - INFO - Epoch [258][1420/1878] lr: 1.000e-02, eta: 9 days, 19:35:16, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7902, loss_cls: 1.8060, loss: 1.8060, grad_norm: 5.1495 2022-03-01 05:15:05,498 - mmaction - INFO - Epoch [258][1440/1878] lr: 1.000e-02, eta: 9 days, 19:33:30, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7965, loss_cls: 1.7906, loss: 1.7906, grad_norm: 5.1624 2022-03-01 05:15:30,634 - mmaction - INFO - Epoch [258][1460/1878] lr: 1.000e-02, eta: 9 days, 19:31:42, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.6148, top5_acc: 0.8141, loss_cls: 1.6846, loss: 1.6846, grad_norm: 5.0089 2022-03-01 05:15:56,065 - mmaction - INFO - Epoch [258][1480/1878] lr: 1.000e-02, eta: 9 days, 19:29:58, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5828, top5_acc: 0.7984, loss_cls: 1.7811, loss: 1.7811, grad_norm: 5.1332 2022-03-01 05:16:21,111 - mmaction - INFO - Epoch [258][1500/1878] lr: 1.000e-02, eta: 9 days, 19:28:09, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8012, loss_cls: 1.7102, loss: 1.7102, grad_norm: 4.9486 2022-03-01 05:16:46,148 - mmaction - INFO - Epoch [258][1520/1878] lr: 1.000e-02, eta: 9 days, 19:26:21, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.5895, top5_acc: 0.8059, loss_cls: 1.7355, loss: 1.7355, grad_norm: 5.0899 2022-03-01 05:17:11,257 - mmaction - INFO - Epoch [258][1540/1878] lr: 1.000e-02, eta: 9 days, 19:24:34, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.5914, top5_acc: 0.8148, loss_cls: 1.7471, loss: 1.7471, grad_norm: 5.1596 2022-03-01 05:17:36,484 - mmaction - INFO - Epoch [258][1560/1878] lr: 1.000e-02, eta: 9 days, 19:22:47, time: 1.261, data_time: 0.061, memory: 9654, top1_acc: 0.5898, top5_acc: 0.7961, loss_cls: 1.7784, loss: 1.7784, grad_norm: 5.1008 2022-03-01 05:18:01,407 - mmaction - INFO - Epoch [258][1580/1878] lr: 1.000e-02, eta: 9 days, 19:20:58, time: 1.246, data_time: 0.062, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7980, loss_cls: 1.7694, loss: 1.7694, grad_norm: 5.2988 2022-03-01 05:18:26,852 - mmaction - INFO - Epoch [258][1600/1878] lr: 1.000e-02, eta: 9 days, 19:19:14, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.5941, top5_acc: 0.7934, loss_cls: 1.7763, loss: 1.7763, grad_norm: 5.1444 2022-03-01 05:18:51,602 - mmaction - INFO - Epoch [258][1620/1878] lr: 1.000e-02, eta: 9 days, 19:17:23, time: 1.237, data_time: 0.065, memory: 9654, top1_acc: 0.5785, top5_acc: 0.7930, loss_cls: 1.7640, loss: 1.7640, grad_norm: 5.1858 2022-03-01 05:19:16,827 - mmaction - INFO - Epoch [258][1640/1878] lr: 1.000e-02, eta: 9 days, 19:15:37, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7616, loss: 1.7616, grad_norm: 5.1305 2022-03-01 05:19:42,196 - mmaction - INFO - Epoch [258][1660/1878] lr: 1.000e-02, eta: 9 days, 19:13:53, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7961, loss_cls: 1.7867, loss: 1.7867, grad_norm: 5.1173 2022-03-01 05:20:07,418 - mmaction - INFO - Epoch [258][1680/1878] lr: 1.000e-02, eta: 9 days, 19:12:07, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8141, loss_cls: 1.6990, loss: 1.6990, grad_norm: 5.0012 2022-03-01 05:20:33,149 - mmaction - INFO - Epoch [258][1700/1878] lr: 1.000e-02, eta: 9 days, 19:10:26, time: 1.287, data_time: 0.071, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7949, loss_cls: 1.8122, loss: 1.8122, grad_norm: 5.1982 2022-03-01 05:20:58,341 - mmaction - INFO - Epoch [258][1720/1878] lr: 1.000e-02, eta: 9 days, 19:08:40, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.5695, top5_acc: 0.7988, loss_cls: 1.7997, loss: 1.7997, grad_norm: 5.1802 2022-03-01 05:21:23,915 - mmaction - INFO - Epoch [258][1740/1878] lr: 1.000e-02, eta: 9 days, 19:06:58, time: 1.278, data_time: 0.063, memory: 9654, top1_acc: 0.5766, top5_acc: 0.7867, loss_cls: 1.8149, loss: 1.8149, grad_norm: 5.2082 2022-03-01 05:21:49,490 - mmaction - INFO - Epoch [258][1760/1878] lr: 1.000e-02, eta: 9 days, 19:05:15, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.6035, top5_acc: 0.8063, loss_cls: 1.6992, loss: 1.6992, grad_norm: 5.0076 2022-03-01 05:22:14,531 - mmaction - INFO - Epoch [258][1780/1878] lr: 1.000e-02, eta: 9 days, 19:03:28, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8059, loss_cls: 1.7243, loss: 1.7243, grad_norm: 5.1137 2022-03-01 05:22:39,798 - mmaction - INFO - Epoch [258][1800/1878] lr: 1.000e-02, eta: 9 days, 19:01:43, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.5824, top5_acc: 0.7914, loss_cls: 1.7948, loss: 1.7948, grad_norm: 5.1846 2022-03-01 05:23:04,911 - mmaction - INFO - Epoch [258][1820/1878] lr: 1.000e-02, eta: 9 days, 18:59:56, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7922, loss_cls: 1.8142, loss: 1.8142, grad_norm: 5.1563 2022-03-01 05:23:30,059 - mmaction - INFO - Epoch [258][1840/1878] lr: 1.000e-02, eta: 9 days, 18:58:10, time: 1.258, data_time: 0.061, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8016, loss_cls: 1.7912, loss: 1.7912, grad_norm: 5.2119 2022-03-01 05:23:55,411 - mmaction - INFO - Epoch [258][1860/1878] lr: 1.000e-02, eta: 9 days, 18:56:26, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7922, loss_cls: 1.7939, loss: 1.7939, grad_norm: 5.1841 2022-03-01 05:24:22,158 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 05:24:22,252 - mmaction - INFO - 110 BN found 2022-03-01 05:28:50,514 - mmaction - INFO - BN stats updated 2022-03-01 05:28:52,519 - mmaction - INFO - Saving checkpoint at 258 epochs 2022-03-01 05:32:25,458 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 05:32:26,319 - mmaction - INFO - top1_acc 0.6482 top5_acc 0.8593 2022-03-01 05:32:26,319 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 05:32:26,349 - mmaction - INFO - mean_acc 0.6481 2022-03-01 05:32:26,357 - mmaction - INFO - Epoch(val) [258][155] top1_acc: 0.6482, top5_acc: 0.8593, mean_class_accuracy: 0.6481 2022-03-01 05:32:27,548 - mmaction - INFO - 0 subbns modified to 1. 2022-03-01 05:34:01,716 - mmaction - INFO - Epoch [259][20/1878] lr: 1.000e-02, eta: 9 days, 19:00:40, time: 4.708, data_time: 3.524, memory: 9654, top1_acc: 0.5941, top5_acc: 0.8051, loss_cls: 1.7199, loss: 1.7199, grad_norm: 5.1021 2022-03-01 05:34:26,521 - mmaction - INFO - Epoch [259][40/1878] lr: 1.000e-02, eta: 9 days, 18:58:50, time: 1.239, data_time: 0.073, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8078, loss_cls: 1.6785, loss: 1.6785, grad_norm: 5.0002 2022-03-01 05:34:51,484 - mmaction - INFO - Epoch [259][60/1878] lr: 1.000e-02, eta: 9 days, 18:57:02, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.6074, top5_acc: 0.8074, loss_cls: 1.6892, loss: 1.6892, grad_norm: 5.0799 2022-03-01 05:35:16,309 - mmaction - INFO - Epoch [259][80/1878] lr: 1.000e-02, eta: 9 days, 18:55:13, time: 1.241, data_time: 0.071, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8070, loss_cls: 1.7086, loss: 1.7086, grad_norm: 5.1884 2022-03-01 05:35:41,086 - mmaction - INFO - Epoch [259][100/1878] lr: 1.000e-02, eta: 9 days, 18:53:23, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.5820, top5_acc: 0.8090, loss_cls: 1.7398, loss: 1.7398, grad_norm: 5.2047 2022-03-01 05:36:06,328 - mmaction - INFO - Epoch [259][120/1878] lr: 1.000e-02, eta: 9 days, 18:51:39, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.6047, top5_acc: 0.8059, loss_cls: 1.7217, loss: 1.7217, grad_norm: 5.1121 2022-03-01 05:36:31,296 - mmaction - INFO - Epoch [259][140/1878] lr: 1.000e-02, eta: 9 days, 18:49:51, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.5949, top5_acc: 0.8031, loss_cls: 1.7439, loss: 1.7439, grad_norm: 5.1438 2022-03-01 05:36:56,550 - mmaction - INFO - Epoch [259][160/1878] lr: 1.000e-02, eta: 9 days, 18:48:06, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.5824, top5_acc: 0.8016, loss_cls: 1.7660, loss: 1.7660, grad_norm: 5.1192 2022-03-01 05:37:21,870 - mmaction - INFO - Epoch [259][180/1878] lr: 1.000e-02, eta: 9 days, 18:46:22, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.5918, top5_acc: 0.7965, loss_cls: 1.7728, loss: 1.7728, grad_norm: 5.1202 2022-03-01 05:37:47,040 - mmaction - INFO - Epoch [259][200/1878] lr: 1.000e-02, eta: 9 days, 18:44:37, time: 1.259, data_time: 0.060, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8039, loss_cls: 1.7458, loss: 1.7458, grad_norm: 5.0981 2022-03-01 05:38:12,588 - mmaction - INFO - Epoch [259][220/1878] lr: 1.000e-02, eta: 9 days, 18:42:55, time: 1.277, data_time: 0.060, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8098, loss_cls: 1.7342, loss: 1.7342, grad_norm: 5.0352 2022-03-01 05:38:37,880 - mmaction - INFO - Epoch [259][240/1878] lr: 1.000e-02, eta: 9 days, 18:41:11, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7879, loss_cls: 1.8119, loss: 1.8119, grad_norm: 5.2176 2022-03-01 05:39:03,144 - mmaction - INFO - Epoch [259][260/1878] lr: 1.000e-02, eta: 9 days, 18:39:26, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.5832, top5_acc: 0.7980, loss_cls: 1.7519, loss: 1.7519, grad_norm: 5.0992 2022-03-01 05:39:28,329 - mmaction - INFO - Epoch [259][280/1878] lr: 1.000e-02, eta: 9 days, 18:37:42, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.6023, top5_acc: 0.8023, loss_cls: 1.7366, loss: 1.7366, grad_norm: 5.0975 2022-03-01 05:39:53,501 - mmaction - INFO - Epoch [259][300/1878] lr: 1.000e-02, eta: 9 days, 18:35:57, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.6109, top5_acc: 0.8109, loss_cls: 1.6579, loss: 1.6579, grad_norm: 5.0366 2022-03-01 05:40:19,059 - mmaction - INFO - Epoch [259][320/1878] lr: 1.000e-02, eta: 9 days, 18:34:15, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.5926, top5_acc: 0.7945, loss_cls: 1.7456, loss: 1.7456, grad_norm: 5.0300 2022-03-01 05:40:44,650 - mmaction - INFO - Epoch [259][340/1878] lr: 1.000e-02, eta: 9 days, 18:32:34, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8121, loss_cls: 1.7107, loss: 1.7107, grad_norm: 4.9207 2022-03-01 05:41:10,293 - mmaction - INFO - Epoch [259][360/1878] lr: 1.000e-02, eta: 9 days, 18:30:54, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.5895, top5_acc: 0.7961, loss_cls: 1.7652, loss: 1.7652, grad_norm: 5.1436 2022-03-01 05:41:35,912 - mmaction - INFO - Epoch [259][380/1878] lr: 1.000e-02, eta: 9 days, 18:29:13, time: 1.282, data_time: 0.065, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7887, loss_cls: 1.8026, loss: 1.8026, grad_norm: 5.2574 2022-03-01 05:42:01,304 - mmaction - INFO - Epoch [259][400/1878] lr: 1.000e-02, eta: 9 days, 18:27:31, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8027, loss_cls: 1.7246, loss: 1.7246, grad_norm: 5.1133 2022-03-01 05:42:26,882 - mmaction - INFO - Epoch [259][420/1878] lr: 1.000e-02, eta: 9 days, 18:25:50, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.5852, top5_acc: 0.7996, loss_cls: 1.7601, loss: 1.7601, grad_norm: 5.0919 2022-03-01 05:42:52,372 - mmaction - INFO - Epoch [259][440/1878] lr: 1.000e-02, eta: 9 days, 18:24:08, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7973, loss_cls: 1.7672, loss: 1.7672, grad_norm: 5.0286 2022-03-01 05:43:17,561 - mmaction - INFO - Epoch [259][460/1878] lr: 1.000e-02, eta: 9 days, 18:22:24, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.5859, top5_acc: 0.8023, loss_cls: 1.7690, loss: 1.7690, grad_norm: 5.1636 2022-03-01 05:43:42,884 - mmaction - INFO - Epoch [259][480/1878] lr: 1.000e-02, eta: 9 days, 18:20:41, time: 1.266, data_time: 0.059, memory: 9654, top1_acc: 0.6035, top5_acc: 0.7980, loss_cls: 1.7252, loss: 1.7252, grad_norm: 5.0839 2022-03-01 05:44:08,611 - mmaction - INFO - Epoch [259][500/1878] lr: 1.000e-02, eta: 9 days, 18:19:01, time: 1.287, data_time: 0.068, memory: 9654, top1_acc: 0.6086, top5_acc: 0.8133, loss_cls: 1.6432, loss: 1.6432, grad_norm: 5.0301 2022-03-01 05:44:34,234 - mmaction - INFO - Epoch [259][520/1878] lr: 1.000e-02, eta: 9 days, 18:17:21, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.5992, top5_acc: 0.8051, loss_cls: 1.7478, loss: 1.7478, grad_norm: 5.1121 2022-03-01 05:44:59,482 - mmaction - INFO - Epoch [259][540/1878] lr: 1.000e-02, eta: 9 days, 18:15:38, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.5852, top5_acc: 0.8047, loss_cls: 1.7549, loss: 1.7549, grad_norm: 5.0889 2022-03-01 05:45:24,900 - mmaction - INFO - Epoch [259][560/1878] lr: 1.000e-02, eta: 9 days, 18:13:56, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7988, loss_cls: 1.7907, loss: 1.7907, grad_norm: 5.2399 2022-03-01 05:45:50,104 - mmaction - INFO - Epoch [259][580/1878] lr: 1.000e-02, eta: 9 days, 18:12:12, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8090, loss_cls: 1.7128, loss: 1.7128, grad_norm: 5.0866 2022-03-01 05:46:15,803 - mmaction - INFO - Epoch [259][600/1878] lr: 1.000e-02, eta: 9 days, 18:10:33, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8039, loss_cls: 1.6947, loss: 1.6947, grad_norm: 5.1035 2022-03-01 05:46:41,155 - mmaction - INFO - Epoch [259][620/1878] lr: 1.000e-02, eta: 9 days, 18:08:50, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.5789, top5_acc: 0.8031, loss_cls: 1.7911, loss: 1.7911, grad_norm: 5.1463 2022-03-01 05:47:06,375 - mmaction - INFO - Epoch [259][640/1878] lr: 1.000e-02, eta: 9 days, 18:07:07, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.5828, top5_acc: 0.8043, loss_cls: 1.7576, loss: 1.7576, grad_norm: 5.1692 2022-03-01 05:47:31,480 - mmaction - INFO - Epoch [259][660/1878] lr: 1.000e-02, eta: 9 days, 18:05:22, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8066, loss_cls: 1.7340, loss: 1.7340, grad_norm: 5.1800 2022-03-01 05:47:56,888 - mmaction - INFO - Epoch [259][680/1878] lr: 1.000e-02, eta: 9 days, 18:03:40, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.5910, top5_acc: 0.7996, loss_cls: 1.7464, loss: 1.7464, grad_norm: 5.1813 2022-03-01 05:48:22,301 - mmaction - INFO - Epoch [259][700/1878] lr: 1.000e-02, eta: 9 days, 18:01:59, time: 1.272, data_time: 0.060, memory: 9654, top1_acc: 0.5949, top5_acc: 0.8121, loss_cls: 1.7075, loss: 1.7075, grad_norm: 5.1270 2022-03-01 05:48:47,787 - mmaction - INFO - Epoch [259][720/1878] lr: 1.000e-02, eta: 9 days, 18:00:18, time: 1.274, data_time: 0.059, memory: 9654, top1_acc: 0.5871, top5_acc: 0.7996, loss_cls: 1.7646, loss: 1.7646, grad_norm: 5.1838 2022-03-01 05:49:12,788 - mmaction - INFO - Epoch [259][740/1878] lr: 1.000e-02, eta: 9 days, 17:58:32, time: 1.251, data_time: 0.067, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8027, loss_cls: 1.7604, loss: 1.7604, grad_norm: 5.0478 2022-03-01 05:49:38,330 - mmaction - INFO - Epoch [259][760/1878] lr: 1.000e-02, eta: 9 days, 17:56:52, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.5797, top5_acc: 0.7957, loss_cls: 1.7939, loss: 1.7939, grad_norm: 5.0731 2022-03-01 05:50:03,586 - mmaction - INFO - Epoch [259][780/1878] lr: 1.000e-02, eta: 9 days, 17:55:09, time: 1.262, data_time: 0.060, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8090, loss_cls: 1.7462, loss: 1.7462, grad_norm: 5.0770 2022-03-01 05:50:29,217 - mmaction - INFO - Epoch [259][800/1878] lr: 1.000e-02, eta: 9 days, 17:53:30, time: 1.281, data_time: 0.062, memory: 9654, top1_acc: 0.5859, top5_acc: 0.7945, loss_cls: 1.7793, loss: 1.7793, grad_norm: 5.1815 2022-03-01 05:50:54,935 - mmaction - INFO - Epoch [259][820/1878] lr: 1.000e-02, eta: 9 days, 17:51:52, time: 1.286, data_time: 0.071, memory: 9654, top1_acc: 0.6035, top5_acc: 0.8125, loss_cls: 1.7265, loss: 1.7265, grad_norm: 5.0272 2022-03-01 05:51:20,299 - mmaction - INFO - Epoch [259][840/1878] lr: 1.000e-02, eta: 9 days, 17:50:10, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8125, loss_cls: 1.7108, loss: 1.7108, grad_norm: 5.0082 2022-03-01 05:51:45,711 - mmaction - INFO - Epoch [259][860/1878] lr: 1.000e-02, eta: 9 days, 17:48:29, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.5938, top5_acc: 0.7977, loss_cls: 1.7570, loss: 1.7570, grad_norm: 5.0118 2022-03-01 05:52:11,101 - mmaction - INFO - Epoch [259][880/1878] lr: 1.000e-02, eta: 9 days, 17:46:47, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.5902, top5_acc: 0.8051, loss_cls: 1.7125, loss: 1.7125, grad_norm: 5.1981 2022-03-01 05:52:36,301 - mmaction - INFO - Epoch [259][900/1878] lr: 1.000e-02, eta: 9 days, 17:45:04, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.5699, top5_acc: 0.7914, loss_cls: 1.8159, loss: 1.8159, grad_norm: 5.2869 2022-03-01 05:53:01,796 - mmaction - INFO - Epoch [259][920/1878] lr: 1.000e-02, eta: 9 days, 17:43:24, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7934, loss_cls: 1.7923, loss: 1.7923, grad_norm: 5.2527 2022-03-01 05:53:27,308 - mmaction - INFO - Epoch [259][940/1878] lr: 1.000e-02, eta: 9 days, 17:41:44, time: 1.275, data_time: 0.058, memory: 9654, top1_acc: 0.6012, top5_acc: 0.7980, loss_cls: 1.7614, loss: 1.7614, grad_norm: 5.0539 2022-03-01 05:53:52,996 - mmaction - INFO - Epoch [259][960/1878] lr: 1.000e-02, eta: 9 days, 17:40:06, time: 1.285, data_time: 0.064, memory: 9654, top1_acc: 0.5984, top5_acc: 0.8070, loss_cls: 1.7512, loss: 1.7512, grad_norm: 5.1743 2022-03-01 05:54:18,409 - mmaction - INFO - Epoch [259][980/1878] lr: 1.000e-02, eta: 9 days, 17:38:25, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.5832, top5_acc: 0.8133, loss_cls: 1.7306, loss: 1.7306, grad_norm: 5.1703 2022-03-01 05:54:43,798 - mmaction - INFO - Epoch [259][1000/1878] lr: 1.000e-02, eta: 9 days, 17:36:44, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.5957, top5_acc: 0.8043, loss_cls: 1.7518, loss: 1.7518, grad_norm: 5.0862 2022-03-01 05:55:09,276 - mmaction - INFO - Epoch [259][1020/1878] lr: 1.000e-02, eta: 9 days, 17:35:04, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8020, loss_cls: 1.7514, loss: 1.7514, grad_norm: 5.0874 2022-03-01 05:55:34,745 - mmaction - INFO - Epoch [259][1040/1878] lr: 1.000e-02, eta: 9 days, 17:33:24, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8016, loss_cls: 1.7609, loss: 1.7609, grad_norm: 5.1736 2022-03-01 05:56:00,144 - mmaction - INFO - Epoch [259][1060/1878] lr: 1.000e-02, eta: 9 days, 17:31:43, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.5766, top5_acc: 0.8016, loss_cls: 1.7827, loss: 1.7827, grad_norm: 5.0983 2022-03-01 05:56:25,295 - mmaction - INFO - Epoch [259][1080/1878] lr: 1.000e-02, eta: 9 days, 17:30:00, time: 1.257, data_time: 0.060, memory: 9654, top1_acc: 0.6020, top5_acc: 0.8074, loss_cls: 1.7083, loss: 1.7083, grad_norm: 5.0259 2022-03-01 05:56:51,042 - mmaction - INFO - Epoch [259][1100/1878] lr: 1.000e-02, eta: 9 days, 17:28:23, time: 1.288, data_time: 0.068, memory: 9654, top1_acc: 0.5969, top5_acc: 0.8121, loss_cls: 1.7290, loss: 1.7290, grad_norm: 5.1328 2022-03-01 05:57:16,627 - mmaction - INFO - Epoch [259][1120/1878] lr: 1.000e-02, eta: 9 days, 17:26:44, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.5891, top5_acc: 0.7941, loss_cls: 1.7400, loss: 1.7400, grad_norm: 5.0977 2022-03-01 05:57:42,075 - mmaction - INFO - Epoch [259][1140/1878] lr: 1.000e-02, eta: 9 days, 17:25:04, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8004, loss_cls: 1.7628, loss: 1.7628, grad_norm: 5.0756 2022-03-01 05:58:07,310 - mmaction - INFO - Epoch [259][1160/1878] lr: 1.000e-02, eta: 9 days, 17:23:22, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.5898, top5_acc: 0.8027, loss_cls: 1.7380, loss: 1.7380, grad_norm: 5.1598 2022-03-01 05:58:32,485 - mmaction - INFO - Epoch [259][1180/1878] lr: 1.000e-02, eta: 9 days, 17:21:39, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7937, loss_cls: 1.7578, loss: 1.7578, grad_norm: 5.1748 2022-03-01 05:58:57,987 - mmaction - INFO - Epoch [259][1200/1878] lr: 1.000e-02, eta: 9 days, 17:20:00, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.5887, top5_acc: 0.7992, loss_cls: 1.7848, loss: 1.7848, grad_norm: 5.0321 2022-03-01 05:59:23,215 - mmaction - INFO - Epoch [259][1220/1878] lr: 1.000e-02, eta: 9 days, 17:18:18, time: 1.261, data_time: 0.057, memory: 9654, top1_acc: 0.5871, top5_acc: 0.8020, loss_cls: 1.7648, loss: 1.7648, grad_norm: 5.0830 2022-03-01 05:59:48,633 - mmaction - INFO - Epoch [259][1240/1878] lr: 1.000e-02, eta: 9 days, 17:16:38, time: 1.271, data_time: 0.060, memory: 9654, top1_acc: 0.5918, top5_acc: 0.8027, loss_cls: 1.7362, loss: 1.7362, grad_norm: 5.1521 2022-03-01 06:00:14,218 - mmaction - INFO - Epoch [259][1260/1878] lr: 1.000e-02, eta: 9 days, 17:15:00, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.5926, top5_acc: 0.8086, loss_cls: 1.7216, loss: 1.7216, grad_norm: 5.0946 2022-03-01 06:00:40,095 - mmaction - INFO - Epoch [259][1280/1878] lr: 1.000e-02, eta: 9 days, 17:13:24, time: 1.294, data_time: 0.067, memory: 9654, top1_acc: 0.5844, top5_acc: 0.7930, loss_cls: 1.7971, loss: 1.7971, grad_norm: 5.1131 2022-03-01 06:01:05,913 - mmaction - INFO - Epoch [259][1300/1878] lr: 1.000e-02, eta: 9 days, 17:11:48, time: 1.291, data_time: 0.067, memory: 9654, top1_acc: 0.5813, top5_acc: 0.7898, loss_cls: 1.8386, loss: 1.8386, grad_norm: 5.1032 2022-03-01 06:01:31,294 - mmaction - INFO - Epoch [259][1320/1878] lr: 1.000e-02, eta: 9 days, 17:10:08, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.5734, top5_acc: 0.7742, loss_cls: 1.8611, loss: 1.8611, grad_norm: 5.1134 2022-03-01 06:01:56,714 - mmaction - INFO - Epoch [259][1340/1878] lr: 1.000e-02, eta: 9 days, 17:08:28, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8051, loss_cls: 1.7077, loss: 1.7077, grad_norm: 4.9747 2022-03-01 06:02:22,024 - mmaction - INFO - Epoch [259][1360/1878] lr: 1.000e-02, eta: 9 days, 17:06:47, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.5961, top5_acc: 0.8109, loss_cls: 1.7543, loss: 1.7543, grad_norm: 5.0781 2022-03-01 06:02:47,406 - mmaction - INFO - Epoch [259][1380/1878] lr: 1.000e-02, eta: 9 days, 17:05:07, time: 1.269, data_time: 0.060, memory: 9654, top1_acc: 0.5879, top5_acc: 0.7961, loss_cls: 1.7635, loss: 1.7635, grad_norm: 5.0575 2022-03-01 06:03:12,891 - mmaction - INFO - Epoch [259][1400/1878] lr: 1.000e-02, eta: 9 days, 17:03:28, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8156, loss_cls: 1.7086, loss: 1.7086, grad_norm: 5.1443 2022-03-01 06:03:38,259 - mmaction - INFO - Epoch [259][1420/1878] lr: 1.000e-02, eta: 9 days, 17:01:48, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.5953, top5_acc: 0.7996, loss_cls: 1.7442, loss: 1.7442, grad_norm: 5.1018 2022-03-01 06:04:03,584 - mmaction - INFO - Epoch [259][1440/1878] lr: 1.000e-02, eta: 9 days, 17:00:08, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.6012, top5_acc: 0.8078, loss_cls: 1.7259, loss: 1.7259, grad_norm: 5.1663 2022-03-01 06:04:29,289 - mmaction - INFO - Epoch [259][1460/1878] lr: 1.000e-02, eta: 9 days, 16:58:31, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.6016, top5_acc: 0.8059, loss_cls: 1.7242, loss: 1.7242, grad_norm: 5.1750 2022-03-01 06:04:54,416 - mmaction - INFO - Epoch [259][1480/1878] lr: 1.000e-02, eta: 9 days, 16:56:49, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.5848, top5_acc: 0.8094, loss_cls: 1.7584, loss: 1.7584, grad_norm: 5.1770 2022-03-01 06:05:19,865 - mmaction - INFO - Epoch [259][1500/1878] lr: 1.000e-02, eta: 9 days, 16:55:10, time: 1.272, data_time: 0.059, memory: 9654, top1_acc: 0.5996, top5_acc: 0.7957, loss_cls: 1.7833, loss: 1.7833, grad_norm: 5.2232 2022-03-01 06:05:45,463 - mmaction - INFO - Epoch [259][1520/1878] lr: 1.000e-02, eta: 9 days, 16:53:32, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.5938, top5_acc: 0.7945, loss_cls: 1.7578, loss: 1.7578, grad_norm: 5.1142 2022-03-01 06:06:10,949 - mmaction - INFO - Epoch [259][1540/1878] lr: 1.000e-02, eta: 9 days, 16:51:54, time: 1.275, data_time: 0.069, memory: 9654, top1_acc: 0.5777, top5_acc: 0.7895, loss_cls: 1.8156, loss: 1.8156, grad_norm: 5.1641 2022-03-01 06:06:36,597 - mmaction - INFO - Epoch [259][1560/1878] lr: 1.000e-02, eta: 9 days, 16:50:17, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.5770, top5_acc: 0.7863, loss_cls: 1.8335, loss: 1.8335, grad_norm: 5.1936 2022-03-01 06:07:02,045 - mmaction - INFO - Epoch [259][1580/1878] lr: 1.000e-02, eta: 9 days, 16:48:38, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.5687, top5_acc: 0.7852, loss_cls: 1.8562, loss: 1.8562, grad_norm: 5.2011 2022-03-01 06:07:27,571 - mmaction - INFO - Epoch [259][1600/1878] lr: 1.000e-02, eta: 9 days, 16:47:00, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.5996, top5_acc: 0.8043, loss_cls: 1.7156, loss: 1.7156, grad_norm: 5.1316 2022-03-01 06:07:52,942 - mmaction - INFO - Epoch [259][1620/1878] lr: 1.000e-02, eta: 9 days, 16:45:21, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.5906, top5_acc: 0.8035, loss_cls: 1.7316, loss: 1.7316, grad_norm: 5.2089 2022-03-01 06:08:18,108 - mmaction - INFO - Epoch [259][1640/1878] lr: 1.000e-02, eta: 9 days, 16:43:39, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.5840, top5_acc: 0.7844, loss_cls: 1.8553, loss: 1.8553, grad_norm: 5.1597 2022-03-01 06:08:43,808 - mmaction - INFO - Epoch [259][1660/1878] lr: 1.000e-02, eta: 9 days, 16:42:03, time: 1.285, data_time: 0.069, memory: 9654, top1_acc: 0.5914, top5_acc: 0.7945, loss_cls: 1.7500, loss: 1.7500, grad_norm: 5.0414 2022-03-01 06:09:09,157 - mmaction - INFO - Epoch [259][1680/1878] lr: 1.000e-02, eta: 9 days, 16:40:23, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.5863, top5_acc: 0.7992, loss_cls: 1.7972, loss: 1.7972, grad_norm: 5.1377 2022-03-01 06:09:34,131 - mmaction - INFO - Epoch [259][1700/1878] lr: 1.000e-02, eta: 9 days, 16:38:41, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.6004, top5_acc: 0.8090, loss_cls: 1.7223, loss: 1.7223, grad_norm: 5.0889 2022-03-01 06:09:59,591 - mmaction - INFO - Epoch [259][1720/1878] lr: 1.000e-02, eta: 9 days, 16:37:02, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.5949, top5_acc: 0.7965, loss_cls: 1.7495, loss: 1.7495, grad_norm: 5.0918 2022-03-01 06:10:25,355 - mmaction - INFO - Epoch [259][1740/1878] lr: 1.000e-02, eta: 9 days, 16:35:27, time: 1.288, data_time: 0.063, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8012, loss_cls: 1.7522, loss: 1.7522, grad_norm: 5.1525 2022-03-01 06:10:50,943 - mmaction - INFO - Epoch [259][1760/1878] lr: 1.000e-02, eta: 9 days, 16:33:50, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.5781, top5_acc: 0.7992, loss_cls: 1.7886, loss: 1.7886, grad_norm: 5.1871 2022-03-01 06:11:16,279 - mmaction - INFO - Epoch [259][1780/1878] lr: 1.000e-02, eta: 9 days, 16:32:10, time: 1.266, data_time: 0.058, memory: 9654, top1_acc: 0.5953, top5_acc: 0.8055, loss_cls: 1.7550, loss: 1.7550, grad_norm: 5.1169 2022-03-01 06:11:41,475 - mmaction - INFO - Epoch [259][1800/1878] lr: 1.000e-02, eta: 9 days, 16:30:30, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.5789, top5_acc: 0.7891, loss_cls: 1.8147, loss: 1.8147, grad_norm: 5.1189 2022-03-01 06:12:06,838 - mmaction - INFO - Epoch [259][1820/1878] lr: 1.000e-02, eta: 9 days, 16:28:51, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.5906, top5_acc: 0.7922, loss_cls: 1.7740, loss: 1.7740, grad_norm: 5.1740 2022-03-01 06:12:32,444 - mmaction - INFO - Epoch [259][1840/1878] lr: 1.000e-02, eta: 9 days, 16:27:14, time: 1.281, data_time: 0.069, memory: 9654, top1_acc: 0.5930, top5_acc: 0.8129, loss_cls: 1.7209, loss: 1.7209, grad_norm: 5.1105 2022-03-01 06:12:57,748 - mmaction - INFO - Epoch [259][1860/1878] lr: 1.000e-02, eta: 9 days, 16:25:35, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.6027, top5_acc: 0.8063, loss_cls: 1.7216, loss: 1.7216, grad_norm: 5.1161 2022-03-01 06:13:25,042 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 06:15:47,085 - mmaction - INFO - Epoch [260][20/234] lr: 8.000e-03, eta: -2 days, 15:34:30, time: 7.102, data_time: 4.747, memory: 9654, top1_acc: 0.5127, top5_acc: 0.7438, loss_cls: 2.4747, loss: 2.4747, grad_norm: 5.0584 2022-03-01 06:16:30,498 - mmaction - INFO - Epoch [260][40/234] lr: 8.000e-03, eta: -2 days, 15:33:44, time: 2.171, data_time: 0.071, memory: 9654, top1_acc: 0.5495, top5_acc: 0.7628, loss_cls: 2.1289, loss: 2.1289, grad_norm: 3.8702 2022-03-01 06:17:13,449 - mmaction - INFO - Epoch [260][60/234] lr: 8.000e-03, eta: -2 days, 15:32:57, time: 2.147, data_time: 0.058, memory: 9654, top1_acc: 0.5605, top5_acc: 0.7756, loss_cls: 1.9849, loss: 1.9849, grad_norm: 3.4030 2022-03-01 06:17:57,345 - mmaction - INFO - Epoch [260][80/234] lr: 8.000e-03, eta: -2 days, 15:32:10, time: 2.195, data_time: 0.170, memory: 9654, top1_acc: 0.5692, top5_acc: 0.7841, loss_cls: 1.9233, loss: 1.9233, grad_norm: 3.1517 2022-03-01 06:18:41,683 - mmaction - INFO - Epoch [260][100/234] lr: 8.000e-03, eta: -2 days, 15:31:22, time: 2.216, data_time: 0.492, memory: 9654, top1_acc: 0.5671, top5_acc: 0.7814, loss_cls: 1.8958, loss: 1.8958, grad_norm: 2.9897 2022-03-01 06:19:25,663 - mmaction - INFO - Epoch [260][120/234] lr: 8.000e-03, eta: -2 days, 15:30:34, time: 2.200, data_time: 0.533, memory: 9654, top1_acc: 0.5746, top5_acc: 0.7864, loss_cls: 1.8623, loss: 1.8623, grad_norm: 2.8721 2022-03-01 06:20:09,751 - mmaction - INFO - Epoch [260][140/234] lr: 8.000e-03, eta: -2 days, 15:29:46, time: 2.203, data_time: 0.408, memory: 9654, top1_acc: 0.5693, top5_acc: 0.7862, loss_cls: 1.8591, loss: 1.8591, grad_norm: 2.8298 2022-03-01 06:20:55,170 - mmaction - INFO - Epoch [260][160/234] lr: 8.000e-03, eta: -2 days, 15:28:57, time: 2.272, data_time: 0.064, memory: 9654, top1_acc: 0.5807, top5_acc: 0.7880, loss_cls: 1.8246, loss: 1.8246, grad_norm: 2.7182 2022-03-01 06:21:39,864 - mmaction - INFO - Epoch [260][180/234] lr: 8.000e-03, eta: -2 days, 15:28:08, time: 2.235, data_time: 0.059, memory: 9654, top1_acc: 0.5773, top5_acc: 0.7901, loss_cls: 1.8256, loss: 1.8256, grad_norm: 2.7055 2022-03-01 06:22:24,279 - mmaction - INFO - Epoch [260][200/234] lr: 8.000e-03, eta: -2 days, 15:27:20, time: 2.220, data_time: 0.062, memory: 9654, top1_acc: 0.5869, top5_acc: 0.7978, loss_cls: 1.7777, loss: 1.7777, grad_norm: 2.6441 2022-03-01 06:23:08,411 - mmaction - INFO - Epoch [260][220/234] lr: 8.000e-03, eta: -2 days, 15:26:32, time: 2.207, data_time: 0.065, memory: 9654, top1_acc: 0.5842, top5_acc: 0.7954, loss_cls: 1.7852, loss: 1.7852, grad_norm: 2.6449 2022-03-01 06:23:37,594 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 06:25:31,156 - mmaction - INFO - Epoch [261][20/234] lr: 8.000e-03, eta: -2 days, 15:24:20, time: 5.677, data_time: 4.332, memory: 9654, top1_acc: 0.5917, top5_acc: 0.7956, loss_cls: 1.7630, loss: 1.7630, grad_norm: 2.5864 2022-03-01 06:26:14,276 - mmaction - INFO - Epoch [261][40/234] lr: 8.000e-03, eta: -2 days, 15:23:34, time: 2.155, data_time: 0.695, memory: 9654, top1_acc: 0.5955, top5_acc: 0.8029, loss_cls: 1.7390, loss: 1.7390, grad_norm: 2.5594 2022-03-01 06:26:58,207 - mmaction - INFO - Epoch [261][60/234] lr: 8.000e-03, eta: -2 days, 15:22:46, time: 2.197, data_time: 0.759, memory: 9654, top1_acc: 0.5946, top5_acc: 0.8070, loss_cls: 1.7210, loss: 1.7210, grad_norm: 2.5737 2022-03-01 06:27:42,625 - mmaction - INFO - Epoch [261][80/234] lr: 8.000e-03, eta: -2 days, 15:21:58, time: 2.221, data_time: 0.697, memory: 9654, top1_acc: 0.5998, top5_acc: 0.8018, loss_cls: 1.7208, loss: 1.7208, grad_norm: 2.5492 2022-03-01 06:28:25,723 - mmaction - INFO - Epoch [261][100/234] lr: 8.000e-03, eta: -2 days, 15:21:12, time: 2.156, data_time: 0.557, memory: 9654, top1_acc: 0.5965, top5_acc: 0.8070, loss_cls: 1.7153, loss: 1.7153, grad_norm: 2.5623 2022-03-01 06:29:09,141 - mmaction - INFO - Epoch [261][120/234] lr: 8.000e-03, eta: -2 days, 15:20:25, time: 2.170, data_time: 0.621, memory: 9654, top1_acc: 0.5980, top5_acc: 0.8060, loss_cls: 1.7099, loss: 1.7099, grad_norm: 2.5337 2022-03-01 06:29:54,288 - mmaction - INFO - Epoch [261][140/234] lr: 8.000e-03, eta: -2 days, 15:19:36, time: 2.258, data_time: 0.083, memory: 9654, top1_acc: 0.6029, top5_acc: 0.8048, loss_cls: 1.7095, loss: 1.7095, grad_norm: 2.4933 2022-03-01 06:30:39,862 - mmaction - INFO - Epoch [261][160/234] lr: 8.000e-03, eta: -2 days, 15:18:46, time: 2.278, data_time: 0.060, memory: 9654, top1_acc: 0.5962, top5_acc: 0.8050, loss_cls: 1.7137, loss: 1.7137, grad_norm: 2.4994 2022-03-01 06:31:25,395 - mmaction - INFO - Epoch [261][180/234] lr: 8.000e-03, eta: -2 days, 15:17:56, time: 2.276, data_time: 0.059, memory: 9654, top1_acc: 0.5997, top5_acc: 0.8075, loss_cls: 1.7029, loss: 1.7029, grad_norm: 2.5440 2022-03-01 06:32:10,012 - mmaction - INFO - Epoch [261][200/234] lr: 8.000e-03, eta: -2 days, 15:17:08, time: 2.230, data_time: 0.058, memory: 9654, top1_acc: 0.5938, top5_acc: 0.8005, loss_cls: 1.7291, loss: 1.7291, grad_norm: 2.5328 2022-03-01 06:32:55,194 - mmaction - INFO - Epoch [261][220/234] lr: 8.000e-03, eta: -2 days, 15:16:19, time: 2.260, data_time: 0.061, memory: 9654, top1_acc: 0.6059, top5_acc: 0.8100, loss_cls: 1.6684, loss: 1.6684, grad_norm: 2.4715 2022-03-01 06:33:23,913 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 06:33:23,995 - mmaction - INFO - 110 BN found 2022-03-01 06:40:32,429 - mmaction - INFO - BN stats updated 2022-03-01 06:40:34,434 - mmaction - INFO - Saving checkpoint at 261 epochs 2022-03-01 06:40:37,114 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 06:42:24,941 - mmaction - INFO - Epoch [262][20/234] lr: 8.000e-03, eta: -2 days, 15:14:15, time: 5.390, data_time: 3.012, memory: 9654, top1_acc: 0.6052, top5_acc: 0.8074, loss_cls: 1.6801, loss: 1.6801, grad_norm: 2.5012 2022-03-01 06:43:07,859 - mmaction - INFO - Epoch [262][40/234] lr: 8.000e-03, eta: -2 days, 15:13:28, time: 2.146, data_time: 0.062, memory: 9654, top1_acc: 0.6032, top5_acc: 0.8076, loss_cls: 1.6835, loss: 1.6835, grad_norm: 2.5053 2022-03-01 06:43:52,880 - mmaction - INFO - Epoch [262][60/234] lr: 8.000e-03, eta: -2 days, 15:12:39, time: 2.251, data_time: 0.064, memory: 9654, top1_acc: 0.6090, top5_acc: 0.8151, loss_cls: 1.6533, loss: 1.6533, grad_norm: 2.4896 2022-03-01 06:44:36,825 - mmaction - INFO - Epoch [262][80/234] lr: 8.000e-03, eta: -2 days, 15:11:52, time: 2.197, data_time: 0.059, memory: 9654, top1_acc: 0.6038, top5_acc: 0.8117, loss_cls: 1.6714, loss: 1.6714, grad_norm: 2.5043 2022-03-01 06:45:22,773 - mmaction - INFO - Epoch [262][100/234] lr: 8.000e-03, eta: -2 days, 15:11:02, time: 2.298, data_time: 0.063, memory: 9654, top1_acc: 0.6072, top5_acc: 0.8091, loss_cls: 1.6756, loss: 1.6756, grad_norm: 2.5066 2022-03-01 06:46:07,781 - mmaction - INFO - Epoch [262][120/234] lr: 8.000e-03, eta: -2 days, 15:10:13, time: 2.250, data_time: 0.063, memory: 9654, top1_acc: 0.6062, top5_acc: 0.8121, loss_cls: 1.6694, loss: 1.6694, grad_norm: 2.5050 2022-03-01 06:46:51,732 - mmaction - INFO - Epoch [262][140/234] lr: 8.000e-03, eta: -2 days, 15:09:25, time: 2.199, data_time: 0.057, memory: 9654, top1_acc: 0.6100, top5_acc: 0.8105, loss_cls: 1.6697, loss: 1.6697, grad_norm: 2.5051 2022-03-01 06:47:35,533 - mmaction - INFO - Epoch [262][160/234] lr: 8.000e-03, eta: -2 days, 15:08:38, time: 2.189, data_time: 0.064, memory: 9654, top1_acc: 0.6063, top5_acc: 0.8101, loss_cls: 1.6706, loss: 1.6706, grad_norm: 2.4665 2022-03-01 06:48:17,893 - mmaction - INFO - Epoch [262][180/234] lr: 8.000e-03, eta: -2 days, 15:07:53, time: 2.118, data_time: 0.061, memory: 9654, top1_acc: 0.6069, top5_acc: 0.8119, loss_cls: 1.6577, loss: 1.6577, grad_norm: 2.4840 2022-03-01 06:49:02,501 - mmaction - INFO - Epoch [262][200/234] lr: 8.000e-03, eta: -2 days, 15:07:04, time: 2.231, data_time: 0.059, memory: 9654, top1_acc: 0.6058, top5_acc: 0.8099, loss_cls: 1.6811, loss: 1.6811, grad_norm: 2.4957 2022-03-01 06:49:47,021 - mmaction - INFO - Epoch [262][220/234] lr: 8.000e-03, eta: -2 days, 15:06:16, time: 2.226, data_time: 0.060, memory: 9654, top1_acc: 0.6170, top5_acc: 0.8144, loss_cls: 1.6319, loss: 1.6319, grad_norm: 2.4584 2022-03-01 06:50:16,828 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 06:52:34,227 - mmaction - INFO - Epoch [263][20/234] lr: 8.000e-03, eta: -2 days, 15:03:33, time: 6.869, data_time: 4.813, memory: 9654, top1_acc: 0.6130, top5_acc: 0.8066, loss_cls: 1.6634, loss: 1.6634, grad_norm: 2.4649 2022-03-01 06:53:16,700 - mmaction - INFO - Epoch [263][40/234] lr: 8.000e-03, eta: -2 days, 15:02:47, time: 2.124, data_time: 0.218, memory: 9654, top1_acc: 0.6153, top5_acc: 0.8143, loss_cls: 1.6258, loss: 1.6258, grad_norm: 2.4380 2022-03-01 06:54:00,487 - mmaction - INFO - Epoch [263][60/234] lr: 8.000e-03, eta: -2 days, 15:02:00, time: 2.189, data_time: 0.235, memory: 9654, top1_acc: 0.6125, top5_acc: 0.8146, loss_cls: 1.6308, loss: 1.6308, grad_norm: 2.4694 2022-03-01 06:54:42,400 - mmaction - INFO - Epoch [263][80/234] lr: 8.000e-03, eta: -2 days, 15:01:15, time: 2.096, data_time: 0.253, memory: 9654, top1_acc: 0.6167, top5_acc: 0.8182, loss_cls: 1.6127, loss: 1.6127, grad_norm: 2.4609 2022-03-01 06:55:27,255 - mmaction - INFO - Epoch [263][100/234] lr: 8.000e-03, eta: -2 days, 15:00:27, time: 2.242, data_time: 0.273, memory: 9654, top1_acc: 0.6131, top5_acc: 0.8163, loss_cls: 1.6178, loss: 1.6178, grad_norm: 2.5024 2022-03-01 06:56:11,903 - mmaction - INFO - Epoch [263][120/234] lr: 8.000e-03, eta: -2 days, 14:59:38, time: 2.232, data_time: 0.067, memory: 9654, top1_acc: 0.6183, top5_acc: 0.8154, loss_cls: 1.6223, loss: 1.6223, grad_norm: 2.4796 2022-03-01 06:56:57,020 - mmaction - INFO - Epoch [263][140/234] lr: 8.000e-03, eta: -2 days, 14:58:49, time: 2.257, data_time: 0.061, memory: 9654, top1_acc: 0.6144, top5_acc: 0.8185, loss_cls: 1.6235, loss: 1.6235, grad_norm: 2.4647 2022-03-01 06:57:40,972 - mmaction - INFO - Epoch [263][160/234] lr: 8.000e-03, eta: -2 days, 14:58:02, time: 2.197, data_time: 0.060, memory: 9654, top1_acc: 0.6158, top5_acc: 0.8190, loss_cls: 1.6203, loss: 1.6203, grad_norm: 2.4841 2022-03-01 06:58:25,229 - mmaction - INFO - Epoch [263][180/234] lr: 8.000e-03, eta: -2 days, 14:57:14, time: 2.213, data_time: 0.063, memory: 9654, top1_acc: 0.6141, top5_acc: 0.8157, loss_cls: 1.6232, loss: 1.6232, grad_norm: 2.4929 2022-03-01 06:59:09,979 - mmaction - INFO - Epoch [263][200/234] lr: 8.000e-03, eta: -2 days, 14:56:25, time: 2.237, data_time: 0.060, memory: 9654, top1_acc: 0.6127, top5_acc: 0.8150, loss_cls: 1.6516, loss: 1.6516, grad_norm: 2.4984 2022-03-01 06:59:54,723 - mmaction - INFO - Epoch [263][220/234] lr: 8.000e-03, eta: -2 days, 14:55:37, time: 2.238, data_time: 0.059, memory: 9654, top1_acc: 0.6105, top5_acc: 0.8123, loss_cls: 1.6615, loss: 1.6615, grad_norm: 2.4838 2022-03-01 07:00:22,593 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 07:02:12,954 - mmaction - INFO - Epoch [264][20/234] lr: 8.000e-03, eta: -2 days, 14:53:30, time: 5.516, data_time: 3.728, memory: 9654, top1_acc: 0.6186, top5_acc: 0.8171, loss_cls: 1.6265, loss: 1.6265, grad_norm: 2.4758 2022-03-01 07:02:56,231 - mmaction - INFO - Epoch [264][40/234] lr: 8.000e-03, eta: -2 days, 14:52:43, time: 2.165, data_time: 0.443, memory: 9654, top1_acc: 0.6185, top5_acc: 0.8178, loss_cls: 1.6178, loss: 1.6178, grad_norm: 2.4693 2022-03-01 07:03:40,135 - mmaction - INFO - Epoch [264][60/234] lr: 8.000e-03, eta: -2 days, 14:51:56, time: 2.196, data_time: 0.407, memory: 9654, top1_acc: 0.6158, top5_acc: 0.8168, loss_cls: 1.6126, loss: 1.6126, grad_norm: 2.4746 2022-03-01 07:04:23,880 - mmaction - INFO - Epoch [264][80/234] lr: 8.000e-03, eta: -2 days, 14:51:08, time: 2.186, data_time: 0.331, memory: 9654, top1_acc: 0.6187, top5_acc: 0.8220, loss_cls: 1.5949, loss: 1.5949, grad_norm: 2.4920 2022-03-01 07:05:08,516 - mmaction - INFO - Epoch [264][100/234] lr: 8.000e-03, eta: -2 days, 14:50:20, time: 2.232, data_time: 0.461, memory: 9654, top1_acc: 0.6169, top5_acc: 0.8165, loss_cls: 1.6172, loss: 1.6172, grad_norm: 2.5080 2022-03-01 07:05:52,437 - mmaction - INFO - Epoch [264][120/234] lr: 8.000e-03, eta: -2 days, 14:49:33, time: 2.196, data_time: 0.566, memory: 9654, top1_acc: 0.6212, top5_acc: 0.8177, loss_cls: 1.6057, loss: 1.6057, grad_norm: 2.5041 2022-03-01 07:06:35,638 - mmaction - INFO - Epoch [264][140/234] lr: 8.000e-03, eta: -2 days, 14:48:46, time: 2.161, data_time: 0.760, memory: 9654, top1_acc: 0.6208, top5_acc: 0.8187, loss_cls: 1.6131, loss: 1.6131, grad_norm: 2.4900 2022-03-01 07:07:20,563 - mmaction - INFO - Epoch [264][160/234] lr: 8.000e-03, eta: -2 days, 14:47:57, time: 2.246, data_time: 0.810, memory: 9654, top1_acc: 0.6160, top5_acc: 0.8112, loss_cls: 1.6406, loss: 1.6406, grad_norm: 2.5016 2022-03-01 07:08:04,927 - mmaction - INFO - Epoch [264][180/234] lr: 8.000e-03, eta: -2 days, 14:47:09, time: 2.217, data_time: 0.811, memory: 9654, top1_acc: 0.6214, top5_acc: 0.8218, loss_cls: 1.5977, loss: 1.5977, grad_norm: 2.4777 2022-03-01 07:08:49,243 - mmaction - INFO - Epoch [264][200/234] lr: 8.000e-03, eta: -2 days, 14:46:22, time: 2.216, data_time: 0.577, memory: 9654, top1_acc: 0.6178, top5_acc: 0.8194, loss_cls: 1.6001, loss: 1.6001, grad_norm: 2.4849 2022-03-01 07:09:33,741 - mmaction - INFO - Epoch [264][220/234] lr: 8.000e-03, eta: -2 days, 14:45:33, time: 2.224, data_time: 0.791, memory: 9654, top1_acc: 0.6242, top5_acc: 0.8213, loss_cls: 1.5936, loss: 1.5936, grad_norm: 2.4714 2022-03-01 07:10:05,249 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 07:10:05,398 - mmaction - INFO - 110 BN found 2022-03-01 07:17:58,175 - mmaction - INFO - BN stats updated 2022-03-01 07:18:00,183 - mmaction - INFO - Saving checkpoint at 264 epochs 2022-03-01 07:21:25,392 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 07:21:26,237 - mmaction - INFO - top1_acc 0.5859 top5_acc 0.8071 2022-03-01 07:21:26,237 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 07:21:26,308 - mmaction - INFO - mean_acc 0.5857 2022-03-01 07:21:26,316 - mmaction - INFO - Epoch(val) [264][155] top1_acc: 0.5859, top5_acc: 0.8071, mean_class_accuracy: 0.5857 2022-03-01 07:21:27,129 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 07:23:23,230 - mmaction - INFO - Epoch [265][20/234] lr: 8.000e-03, eta: -2 days, 14:43:19, time: 5.805, data_time: 4.634, memory: 9654, top1_acc: 0.6234, top5_acc: 0.8222, loss_cls: 1.5765, loss: 1.5765, grad_norm: 2.4683 2022-03-01 07:24:05,833 - mmaction - INFO - Epoch [265][40/234] lr: 8.000e-03, eta: -2 days, 14:42:33, time: 2.129, data_time: 0.905, memory: 9654, top1_acc: 0.6215, top5_acc: 0.8181, loss_cls: 1.5980, loss: 1.5980, grad_norm: 2.4979 2022-03-01 07:24:49,405 - mmaction - INFO - Epoch [265][60/234] lr: 8.000e-03, eta: -2 days, 14:41:46, time: 2.178, data_time: 0.736, memory: 9654, top1_acc: 0.6269, top5_acc: 0.8255, loss_cls: 1.5699, loss: 1.5699, grad_norm: 2.4755 2022-03-01 07:25:32,576 - mmaction - INFO - Epoch [265][80/234] lr: 8.000e-03, eta: -2 days, 14:41:00, time: 2.160, data_time: 0.585, memory: 9654, top1_acc: 0.6269, top5_acc: 0.8212, loss_cls: 1.5756, loss: 1.5756, grad_norm: 2.4827 2022-03-01 07:26:16,537 - mmaction - INFO - Epoch [265][100/234] lr: 8.000e-03, eta: -2 days, 14:40:12, time: 2.198, data_time: 0.192, memory: 9654, top1_acc: 0.6290, top5_acc: 0.8250, loss_cls: 1.5679, loss: 1.5679, grad_norm: 2.4982 2022-03-01 07:27:00,905 - mmaction - INFO - Epoch [265][120/234] lr: 8.000e-03, eta: -2 days, 14:39:24, time: 2.217, data_time: 0.083, memory: 9654, top1_acc: 0.6292, top5_acc: 0.8201, loss_cls: 1.5861, loss: 1.5861, grad_norm: 2.4814 2022-03-01 07:27:43,961 - mmaction - INFO - Epoch [265][140/234] lr: 8.000e-03, eta: -2 days, 14:38:38, time: 2.154, data_time: 0.065, memory: 9654, top1_acc: 0.6240, top5_acc: 0.8201, loss_cls: 1.5956, loss: 1.5956, grad_norm: 2.5022 2022-03-01 07:28:27,611 - mmaction - INFO - Epoch [265][160/234] lr: 8.000e-03, eta: -2 days, 14:37:51, time: 2.182, data_time: 0.064, memory: 9654, top1_acc: 0.6316, top5_acc: 0.8266, loss_cls: 1.5604, loss: 1.5604, grad_norm: 2.4789 2022-03-01 07:29:11,732 - mmaction - INFO - Epoch [265][180/234] lr: 8.000e-03, eta: -2 days, 14:37:03, time: 2.205, data_time: 0.091, memory: 9654, top1_acc: 0.6273, top5_acc: 0.8202, loss_cls: 1.5834, loss: 1.5834, grad_norm: 2.4624 2022-03-01 07:29:56,256 - mmaction - INFO - Epoch [265][200/234] lr: 8.000e-03, eta: -2 days, 14:36:15, time: 2.227, data_time: 0.217, memory: 9654, top1_acc: 0.6137, top5_acc: 0.8203, loss_cls: 1.6079, loss: 1.6079, grad_norm: 2.4817 2022-03-01 07:30:41,762 - mmaction - INFO - Epoch [265][220/234] lr: 8.000e-03, eta: -2 days, 14:35:26, time: 2.274, data_time: 0.090, memory: 9654, top1_acc: 0.6231, top5_acc: 0.8223, loss_cls: 1.5852, loss: 1.5852, grad_norm: 2.4980 2022-03-01 07:31:12,610 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 07:33:03,841 - mmaction - INFO - Epoch [266][20/234] lr: 8.000e-03, eta: -2 days, 14:33:17, time: 5.561, data_time: 3.854, memory: 9654, top1_acc: 0.6306, top5_acc: 0.8278, loss_cls: 1.5510, loss: 1.5510, grad_norm: 2.4711 2022-03-01 07:33:46,117 - mmaction - INFO - Epoch [266][40/234] lr: 8.000e-03, eta: -2 days, 14:32:32, time: 2.113, data_time: 0.078, memory: 9654, top1_acc: 0.6288, top5_acc: 0.8224, loss_cls: 1.5729, loss: 1.5729, grad_norm: 2.4939 2022-03-01 07:34:29,539 - mmaction - INFO - Epoch [266][60/234] lr: 8.000e-03, eta: -2 days, 14:31:46, time: 2.171, data_time: 0.059, memory: 9654, top1_acc: 0.6282, top5_acc: 0.8216, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.4683 2022-03-01 07:35:13,666 - mmaction - INFO - Epoch [266][80/234] lr: 8.000e-03, eta: -2 days, 14:30:58, time: 2.207, data_time: 0.057, memory: 9654, top1_acc: 0.6271, top5_acc: 0.8242, loss_cls: 1.5684, loss: 1.5684, grad_norm: 2.4979 2022-03-01 07:35:58,678 - mmaction - INFO - Epoch [266][100/234] lr: 8.000e-03, eta: -2 days, 14:30:09, time: 2.251, data_time: 0.064, memory: 9654, top1_acc: 0.6260, top5_acc: 0.8233, loss_cls: 1.5750, loss: 1.5750, grad_norm: 2.4968 2022-03-01 07:36:42,765 - mmaction - INFO - Epoch [266][120/234] lr: 8.000e-03, eta: -2 days, 14:29:22, time: 2.203, data_time: 0.058, memory: 9654, top1_acc: 0.6177, top5_acc: 0.8177, loss_cls: 1.5969, loss: 1.5969, grad_norm: 2.5009 2022-03-01 07:37:27,704 - mmaction - INFO - Epoch [266][140/234] lr: 8.000e-03, eta: -2 days, 14:28:33, time: 2.248, data_time: 0.061, memory: 9654, top1_acc: 0.6271, top5_acc: 0.8210, loss_cls: 1.5847, loss: 1.5847, grad_norm: 2.5208 2022-03-01 07:38:12,459 - mmaction - INFO - Epoch [266][160/234] lr: 8.000e-03, eta: -2 days, 14:27:45, time: 2.237, data_time: 0.058, memory: 9654, top1_acc: 0.6298, top5_acc: 0.8261, loss_cls: 1.5505, loss: 1.5505, grad_norm: 2.4758 2022-03-01 07:38:57,292 - mmaction - INFO - Epoch [266][180/234] lr: 8.000e-03, eta: -2 days, 14:26:56, time: 2.242, data_time: 0.059, memory: 9654, top1_acc: 0.6302, top5_acc: 0.8224, loss_cls: 1.5577, loss: 1.5577, grad_norm: 2.4990 2022-03-01 07:39:42,695 - mmaction - INFO - Epoch [266][200/234] lr: 8.000e-03, eta: -2 days, 14:26:07, time: 2.270, data_time: 0.061, memory: 9654, top1_acc: 0.6324, top5_acc: 0.8255, loss_cls: 1.5500, loss: 1.5500, grad_norm: 2.5010 2022-03-01 07:40:27,749 - mmaction - INFO - Epoch [266][220/234] lr: 8.000e-03, eta: -2 days, 14:25:18, time: 2.253, data_time: 0.060, memory: 9654, top1_acc: 0.6221, top5_acc: 0.8222, loss_cls: 1.5933, loss: 1.5933, grad_norm: 2.5363 2022-03-01 07:40:54,111 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 07:42:42,802 - mmaction - INFO - Epoch [267][20/234] lr: 8.000e-03, eta: -2 days, 14:23:13, time: 5.434, data_time: 3.692, memory: 9654, top1_acc: 0.6275, top5_acc: 0.8259, loss_cls: 1.5610, loss: 1.5610, grad_norm: 2.4925 2022-03-01 07:43:25,330 - mmaction - INFO - Epoch [267][40/234] lr: 8.000e-03, eta: -2 days, 14:22:28, time: 2.125, data_time: 0.068, memory: 9654, top1_acc: 0.6295, top5_acc: 0.8215, loss_cls: 1.5695, loss: 1.5695, grad_norm: 2.5068 2022-03-01 07:44:09,753 - mmaction - INFO - Epoch [267][60/234] lr: 8.000e-03, eta: -2 days, 14:21:40, time: 2.222, data_time: 0.063, memory: 9654, top1_acc: 0.6313, top5_acc: 0.8267, loss_cls: 1.5512, loss: 1.5512, grad_norm: 2.4872 2022-03-01 07:44:53,652 - mmaction - INFO - Epoch [267][80/234] lr: 8.000e-03, eta: -2 days, 14:20:52, time: 2.194, data_time: 0.077, memory: 9654, top1_acc: 0.6295, top5_acc: 0.8249, loss_cls: 1.5598, loss: 1.5598, grad_norm: 2.4962 2022-03-01 07:45:37,928 - mmaction - INFO - Epoch [267][100/234] lr: 8.000e-03, eta: -2 days, 14:20:04, time: 2.214, data_time: 0.103, memory: 9654, top1_acc: 0.6314, top5_acc: 0.8252, loss_cls: 1.5540, loss: 1.5540, grad_norm: 2.5025 2022-03-01 07:46:22,664 - mmaction - INFO - Epoch [267][120/234] lr: 8.000e-03, eta: -2 days, 14:19:16, time: 2.235, data_time: 0.061, memory: 9654, top1_acc: 0.6315, top5_acc: 0.8289, loss_cls: 1.5402, loss: 1.5402, grad_norm: 2.4760 2022-03-01 07:47:06,353 - mmaction - INFO - Epoch [267][140/234] lr: 8.000e-03, eta: -2 days, 14:18:29, time: 2.185, data_time: 0.061, memory: 9654, top1_acc: 0.6313, top5_acc: 0.8251, loss_cls: 1.5460, loss: 1.5460, grad_norm: 2.4896 2022-03-01 07:47:50,607 - mmaction - INFO - Epoch [267][160/234] lr: 8.000e-03, eta: -2 days, 14:17:41, time: 2.213, data_time: 0.062, memory: 9654, top1_acc: 0.6265, top5_acc: 0.8235, loss_cls: 1.5685, loss: 1.5685, grad_norm: 2.5301 2022-03-01 07:48:34,827 - mmaction - INFO - Epoch [267][180/234] lr: 8.000e-03, eta: -2 days, 14:16:54, time: 2.211, data_time: 0.059, memory: 9654, top1_acc: 0.6356, top5_acc: 0.8260, loss_cls: 1.5425, loss: 1.5425, grad_norm: 2.4842 2022-03-01 07:49:18,136 - mmaction - INFO - Epoch [267][200/234] lr: 8.000e-03, eta: -2 days, 14:16:07, time: 2.165, data_time: 0.062, memory: 9654, top1_acc: 0.6326, top5_acc: 0.8293, loss_cls: 1.5386, loss: 1.5386, grad_norm: 2.4981 2022-03-01 07:50:03,021 - mmaction - INFO - Epoch [267][220/234] lr: 8.000e-03, eta: -2 days, 14:15:19, time: 2.244, data_time: 0.063, memory: 9654, top1_acc: 0.6369, top5_acc: 0.8297, loss_cls: 1.5326, loss: 1.5326, grad_norm: 2.5045 2022-03-01 07:50:34,357 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 07:50:34,453 - mmaction - INFO - 110 BN found 2022-03-01 07:58:06,171 - mmaction - INFO - BN stats updated 2022-03-01 07:58:08,176 - mmaction - INFO - Saving checkpoint at 267 epochs 2022-03-01 07:58:11,378 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 07:59:53,475 - mmaction - INFO - Epoch [268][20/234] lr: 8.000e-03, eta: -2 days, 14:13:22, time: 5.104, data_time: 3.135, memory: 9654, top1_acc: 0.6327, top5_acc: 0.8266, loss_cls: 1.5435, loss: 1.5435, grad_norm: 2.5075 2022-03-01 08:00:38,952 - mmaction - INFO - Epoch [268][40/234] lr: 8.000e-03, eta: -2 days, 14:12:33, time: 2.274, data_time: 0.066, memory: 9654, top1_acc: 0.6335, top5_acc: 0.8272, loss_cls: 1.5473, loss: 1.5473, grad_norm: 2.4942 2022-03-01 08:01:23,983 - mmaction - INFO - Epoch [268][60/234] lr: 8.000e-03, eta: -2 days, 14:11:44, time: 2.252, data_time: 0.062, memory: 9654, top1_acc: 0.6319, top5_acc: 0.8276, loss_cls: 1.5454, loss: 1.5454, grad_norm: 2.5242 2022-03-01 08:02:09,017 - mmaction - INFO - Epoch [268][80/234] lr: 8.000e-03, eta: -2 days, 14:10:56, time: 2.252, data_time: 0.287, memory: 9654, top1_acc: 0.6313, top5_acc: 0.8256, loss_cls: 1.5500, loss: 1.5500, grad_norm: 2.5327 2022-03-01 08:02:54,619 - mmaction - INFO - Epoch [268][100/234] lr: 8.000e-03, eta: -2 days, 14:10:06, time: 2.280, data_time: 0.685, memory: 9654, top1_acc: 0.6365, top5_acc: 0.8247, loss_cls: 1.5494, loss: 1.5494, grad_norm: 2.5099 2022-03-01 08:03:38,162 - mmaction - INFO - Epoch [268][120/234] lr: 8.000e-03, eta: -2 days, 14:09:19, time: 2.177, data_time: 0.866, memory: 9654, top1_acc: 0.6362, top5_acc: 0.8284, loss_cls: 1.5299, loss: 1.5299, grad_norm: 2.5172 2022-03-01 08:04:22,513 - mmaction - INFO - Epoch [268][140/234] lr: 8.000e-03, eta: -2 days, 14:08:32, time: 2.219, data_time: 0.616, memory: 9654, top1_acc: 0.6367, top5_acc: 0.8304, loss_cls: 1.5285, loss: 1.5285, grad_norm: 2.4980 2022-03-01 08:05:07,275 - mmaction - INFO - Epoch [268][160/234] lr: 8.000e-03, eta: -2 days, 14:07:43, time: 2.237, data_time: 0.416, memory: 9654, top1_acc: 0.6323, top5_acc: 0.8258, loss_cls: 1.5479, loss: 1.5479, grad_norm: 2.5275 2022-03-01 08:05:51,778 - mmaction - INFO - Epoch [268][180/234] lr: 8.000e-03, eta: -2 days, 14:06:55, time: 2.225, data_time: 0.077, memory: 9654, top1_acc: 0.6395, top5_acc: 0.8321, loss_cls: 1.5186, loss: 1.5186, grad_norm: 2.5111 2022-03-01 08:06:35,686 - mmaction - INFO - Epoch [268][200/234] lr: 8.000e-03, eta: -2 days, 14:06:08, time: 2.196, data_time: 0.063, memory: 9654, top1_acc: 0.6348, top5_acc: 0.8259, loss_cls: 1.5376, loss: 1.5376, grad_norm: 2.5126 2022-03-01 08:07:21,212 - mmaction - INFO - Epoch [268][220/234] lr: 8.000e-03, eta: -2 days, 14:05:19, time: 2.277, data_time: 0.063, memory: 9654, top1_acc: 0.6353, top5_acc: 0.8249, loss_cls: 1.5324, loss: 1.5324, grad_norm: 2.5167 2022-03-01 08:07:48,248 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 08:09:37,233 - mmaction - INFO - Epoch [269][20/234] lr: 8.000e-03, eta: -2 days, 14:03:13, time: 5.447, data_time: 3.392, memory: 9654, top1_acc: 0.6424, top5_acc: 0.8323, loss_cls: 1.5086, loss: 1.5086, grad_norm: 2.5116 2022-03-01 08:10:21,371 - mmaction - INFO - Epoch [269][40/234] lr: 8.000e-03, eta: -2 days, 14:02:26, time: 2.208, data_time: 0.063, memory: 9654, top1_acc: 0.6357, top5_acc: 0.8289, loss_cls: 1.5315, loss: 1.5315, grad_norm: 2.5348 2022-03-01 08:11:06,198 - mmaction - INFO - Epoch [269][60/234] lr: 8.000e-03, eta: -2 days, 14:01:37, time: 2.241, data_time: 0.067, memory: 9654, top1_acc: 0.6361, top5_acc: 0.8341, loss_cls: 1.5116, loss: 1.5116, grad_norm: 2.5309 2022-03-01 08:11:48,631 - mmaction - INFO - Epoch [269][80/234] lr: 8.000e-03, eta: -2 days, 14:00:52, time: 2.122, data_time: 0.060, memory: 9654, top1_acc: 0.6414, top5_acc: 0.8343, loss_cls: 1.5091, loss: 1.5091, grad_norm: 2.5351 2022-03-01 08:12:32,956 - mmaction - INFO - Epoch [269][100/234] lr: 8.000e-03, eta: -2 days, 14:00:04, time: 2.216, data_time: 0.061, memory: 9654, top1_acc: 0.6332, top5_acc: 0.8282, loss_cls: 1.5299, loss: 1.5299, grad_norm: 2.5345 2022-03-01 08:13:17,585 - mmaction - INFO - Epoch [269][120/234] lr: 8.000e-03, eta: -2 days, 13:59:16, time: 2.232, data_time: 0.062, memory: 9654, top1_acc: 0.6341, top5_acc: 0.8284, loss_cls: 1.5254, loss: 1.5254, grad_norm: 2.5443 2022-03-01 08:14:01,359 - mmaction - INFO - Epoch [269][140/234] lr: 8.000e-03, eta: -2 days, 13:58:29, time: 2.187, data_time: 0.062, memory: 9654, top1_acc: 0.6379, top5_acc: 0.8321, loss_cls: 1.5104, loss: 1.5104, grad_norm: 2.5019 2022-03-01 08:14:45,851 - mmaction - INFO - Epoch [269][160/234] lr: 8.000e-03, eta: -2 days, 13:57:41, time: 2.226, data_time: 0.066, memory: 9654, top1_acc: 0.6321, top5_acc: 0.8236, loss_cls: 1.5399, loss: 1.5399, grad_norm: 2.5081 2022-03-01 08:15:30,246 - mmaction - INFO - Epoch [269][180/234] lr: 8.000e-03, eta: -2 days, 13:56:53, time: 2.220, data_time: 0.066, memory: 9654, top1_acc: 0.6376, top5_acc: 0.8274, loss_cls: 1.5310, loss: 1.5310, grad_norm: 2.5313 2022-03-01 08:16:14,532 - mmaction - INFO - Epoch [269][200/234] lr: 8.000e-03, eta: -2 days, 13:56:06, time: 2.215, data_time: 0.063, memory: 9654, top1_acc: 0.6325, top5_acc: 0.8320, loss_cls: 1.5224, loss: 1.5224, grad_norm: 2.5719 2022-03-01 08:16:58,572 - mmaction - INFO - Epoch [269][220/234] lr: 8.000e-03, eta: -2 days, 13:55:18, time: 2.201, data_time: 0.061, memory: 9654, top1_acc: 0.6325, top5_acc: 0.8301, loss_cls: 1.5208, loss: 1.5208, grad_norm: 2.5596 2022-03-01 08:17:29,619 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 08:19:50,663 - mmaction - INFO - Epoch [270][20/234] lr: 8.000e-03, eta: -2 days, 13:52:31, time: 7.051, data_time: 4.897, memory: 9654, top1_acc: 0.6412, top5_acc: 0.8322, loss_cls: 1.5059, loss: 1.5059, grad_norm: 2.5183 2022-03-01 08:20:35,061 - mmaction - INFO - Epoch [270][40/234] lr: 8.000e-03, eta: -2 days, 13:51:44, time: 2.220, data_time: 0.072, memory: 9654, top1_acc: 0.6396, top5_acc: 0.8318, loss_cls: 1.5115, loss: 1.5115, grad_norm: 2.5295 2022-03-01 08:21:19,281 - mmaction - INFO - Epoch [270][60/234] lr: 8.000e-03, eta: -2 days, 13:50:56, time: 2.211, data_time: 0.061, memory: 9654, top1_acc: 0.6391, top5_acc: 0.8328, loss_cls: 1.5053, loss: 1.5053, grad_norm: 2.5478 2022-03-01 08:22:03,830 - mmaction - INFO - Epoch [270][80/234] lr: 8.000e-03, eta: -2 days, 13:50:08, time: 2.229, data_time: 0.067, memory: 9654, top1_acc: 0.6405, top5_acc: 0.8313, loss_cls: 1.5244, loss: 1.5244, grad_norm: 2.5447 2022-03-01 08:22:47,882 - mmaction - INFO - Epoch [270][100/234] lr: 8.000e-03, eta: -2 days, 13:49:21, time: 2.202, data_time: 0.065, memory: 9654, top1_acc: 0.6383, top5_acc: 0.8295, loss_cls: 1.5212, loss: 1.5212, grad_norm: 2.5453 2022-03-01 08:23:29,830 - mmaction - INFO - Epoch [270][120/234] lr: 8.000e-03, eta: -2 days, 13:48:36, time: 2.097, data_time: 0.065, memory: 9654, top1_acc: 0.6362, top5_acc: 0.8270, loss_cls: 1.5288, loss: 1.5288, grad_norm: 2.5227 2022-03-01 08:24:14,617 - mmaction - INFO - Epoch [270][140/234] lr: 8.000e-03, eta: -2 days, 13:47:48, time: 2.240, data_time: 0.059, memory: 9654, top1_acc: 0.6374, top5_acc: 0.8305, loss_cls: 1.5085, loss: 1.5085, grad_norm: 2.5268 2022-03-01 08:25:00,170 - mmaction - INFO - Epoch [270][160/234] lr: 8.000e-03, eta: -2 days, 13:46:58, time: 2.276, data_time: 0.062, memory: 9654, top1_acc: 0.6392, top5_acc: 0.8327, loss_cls: 1.5102, loss: 1.5102, grad_norm: 2.5263 2022-03-01 08:25:44,716 - mmaction - INFO - Epoch [270][180/234] lr: 8.000e-03, eta: -2 days, 13:46:10, time: 2.228, data_time: 0.062, memory: 9654, top1_acc: 0.6381, top5_acc: 0.8289, loss_cls: 1.5287, loss: 1.5287, grad_norm: 2.5403 2022-03-01 08:26:29,188 - mmaction - INFO - Epoch [270][200/234] lr: 8.000e-03, eta: -2 days, 13:45:22, time: 2.224, data_time: 0.064, memory: 9654, top1_acc: 0.6335, top5_acc: 0.8299, loss_cls: 1.5339, loss: 1.5339, grad_norm: 2.5439 2022-03-01 08:27:13,405 - mmaction - INFO - Epoch [270][220/234] lr: 8.000e-03, eta: -2 days, 13:44:35, time: 2.212, data_time: 0.056, memory: 9654, top1_acc: 0.6385, top5_acc: 0.8357, loss_cls: 1.5046, loss: 1.5046, grad_norm: 2.5331 2022-03-01 08:27:41,844 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 08:27:41,924 - mmaction - INFO - 110 BN found 2022-03-01 08:34:51,815 - mmaction - INFO - BN stats updated 2022-03-01 08:34:53,826 - mmaction - INFO - Saving checkpoint at 270 epochs 2022-03-01 08:38:39,433 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 08:38:40,245 - mmaction - INFO - top1_acc 0.5907 top5_acc 0.8078 2022-03-01 08:38:40,245 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 08:38:40,273 - mmaction - INFO - mean_acc 0.5904 2022-03-01 08:38:40,281 - mmaction - INFO - Epoch(val) [270][155] top1_acc: 0.5907, top5_acc: 0.8078, mean_class_accuracy: 0.5904 2022-03-01 08:38:41,091 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 08:40:43,486 - mmaction - INFO - Epoch [271][20/234] lr: 8.000e-03, eta: -2 days, 13:42:12, time: 6.119, data_time: 4.771, memory: 9654, top1_acc: 0.6443, top5_acc: 0.8363, loss_cls: 1.4744, loss: 1.4744, grad_norm: 2.5155 2022-03-01 08:41:26,945 - mmaction - INFO - Epoch [271][40/234] lr: 8.000e-03, eta: -2 days, 13:41:26, time: 2.173, data_time: 0.472, memory: 9654, top1_acc: 0.6457, top5_acc: 0.8371, loss_cls: 1.4744, loss: 1.4744, grad_norm: 2.5300 2022-03-01 08:42:10,557 - mmaction - INFO - Epoch [271][60/234] lr: 8.000e-03, eta: -2 days, 13:40:39, time: 2.181, data_time: 0.061, memory: 9654, top1_acc: 0.6406, top5_acc: 0.8331, loss_cls: 1.4994, loss: 1.4994, grad_norm: 2.5563 2022-03-01 08:42:55,755 - mmaction - INFO - Epoch [271][80/234] lr: 8.000e-03, eta: -2 days, 13:39:50, time: 2.259, data_time: 0.059, memory: 9654, top1_acc: 0.6476, top5_acc: 0.8339, loss_cls: 1.4854, loss: 1.4854, grad_norm: 2.5212 2022-03-01 08:43:38,222 - mmaction - INFO - Epoch [271][100/234] lr: 8.000e-03, eta: -2 days, 13:39:05, time: 2.124, data_time: 0.064, memory: 9654, top1_acc: 0.6382, top5_acc: 0.8297, loss_cls: 1.5176, loss: 1.5176, grad_norm: 2.5738 2022-03-01 08:44:21,522 - mmaction - INFO - Epoch [271][120/234] lr: 8.000e-03, eta: -2 days, 13:38:18, time: 2.165, data_time: 0.060, memory: 9654, top1_acc: 0.6412, top5_acc: 0.8302, loss_cls: 1.4989, loss: 1.4989, grad_norm: 2.5279 2022-03-01 08:45:06,660 - mmaction - INFO - Epoch [271][140/234] lr: 8.000e-03, eta: -2 days, 13:37:30, time: 2.255, data_time: 0.062, memory: 9654, top1_acc: 0.6431, top5_acc: 0.8337, loss_cls: 1.5010, loss: 1.5010, grad_norm: 2.5361 2022-03-01 08:45:49,276 - mmaction - INFO - Epoch [271][160/234] lr: 8.000e-03, eta: -2 days, 13:36:44, time: 2.131, data_time: 0.065, memory: 9654, top1_acc: 0.6418, top5_acc: 0.8310, loss_cls: 1.5021, loss: 1.5021, grad_norm: 2.5343 2022-03-01 08:46:33,665 - mmaction - INFO - Epoch [271][180/234] lr: 8.000e-03, eta: -2 days, 13:35:56, time: 2.221, data_time: 0.062, memory: 9654, top1_acc: 0.6420, top5_acc: 0.8338, loss_cls: 1.5066, loss: 1.5066, grad_norm: 2.5675 2022-03-01 08:47:18,661 - mmaction - INFO - Epoch [271][200/234] lr: 8.000e-03, eta: -2 days, 13:35:08, time: 2.250, data_time: 0.063, memory: 9654, top1_acc: 0.6361, top5_acc: 0.8291, loss_cls: 1.5210, loss: 1.5210, grad_norm: 2.5346 2022-03-01 08:48:03,033 - mmaction - INFO - Epoch [271][220/234] lr: 8.000e-03, eta: -2 days, 13:34:20, time: 2.219, data_time: 0.060, memory: 9654, top1_acc: 0.6374, top5_acc: 0.8306, loss_cls: 1.5046, loss: 1.5046, grad_norm: 2.5685 2022-03-01 08:48:32,179 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 08:50:23,764 - mmaction - INFO - Epoch [272][20/234] lr: 8.000e-03, eta: -2 days, 13:32:12, time: 5.579, data_time: 4.216, memory: 9654, top1_acc: 0.6441, top5_acc: 0.8372, loss_cls: 1.4812, loss: 1.4812, grad_norm: 2.5441 2022-03-01 08:51:07,732 - mmaction - INFO - Epoch [272][40/234] lr: 8.000e-03, eta: -2 days, 13:31:25, time: 2.198, data_time: 0.491, memory: 9654, top1_acc: 0.6405, top5_acc: 0.8288, loss_cls: 1.5107, loss: 1.5107, grad_norm: 2.5704 2022-03-01 08:51:50,990 - mmaction - INFO - Epoch [272][60/234] lr: 8.000e-03, eta: -2 days, 13:30:38, time: 2.163, data_time: 0.355, memory: 9654, top1_acc: 0.6411, top5_acc: 0.8298, loss_cls: 1.5129, loss: 1.5129, grad_norm: 2.5399 2022-03-01 08:52:35,026 - mmaction - INFO - Epoch [272][80/234] lr: 8.000e-03, eta: -2 days, 13:29:51, time: 2.202, data_time: 0.105, memory: 9654, top1_acc: 0.6455, top5_acc: 0.8364, loss_cls: 1.4755, loss: 1.4755, grad_norm: 2.5102 2022-03-01 08:53:18,925 - mmaction - INFO - Epoch [272][100/234] lr: 8.000e-03, eta: -2 days, 13:29:04, time: 2.194, data_time: 0.116, memory: 9654, top1_acc: 0.6408, top5_acc: 0.8302, loss_cls: 1.5028, loss: 1.5028, grad_norm: 2.5579 2022-03-01 08:54:04,086 - mmaction - INFO - Epoch [272][120/234] lr: 8.000e-03, eta: -2 days, 13:28:15, time: 2.258, data_time: 0.173, memory: 9654, top1_acc: 0.6423, top5_acc: 0.8313, loss_cls: 1.4990, loss: 1.4990, grad_norm: 2.5856 2022-03-01 08:54:47,099 - mmaction - INFO - Epoch [272][140/234] lr: 8.000e-03, eta: -2 days, 13:27:29, time: 2.151, data_time: 0.062, memory: 9654, top1_acc: 0.6426, top5_acc: 0.8313, loss_cls: 1.5057, loss: 1.5057, grad_norm: 2.5787 2022-03-01 08:55:32,154 - mmaction - INFO - Epoch [272][160/234] lr: 8.000e-03, eta: -2 days, 13:26:41, time: 2.253, data_time: 0.059, memory: 9654, top1_acc: 0.6402, top5_acc: 0.8309, loss_cls: 1.5082, loss: 1.5082, grad_norm: 2.5635 2022-03-01 08:56:16,065 - mmaction - INFO - Epoch [272][180/234] lr: 8.000e-03, eta: -2 days, 13:25:54, time: 2.196, data_time: 0.062, memory: 9654, top1_acc: 0.6472, top5_acc: 0.8333, loss_cls: 1.4864, loss: 1.4864, grad_norm: 2.5240 2022-03-01 08:57:01,583 - mmaction - INFO - Epoch [272][200/234] lr: 8.000e-03, eta: -2 days, 13:25:04, time: 2.276, data_time: 0.065, memory: 9654, top1_acc: 0.6401, top5_acc: 0.8303, loss_cls: 1.5052, loss: 1.5052, grad_norm: 2.5485 2022-03-01 08:57:45,297 - mmaction - INFO - Epoch [272][220/234] lr: 8.000e-03, eta: -2 days, 13:24:17, time: 2.185, data_time: 0.064, memory: 9654, top1_acc: 0.6469, top5_acc: 0.8350, loss_cls: 1.4832, loss: 1.4832, grad_norm: 2.5136 2022-03-01 08:58:15,425 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 09:00:36,323 - mmaction - INFO - Epoch [273][20/234] lr: 8.000e-03, eta: -2 days, 13:21:31, time: 7.044, data_time: 4.818, memory: 9654, top1_acc: 0.6405, top5_acc: 0.8330, loss_cls: 1.5034, loss: 1.5034, grad_norm: 2.5816 2022-03-01 09:01:22,237 - mmaction - INFO - Epoch [273][40/234] lr: 8.000e-03, eta: -2 days, 13:20:42, time: 2.296, data_time: 0.064, memory: 9654, top1_acc: 0.6478, top5_acc: 0.8365, loss_cls: 1.4649, loss: 1.4649, grad_norm: 2.5430 2022-03-01 09:02:05,601 - mmaction - INFO - Epoch [273][60/234] lr: 8.000e-03, eta: -2 days, 13:19:55, time: 2.167, data_time: 0.064, memory: 9654, top1_acc: 0.6406, top5_acc: 0.8332, loss_cls: 1.5059, loss: 1.5059, grad_norm: 2.5907 2022-03-01 09:02:48,314 - mmaction - INFO - Epoch [273][80/234] lr: 8.000e-03, eta: -2 days, 13:19:10, time: 2.137, data_time: 0.060, memory: 9654, top1_acc: 0.6496, top5_acc: 0.8358, loss_cls: 1.4624, loss: 1.4624, grad_norm: 2.5350 2022-03-01 09:03:32,581 - mmaction - INFO - Epoch [273][100/234] lr: 8.000e-03, eta: -2 days, 13:18:22, time: 2.212, data_time: 0.056, memory: 9654, top1_acc: 0.6364, top5_acc: 0.8291, loss_cls: 1.5191, loss: 1.5191, grad_norm: 2.6109 2022-03-01 09:04:18,012 - mmaction - INFO - Epoch [273][120/234] lr: 8.000e-03, eta: -2 days, 13:17:33, time: 2.272, data_time: 0.059, memory: 9654, top1_acc: 0.6404, top5_acc: 0.8337, loss_cls: 1.5082, loss: 1.5082, grad_norm: 2.5889 2022-03-01 09:05:02,990 - mmaction - INFO - Epoch [273][140/234] lr: 8.000e-03, eta: -2 days, 13:16:45, time: 2.249, data_time: 0.059, memory: 9654, top1_acc: 0.6445, top5_acc: 0.8332, loss_cls: 1.4902, loss: 1.4902, grad_norm: 2.5722 2022-03-01 09:05:47,647 - mmaction - INFO - Epoch [273][160/234] lr: 8.000e-03, eta: -2 days, 13:15:56, time: 2.233, data_time: 0.059, memory: 9654, top1_acc: 0.6446, top5_acc: 0.8325, loss_cls: 1.4895, loss: 1.4895, grad_norm: 2.5552 2022-03-01 09:06:32,989 - mmaction - INFO - Epoch [273][180/234] lr: 8.000e-03, eta: -2 days, 13:15:07, time: 2.268, data_time: 0.059, memory: 9654, top1_acc: 0.6438, top5_acc: 0.8347, loss_cls: 1.4931, loss: 1.4931, grad_norm: 2.6040 2022-03-01 09:07:17,050 - mmaction - INFO - Epoch [273][200/234] lr: 8.000e-03, eta: -2 days, 13:14:20, time: 2.203, data_time: 0.060, memory: 9654, top1_acc: 0.6473, top5_acc: 0.8341, loss_cls: 1.4929, loss: 1.4929, grad_norm: 2.5527 2022-03-01 09:08:01,441 - mmaction - INFO - Epoch [273][220/234] lr: 8.000e-03, eta: -2 days, 13:13:33, time: 2.218, data_time: 0.061, memory: 9654, top1_acc: 0.6512, top5_acc: 0.8382, loss_cls: 1.4611, loss: 1.4611, grad_norm: 2.5801 2022-03-01 09:08:28,767 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 09:08:28,850 - mmaction - INFO - 110 BN found 2022-03-01 09:15:36,501 - mmaction - INFO - BN stats updated 2022-03-01 09:15:38,506 - mmaction - INFO - Saving checkpoint at 273 epochs 2022-03-01 09:15:41,188 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 09:17:24,301 - mmaction - INFO - Epoch [274][20/234] lr: 8.000e-03, eta: -2 days, 13:11:36, time: 5.154, data_time: 3.113, memory: 9654, top1_acc: 0.6521, top5_acc: 0.8401, loss_cls: 1.4635, loss: 1.4635, grad_norm: 2.5790 2022-03-01 09:18:08,953 - mmaction - INFO - Epoch [274][40/234] lr: 8.000e-03, eta: -2 days, 13:10:47, time: 2.234, data_time: 0.074, memory: 9654, top1_acc: 0.6440, top5_acc: 0.8335, loss_cls: 1.4994, loss: 1.4994, grad_norm: 2.5945 2022-03-01 09:18:52,720 - mmaction - INFO - Epoch [274][60/234] lr: 8.000e-03, eta: -2 days, 13:10:01, time: 2.188, data_time: 0.365, memory: 9654, top1_acc: 0.6467, top5_acc: 0.8359, loss_cls: 1.4775, loss: 1.4775, grad_norm: 2.5687 2022-03-01 09:19:37,073 - mmaction - INFO - Epoch [274][80/234] lr: 8.000e-03, eta: -2 days, 13:09:13, time: 2.218, data_time: 0.545, memory: 9654, top1_acc: 0.6492, top5_acc: 0.8318, loss_cls: 1.4873, loss: 1.4873, grad_norm: 2.5787 2022-03-01 09:20:21,597 - mmaction - INFO - Epoch [274][100/234] lr: 8.000e-03, eta: -2 days, 13:08:25, time: 2.225, data_time: 0.062, memory: 9654, top1_acc: 0.6469, top5_acc: 0.8344, loss_cls: 1.4769, loss: 1.4769, grad_norm: 2.5766 2022-03-01 09:21:05,302 - mmaction - INFO - Epoch [274][120/234] lr: 8.000e-03, eta: -2 days, 13:07:38, time: 2.186, data_time: 0.065, memory: 9654, top1_acc: 0.6403, top5_acc: 0.8366, loss_cls: 1.4889, loss: 1.4889, grad_norm: 2.6108 2022-03-01 09:21:49,317 - mmaction - INFO - Epoch [274][140/234] lr: 8.000e-03, eta: -2 days, 13:06:51, time: 2.200, data_time: 0.063, memory: 9654, top1_acc: 0.6472, top5_acc: 0.8345, loss_cls: 1.4773, loss: 1.4773, grad_norm: 2.5811 2022-03-01 09:22:33,702 - mmaction - INFO - Epoch [274][160/234] lr: 8.000e-03, eta: -2 days, 13:06:03, time: 2.220, data_time: 0.061, memory: 9654, top1_acc: 0.6483, top5_acc: 0.8371, loss_cls: 1.4792, loss: 1.4792, grad_norm: 2.5660 2022-03-01 09:23:18,569 - mmaction - INFO - Epoch [274][180/234] lr: 8.000e-03, eta: -2 days, 13:05:15, time: 2.244, data_time: 0.063, memory: 9654, top1_acc: 0.6471, top5_acc: 0.8371, loss_cls: 1.4681, loss: 1.4681, grad_norm: 2.5680 2022-03-01 09:24:01,689 - mmaction - INFO - Epoch [274][200/234] lr: 8.000e-03, eta: -2 days, 13:04:29, time: 2.156, data_time: 0.063, memory: 9654, top1_acc: 0.6494, top5_acc: 0.8384, loss_cls: 1.4639, loss: 1.4639, grad_norm: 2.6060 2022-03-01 09:24:46,219 - mmaction - INFO - Epoch [274][220/234] lr: 8.000e-03, eta: -2 days, 13:03:41, time: 2.226, data_time: 0.059, memory: 9654, top1_acc: 0.6486, top5_acc: 0.8349, loss_cls: 1.4689, loss: 1.4689, grad_norm: 2.5936 2022-03-01 09:25:16,420 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 09:27:06,664 - mmaction - INFO - Epoch [275][20/234] lr: 8.000e-03, eta: -2 days, 13:01:35, time: 5.510, data_time: 3.477, memory: 9654, top1_acc: 0.6482, top5_acc: 0.8364, loss_cls: 1.4867, loss: 1.4867, grad_norm: 2.6138 2022-03-01 09:27:50,550 - mmaction - INFO - Epoch [275][40/234] lr: 8.000e-03, eta: -2 days, 13:00:48, time: 2.196, data_time: 0.063, memory: 9654, top1_acc: 0.6490, top5_acc: 0.8394, loss_cls: 1.4608, loss: 1.4608, grad_norm: 2.5606 2022-03-01 09:28:34,927 - mmaction - INFO - Epoch [275][60/234] lr: 8.000e-03, eta: -2 days, 13:00:00, time: 2.218, data_time: 0.056, memory: 9654, top1_acc: 0.6455, top5_acc: 0.8347, loss_cls: 1.4847, loss: 1.4847, grad_norm: 2.6080 2022-03-01 09:29:18,151 - mmaction - INFO - Epoch [275][80/234] lr: 8.000e-03, eta: -2 days, 12:59:14, time: 2.162, data_time: 0.062, memory: 9654, top1_acc: 0.6495, top5_acc: 0.8353, loss_cls: 1.4609, loss: 1.4609, grad_norm: 2.6081 2022-03-01 09:30:00,994 - mmaction - INFO - Epoch [275][100/234] lr: 8.000e-03, eta: -2 days, 12:58:29, time: 2.142, data_time: 0.062, memory: 9654, top1_acc: 0.6492, top5_acc: 0.8355, loss_cls: 1.4689, loss: 1.4689, grad_norm: 2.6150 2022-03-01 09:30:46,873 - mmaction - INFO - Epoch [275][120/234] lr: 8.000e-03, eta: -2 days, 12:57:39, time: 2.294, data_time: 0.059, memory: 9654, top1_acc: 0.6498, top5_acc: 0.8362, loss_cls: 1.4769, loss: 1.4769, grad_norm: 2.5973 2022-03-01 09:31:31,507 - mmaction - INFO - Epoch [275][140/234] lr: 8.000e-03, eta: -2 days, 12:56:51, time: 2.231, data_time: 0.061, memory: 9654, top1_acc: 0.6441, top5_acc: 0.8354, loss_cls: 1.4851, loss: 1.4851, grad_norm: 2.6148 2022-03-01 09:32:15,553 - mmaction - INFO - Epoch [275][160/234] lr: 8.000e-03, eta: -2 days, 12:56:04, time: 2.203, data_time: 0.064, memory: 9654, top1_acc: 0.6484, top5_acc: 0.8388, loss_cls: 1.4701, loss: 1.4701, grad_norm: 2.6120 2022-03-01 09:33:00,885 - mmaction - INFO - Epoch [275][180/234] lr: 8.000e-03, eta: -2 days, 12:55:15, time: 2.266, data_time: 0.059, memory: 9654, top1_acc: 0.6473, top5_acc: 0.8374, loss_cls: 1.4689, loss: 1.4689, grad_norm: 2.6127 2022-03-01 09:33:45,363 - mmaction - INFO - Epoch [275][200/234] lr: 8.000e-03, eta: -2 days, 12:54:27, time: 2.223, data_time: 0.064, memory: 9654, top1_acc: 0.6471, top5_acc: 0.8368, loss_cls: 1.4757, loss: 1.4757, grad_norm: 2.6233 2022-03-01 09:34:28,795 - mmaction - INFO - Epoch [275][220/234] lr: 8.000e-03, eta: -2 days, 12:53:41, time: 2.173, data_time: 0.064, memory: 9654, top1_acc: 0.6593, top5_acc: 0.8408, loss_cls: 1.4324, loss: 1.4324, grad_norm: 2.6052 2022-03-01 09:34:57,813 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 09:36:50,389 - mmaction - INFO - Epoch [276][20/234] lr: 8.000e-03, eta: -2 days, 12:51:32, time: 5.628, data_time: 4.443, memory: 9654, top1_acc: 0.6527, top5_acc: 0.8370, loss_cls: 1.4583, loss: 1.4583, grad_norm: 2.6002 2022-03-01 09:37:34,730 - mmaction - INFO - Epoch [276][40/234] lr: 8.000e-03, eta: -2 days, 12:50:44, time: 2.217, data_time: 0.426, memory: 9654, top1_acc: 0.6537, top5_acc: 0.8357, loss_cls: 1.4617, loss: 1.4617, grad_norm: 2.6000 2022-03-01 09:38:18,492 - mmaction - INFO - Epoch [276][60/234] lr: 8.000e-03, eta: -2 days, 12:49:57, time: 2.188, data_time: 0.065, memory: 9654, top1_acc: 0.6524, top5_acc: 0.8379, loss_cls: 1.4567, loss: 1.4567, grad_norm: 2.6476 2022-03-01 09:39:02,589 - mmaction - INFO - Epoch [276][80/234] lr: 8.000e-03, eta: -2 days, 12:49:10, time: 2.205, data_time: 0.062, memory: 9654, top1_acc: 0.6546, top5_acc: 0.8416, loss_cls: 1.4456, loss: 1.4456, grad_norm: 2.6215 2022-03-01 09:39:47,610 - mmaction - INFO - Epoch [276][100/234] lr: 8.000e-03, eta: -2 days, 12:48:21, time: 2.250, data_time: 0.058, memory: 9654, top1_acc: 0.6462, top5_acc: 0.8351, loss_cls: 1.4791, loss: 1.4791, grad_norm: 2.6283 2022-03-01 09:40:32,230 - mmaction - INFO - Epoch [276][120/234] lr: 8.000e-03, eta: -2 days, 12:47:34, time: 2.230, data_time: 0.064, memory: 9654, top1_acc: 0.6530, top5_acc: 0.8407, loss_cls: 1.4407, loss: 1.4407, grad_norm: 2.6131 2022-03-01 09:41:16,545 - mmaction - INFO - Epoch [276][140/234] lr: 8.000e-03, eta: -2 days, 12:46:46, time: 2.217, data_time: 0.066, memory: 9654, top1_acc: 0.6514, top5_acc: 0.8427, loss_cls: 1.4466, loss: 1.4466, grad_norm: 2.6235 2022-03-01 09:42:00,855 - mmaction - INFO - Epoch [276][160/234] lr: 8.000e-03, eta: -2 days, 12:45:58, time: 2.216, data_time: 0.058, memory: 9654, top1_acc: 0.6516, top5_acc: 0.8383, loss_cls: 1.4676, loss: 1.4676, grad_norm: 2.6164 2022-03-01 09:42:47,331 - mmaction - INFO - Epoch [276][180/234] lr: 8.000e-03, eta: -2 days, 12:45:08, time: 2.322, data_time: 0.063, memory: 9654, top1_acc: 0.6527, top5_acc: 0.8344, loss_cls: 1.4663, loss: 1.4663, grad_norm: 2.6196 2022-03-01 09:43:32,397 - mmaction - INFO - Epoch [276][200/234] lr: 8.000e-03, eta: -2 days, 12:44:20, time: 2.255, data_time: 0.062, memory: 9654, top1_acc: 0.6525, top5_acc: 0.8399, loss_cls: 1.4477, loss: 1.4477, grad_norm: 2.5939 2022-03-01 09:44:16,296 - mmaction - INFO - Epoch [276][220/234] lr: 8.000e-03, eta: -2 days, 12:43:33, time: 2.196, data_time: 0.060, memory: 9654, top1_acc: 0.6434, top5_acc: 0.8336, loss_cls: 1.4876, loss: 1.4876, grad_norm: 2.6442 2022-03-01 09:44:45,213 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 09:44:45,336 - mmaction - INFO - 110 BN found 2022-03-01 09:51:39,478 - mmaction - INFO - BN stats updated 2022-03-01 09:51:41,484 - mmaction - INFO - Saving checkpoint at 276 epochs 2022-03-01 09:55:19,471 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 09:55:20,313 - mmaction - INFO - top1_acc 0.5912 top5_acc 0.8058 2022-03-01 09:55:20,314 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 09:55:20,360 - mmaction - INFO - mean_acc 0.5910 2022-03-01 09:55:20,368 - mmaction - INFO - Epoch(val) [276][155] top1_acc: 0.5912, top5_acc: 0.8058, mean_class_accuracy: 0.5910 2022-03-01 09:55:21,378 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 09:57:31,754 - mmaction - INFO - Epoch [277][20/234] lr: 8.000e-03, eta: -2 days, 12:41:01, time: 6.518, data_time: 5.366, memory: 9654, top1_acc: 0.6569, top5_acc: 0.8429, loss_cls: 1.4310, loss: 1.4310, grad_norm: 2.5911 2022-03-01 09:58:14,851 - mmaction - INFO - Epoch [277][40/234] lr: 8.000e-03, eta: -2 days, 12:40:15, time: 2.155, data_time: 0.991, memory: 9654, top1_acc: 0.6543, top5_acc: 0.8383, loss_cls: 1.4473, loss: 1.4473, grad_norm: 2.6037 2022-03-01 09:58:57,537 - mmaction - INFO - Epoch [277][60/234] lr: 8.000e-03, eta: -2 days, 12:39:29, time: 2.135, data_time: 0.901, memory: 9654, top1_acc: 0.6583, top5_acc: 0.8424, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.5791 2022-03-01 09:59:41,986 - mmaction - INFO - Epoch [277][80/234] lr: 8.000e-03, eta: -2 days, 12:38:42, time: 2.221, data_time: 0.833, memory: 9654, top1_acc: 0.6514, top5_acc: 0.8365, loss_cls: 1.4680, loss: 1.4680, grad_norm: 2.6175 2022-03-01 10:00:26,884 - mmaction - INFO - Epoch [277][100/234] lr: 8.000e-03, eta: -2 days, 12:37:53, time: 2.246, data_time: 0.517, memory: 9654, top1_acc: 0.6520, top5_acc: 0.8379, loss_cls: 1.4607, loss: 1.4607, grad_norm: 2.6180 2022-03-01 10:01:12,555 - mmaction - INFO - Epoch [277][120/234] lr: 8.000e-03, eta: -2 days, 12:37:04, time: 2.283, data_time: 0.528, memory: 9654, top1_acc: 0.6545, top5_acc: 0.8407, loss_cls: 1.4372, loss: 1.4372, grad_norm: 2.6101 2022-03-01 10:01:56,735 - mmaction - INFO - Epoch [277][140/234] lr: 8.000e-03, eta: -2 days, 12:36:17, time: 2.208, data_time: 0.282, memory: 9654, top1_acc: 0.6502, top5_acc: 0.8361, loss_cls: 1.4659, loss: 1.4659, grad_norm: 2.6429 2022-03-01 10:02:40,904 - mmaction - INFO - Epoch [277][160/234] lr: 8.000e-03, eta: -2 days, 12:35:29, time: 2.209, data_time: 0.241, memory: 9654, top1_acc: 0.6496, top5_acc: 0.8396, loss_cls: 1.4632, loss: 1.4632, grad_norm: 2.6500 2022-03-01 10:03:23,734 - mmaction - INFO - Epoch [277][180/234] lr: 8.000e-03, eta: -2 days, 12:34:44, time: 2.141, data_time: 0.586, memory: 9654, top1_acc: 0.6501, top5_acc: 0.8376, loss_cls: 1.4594, loss: 1.4594, grad_norm: 2.6166 2022-03-01 10:04:09,147 - mmaction - INFO - Epoch [277][200/234] lr: 8.000e-03, eta: -2 days, 12:33:55, time: 2.270, data_time: 0.596, memory: 9654, top1_acc: 0.6515, top5_acc: 0.8395, loss_cls: 1.4549, loss: 1.4549, grad_norm: 2.6212 2022-03-01 10:04:51,964 - mmaction - INFO - Epoch [277][220/234] lr: 8.000e-03, eta: -2 days, 12:33:09, time: 2.141, data_time: 0.551, memory: 9654, top1_acc: 0.6497, top5_acc: 0.8386, loss_cls: 1.4626, loss: 1.4626, grad_norm: 2.6466 2022-03-01 10:05:24,082 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 10:07:49,036 - mmaction - INFO - Epoch [278][20/234] lr: 8.000e-03, eta: -2 days, 12:30:19, time: 7.247, data_time: 5.622, memory: 9654, top1_acc: 0.6544, top5_acc: 0.8383, loss_cls: 1.4450, loss: 1.4450, grad_norm: 2.5950 2022-03-01 10:08:30,817 - mmaction - INFO - Epoch [278][40/234] lr: 8.000e-03, eta: -2 days, 12:29:34, time: 2.089, data_time: 0.777, memory: 9654, top1_acc: 0.6553, top5_acc: 0.8410, loss_cls: 1.4319, loss: 1.4319, grad_norm: 2.5961 2022-03-01 10:09:13,916 - mmaction - INFO - Epoch [278][60/234] lr: 8.000e-03, eta: -2 days, 12:28:48, time: 2.156, data_time: 0.747, memory: 9654, top1_acc: 0.6507, top5_acc: 0.8362, loss_cls: 1.4598, loss: 1.4598, grad_norm: 2.6342 2022-03-01 10:09:59,383 - mmaction - INFO - Epoch [278][80/234] lr: 8.000e-03, eta: -2 days, 12:27:59, time: 2.273, data_time: 0.149, memory: 9654, top1_acc: 0.6557, top5_acc: 0.8427, loss_cls: 1.4382, loss: 1.4382, grad_norm: 2.6072 2022-03-01 10:10:42,753 - mmaction - INFO - Epoch [278][100/234] lr: 8.000e-03, eta: -2 days, 12:27:13, time: 2.167, data_time: 0.060, memory: 9654, top1_acc: 0.6492, top5_acc: 0.8386, loss_cls: 1.4625, loss: 1.4625, grad_norm: 2.6345 2022-03-01 10:11:27,140 - mmaction - INFO - Epoch [278][120/234] lr: 8.000e-03, eta: -2 days, 12:26:26, time: 2.220, data_time: 0.275, memory: 9654, top1_acc: 0.6538, top5_acc: 0.8429, loss_cls: 1.4292, loss: 1.4292, grad_norm: 2.6302 2022-03-01 10:12:12,195 - mmaction - INFO - Epoch [278][140/234] lr: 8.000e-03, eta: -2 days, 12:25:37, time: 2.253, data_time: 0.066, memory: 9654, top1_acc: 0.6593, top5_acc: 0.8424, loss_cls: 1.4292, loss: 1.4292, grad_norm: 2.6152 2022-03-01 10:12:55,411 - mmaction - INFO - Epoch [278][160/234] lr: 8.000e-03, eta: -2 days, 12:24:51, time: 2.160, data_time: 0.060, memory: 9654, top1_acc: 0.6574, top5_acc: 0.8404, loss_cls: 1.4411, loss: 1.4411, grad_norm: 2.6385 2022-03-01 10:13:38,806 - mmaction - INFO - Epoch [278][180/234] lr: 8.000e-03, eta: -2 days, 12:24:05, time: 2.170, data_time: 0.059, memory: 9654, top1_acc: 0.6542, top5_acc: 0.8425, loss_cls: 1.4449, loss: 1.4449, grad_norm: 2.6459 2022-03-01 10:14:22,828 - mmaction - INFO - Epoch [278][200/234] lr: 8.000e-03, eta: -2 days, 12:23:18, time: 2.201, data_time: 0.059, memory: 9654, top1_acc: 0.6554, top5_acc: 0.8403, loss_cls: 1.4440, loss: 1.4440, grad_norm: 2.6538 2022-03-01 10:15:07,078 - mmaction - INFO - Epoch [278][220/234] lr: 8.000e-03, eta: -2 days, 12:22:30, time: 2.212, data_time: 0.060, memory: 9654, top1_acc: 0.6456, top5_acc: 0.8386, loss_cls: 1.4763, loss: 1.4763, grad_norm: 2.6976 2022-03-01 10:15:36,366 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 10:17:28,497 - mmaction - INFO - Epoch [279][20/234] lr: 8.000e-03, eta: -2 days, 12:20:22, time: 5.606, data_time: 4.064, memory: 9654, top1_acc: 0.6592, top5_acc: 0.8401, loss_cls: 1.4112, loss: 1.4112, grad_norm: 2.6257 2022-03-01 10:18:12,272 - mmaction - INFO - Epoch [279][40/234] lr: 8.000e-03, eta: -2 days, 12:19:35, time: 2.189, data_time: 0.431, memory: 9654, top1_acc: 0.6585, top5_acc: 0.8429, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.6197 2022-03-01 10:18:57,449 - mmaction - INFO - Epoch [279][60/234] lr: 8.000e-03, eta: -2 days, 12:18:47, time: 2.257, data_time: 0.164, memory: 9654, top1_acc: 0.6530, top5_acc: 0.8358, loss_cls: 1.4563, loss: 1.4563, grad_norm: 2.6339 2022-03-01 10:19:41,860 - mmaction - INFO - Epoch [279][80/234] lr: 8.000e-03, eta: -2 days, 12:17:59, time: 2.222, data_time: 0.063, memory: 9654, top1_acc: 0.6587, top5_acc: 0.8420, loss_cls: 1.4295, loss: 1.4295, grad_norm: 2.6210 2022-03-01 10:20:27,103 - mmaction - INFO - Epoch [279][100/234] lr: 8.000e-03, eta: -2 days, 12:17:11, time: 2.262, data_time: 0.066, memory: 9654, top1_acc: 0.6511, top5_acc: 0.8413, loss_cls: 1.4473, loss: 1.4473, grad_norm: 2.6956 2022-03-01 10:21:12,504 - mmaction - INFO - Epoch [279][120/234] lr: 8.000e-03, eta: -2 days, 12:16:22, time: 2.271, data_time: 0.090, memory: 9654, top1_acc: 0.6578, top5_acc: 0.8410, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.6434 2022-03-01 10:21:58,137 - mmaction - INFO - Epoch [279][140/234] lr: 8.000e-03, eta: -2 days, 12:15:33, time: 2.281, data_time: 0.059, memory: 9654, top1_acc: 0.6533, top5_acc: 0.8403, loss_cls: 1.4528, loss: 1.4528, grad_norm: 2.6606 2022-03-01 10:22:41,653 - mmaction - INFO - Epoch [279][160/234] lr: 8.000e-03, eta: -2 days, 12:14:46, time: 2.176, data_time: 0.169, memory: 9654, top1_acc: 0.6514, top5_acc: 0.8389, loss_cls: 1.4483, loss: 1.4483, grad_norm: 2.6438 2022-03-01 10:23:24,892 - mmaction - INFO - Epoch [279][180/234] lr: 8.000e-03, eta: -2 days, 12:14:00, time: 2.162, data_time: 0.423, memory: 9654, top1_acc: 0.6561, top5_acc: 0.8417, loss_cls: 1.4420, loss: 1.4420, grad_norm: 2.6635 2022-03-01 10:24:09,877 - mmaction - INFO - Epoch [279][200/234] lr: 8.000e-03, eta: -2 days, 12:13:12, time: 2.249, data_time: 0.338, memory: 9654, top1_acc: 0.6516, top5_acc: 0.8371, loss_cls: 1.4485, loss: 1.4485, grad_norm: 2.6814 2022-03-01 10:24:55,182 - mmaction - INFO - Epoch [279][220/234] lr: 8.000e-03, eta: -2 days, 12:12:23, time: 2.265, data_time: 0.202, memory: 9654, top1_acc: 0.6577, top5_acc: 0.8453, loss_cls: 1.4290, loss: 1.4290, grad_norm: 2.6598 2022-03-01 10:25:24,300 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 10:25:24,382 - mmaction - INFO - 110 BN found 2022-03-01 10:32:53,551 - mmaction - INFO - BN stats updated 2022-03-01 10:32:55,558 - mmaction - INFO - Saving checkpoint at 279 epochs 2022-03-01 10:32:58,019 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 10:34:51,391 - mmaction - INFO - Epoch [280][20/234] lr: 8.000e-03, eta: -2 days, 12:10:13, time: 5.668, data_time: 3.590, memory: 9654, top1_acc: 0.6600, top5_acc: 0.8448, loss_cls: 1.4116, loss: 1.4116, grad_norm: 2.6208 2022-03-01 10:35:34,833 - mmaction - INFO - Epoch [280][40/234] lr: 8.000e-03, eta: -2 days, 12:09:27, time: 2.172, data_time: 0.060, memory: 9654, top1_acc: 0.6520, top5_acc: 0.8407, loss_cls: 1.4469, loss: 1.4469, grad_norm: 2.6867 2022-03-01 10:36:18,886 - mmaction - INFO - Epoch [280][60/234] lr: 8.000e-03, eta: -2 days, 12:08:40, time: 2.203, data_time: 0.065, memory: 9654, top1_acc: 0.6612, top5_acc: 0.8412, loss_cls: 1.4215, loss: 1.4215, grad_norm: 2.6222 2022-03-01 10:37:02,325 - mmaction - INFO - Epoch [280][80/234] lr: 8.000e-03, eta: -2 days, 12:07:54, time: 2.171, data_time: 0.130, memory: 9654, top1_acc: 0.6589, top5_acc: 0.8384, loss_cls: 1.4361, loss: 1.4361, grad_norm: 2.6380 2022-03-01 10:37:45,724 - mmaction - INFO - Epoch [280][100/234] lr: 8.000e-03, eta: -2 days, 12:07:08, time: 2.170, data_time: 0.150, memory: 9654, top1_acc: 0.6570, top5_acc: 0.8406, loss_cls: 1.4319, loss: 1.4319, grad_norm: 2.6663 2022-03-01 10:38:30,672 - mmaction - INFO - Epoch [280][120/234] lr: 8.000e-03, eta: -2 days, 12:06:19, time: 2.248, data_time: 0.250, memory: 9654, top1_acc: 0.6573, top5_acc: 0.8403, loss_cls: 1.4288, loss: 1.4288, grad_norm: 2.6509 2022-03-01 10:39:15,142 - mmaction - INFO - Epoch [280][140/234] lr: 8.000e-03, eta: -2 days, 12:05:32, time: 2.223, data_time: 0.407, memory: 9654, top1_acc: 0.6494, top5_acc: 0.8416, loss_cls: 1.4572, loss: 1.4572, grad_norm: 2.6991 2022-03-01 10:39:59,981 - mmaction - INFO - Epoch [280][160/234] lr: 8.000e-03, eta: -2 days, 12:04:44, time: 2.243, data_time: 0.694, memory: 9654, top1_acc: 0.6522, top5_acc: 0.8399, loss_cls: 1.4521, loss: 1.4521, grad_norm: 2.6836 2022-03-01 10:40:44,885 - mmaction - INFO - Epoch [280][180/234] lr: 8.000e-03, eta: -2 days, 12:03:55, time: 2.245, data_time: 1.040, memory: 9654, top1_acc: 0.6567, top5_acc: 0.8443, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.6524 2022-03-01 10:41:29,647 - mmaction - INFO - Epoch [280][200/234] lr: 8.000e-03, eta: -2 days, 12:03:07, time: 2.238, data_time: 0.863, memory: 9654, top1_acc: 0.6540, top5_acc: 0.8399, loss_cls: 1.4395, loss: 1.4395, grad_norm: 2.6964 2022-03-01 10:42:14,807 - mmaction - INFO - Epoch [280][220/234] lr: 8.000e-03, eta: -2 days, 12:02:19, time: 2.258, data_time: 0.893, memory: 9654, top1_acc: 0.6552, top5_acc: 0.8357, loss_cls: 1.4505, loss: 1.4505, grad_norm: 2.6650 2022-03-01 10:42:44,731 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 10:45:21,496 - mmaction - INFO - Epoch [281][20/234] lr: 8.000e-03, eta: -2 days, 11:59:13, time: 7.837, data_time: 5.616, memory: 9654, top1_acc: 0.6542, top5_acc: 0.8421, loss_cls: 1.4391, loss: 1.4391, grad_norm: 2.6610 2022-03-01 10:46:07,509 - mmaction - INFO - Epoch [281][40/234] lr: 8.000e-03, eta: -2 days, 11:58:24, time: 2.301, data_time: 0.073, memory: 9654, top1_acc: 0.6599, top5_acc: 0.8456, loss_cls: 1.4153, loss: 1.4153, grad_norm: 2.6535 2022-03-01 10:46:51,578 - mmaction - INFO - Epoch [281][60/234] lr: 8.000e-03, eta: -2 days, 11:57:37, time: 2.203, data_time: 0.061, memory: 9654, top1_acc: 0.6580, top5_acc: 0.8427, loss_cls: 1.4269, loss: 1.4269, grad_norm: 2.6523 2022-03-01 10:47:34,236 - mmaction - INFO - Epoch [281][80/234] lr: 8.000e-03, eta: -2 days, 11:56:51, time: 2.134, data_time: 0.157, memory: 9654, top1_acc: 0.6602, top5_acc: 0.8425, loss_cls: 1.4070, loss: 1.4070, grad_norm: 2.6463 2022-03-01 10:48:17,868 - mmaction - INFO - Epoch [281][100/234] lr: 8.000e-03, eta: -2 days, 11:56:05, time: 2.181, data_time: 0.646, memory: 9654, top1_acc: 0.6548, top5_acc: 0.8375, loss_cls: 1.4399, loss: 1.4399, grad_norm: 2.6858 2022-03-01 10:49:01,905 - mmaction - INFO - Epoch [281][120/234] lr: 8.000e-03, eta: -2 days, 11:55:18, time: 2.202, data_time: 1.046, memory: 9654, top1_acc: 0.6525, top5_acc: 0.8391, loss_cls: 1.4455, loss: 1.4455, grad_norm: 2.7273 2022-03-01 10:49:45,924 - mmaction - INFO - Epoch [281][140/234] lr: 8.000e-03, eta: -2 days, 11:54:31, time: 2.200, data_time: 1.075, memory: 9654, top1_acc: 0.6587, top5_acc: 0.8423, loss_cls: 1.4173, loss: 1.4173, grad_norm: 2.6750 2022-03-01 10:50:31,850 - mmaction - INFO - Epoch [281][160/234] lr: 8.000e-03, eta: -2 days, 11:53:41, time: 2.296, data_time: 0.869, memory: 9654, top1_acc: 0.6555, top5_acc: 0.8425, loss_cls: 1.4275, loss: 1.4275, grad_norm: 2.7056 2022-03-01 10:51:17,882 - mmaction - INFO - Epoch [281][180/234] lr: 8.000e-03, eta: -2 days, 11:52:52, time: 2.302, data_time: 0.444, memory: 9654, top1_acc: 0.6570, top5_acc: 0.8415, loss_cls: 1.4191, loss: 1.4191, grad_norm: 2.6650 2022-03-01 10:52:02,557 - mmaction - INFO - Epoch [281][200/234] lr: 8.000e-03, eta: -2 days, 11:52:04, time: 2.234, data_time: 0.249, memory: 9654, top1_acc: 0.6592, top5_acc: 0.8462, loss_cls: 1.4151, loss: 1.4151, grad_norm: 2.6939 2022-03-01 10:52:46,865 - mmaction - INFO - Epoch [281][220/234] lr: 8.000e-03, eta: -2 days, 11:51:17, time: 2.215, data_time: 0.301, memory: 9654, top1_acc: 0.6534, top5_acc: 0.8423, loss_cls: 1.4329, loss: 1.4329, grad_norm: 2.6718 2022-03-01 10:53:20,043 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 10:55:45,962 - mmaction - INFO - Epoch [282][20/234] lr: 8.000e-03, eta: -2 days, 11:48:25, time: 7.294, data_time: 5.121, memory: 9654, top1_acc: 0.6609, top5_acc: 0.8437, loss_cls: 1.4082, loss: 1.4082, grad_norm: 2.6428 2022-03-01 10:56:29,035 - mmaction - INFO - Epoch [282][40/234] lr: 8.000e-03, eta: -2 days, 11:47:39, time: 2.155, data_time: 0.202, memory: 9654, top1_acc: 0.6629, top5_acc: 0.8432, loss_cls: 1.4106, loss: 1.4106, grad_norm: 2.6593 2022-03-01 10:57:13,893 - mmaction - INFO - Epoch [282][60/234] lr: 8.000e-03, eta: -2 days, 11:46:51, time: 2.242, data_time: 0.405, memory: 9654, top1_acc: 0.6611, top5_acc: 0.8439, loss_cls: 1.4244, loss: 1.4244, grad_norm: 2.6786 2022-03-01 10:57:58,595 - mmaction - INFO - Epoch [282][80/234] lr: 8.000e-03, eta: -2 days, 11:46:03, time: 2.236, data_time: 0.125, memory: 9654, top1_acc: 0.6624, top5_acc: 0.8450, loss_cls: 1.4048, loss: 1.4048, grad_norm: 2.6603 2022-03-01 10:58:42,437 - mmaction - INFO - Epoch [282][100/234] lr: 8.000e-03, eta: -2 days, 11:45:17, time: 2.192, data_time: 0.142, memory: 9654, top1_acc: 0.6539, top5_acc: 0.8374, loss_cls: 1.4371, loss: 1.4371, grad_norm: 2.6832 2022-03-01 10:59:26,564 - mmaction - INFO - Epoch [282][120/234] lr: 8.000e-03, eta: -2 days, 11:44:30, time: 2.206, data_time: 0.155, memory: 9654, top1_acc: 0.6577, top5_acc: 0.8433, loss_cls: 1.4168, loss: 1.4168, grad_norm: 2.6915 2022-03-01 11:00:12,286 - mmaction - INFO - Epoch [282][140/234] lr: 8.000e-03, eta: -2 days, 11:43:40, time: 2.287, data_time: 0.078, memory: 9654, top1_acc: 0.6614, top5_acc: 0.8471, loss_cls: 1.4041, loss: 1.4041, grad_norm: 2.6944 2022-03-01 11:00:58,290 - mmaction - INFO - Epoch [282][160/234] lr: 8.000e-03, eta: -2 days, 11:42:51, time: 2.300, data_time: 0.071, memory: 9654, top1_acc: 0.6574, top5_acc: 0.8425, loss_cls: 1.4281, loss: 1.4281, grad_norm: 2.6953 2022-03-01 11:01:43,483 - mmaction - INFO - Epoch [282][180/234] lr: 8.000e-03, eta: -2 days, 11:42:02, time: 2.260, data_time: 0.090, memory: 9654, top1_acc: 0.6586, top5_acc: 0.8426, loss_cls: 1.4184, loss: 1.4184, grad_norm: 2.6753 2022-03-01 11:02:26,751 - mmaction - INFO - Epoch [282][200/234] lr: 8.000e-03, eta: -2 days, 11:41:16, time: 2.163, data_time: 0.149, memory: 9654, top1_acc: 0.6584, top5_acc: 0.8393, loss_cls: 1.4281, loss: 1.4281, grad_norm: 2.6688 2022-03-01 11:03:11,534 - mmaction - INFO - Epoch [282][220/234] lr: 8.000e-03, eta: -2 days, 11:40:28, time: 2.240, data_time: 0.265, memory: 9654, top1_acc: 0.6579, top5_acc: 0.8438, loss_cls: 1.4207, loss: 1.4207, grad_norm: 2.7058 2022-03-01 11:03:42,473 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 11:03:42,568 - mmaction - INFO - 110 BN found 2022-03-01 11:10:58,779 - mmaction - INFO - BN stats updated 2022-03-01 11:11:00,784 - mmaction - INFO - Saving checkpoint at 282 epochs 2022-03-01 11:14:26,659 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 11:14:27,450 - mmaction - INFO - top1_acc 0.5907 top5_acc 0.8084 2022-03-01 11:14:27,451 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 11:14:27,489 - mmaction - INFO - mean_acc 0.5905 2022-03-01 11:14:27,496 - mmaction - INFO - Epoch(val) [282][155] top1_acc: 0.5907, top5_acc: 0.8084, mean_class_accuracy: 0.5905 2022-03-01 11:14:29,157 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 11:16:50,590 - mmaction - INFO - Epoch [283][20/234] lr: 8.000e-03, eta: -2 days, 11:37:43, time: 7.071, data_time: 5.693, memory: 9654, top1_acc: 0.6598, top5_acc: 0.8421, loss_cls: 1.4177, loss: 1.4177, grad_norm: 2.6904 2022-03-01 11:17:33,574 - mmaction - INFO - Epoch [283][40/234] lr: 8.000e-03, eta: -2 days, 11:36:57, time: 2.150, data_time: 0.391, memory: 9654, top1_acc: 0.6571, top5_acc: 0.8438, loss_cls: 1.4173, loss: 1.4173, grad_norm: 2.7087 2022-03-01 11:18:17,066 - mmaction - INFO - Epoch [283][60/234] lr: 8.000e-03, eta: -2 days, 11:36:11, time: 2.174, data_time: 0.059, memory: 9654, top1_acc: 0.6617, top5_acc: 0.8466, loss_cls: 1.4007, loss: 1.4007, grad_norm: 2.6794 2022-03-01 11:19:01,232 - mmaction - INFO - Epoch [283][80/234] lr: 8.000e-03, eta: -2 days, 11:35:24, time: 2.208, data_time: 0.066, memory: 9654, top1_acc: 0.6607, top5_acc: 0.8422, loss_cls: 1.4175, loss: 1.4175, grad_norm: 2.6971 2022-03-01 11:19:47,275 - mmaction - INFO - Epoch [283][100/234] lr: 8.000e-03, eta: -2 days, 11:34:34, time: 2.303, data_time: 0.059, memory: 9654, top1_acc: 0.6624, top5_acc: 0.8456, loss_cls: 1.4084, loss: 1.4084, grad_norm: 2.6703 2022-03-01 11:20:34,097 - mmaction - INFO - Epoch [283][120/234] lr: 8.000e-03, eta: -2 days, 11:33:44, time: 2.341, data_time: 0.061, memory: 9654, top1_acc: 0.6576, top5_acc: 0.8409, loss_cls: 1.4274, loss: 1.4274, grad_norm: 2.7180 2022-03-01 11:21:18,524 - mmaction - INFO - Epoch [283][140/234] lr: 8.000e-03, eta: -2 days, 11:32:56, time: 2.221, data_time: 0.061, memory: 9654, top1_acc: 0.6642, top5_acc: 0.8453, loss_cls: 1.4005, loss: 1.4005, grad_norm: 2.7030 2022-03-01 11:22:02,281 - mmaction - INFO - Epoch [283][160/234] lr: 8.000e-03, eta: -2 days, 11:32:10, time: 2.189, data_time: 0.067, memory: 9654, top1_acc: 0.6579, top5_acc: 0.8441, loss_cls: 1.4093, loss: 1.4093, grad_norm: 2.7337 2022-03-01 11:22:46,466 - mmaction - INFO - Epoch [283][180/234] lr: 8.000e-03, eta: -2 days, 11:31:23, time: 2.208, data_time: 0.065, memory: 9654, top1_acc: 0.6630, top5_acc: 0.8448, loss_cls: 1.4068, loss: 1.4068, grad_norm: 2.7177 2022-03-01 11:23:30,831 - mmaction - INFO - Epoch [283][200/234] lr: 8.000e-03, eta: -2 days, 11:30:35, time: 2.219, data_time: 0.063, memory: 9654, top1_acc: 0.6578, top5_acc: 0.8426, loss_cls: 1.4228, loss: 1.4228, grad_norm: 2.7112 2022-03-01 11:24:15,221 - mmaction - INFO - Epoch [283][220/234] lr: 8.000e-03, eta: -2 days, 11:29:48, time: 2.219, data_time: 0.064, memory: 9654, top1_acc: 0.6634, top5_acc: 0.8464, loss_cls: 1.3982, loss: 1.3982, grad_norm: 2.6930 2022-03-01 11:24:43,814 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 11:26:30,710 - mmaction - INFO - Epoch [284][20/234] lr: 8.000e-03, eta: -2 days, 11:27:47, time: 5.344, data_time: 3.441, memory: 9654, top1_acc: 0.6557, top5_acc: 0.8439, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.7222 2022-03-01 11:27:15,264 - mmaction - INFO - Epoch [284][40/234] lr: 8.000e-03, eta: -2 days, 11:26:59, time: 2.228, data_time: 0.061, memory: 9654, top1_acc: 0.6656, top5_acc: 0.8487, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.7100 2022-03-01 11:27:59,163 - mmaction - INFO - Epoch [284][60/234] lr: 8.000e-03, eta: -2 days, 11:26:12, time: 2.195, data_time: 0.057, memory: 9654, top1_acc: 0.6580, top5_acc: 0.8443, loss_cls: 1.4234, loss: 1.4234, grad_norm: 2.7450 2022-03-01 11:28:42,683 - mmaction - INFO - Epoch [284][80/234] lr: 8.000e-03, eta: -2 days, 11:25:26, time: 2.176, data_time: 0.057, memory: 9654, top1_acc: 0.6614, top5_acc: 0.8471, loss_cls: 1.3964, loss: 1.3964, grad_norm: 2.7255 2022-03-01 11:29:26,765 - mmaction - INFO - Epoch [284][100/234] lr: 8.000e-03, eta: -2 days, 11:24:39, time: 2.204, data_time: 0.059, memory: 9654, top1_acc: 0.6626, top5_acc: 0.8422, loss_cls: 1.4170, loss: 1.4170, grad_norm: 2.7155 2022-03-01 11:30:11,574 - mmaction - INFO - Epoch [284][120/234] lr: 8.000e-03, eta: -2 days, 11:23:51, time: 2.240, data_time: 0.059, memory: 9654, top1_acc: 0.6629, top5_acc: 0.8475, loss_cls: 1.4010, loss: 1.4010, grad_norm: 2.7029 2022-03-01 11:30:57,279 - mmaction - INFO - Epoch [284][140/234] lr: 8.000e-03, eta: -2 days, 11:23:02, time: 2.286, data_time: 0.066, memory: 9654, top1_acc: 0.6583, top5_acc: 0.8413, loss_cls: 1.4356, loss: 1.4356, grad_norm: 2.7187 2022-03-01 11:31:41,330 - mmaction - INFO - Epoch [284][160/234] lr: 8.000e-03, eta: -2 days, 11:22:15, time: 2.202, data_time: 0.060, memory: 9654, top1_acc: 0.6597, top5_acc: 0.8405, loss_cls: 1.4200, loss: 1.4200, grad_norm: 2.7084 2022-03-01 11:32:26,106 - mmaction - INFO - Epoch [284][180/234] lr: 8.000e-03, eta: -2 days, 11:21:27, time: 2.240, data_time: 0.061, memory: 9654, top1_acc: 0.6515, top5_acc: 0.8398, loss_cls: 1.4417, loss: 1.4417, grad_norm: 2.7488 2022-03-01 11:33:09,834 - mmaction - INFO - Epoch [284][200/234] lr: 8.000e-03, eta: -2 days, 11:20:41, time: 2.186, data_time: 0.057, memory: 9654, top1_acc: 0.6671, top5_acc: 0.8460, loss_cls: 1.3959, loss: 1.3959, grad_norm: 2.6746 2022-03-01 11:33:54,583 - mmaction - INFO - Epoch [284][220/234] lr: 8.000e-03, eta: -2 days, 11:19:53, time: 2.237, data_time: 0.061, memory: 9654, top1_acc: 0.6603, top5_acc: 0.8458, loss_cls: 1.4063, loss: 1.4063, grad_norm: 2.6896 2022-03-01 11:34:22,629 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 11:36:08,578 - mmaction - INFO - Epoch [285][20/234] lr: 8.000e-03, eta: -2 days, 11:17:53, time: 5.295, data_time: 3.272, memory: 9654, top1_acc: 0.6692, top5_acc: 0.8492, loss_cls: 1.3779, loss: 1.3779, grad_norm: 2.7416 2022-03-01 11:36:52,768 - mmaction - INFO - Epoch [285][40/234] lr: 8.000e-03, eta: -2 days, 11:17:06, time: 2.211, data_time: 0.070, memory: 9654, top1_acc: 0.6647, top5_acc: 0.8486, loss_cls: 1.3851, loss: 1.3851, grad_norm: 2.7417 2022-03-01 11:37:36,045 - mmaction - INFO - Epoch [285][60/234] lr: 8.000e-03, eta: -2 days, 11:16:20, time: 2.164, data_time: 0.084, memory: 9654, top1_acc: 0.6592, top5_acc: 0.8436, loss_cls: 1.4109, loss: 1.4109, grad_norm: 2.7279 2022-03-01 11:38:20,472 - mmaction - INFO - Epoch [285][80/234] lr: 8.000e-03, eta: -2 days, 11:15:33, time: 2.221, data_time: 0.312, memory: 9654, top1_acc: 0.6658, top5_acc: 0.8490, loss_cls: 1.3897, loss: 1.3897, grad_norm: 2.7051 2022-03-01 11:39:04,191 - mmaction - INFO - Epoch [285][100/234] lr: 8.000e-03, eta: -2 days, 11:14:46, time: 2.186, data_time: 0.217, memory: 9654, top1_acc: 0.6649, top5_acc: 0.8490, loss_cls: 1.3871, loss: 1.3871, grad_norm: 2.7290 2022-03-01 11:39:48,363 - mmaction - INFO - Epoch [285][120/234] lr: 8.000e-03, eta: -2 days, 11:13:59, time: 2.210, data_time: 0.084, memory: 9654, top1_acc: 0.6633, top5_acc: 0.8478, loss_cls: 1.3995, loss: 1.3995, grad_norm: 2.7308 2022-03-01 11:40:32,393 - mmaction - INFO - Epoch [285][140/234] lr: 8.000e-03, eta: -2 days, 11:13:12, time: 2.201, data_time: 0.435, memory: 9654, top1_acc: 0.6599, top5_acc: 0.8459, loss_cls: 1.4036, loss: 1.4036, grad_norm: 2.7383 2022-03-01 11:41:17,189 - mmaction - INFO - Epoch [285][160/234] lr: 8.000e-03, eta: -2 days, 11:12:24, time: 2.240, data_time: 0.427, memory: 9654, top1_acc: 0.6616, top5_acc: 0.8463, loss_cls: 1.4094, loss: 1.4094, grad_norm: 2.7305 2022-03-01 11:42:02,625 - mmaction - INFO - Epoch [285][180/234] lr: 8.000e-03, eta: -2 days, 11:11:36, time: 2.271, data_time: 0.282, memory: 9654, top1_acc: 0.6576, top5_acc: 0.8422, loss_cls: 1.4321, loss: 1.4321, grad_norm: 2.7598 2022-03-01 11:42:47,633 - mmaction - INFO - Epoch [285][200/234] lr: 8.000e-03, eta: -2 days, 11:10:47, time: 2.251, data_time: 0.084, memory: 9654, top1_acc: 0.6652, top5_acc: 0.8472, loss_cls: 1.3920, loss: 1.3920, grad_norm: 2.7178 2022-03-01 11:43:30,413 - mmaction - INFO - Epoch [285][220/234] lr: 8.000e-03, eta: -2 days, 11:10:02, time: 2.140, data_time: 0.091, memory: 9654, top1_acc: 0.6615, top5_acc: 0.8467, loss_cls: 1.4051, loss: 1.4051, grad_norm: 2.7430 2022-03-01 11:44:02,463 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 11:44:02,578 - mmaction - INFO - 110 BN found 2022-03-01 11:51:38,492 - mmaction - INFO - BN stats updated 2022-03-01 11:51:40,509 - mmaction - INFO - Saving checkpoint at 285 epochs 2022-03-01 11:51:44,683 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 11:53:39,701 - mmaction - INFO - Epoch [286][20/234] lr: 8.000e-03, eta: -2 days, 11:07:51, time: 5.750, data_time: 3.154, memory: 9654, top1_acc: 0.6652, top5_acc: 0.8467, loss_cls: 1.3992, loss: 1.3992, grad_norm: 2.7424 2022-03-01 11:54:23,523 - mmaction - INFO - Epoch [286][40/234] lr: 8.000e-03, eta: -2 days, 11:07:04, time: 2.191, data_time: 0.067, memory: 9654, top1_acc: 0.6665, top5_acc: 0.8454, loss_cls: 1.3906, loss: 1.3906, grad_norm: 2.7126 2022-03-01 11:55:08,107 - mmaction - INFO - Epoch [286][60/234] lr: 8.000e-03, eta: -2 days, 11:06:17, time: 2.230, data_time: 0.063, memory: 9654, top1_acc: 0.6614, top5_acc: 0.8446, loss_cls: 1.4019, loss: 1.4019, grad_norm: 2.7385 2022-03-01 11:55:51,643 - mmaction - INFO - Epoch [286][80/234] lr: 8.000e-03, eta: -2 days, 11:05:30, time: 2.176, data_time: 0.062, memory: 9654, top1_acc: 0.6667, top5_acc: 0.8463, loss_cls: 1.3998, loss: 1.3998, grad_norm: 2.7442 2022-03-01 11:56:35,989 - mmaction - INFO - Epoch [286][100/234] lr: 8.000e-03, eta: -2 days, 11:04:43, time: 2.218, data_time: 0.065, memory: 9654, top1_acc: 0.6622, top5_acc: 0.8508, loss_cls: 1.3861, loss: 1.3861, grad_norm: 2.7736 2022-03-01 11:57:21,709 - mmaction - INFO - Epoch [286][120/234] lr: 8.000e-03, eta: -2 days, 11:03:54, time: 2.285, data_time: 0.060, memory: 9654, top1_acc: 0.6667, top5_acc: 0.8488, loss_cls: 1.3822, loss: 1.3822, grad_norm: 2.7631 2022-03-01 11:58:05,918 - mmaction - INFO - Epoch [286][140/234] lr: 8.000e-03, eta: -2 days, 11:03:07, time: 2.211, data_time: 0.058, memory: 9654, top1_acc: 0.6642, top5_acc: 0.8474, loss_cls: 1.3940, loss: 1.3940, grad_norm: 2.7407 2022-03-01 11:58:50,402 - mmaction - INFO - Epoch [286][160/234] lr: 8.000e-03, eta: -2 days, 11:02:19, time: 2.224, data_time: 0.061, memory: 9654, top1_acc: 0.6661, top5_acc: 0.8449, loss_cls: 1.3939, loss: 1.3939, grad_norm: 2.7245 2022-03-01 11:59:34,454 - mmaction - INFO - Epoch [286][180/234] lr: 8.000e-03, eta: -2 days, 11:01:32, time: 2.203, data_time: 0.072, memory: 9654, top1_acc: 0.6634, top5_acc: 0.8456, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.7476 2022-03-01 12:00:20,786 - mmaction - INFO - Epoch [286][200/234] lr: 8.000e-03, eta: -2 days, 11:00:43, time: 2.316, data_time: 0.258, memory: 9654, top1_acc: 0.6626, top5_acc: 0.8436, loss_cls: 1.4152, loss: 1.4152, grad_norm: 2.7556 2022-03-01 12:01:06,805 - mmaction - INFO - Epoch [286][220/234] lr: 8.000e-03, eta: -2 days, 10:59:53, time: 2.301, data_time: 0.063, memory: 9654, top1_acc: 0.6581, top5_acc: 0.8455, loss_cls: 1.4163, loss: 1.4163, grad_norm: 2.7784 2022-03-01 12:01:36,068 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 12:03:49,399 - mmaction - INFO - Epoch [287][20/234] lr: 8.000e-03, eta: -2 days, 10:57:19, time: 6.664, data_time: 4.537, memory: 9654, top1_acc: 0.6677, top5_acc: 0.8496, loss_cls: 1.3856, loss: 1.3856, grad_norm: 2.7225 2022-03-01 12:04:32,991 - mmaction - INFO - Epoch [287][40/234] lr: 8.000e-03, eta: -2 days, 10:56:32, time: 2.181, data_time: 0.226, memory: 9654, top1_acc: 0.6677, top5_acc: 0.8500, loss_cls: 1.3710, loss: 1.3710, grad_norm: 2.7347 2022-03-01 12:05:16,070 - mmaction - INFO - Epoch [287][60/234] lr: 8.000e-03, eta: -2 days, 10:55:47, time: 2.154, data_time: 0.447, memory: 9654, top1_acc: 0.6663, top5_acc: 0.8445, loss_cls: 1.4007, loss: 1.4007, grad_norm: 2.7553 2022-03-01 12:06:00,208 - mmaction - INFO - Epoch [287][80/234] lr: 8.000e-03, eta: -2 days, 10:55:00, time: 2.205, data_time: 0.569, memory: 9654, top1_acc: 0.6659, top5_acc: 0.8449, loss_cls: 1.3997, loss: 1.3997, grad_norm: 2.7499 2022-03-01 12:06:44,382 - mmaction - INFO - Epoch [287][100/234] lr: 8.000e-03, eta: -2 days, 10:54:13, time: 2.210, data_time: 0.678, memory: 9654, top1_acc: 0.6687, top5_acc: 0.8479, loss_cls: 1.3881, loss: 1.3881, grad_norm: 2.7414 2022-03-01 12:07:28,065 - mmaction - INFO - Epoch [287][120/234] lr: 8.000e-03, eta: -2 days, 10:53:26, time: 2.184, data_time: 0.635, memory: 9654, top1_acc: 0.6704, top5_acc: 0.8499, loss_cls: 1.3664, loss: 1.3664, grad_norm: 2.7438 2022-03-01 12:08:12,261 - mmaction - INFO - Epoch [287][140/234] lr: 8.000e-03, eta: -2 days, 10:52:39, time: 2.210, data_time: 0.724, memory: 9654, top1_acc: 0.6663, top5_acc: 0.8475, loss_cls: 1.3865, loss: 1.3865, grad_norm: 2.7673 2022-03-01 12:08:57,492 - mmaction - INFO - Epoch [287][160/234] lr: 8.000e-03, eta: -2 days, 10:51:51, time: 2.261, data_time: 0.578, memory: 9654, top1_acc: 0.6680, top5_acc: 0.8499, loss_cls: 1.3694, loss: 1.3694, grad_norm: 2.7349 2022-03-01 12:09:41,362 - mmaction - INFO - Epoch [287][180/234] lr: 8.000e-03, eta: -2 days, 10:51:04, time: 2.194, data_time: 0.291, memory: 9654, top1_acc: 0.6634, top5_acc: 0.8459, loss_cls: 1.4123, loss: 1.4123, grad_norm: 2.7981 2022-03-01 12:10:24,712 - mmaction - INFO - Epoch [287][200/234] lr: 8.000e-03, eta: -2 days, 10:50:18, time: 2.166, data_time: 0.061, memory: 9654, top1_acc: 0.6668, top5_acc: 0.8482, loss_cls: 1.3815, loss: 1.3815, grad_norm: 2.7402 2022-03-01 12:11:09,878 - mmaction - INFO - Epoch [287][220/234] lr: 8.000e-03, eta: -2 days, 10:49:30, time: 2.260, data_time: 0.063, memory: 9654, top1_acc: 0.6641, top5_acc: 0.8465, loss_cls: 1.3953, loss: 1.3953, grad_norm: 2.7587 2022-03-01 12:11:37,428 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 12:13:23,081 - mmaction - INFO - Epoch [288][20/234] lr: 8.000e-03, eta: -2 days, 10:47:31, time: 5.282, data_time: 3.235, memory: 9654, top1_acc: 0.6745, top5_acc: 0.8484, loss_cls: 1.3654, loss: 1.3654, grad_norm: 2.7260 2022-03-01 12:14:05,864 - mmaction - INFO - Epoch [288][40/234] lr: 8.000e-03, eta: -2 days, 10:46:45, time: 2.139, data_time: 0.069, memory: 9654, top1_acc: 0.6681, top5_acc: 0.8479, loss_cls: 1.3844, loss: 1.3844, grad_norm: 2.7658 2022-03-01 12:14:49,324 - mmaction - INFO - Epoch [288][60/234] lr: 8.000e-03, eta: -2 days, 10:45:59, time: 2.173, data_time: 0.061, memory: 9654, top1_acc: 0.6669, top5_acc: 0.8466, loss_cls: 1.3831, loss: 1.3831, grad_norm: 2.7612 2022-03-01 12:15:31,603 - mmaction - INFO - Epoch [288][80/234] lr: 8.000e-03, eta: -2 days, 10:45:15, time: 2.114, data_time: 0.060, memory: 9654, top1_acc: 0.6646, top5_acc: 0.8459, loss_cls: 1.4011, loss: 1.4011, grad_norm: 2.7625 2022-03-01 12:16:14,214 - mmaction - INFO - Epoch [288][100/234] lr: 8.000e-03, eta: -2 days, 10:44:30, time: 2.130, data_time: 0.060, memory: 9654, top1_acc: 0.6613, top5_acc: 0.8465, loss_cls: 1.4100, loss: 1.4100, grad_norm: 2.7586 2022-03-01 12:16:57,888 - mmaction - INFO - Epoch [288][120/234] lr: 8.000e-03, eta: -2 days, 10:43:43, time: 2.185, data_time: 0.064, memory: 9654, top1_acc: 0.6664, top5_acc: 0.8465, loss_cls: 1.3803, loss: 1.3803, grad_norm: 2.7555 2022-03-01 12:17:42,079 - mmaction - INFO - Epoch [288][140/234] lr: 8.000e-03, eta: -2 days, 10:42:56, time: 2.210, data_time: 0.060, memory: 9654, top1_acc: 0.6681, top5_acc: 0.8498, loss_cls: 1.3737, loss: 1.3737, grad_norm: 2.7746 2022-03-01 12:18:25,704 - mmaction - INFO - Epoch [288][160/234] lr: 8.000e-03, eta: -2 days, 10:42:10, time: 2.179, data_time: 0.061, memory: 9654, top1_acc: 0.6678, top5_acc: 0.8454, loss_cls: 1.3960, loss: 1.3960, grad_norm: 2.7590 2022-03-01 12:19:09,652 - mmaction - INFO - Epoch [288][180/234] lr: 8.000e-03, eta: -2 days, 10:41:23, time: 2.199, data_time: 0.061, memory: 9654, top1_acc: 0.6700, top5_acc: 0.8460, loss_cls: 1.3930, loss: 1.3930, grad_norm: 2.7590 2022-03-01 12:19:52,752 - mmaction - INFO - Epoch [288][200/234] lr: 8.000e-03, eta: -2 days, 10:40:38, time: 2.154, data_time: 0.063, memory: 9654, top1_acc: 0.6714, top5_acc: 0.8490, loss_cls: 1.3746, loss: 1.3746, grad_norm: 2.7408 2022-03-01 12:20:38,989 - mmaction - INFO - Epoch [288][220/234] lr: 8.000e-03, eta: -2 days, 10:39:48, time: 2.312, data_time: 0.061, memory: 9654, top1_acc: 0.6709, top5_acc: 0.8525, loss_cls: 1.3684, loss: 1.3684, grad_norm: 2.7601 2022-03-01 12:21:09,685 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 12:21:09,778 - mmaction - INFO - 110 BN found 2022-03-01 12:28:49,407 - mmaction - INFO - BN stats updated 2022-03-01 12:28:51,414 - mmaction - INFO - Saving checkpoint at 288 epochs 2022-03-01 12:32:17,724 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 12:32:18,587 - mmaction - INFO - top1_acc 0.5922 top5_acc 0.8050 2022-03-01 12:32:18,587 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 12:32:18,617 - mmaction - INFO - mean_acc 0.5921 2022-03-01 12:32:18,625 - mmaction - INFO - Epoch(val) [288][155] top1_acc: 0.5922, top5_acc: 0.8050, mean_class_accuracy: 0.5921 2022-03-01 12:32:19,506 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 12:34:10,282 - mmaction - INFO - Epoch [289][20/234] lr: 8.000e-03, eta: -2 days, 10:37:42, time: 5.537, data_time: 3.731, memory: 9654, top1_acc: 0.6712, top5_acc: 0.8514, loss_cls: 1.3603, loss: 1.3603, grad_norm: 2.7317 2022-03-01 12:34:54,320 - mmaction - INFO - Epoch [289][40/234] lr: 8.000e-03, eta: -2 days, 10:36:56, time: 2.203, data_time: 0.107, memory: 9654, top1_acc: 0.6726, top5_acc: 0.8508, loss_cls: 1.3617, loss: 1.3617, grad_norm: 2.7515 2022-03-01 12:35:38,952 - mmaction - INFO - Epoch [289][60/234] lr: 8.000e-03, eta: -2 days, 10:36:08, time: 2.232, data_time: 0.071, memory: 9654, top1_acc: 0.6678, top5_acc: 0.8429, loss_cls: 1.3945, loss: 1.3945, grad_norm: 2.7617 2022-03-01 12:36:22,918 - mmaction - INFO - Epoch [289][80/234] lr: 8.000e-03, eta: -2 days, 10:35:21, time: 2.198, data_time: 0.057, memory: 9654, top1_acc: 0.6687, top5_acc: 0.8537, loss_cls: 1.3666, loss: 1.3666, grad_norm: 2.7344 2022-03-01 12:37:07,178 - mmaction - INFO - Epoch [289][100/234] lr: 8.000e-03, eta: -2 days, 10:34:34, time: 2.213, data_time: 0.060, memory: 9654, top1_acc: 0.6667, top5_acc: 0.8460, loss_cls: 1.3918, loss: 1.3918, grad_norm: 2.7602 2022-03-01 12:37:51,108 - mmaction - INFO - Epoch [289][120/234] lr: 8.000e-03, eta: -2 days, 10:33:48, time: 2.196, data_time: 0.060, memory: 9654, top1_acc: 0.6684, top5_acc: 0.8533, loss_cls: 1.3698, loss: 1.3698, grad_norm: 2.7688 2022-03-01 12:38:34,428 - mmaction - INFO - Epoch [289][140/234] lr: 8.000e-03, eta: -2 days, 10:33:02, time: 2.165, data_time: 0.064, memory: 9654, top1_acc: 0.6685, top5_acc: 0.8519, loss_cls: 1.3681, loss: 1.3681, grad_norm: 2.7775 2022-03-01 12:39:18,640 - mmaction - INFO - Epoch [289][160/234] lr: 8.000e-03, eta: -2 days, 10:32:15, time: 2.212, data_time: 0.068, memory: 9654, top1_acc: 0.6657, top5_acc: 0.8496, loss_cls: 1.3784, loss: 1.3784, grad_norm: 2.7590 2022-03-01 12:40:02,292 - mmaction - INFO - Epoch [289][180/234] lr: 8.000e-03, eta: -2 days, 10:31:28, time: 2.183, data_time: 0.063, memory: 9654, top1_acc: 0.6679, top5_acc: 0.8466, loss_cls: 1.3902, loss: 1.3902, grad_norm: 2.7849 2022-03-01 12:40:47,381 - mmaction - INFO - Epoch [289][200/234] lr: 8.000e-03, eta: -2 days, 10:30:40, time: 2.253, data_time: 0.059, memory: 9654, top1_acc: 0.6615, top5_acc: 0.8486, loss_cls: 1.3943, loss: 1.3943, grad_norm: 2.8024 2022-03-01 12:41:31,878 - mmaction - INFO - Epoch [289][220/234] lr: 8.000e-03, eta: -2 days, 10:29:53, time: 2.225, data_time: 0.063, memory: 9654, top1_acc: 0.6692, top5_acc: 0.8477, loss_cls: 1.3861, loss: 1.3861, grad_norm: 2.7795 2022-03-01 12:42:03,593 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 12:44:35,269 - mmaction - INFO - Epoch [290][20/234] lr: 8.000e-03, eta: -2 days, 10:26:55, time: 7.583, data_time: 4.980, memory: 9654, top1_acc: 0.6726, top5_acc: 0.8494, loss_cls: 1.3615, loss: 1.3615, grad_norm: 2.7365 2022-03-01 12:45:19,266 - mmaction - INFO - Epoch [290][40/234] lr: 8.000e-03, eta: -2 days, 10:26:08, time: 2.199, data_time: 0.068, memory: 9654, top1_acc: 0.6714, top5_acc: 0.8503, loss_cls: 1.3705, loss: 1.3705, grad_norm: 2.7874 2022-03-01 12:46:04,025 - mmaction - INFO - Epoch [290][60/234] lr: 8.000e-03, eta: -2 days, 10:25:20, time: 2.238, data_time: 0.065, memory: 9654, top1_acc: 0.6739, top5_acc: 0.8528, loss_cls: 1.3574, loss: 1.3574, grad_norm: 2.7640 2022-03-01 12:46:48,004 - mmaction - INFO - Epoch [290][80/234] lr: 8.000e-03, eta: -2 days, 10:24:34, time: 2.200, data_time: 0.062, memory: 9654, top1_acc: 0.6739, top5_acc: 0.8527, loss_cls: 1.3543, loss: 1.3543, grad_norm: 2.7783 2022-03-01 12:47:32,648 - mmaction - INFO - Epoch [290][100/234] lr: 8.000e-03, eta: -2 days, 10:23:46, time: 2.232, data_time: 0.164, memory: 9654, top1_acc: 0.6718, top5_acc: 0.8465, loss_cls: 1.3812, loss: 1.3812, grad_norm: 2.7975 2022-03-01 12:48:18,556 - mmaction - INFO - Epoch [290][120/234] lr: 8.000e-03, eta: -2 days, 10:22:57, time: 2.296, data_time: 1.044, memory: 9654, top1_acc: 0.6691, top5_acc: 0.8498, loss_cls: 1.3776, loss: 1.3776, grad_norm: 2.8059 2022-03-01 12:49:00,685 - mmaction - INFO - Epoch [290][140/234] lr: 8.000e-03, eta: -2 days, 10:22:13, time: 2.106, data_time: 0.848, memory: 9654, top1_acc: 0.6735, top5_acc: 0.8485, loss_cls: 1.3700, loss: 1.3700, grad_norm: 2.7509 2022-03-01 12:49:45,408 - mmaction - INFO - Epoch [290][160/234] lr: 8.000e-03, eta: -2 days, 10:21:25, time: 2.236, data_time: 0.127, memory: 9654, top1_acc: 0.6669, top5_acc: 0.8450, loss_cls: 1.4052, loss: 1.4052, grad_norm: 2.8018 2022-03-01 12:50:30,386 - mmaction - INFO - Epoch [290][180/234] lr: 8.000e-03, eta: -2 days, 10:20:37, time: 2.249, data_time: 0.063, memory: 9654, top1_acc: 0.6673, top5_acc: 0.8476, loss_cls: 1.3885, loss: 1.3885, grad_norm: 2.7865 2022-03-01 12:51:15,848 - mmaction - INFO - Epoch [290][200/234] lr: 8.000e-03, eta: -2 days, 10:19:48, time: 2.274, data_time: 0.060, memory: 9654, top1_acc: 0.6671, top5_acc: 0.8483, loss_cls: 1.3778, loss: 1.3778, grad_norm: 2.7833 2022-03-01 12:52:00,626 - mmaction - INFO - Epoch [290][220/234] lr: 8.000e-03, eta: -2 days, 10:19:01, time: 2.239, data_time: 0.059, memory: 9654, top1_acc: 0.6673, top5_acc: 0.8486, loss_cls: 1.3733, loss: 1.3733, grad_norm: 2.7990 2022-03-01 12:52:29,823 - mmaction - INFO - 0 subbns modified to 8. 2022-03-01 12:54:52,854 - mmaction - INFO - Epoch [291][20/234] lr: 8.000e-03, eta: -2 days, 10:16:14, time: 7.151, data_time: 4.390, memory: 9654, top1_acc: 0.6714, top5_acc: 0.8532, loss_cls: 1.3572, loss: 1.3572, grad_norm: 2.7673 2022-03-01 12:55:36,960 - mmaction - INFO - Epoch [291][40/234] lr: 8.000e-03, eta: -2 days, 10:15:27, time: 2.205, data_time: 0.069, memory: 9654, top1_acc: 0.6739, top5_acc: 0.8526, loss_cls: 1.3559, loss: 1.3559, grad_norm: 2.7750 2022-03-01 12:56:21,603 - mmaction - INFO - Epoch [291][60/234] lr: 8.000e-03, eta: -2 days, 10:14:40, time: 2.231, data_time: 0.060, memory: 9654, top1_acc: 0.6706, top5_acc: 0.8519, loss_cls: 1.3563, loss: 1.3563, grad_norm: 2.7798 2022-03-01 12:57:05,093 - mmaction - INFO - Epoch [291][80/234] lr: 8.000e-03, eta: -2 days, 10:13:53, time: 2.175, data_time: 0.060, memory: 9654, top1_acc: 0.6649, top5_acc: 0.8473, loss_cls: 1.3886, loss: 1.3886, grad_norm: 2.8033 2022-03-01 12:57:49,410 - mmaction - INFO - Epoch [291][100/234] lr: 8.000e-03, eta: -2 days, 10:13:06, time: 2.216, data_time: 0.059, memory: 9654, top1_acc: 0.6708, top5_acc: 0.8512, loss_cls: 1.3548, loss: 1.3548, grad_norm: 2.7550 2022-03-01 12:58:35,177 - mmaction - INFO - Epoch [291][120/234] lr: 8.000e-03, eta: -2 days, 10:12:17, time: 2.287, data_time: 0.063, memory: 9654, top1_acc: 0.6664, top5_acc: 0.8491, loss_cls: 1.3850, loss: 1.3850, grad_norm: 2.7919 2022-03-01 12:59:19,801 - mmaction - INFO - Epoch [291][140/234] lr: 8.000e-03, eta: -2 days, 10:11:30, time: 2.233, data_time: 0.061, memory: 9654, top1_acc: 0.6758, top5_acc: 0.8527, loss_cls: 1.3514, loss: 1.3514, grad_norm: 2.7593 2022-03-01 13:00:02,344 - mmaction - INFO - Epoch [291][160/234] lr: 8.000e-03, eta: -2 days, 10:10:45, time: 2.125, data_time: 0.063, memory: 9654, top1_acc: 0.6704, top5_acc: 0.8496, loss_cls: 1.3782, loss: 1.3782, grad_norm: 2.8090 2022-03-01 13:00:49,897 - mmaction - INFO - Epoch [291][180/234] lr: 8.000e-03, eta: -2 days, 10:09:54, time: 2.379, data_time: 0.069, memory: 9654, top1_acc: 0.6692, top5_acc: 0.8516, loss_cls: 1.3651, loss: 1.3651, grad_norm: 2.8156 2022-03-01 13:01:34,649 - mmaction - INFO - Epoch [291][200/234] lr: 8.000e-03, eta: -2 days, 10:09:06, time: 2.237, data_time: 0.059, memory: 9654, top1_acc: 0.6654, top5_acc: 0.8485, loss_cls: 1.3873, loss: 1.3873, grad_norm: 2.7972 2022-03-01 13:02:18,419 - mmaction - INFO - Epoch [291][220/234] lr: 8.000e-03, eta: -2 days, 10:08:20, time: 2.189, data_time: 0.063, memory: 9654, top1_acc: 0.6718, top5_acc: 0.8508, loss_cls: 1.3541, loss: 1.3541, grad_norm: 2.7841 2022-03-01 13:02:49,086 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 13:02:49,174 - mmaction - INFO - 110 BN found 2022-03-01 13:10:14,082 - mmaction - INFO - BN stats updated 2022-03-01 13:10:16,088 - mmaction - INFO - Saving checkpoint at 291 epochs 2022-03-01 13:10:18,888 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 13:12:06,518 - mmaction - INFO - Epoch [292][20/469] lr: 4.000e-03, eta: 2:12:43, time: 5.380, data_time: 3.028, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8665, loss_cls: 1.2621, loss: 1.2621, grad_norm: 3.3073 2022-03-01 13:12:51,413 - mmaction - INFO - Epoch [292][40/469] lr: 4.000e-03, eta: 2:12:09, time: 2.245, data_time: 0.070, memory: 9654, top1_acc: 0.6947, top5_acc: 0.8715, loss_cls: 1.2528, loss: 1.2528, grad_norm: 3.3061 2022-03-01 13:13:35,770 - mmaction - INFO - Epoch [292][60/469] lr: 4.000e-03, eta: 2:11:36, time: 2.218, data_time: 0.067, memory: 9654, top1_acc: 0.6933, top5_acc: 0.8653, loss_cls: 1.2622, loss: 1.2622, grad_norm: 3.2124 2022-03-01 13:14:19,883 - mmaction - INFO - Epoch [292][80/469] lr: 4.000e-03, eta: 2:11:02, time: 2.206, data_time: 0.064, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8748, loss_cls: 1.2093, loss: 1.2093, grad_norm: 3.2504 2022-03-01 13:15:04,918 - mmaction - INFO - Epoch [292][100/469] lr: 4.000e-03, eta: 2:10:28, time: 2.251, data_time: 0.069, memory: 9654, top1_acc: 0.7057, top5_acc: 0.8762, loss_cls: 1.2051, loss: 1.2051, grad_norm: 3.2652 2022-03-01 13:15:48,908 - mmaction - INFO - Epoch [292][120/469] lr: 4.000e-03, eta: 2:09:55, time: 2.199, data_time: 0.065, memory: 9654, top1_acc: 0.7044, top5_acc: 0.8663, loss_cls: 1.2284, loss: 1.2284, grad_norm: 3.3117 2022-03-01 13:16:34,236 - mmaction - INFO - Epoch [292][140/469] lr: 4.000e-03, eta: 2:09:21, time: 2.266, data_time: 0.067, memory: 9654, top1_acc: 0.6994, top5_acc: 0.8718, loss_cls: 1.2385, loss: 1.2385, grad_norm: 3.3434 2022-03-01 13:17:19,846 - mmaction - INFO - Epoch [292][160/469] lr: 4.000e-03, eta: 2:08:48, time: 2.281, data_time: 0.064, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8702, loss_cls: 1.2048, loss: 1.2048, grad_norm: 3.2764 2022-03-01 13:18:04,682 - mmaction - INFO - Epoch [292][180/469] lr: 4.000e-03, eta: 2:08:14, time: 2.242, data_time: 0.065, memory: 9654, top1_acc: 0.6956, top5_acc: 0.8684, loss_cls: 1.2308, loss: 1.2308, grad_norm: 3.3137 2022-03-01 13:18:49,994 - mmaction - INFO - Epoch [292][200/469] lr: 4.000e-03, eta: 2:07:41, time: 2.265, data_time: 0.063, memory: 9654, top1_acc: 0.7042, top5_acc: 0.8692, loss_cls: 1.2314, loss: 1.2314, grad_norm: 3.3203 2022-03-01 13:19:35,749 - mmaction - INFO - Epoch [292][220/469] lr: 4.000e-03, eta: 2:07:07, time: 2.287, data_time: 0.064, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8677, loss_cls: 1.2389, loss: 1.2389, grad_norm: 3.3684 2022-03-01 13:20:21,246 - mmaction - INFO - Epoch [292][240/469] lr: 4.000e-03, eta: 2:06:33, time: 2.276, data_time: 0.065, memory: 9654, top1_acc: 0.7080, top5_acc: 0.8750, loss_cls: 1.2003, loss: 1.2003, grad_norm: 3.2876 2022-03-01 13:21:06,907 - mmaction - INFO - Epoch [292][260/469] lr: 4.000e-03, eta: 2:06:00, time: 2.283, data_time: 0.061, memory: 9654, top1_acc: 0.7053, top5_acc: 0.8678, loss_cls: 1.2092, loss: 1.2092, grad_norm: 3.2967 2022-03-01 13:21:51,718 - mmaction - INFO - Epoch [292][280/469] lr: 4.000e-03, eta: 2:05:26, time: 2.241, data_time: 0.061, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8709, loss_cls: 1.2309, loss: 1.2309, grad_norm: 3.3856 2022-03-01 13:22:36,718 - mmaction - INFO - Epoch [292][300/469] lr: 4.000e-03, eta: 2:04:53, time: 2.250, data_time: 0.060, memory: 9654, top1_acc: 0.7120, top5_acc: 0.8729, loss_cls: 1.2003, loss: 1.2003, grad_norm: 3.3110 2022-03-01 13:23:22,369 - mmaction - INFO - Epoch [292][320/469] lr: 4.000e-03, eta: 2:04:19, time: 2.283, data_time: 0.067, memory: 9654, top1_acc: 0.7039, top5_acc: 0.8684, loss_cls: 1.2300, loss: 1.2300, grad_norm: 3.3809 2022-03-01 13:24:07,379 - mmaction - INFO - Epoch [292][340/469] lr: 4.000e-03, eta: 2:03:45, time: 2.249, data_time: 0.067, memory: 9654, top1_acc: 0.7081, top5_acc: 0.8757, loss_cls: 1.1973, loss: 1.1973, grad_norm: 3.3632 2022-03-01 13:24:52,667 - mmaction - INFO - Epoch [292][360/469] lr: 4.000e-03, eta: 2:03:12, time: 2.266, data_time: 0.067, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8741, loss_cls: 1.1962, loss: 1.1962, grad_norm: 3.3189 2022-03-01 13:25:37,750 - mmaction - INFO - Epoch [292][380/469] lr: 4.000e-03, eta: 2:02:38, time: 2.254, data_time: 0.062, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8707, loss_cls: 1.2299, loss: 1.2299, grad_norm: 3.4031 2022-03-01 13:26:24,301 - mmaction - INFO - Epoch [292][400/469] lr: 4.000e-03, eta: 2:02:05, time: 2.327, data_time: 0.062, memory: 9654, top1_acc: 0.7120, top5_acc: 0.8771, loss_cls: 1.1828, loss: 1.1828, grad_norm: 3.3528 2022-03-01 13:27:10,489 - mmaction - INFO - Epoch [292][420/469] lr: 4.000e-03, eta: 2:01:31, time: 2.310, data_time: 0.063, memory: 9654, top1_acc: 0.7065, top5_acc: 0.8771, loss_cls: 1.1904, loss: 1.1904, grad_norm: 3.3660 2022-03-01 13:27:54,025 - mmaction - INFO - Epoch [292][440/469] lr: 4.000e-03, eta: 2:00:57, time: 2.177, data_time: 0.063, memory: 9654, top1_acc: 0.7002, top5_acc: 0.8739, loss_cls: 1.2179, loss: 1.2179, grad_norm: 3.4451 2022-03-01 13:28:39,621 - mmaction - INFO - Epoch [292][460/469] lr: 4.000e-03, eta: 2:00:24, time: 2.279, data_time: 0.064, memory: 9654, top1_acc: 0.7097, top5_acc: 0.8766, loss_cls: 1.2027, loss: 1.2027, grad_norm: 3.4033 2022-03-01 13:28:55,832 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 13:30:51,749 - mmaction - INFO - Epoch [293][20/469] lr: 4.000e-03, eta: 1:59:38, time: 5.794, data_time: 3.592, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8739, loss_cls: 1.1892, loss: 1.1892, grad_norm: 3.3416 2022-03-01 13:31:37,556 - mmaction - INFO - Epoch [293][40/469] lr: 4.000e-03, eta: 1:59:04, time: 2.291, data_time: 0.073, memory: 9654, top1_acc: 0.7076, top5_acc: 0.8754, loss_cls: 1.1941, loss: 1.1941, grad_norm: 3.4305 2022-03-01 13:32:23,087 - mmaction - INFO - Epoch [293][60/469] lr: 4.000e-03, eta: 1:58:31, time: 2.277, data_time: 0.068, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8673, loss_cls: 1.2190, loss: 1.2190, grad_norm: 3.4535 2022-03-01 13:33:08,684 - mmaction - INFO - Epoch [293][80/469] lr: 4.000e-03, eta: 1:57:57, time: 2.280, data_time: 0.064, memory: 9654, top1_acc: 0.7104, top5_acc: 0.8746, loss_cls: 1.2000, loss: 1.2000, grad_norm: 3.3565 2022-03-01 13:33:52,569 - mmaction - INFO - Epoch [293][100/469] lr: 4.000e-03, eta: 1:57:23, time: 2.193, data_time: 0.063, memory: 9654, top1_acc: 0.7041, top5_acc: 0.8704, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.3888 2022-03-01 13:34:35,933 - mmaction - INFO - Epoch [293][120/469] lr: 4.000e-03, eta: 1:56:49, time: 2.169, data_time: 0.064, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8703, loss_cls: 1.2063, loss: 1.2063, grad_norm: 3.3519 2022-03-01 13:35:19,741 - mmaction - INFO - Epoch [293][140/469] lr: 4.000e-03, eta: 1:56:16, time: 2.191, data_time: 0.063, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8739, loss_cls: 1.1991, loss: 1.1991, grad_norm: 3.4313 2022-03-01 13:36:04,657 - mmaction - INFO - Epoch [293][160/469] lr: 4.000e-03, eta: 1:55:42, time: 2.245, data_time: 0.064, memory: 9654, top1_acc: 0.7116, top5_acc: 0.8754, loss_cls: 1.1839, loss: 1.1839, grad_norm: 3.4241 2022-03-01 13:36:51,454 - mmaction - INFO - Epoch [293][180/469] lr: 4.000e-03, eta: 1:55:08, time: 2.339, data_time: 0.065, memory: 9654, top1_acc: 0.7072, top5_acc: 0.8692, loss_cls: 1.2154, loss: 1.2154, grad_norm: 3.4064 2022-03-01 13:37:35,322 - mmaction - INFO - Epoch [293][200/469] lr: 4.000e-03, eta: 1:54:34, time: 2.195, data_time: 0.063, memory: 9654, top1_acc: 0.7132, top5_acc: 0.8729, loss_cls: 1.1936, loss: 1.1936, grad_norm: 3.4054 2022-03-01 13:38:20,376 - mmaction - INFO - Epoch [293][220/469] lr: 4.000e-03, eta: 1:54:00, time: 2.252, data_time: 0.063, memory: 9654, top1_acc: 0.7079, top5_acc: 0.8711, loss_cls: 1.2054, loss: 1.2054, grad_norm: 3.4259 2022-03-01 13:39:04,036 - mmaction - INFO - Epoch [293][240/469] lr: 4.000e-03, eta: 1:53:27, time: 2.183, data_time: 0.061, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8806, loss_cls: 1.1701, loss: 1.1701, grad_norm: 3.4176 2022-03-01 13:39:50,026 - mmaction - INFO - Epoch [293][260/469] lr: 4.000e-03, eta: 1:52:53, time: 2.300, data_time: 0.058, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8764, loss_cls: 1.1686, loss: 1.1686, grad_norm: 3.4213 2022-03-01 13:40:34,353 - mmaction - INFO - Epoch [293][280/469] lr: 4.000e-03, eta: 1:52:19, time: 2.217, data_time: 0.066, memory: 9654, top1_acc: 0.7097, top5_acc: 0.8747, loss_cls: 1.1941, loss: 1.1941, grad_norm: 3.4617 2022-03-01 13:41:20,384 - mmaction - INFO - Epoch [293][300/469] lr: 4.000e-03, eta: 1:51:45, time: 2.302, data_time: 0.060, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8817, loss_cls: 1.1663, loss: 1.1663, grad_norm: 3.4151 2022-03-01 13:42:04,830 - mmaction - INFO - Epoch [293][320/469] lr: 4.000e-03, eta: 1:51:11, time: 2.222, data_time: 0.064, memory: 9654, top1_acc: 0.7071, top5_acc: 0.8750, loss_cls: 1.2110, loss: 1.2110, grad_norm: 3.4705 2022-03-01 13:42:49,254 - mmaction - INFO - Epoch [293][340/469] lr: 4.000e-03, eta: 1:50:38, time: 2.221, data_time: 0.059, memory: 9654, top1_acc: 0.7091, top5_acc: 0.8720, loss_cls: 1.2093, loss: 1.2093, grad_norm: 3.4457 2022-03-01 13:43:34,966 - mmaction - INFO - Epoch [293][360/469] lr: 4.000e-03, eta: 1:50:04, time: 2.286, data_time: 0.058, memory: 9654, top1_acc: 0.7038, top5_acc: 0.8735, loss_cls: 1.1975, loss: 1.1975, grad_norm: 3.4504 2022-03-01 13:44:19,799 - mmaction - INFO - Epoch [293][380/469] lr: 4.000e-03, eta: 1:49:30, time: 2.242, data_time: 0.058, memory: 9654, top1_acc: 0.7142, top5_acc: 0.8781, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.4183 2022-03-01 13:45:04,720 - mmaction - INFO - Epoch [293][400/469] lr: 4.000e-03, eta: 1:48:56, time: 2.245, data_time: 0.063, memory: 9654, top1_acc: 0.7029, top5_acc: 0.8667, loss_cls: 1.2206, loss: 1.2206, grad_norm: 3.4539 2022-03-01 13:45:49,328 - mmaction - INFO - Epoch [293][420/469] lr: 4.000e-03, eta: 1:48:22, time: 2.231, data_time: 0.064, memory: 9654, top1_acc: 0.6982, top5_acc: 0.8718, loss_cls: 1.2286, loss: 1.2286, grad_norm: 3.5019 2022-03-01 13:46:34,428 - mmaction - INFO - Epoch [293][440/469] lr: 4.000e-03, eta: 1:47:48, time: 2.255, data_time: 0.066, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8704, loss_cls: 1.2142, loss: 1.2142, grad_norm: 3.4015 2022-03-01 13:47:18,257 - mmaction - INFO - Epoch [293][460/469] lr: 4.000e-03, eta: 1:47:14, time: 2.192, data_time: 0.064, memory: 9654, top1_acc: 0.6998, top5_acc: 0.8723, loss_cls: 1.2170, loss: 1.2170, grad_norm: 3.4839 2022-03-01 13:47:34,244 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 13:49:27,883 - mmaction - INFO - Epoch [294][20/469] lr: 4.000e-03, eta: 1:46:28, time: 5.681, data_time: 3.917, memory: 9654, top1_acc: 0.7162, top5_acc: 0.8776, loss_cls: 1.1671, loss: 1.1671, grad_norm: 3.3929 2022-03-01 13:50:12,884 - mmaction - INFO - Epoch [294][40/469] lr: 4.000e-03, eta: 1:45:54, time: 2.250, data_time: 0.175, memory: 9654, top1_acc: 0.7065, top5_acc: 0.8789, loss_cls: 1.1949, loss: 1.1949, grad_norm: 3.4797 2022-03-01 13:50:58,806 - mmaction - INFO - Epoch [294][60/469] lr: 4.000e-03, eta: 1:45:20, time: 2.296, data_time: 0.064, memory: 9654, top1_acc: 0.7087, top5_acc: 0.8770, loss_cls: 1.1911, loss: 1.1911, grad_norm: 3.4368 2022-03-01 13:51:43,856 - mmaction - INFO - Epoch [294][80/469] lr: 4.000e-03, eta: 1:44:46, time: 2.252, data_time: 0.059, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8741, loss_cls: 1.1752, loss: 1.1752, grad_norm: 3.4128 2022-03-01 13:52:29,682 - mmaction - INFO - Epoch [294][100/469] lr: 4.000e-03, eta: 1:44:13, time: 2.291, data_time: 0.060, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8790, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.4235 2022-03-01 13:53:14,764 - mmaction - INFO - Epoch [294][120/469] lr: 4.000e-03, eta: 1:43:39, time: 2.254, data_time: 0.061, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8819, loss_cls: 1.1435, loss: 1.1435, grad_norm: 3.4369 2022-03-01 13:53:59,710 - mmaction - INFO - Epoch [294][140/469] lr: 4.000e-03, eta: 1:43:05, time: 2.247, data_time: 0.062, memory: 9654, top1_acc: 0.7101, top5_acc: 0.8739, loss_cls: 1.1897, loss: 1.1897, grad_norm: 3.4364 2022-03-01 13:54:43,900 - mmaction - INFO - Epoch [294][160/469] lr: 4.000e-03, eta: 1:42:31, time: 2.208, data_time: 0.066, memory: 9654, top1_acc: 0.7136, top5_acc: 0.8761, loss_cls: 1.1752, loss: 1.1752, grad_norm: 3.4490 2022-03-01 13:55:29,194 - mmaction - INFO - Epoch [294][180/469] lr: 4.000e-03, eta: 1:41:57, time: 2.265, data_time: 0.066, memory: 9654, top1_acc: 0.7080, top5_acc: 0.8721, loss_cls: 1.1953, loss: 1.1953, grad_norm: 3.4179 2022-03-01 13:56:13,778 - mmaction - INFO - Epoch [294][200/469] lr: 4.000e-03, eta: 1:41:23, time: 2.230, data_time: 0.066, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8784, loss_cls: 1.1807, loss: 1.1807, grad_norm: 3.4920 2022-03-01 13:56:57,602 - mmaction - INFO - Epoch [294][220/469] lr: 4.000e-03, eta: 1:40:49, time: 2.190, data_time: 0.061, memory: 9654, top1_acc: 0.7112, top5_acc: 0.8795, loss_cls: 1.1848, loss: 1.1848, grad_norm: 3.4633 2022-03-01 13:57:41,716 - mmaction - INFO - Epoch [294][240/469] lr: 4.000e-03, eta: 1:40:15, time: 2.206, data_time: 0.070, memory: 9654, top1_acc: 0.7099, top5_acc: 0.8729, loss_cls: 1.1981, loss: 1.1981, grad_norm: 3.4791 2022-03-01 13:58:26,638 - mmaction - INFO - Epoch [294][260/469] lr: 4.000e-03, eta: 1:39:41, time: 2.246, data_time: 0.064, memory: 9654, top1_acc: 0.7123, top5_acc: 0.8754, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.5306 2022-03-01 13:59:12,084 - mmaction - INFO - Epoch [294][280/469] lr: 4.000e-03, eta: 1:39:07, time: 2.272, data_time: 0.065, memory: 9654, top1_acc: 0.7140, top5_acc: 0.8776, loss_cls: 1.1756, loss: 1.1756, grad_norm: 3.4021 2022-03-01 13:59:57,891 - mmaction - INFO - Epoch [294][300/469] lr: 4.000e-03, eta: 1:38:33, time: 2.292, data_time: 0.067, memory: 9654, top1_acc: 0.7032, top5_acc: 0.8756, loss_cls: 1.2128, loss: 1.2128, grad_norm: 3.5071 2022-03-01 14:00:44,643 - mmaction - INFO - Epoch [294][320/469] lr: 4.000e-03, eta: 1:37:59, time: 2.336, data_time: 0.065, memory: 9654, top1_acc: 0.7040, top5_acc: 0.8712, loss_cls: 1.2187, loss: 1.2187, grad_norm: 3.5145 2022-03-01 14:01:30,406 - mmaction - INFO - Epoch [294][340/469] lr: 4.000e-03, eta: 1:37:25, time: 2.289, data_time: 0.062, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8779, loss_cls: 1.1786, loss: 1.1786, grad_norm: 3.4452 2022-03-01 14:02:14,324 - mmaction - INFO - Epoch [294][360/469] lr: 4.000e-03, eta: 1:36:51, time: 2.195, data_time: 0.065, memory: 9654, top1_acc: 0.7093, top5_acc: 0.8752, loss_cls: 1.1993, loss: 1.1993, grad_norm: 3.4915 2022-03-01 14:02:58,510 - mmaction - INFO - Epoch [294][380/469] lr: 4.000e-03, eta: 1:36:17, time: 2.211, data_time: 0.065, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8711, loss_cls: 1.1993, loss: 1.1993, grad_norm: 3.4584 2022-03-01 14:03:43,788 - mmaction - INFO - Epoch [294][400/469] lr: 4.000e-03, eta: 1:35:43, time: 2.262, data_time: 0.060, memory: 9654, top1_acc: 0.7079, top5_acc: 0.8769, loss_cls: 1.1862, loss: 1.1862, grad_norm: 3.4641 2022-03-01 14:04:28,139 - mmaction - INFO - Epoch [294][420/469] lr: 4.000e-03, eta: 1:35:09, time: 2.219, data_time: 0.063, memory: 9654, top1_acc: 0.7126, top5_acc: 0.8783, loss_cls: 1.1851, loss: 1.1851, grad_norm: 3.5030 2022-03-01 14:05:13,157 - mmaction - INFO - Epoch [294][440/469] lr: 4.000e-03, eta: 1:34:35, time: 2.250, data_time: 0.063, memory: 9654, top1_acc: 0.7062, top5_acc: 0.8766, loss_cls: 1.1924, loss: 1.1924, grad_norm: 3.4923 2022-03-01 14:05:58,439 - mmaction - INFO - Epoch [294][460/469] lr: 4.000e-03, eta: 1:34:01, time: 2.264, data_time: 0.061, memory: 9654, top1_acc: 0.7019, top5_acc: 0.8689, loss_cls: 1.2214, loss: 1.2214, grad_norm: 3.5334 2022-03-01 14:06:16,283 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 14:06:16,358 - mmaction - INFO - 110 BN found 2022-03-01 14:13:41,530 - mmaction - INFO - BN stats updated 2022-03-01 14:13:43,538 - mmaction - INFO - Saving checkpoint at 294 epochs 2022-03-01 14:17:34,678 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 14:17:35,503 - mmaction - INFO - top1_acc 0.6670 top5_acc 0.8641 2022-03-01 14:17:35,503 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 14:17:35,532 - mmaction - INFO - mean_acc 0.6668 2022-03-01 14:17:35,533 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_252.pth was removed 2022-03-01 14:17:37,202 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_294.pth. 2022-03-01 14:17:37,202 - mmaction - INFO - Best top1_acc is 0.6670 at 294 epoch. 2022-03-01 14:17:37,212 - mmaction - INFO - Epoch(val) [294][155] top1_acc: 0.6670, top5_acc: 0.8641, mean_class_accuracy: 0.6668 2022-03-01 14:17:38,148 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 14:19:22,940 - mmaction - INFO - Epoch [295][20/469] lr: 4.000e-03, eta: 1:33:13, time: 5.238, data_time: 3.638, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8763, loss_cls: 1.1771, loss: 1.1771, grad_norm: 3.4492 2022-03-01 14:20:08,446 - mmaction - INFO - Epoch [295][40/469] lr: 4.000e-03, eta: 1:32:39, time: 2.276, data_time: 0.577, memory: 9654, top1_acc: 0.7162, top5_acc: 0.8840, loss_cls: 1.1424, loss: 1.1424, grad_norm: 3.4380 2022-03-01 14:20:52,846 - mmaction - INFO - Epoch [295][60/469] lr: 4.000e-03, eta: 1:32:05, time: 2.219, data_time: 0.388, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8783, loss_cls: 1.1537, loss: 1.1537, grad_norm: 3.4095 2022-03-01 14:21:38,336 - mmaction - INFO - Epoch [295][80/469] lr: 4.000e-03, eta: 1:31:31, time: 2.276, data_time: 0.212, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8813, loss_cls: 1.1527, loss: 1.1527, grad_norm: 3.4437 2022-03-01 14:22:24,817 - mmaction - INFO - Epoch [295][100/469] lr: 4.000e-03, eta: 1:30:57, time: 2.324, data_time: 0.060, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8812, loss_cls: 1.1648, loss: 1.1648, grad_norm: 3.4854 2022-03-01 14:23:07,891 - mmaction - INFO - Epoch [295][120/469] lr: 4.000e-03, eta: 1:30:23, time: 2.154, data_time: 0.062, memory: 9654, top1_acc: 0.7200, top5_acc: 0.8800, loss_cls: 1.1569, loss: 1.1569, grad_norm: 3.4336 2022-03-01 14:23:52,778 - mmaction - INFO - Epoch [295][140/469] lr: 4.000e-03, eta: 1:29:49, time: 2.244, data_time: 0.062, memory: 9654, top1_acc: 0.7079, top5_acc: 0.8746, loss_cls: 1.1929, loss: 1.1929, grad_norm: 3.4925 2022-03-01 14:24:37,067 - mmaction - INFO - Epoch [295][160/469] lr: 4.000e-03, eta: 1:29:15, time: 2.215, data_time: 0.228, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8782, loss_cls: 1.1863, loss: 1.1863, grad_norm: 3.5151 2022-03-01 14:25:22,799 - mmaction - INFO - Epoch [295][180/469] lr: 4.000e-03, eta: 1:28:40, time: 2.286, data_time: 0.757, memory: 9654, top1_acc: 0.7136, top5_acc: 0.8746, loss_cls: 1.1832, loss: 1.1832, grad_norm: 3.4950 2022-03-01 14:26:07,812 - mmaction - INFO - Epoch [295][200/469] lr: 4.000e-03, eta: 1:28:06, time: 2.250, data_time: 0.771, memory: 9654, top1_acc: 0.7042, top5_acc: 0.8732, loss_cls: 1.2149, loss: 1.2149, grad_norm: 3.5418 2022-03-01 14:26:52,625 - mmaction - INFO - Epoch [295][220/469] lr: 4.000e-03, eta: 1:27:32, time: 2.241, data_time: 0.742, memory: 9654, top1_acc: 0.7058, top5_acc: 0.8714, loss_cls: 1.2026, loss: 1.2026, grad_norm: 3.5725 2022-03-01 14:27:38,253 - mmaction - INFO - Epoch [295][240/469] lr: 4.000e-03, eta: 1:26:58, time: 2.282, data_time: 1.108, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8734, loss_cls: 1.1913, loss: 1.1913, grad_norm: 3.5044 2022-03-01 14:28:24,248 - mmaction - INFO - Epoch [295][260/469] lr: 4.000e-03, eta: 1:26:24, time: 2.299, data_time: 1.147, memory: 9654, top1_acc: 0.7157, top5_acc: 0.8782, loss_cls: 1.1728, loss: 1.1728, grad_norm: 3.4919 2022-03-01 14:29:10,536 - mmaction - INFO - Epoch [295][280/469] lr: 4.000e-03, eta: 1:25:50, time: 2.315, data_time: 0.914, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8803, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.4651 2022-03-01 14:29:54,586 - mmaction - INFO - Epoch [295][300/469] lr: 4.000e-03, eta: 1:25:16, time: 2.202, data_time: 1.028, memory: 9654, top1_acc: 0.7101, top5_acc: 0.8764, loss_cls: 1.1851, loss: 1.1851, grad_norm: 3.5011 2022-03-01 14:30:40,419 - mmaction - INFO - Epoch [295][320/469] lr: 4.000e-03, eta: 1:24:41, time: 2.292, data_time: 1.116, memory: 9654, top1_acc: 0.7008, top5_acc: 0.8729, loss_cls: 1.2237, loss: 1.2237, grad_norm: 3.5529 2022-03-01 14:31:25,774 - mmaction - INFO - Epoch [295][340/469] lr: 4.000e-03, eta: 1:24:07, time: 2.268, data_time: 0.573, memory: 9654, top1_acc: 0.7136, top5_acc: 0.8774, loss_cls: 1.1805, loss: 1.1805, grad_norm: 3.4818 2022-03-01 14:32:11,328 - mmaction - INFO - Epoch [295][360/469] lr: 4.000e-03, eta: 1:23:33, time: 2.277, data_time: 0.570, memory: 9654, top1_acc: 0.7075, top5_acc: 0.8776, loss_cls: 1.1862, loss: 1.1862, grad_norm: 3.5119 2022-03-01 14:32:55,567 - mmaction - INFO - Epoch [295][380/469] lr: 4.000e-03, eta: 1:22:59, time: 2.212, data_time: 0.326, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8759, loss_cls: 1.1761, loss: 1.1761, grad_norm: 3.4820 2022-03-01 14:33:40,177 - mmaction - INFO - Epoch [295][400/469] lr: 4.000e-03, eta: 1:22:25, time: 2.231, data_time: 0.354, memory: 9654, top1_acc: 0.7142, top5_acc: 0.8713, loss_cls: 1.2045, loss: 1.2045, grad_norm: 3.5003 2022-03-01 14:34:25,686 - mmaction - INFO - Epoch [295][420/469] lr: 4.000e-03, eta: 1:21:51, time: 2.275, data_time: 0.455, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8744, loss_cls: 1.1801, loss: 1.1801, grad_norm: 3.4728 2022-03-01 14:35:12,311 - mmaction - INFO - Epoch [295][440/469] lr: 4.000e-03, eta: 1:21:16, time: 2.331, data_time: 0.284, memory: 9654, top1_acc: 0.7062, top5_acc: 0.8764, loss_cls: 1.1958, loss: 1.1958, grad_norm: 3.5115 2022-03-01 14:35:57,762 - mmaction - INFO - Epoch [295][460/469] lr: 4.000e-03, eta: 1:20:42, time: 2.273, data_time: 0.254, memory: 9654, top1_acc: 0.7116, top5_acc: 0.8788, loss_cls: 1.1817, loss: 1.1817, grad_norm: 3.4951 2022-03-01 14:36:17,590 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 14:38:44,746 - mmaction - INFO - Epoch [296][20/469] lr: 4.000e-03, eta: 1:19:56, time: 7.357, data_time: 5.212, memory: 9654, top1_acc: 0.7171, top5_acc: 0.8774, loss_cls: 1.1758, loss: 1.1758, grad_norm: 3.4628 2022-03-01 14:39:29,376 - mmaction - INFO - Epoch [296][40/469] lr: 4.000e-03, eta: 1:19:22, time: 2.231, data_time: 0.064, memory: 9654, top1_acc: 0.7175, top5_acc: 0.8777, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.4396 2022-03-01 14:40:15,225 - mmaction - INFO - Epoch [296][60/469] lr: 4.000e-03, eta: 1:18:48, time: 2.293, data_time: 0.058, memory: 9654, top1_acc: 0.7224, top5_acc: 0.8767, loss_cls: 1.1666, loss: 1.1666, grad_norm: 3.4680 2022-03-01 14:41:00,521 - mmaction - INFO - Epoch [296][80/469] lr: 4.000e-03, eta: 1:18:13, time: 2.264, data_time: 0.064, memory: 9654, top1_acc: 0.7177, top5_acc: 0.8805, loss_cls: 1.1508, loss: 1.1508, grad_norm: 3.4777 2022-03-01 14:41:45,142 - mmaction - INFO - Epoch [296][100/469] lr: 4.000e-03, eta: 1:17:39, time: 2.231, data_time: 0.063, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8796, loss_cls: 1.1794, loss: 1.1794, grad_norm: 3.5096 2022-03-01 14:42:30,387 - mmaction - INFO - Epoch [296][120/469] lr: 4.000e-03, eta: 1:17:05, time: 2.262, data_time: 0.063, memory: 9654, top1_acc: 0.7116, top5_acc: 0.8753, loss_cls: 1.1864, loss: 1.1864, grad_norm: 3.5529 2022-03-01 14:43:15,378 - mmaction - INFO - Epoch [296][140/469] lr: 4.000e-03, eta: 1:16:30, time: 2.251, data_time: 0.063, memory: 9654, top1_acc: 0.7116, top5_acc: 0.8837, loss_cls: 1.1681, loss: 1.1681, grad_norm: 3.4995 2022-03-01 14:44:01,960 - mmaction - INFO - Epoch [296][160/469] lr: 4.000e-03, eta: 1:15:56, time: 2.329, data_time: 0.062, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8765, loss_cls: 1.1761, loss: 1.1761, grad_norm: 3.4954 2022-03-01 14:44:45,967 - mmaction - INFO - Epoch [296][180/469] lr: 4.000e-03, eta: 1:15:22, time: 2.200, data_time: 0.064, memory: 9654, top1_acc: 0.7124, top5_acc: 0.8728, loss_cls: 1.1916, loss: 1.1916, grad_norm: 3.4940 2022-03-01 14:45:31,619 - mmaction - INFO - Epoch [296][200/469] lr: 4.000e-03, eta: 1:14:47, time: 2.282, data_time: 0.065, memory: 9654, top1_acc: 0.7084, top5_acc: 0.8780, loss_cls: 1.1682, loss: 1.1682, grad_norm: 3.4616 2022-03-01 14:46:14,903 - mmaction - INFO - Epoch [296][220/469] lr: 4.000e-03, eta: 1:14:13, time: 2.164, data_time: 0.070, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8776, loss_cls: 1.1824, loss: 1.1824, grad_norm: 3.5574 2022-03-01 14:46:58,791 - mmaction - INFO - Epoch [296][240/469] lr: 4.000e-03, eta: 1:13:39, time: 2.196, data_time: 0.072, memory: 9654, top1_acc: 0.7153, top5_acc: 0.8824, loss_cls: 1.1689, loss: 1.1689, grad_norm: 3.5204 2022-03-01 14:47:44,142 - mmaction - INFO - Epoch [296][260/469] lr: 4.000e-03, eta: 1:13:04, time: 2.266, data_time: 0.060, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8768, loss_cls: 1.1786, loss: 1.1786, grad_norm: 3.5356 2022-03-01 14:48:29,868 - mmaction - INFO - Epoch [296][280/469] lr: 4.000e-03, eta: 1:12:30, time: 2.286, data_time: 0.066, memory: 9654, top1_acc: 0.7155, top5_acc: 0.8752, loss_cls: 1.1757, loss: 1.1757, grad_norm: 3.5129 2022-03-01 14:49:15,983 - mmaction - INFO - Epoch [296][300/469] lr: 4.000e-03, eta: 1:11:56, time: 2.306, data_time: 0.262, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8762, loss_cls: 1.1673, loss: 1.1673, grad_norm: 3.5239 2022-03-01 14:50:01,617 - mmaction - INFO - Epoch [296][320/469] lr: 4.000e-03, eta: 1:11:21, time: 2.283, data_time: 0.077, memory: 9654, top1_acc: 0.7061, top5_acc: 0.8763, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.5876 2022-03-01 14:50:48,346 - mmaction - INFO - Epoch [296][340/469] lr: 4.000e-03, eta: 1:10:47, time: 2.337, data_time: 0.283, memory: 9654, top1_acc: 0.7122, top5_acc: 0.8764, loss_cls: 1.1762, loss: 1.1762, grad_norm: 3.5592 2022-03-01 14:51:32,849 - mmaction - INFO - Epoch [296][360/469] lr: 4.000e-03, eta: 1:10:13, time: 2.225, data_time: 0.154, memory: 9654, top1_acc: 0.7080, top5_acc: 0.8784, loss_cls: 1.1960, loss: 1.1960, grad_norm: 3.6012 2022-03-01 14:52:16,436 - mmaction - INFO - Epoch [296][380/469] lr: 4.000e-03, eta: 1:09:38, time: 2.179, data_time: 0.061, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8751, loss_cls: 1.2052, loss: 1.2052, grad_norm: 3.5614 2022-03-01 14:53:01,264 - mmaction - INFO - Epoch [296][400/469] lr: 4.000e-03, eta: 1:09:04, time: 2.242, data_time: 0.062, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8741, loss_cls: 1.1921, loss: 1.1921, grad_norm: 3.5147 2022-03-01 14:53:45,537 - mmaction - INFO - Epoch [296][420/469] lr: 4.000e-03, eta: 1:08:29, time: 2.214, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8805, loss_cls: 1.1739, loss: 1.1739, grad_norm: 3.5269 2022-03-01 14:54:31,207 - mmaction - INFO - Epoch [296][440/469] lr: 4.000e-03, eta: 1:07:55, time: 2.284, data_time: 0.066, memory: 9654, top1_acc: 0.7149, top5_acc: 0.8739, loss_cls: 1.1836, loss: 1.1836, grad_norm: 3.5498 2022-03-01 14:55:17,717 - mmaction - INFO - Epoch [296][460/469] lr: 4.000e-03, eta: 1:07:21, time: 2.324, data_time: 0.062, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8688, loss_cls: 1.2214, loss: 1.2214, grad_norm: 3.5833 2022-03-01 14:55:35,098 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 14:57:35,305 - mmaction - INFO - Epoch [297][20/469] lr: 4.000e-03, eta: 1:06:33, time: 6.009, data_time: 3.572, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8771, loss_cls: 1.1744, loss: 1.1744, grad_norm: 3.5146 2022-03-01 14:58:19,126 - mmaction - INFO - Epoch [297][40/469] lr: 4.000e-03, eta: 1:05:58, time: 2.191, data_time: 0.082, memory: 9654, top1_acc: 0.7100, top5_acc: 0.8739, loss_cls: 1.1876, loss: 1.1876, grad_norm: 3.6101 2022-03-01 14:59:03,496 - mmaction - INFO - Epoch [297][60/469] lr: 4.000e-03, eta: 1:05:24, time: 2.219, data_time: 0.064, memory: 9654, top1_acc: 0.7073, top5_acc: 0.8728, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.5778 2022-03-01 14:59:48,002 - mmaction - INFO - Epoch [297][80/469] lr: 4.000e-03, eta: 1:04:49, time: 2.225, data_time: 0.063, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8778, loss_cls: 1.1745, loss: 1.1745, grad_norm: 3.5542 2022-03-01 15:00:35,194 - mmaction - INFO - Epoch [297][100/469] lr: 4.000e-03, eta: 1:04:15, time: 2.360, data_time: 0.063, memory: 9654, top1_acc: 0.7177, top5_acc: 0.8810, loss_cls: 1.1646, loss: 1.1646, grad_norm: 3.5757 2022-03-01 15:01:20,742 - mmaction - INFO - Epoch [297][120/469] lr: 4.000e-03, eta: 1:03:41, time: 2.276, data_time: 0.064, memory: 9654, top1_acc: 0.7083, top5_acc: 0.8753, loss_cls: 1.1911, loss: 1.1911, grad_norm: 3.5544 2022-03-01 15:02:05,911 - mmaction - INFO - Epoch [297][140/469] lr: 4.000e-03, eta: 1:03:06, time: 2.260, data_time: 0.064, memory: 9654, top1_acc: 0.7144, top5_acc: 0.8737, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.5460 2022-03-01 15:02:50,771 - mmaction - INFO - Epoch [297][160/469] lr: 4.000e-03, eta: 1:02:32, time: 2.242, data_time: 0.059, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8697, loss_cls: 1.2232, loss: 1.2232, grad_norm: 3.5907 2022-03-01 15:03:35,789 - mmaction - INFO - Epoch [297][180/469] lr: 4.000e-03, eta: 1:01:57, time: 2.250, data_time: 0.065, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8758, loss_cls: 1.1702, loss: 1.1702, grad_norm: 3.5275 2022-03-01 15:04:21,020 - mmaction - INFO - Epoch [297][200/469] lr: 4.000e-03, eta: 1:01:23, time: 2.261, data_time: 0.061, memory: 9654, top1_acc: 0.7175, top5_acc: 0.8801, loss_cls: 1.1517, loss: 1.1517, grad_norm: 3.5289 2022-03-01 15:05:06,733 - mmaction - INFO - Epoch [297][220/469] lr: 4.000e-03, eta: 1:00:48, time: 2.286, data_time: 0.065, memory: 9654, top1_acc: 0.7171, top5_acc: 0.8805, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.5551 2022-03-01 15:05:53,287 - mmaction - INFO - Epoch [297][240/469] lr: 4.000e-03, eta: 1:00:14, time: 2.328, data_time: 0.063, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8727, loss_cls: 1.2010, loss: 1.2010, grad_norm: 3.6152 2022-03-01 15:06:37,808 - mmaction - INFO - Epoch [297][260/469] lr: 4.000e-03, eta: 0:59:39, time: 2.225, data_time: 0.061, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8771, loss_cls: 1.1785, loss: 1.1785, grad_norm: 3.5826 2022-03-01 15:07:23,127 - mmaction - INFO - Epoch [297][280/469] lr: 4.000e-03, eta: 0:59:05, time: 2.267, data_time: 0.063, memory: 9654, top1_acc: 0.7167, top5_acc: 0.8832, loss_cls: 1.1658, loss: 1.1658, grad_norm: 3.5617 2022-03-01 15:08:07,364 - mmaction - INFO - Epoch [297][300/469] lr: 4.000e-03, eta: 0:58:30, time: 2.212, data_time: 0.068, memory: 9654, top1_acc: 0.7161, top5_acc: 0.8793, loss_cls: 1.1691, loss: 1.1691, grad_norm: 3.5676 2022-03-01 15:08:54,061 - mmaction - INFO - Epoch [297][320/469] lr: 4.000e-03, eta: 0:57:56, time: 2.334, data_time: 0.063, memory: 9654, top1_acc: 0.7138, top5_acc: 0.8754, loss_cls: 1.1915, loss: 1.1915, grad_norm: 3.5607 2022-03-01 15:09:38,531 - mmaction - INFO - Epoch [297][340/469] lr: 4.000e-03, eta: 0:57:21, time: 2.223, data_time: 0.067, memory: 9654, top1_acc: 0.7226, top5_acc: 0.8826, loss_cls: 1.1416, loss: 1.1416, grad_norm: 3.5263 2022-03-01 15:10:23,001 - mmaction - INFO - Epoch [297][360/469] lr: 4.000e-03, eta: 0:56:47, time: 2.224, data_time: 0.068, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8796, loss_cls: 1.1660, loss: 1.1660, grad_norm: 3.5917 2022-03-01 15:11:08,650 - mmaction - INFO - Epoch [297][380/469] lr: 4.000e-03, eta: 0:56:12, time: 2.282, data_time: 0.062, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8838, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.5803 2022-03-01 15:11:54,407 - mmaction - INFO - Epoch [297][400/469] lr: 4.000e-03, eta: 0:55:37, time: 2.287, data_time: 0.072, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8824, loss_cls: 1.1443, loss: 1.1443, grad_norm: 3.5610 2022-03-01 15:12:39,004 - mmaction - INFO - Epoch [297][420/469] lr: 4.000e-03, eta: 0:55:03, time: 2.230, data_time: 0.061, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8736, loss_cls: 1.1966, loss: 1.1966, grad_norm: 3.6283 2022-03-01 15:13:23,146 - mmaction - INFO - Epoch [297][440/469] lr: 4.000e-03, eta: 0:54:28, time: 2.207, data_time: 0.060, memory: 9654, top1_acc: 0.7142, top5_acc: 0.8752, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.5622 2022-03-01 15:14:08,098 - mmaction - INFO - Epoch [297][460/469] lr: 4.000e-03, eta: 0:53:54, time: 2.248, data_time: 0.064, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8770, loss_cls: 1.1704, loss: 1.1704, grad_norm: 3.5484 2022-03-01 15:14:23,903 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 15:14:24,040 - mmaction - INFO - 110 BN found 2022-03-01 15:21:32,655 - mmaction - INFO - BN stats updated 2022-03-01 15:21:34,663 - mmaction - INFO - Saving checkpoint at 297 epochs 2022-03-01 15:21:36,839 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 15:23:49,236 - mmaction - INFO - Epoch [298][20/469] lr: 4.000e-03, eta: 0:53:05, time: 6.619, data_time: 4.378, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8832, loss_cls: 1.1449, loss: 1.1449, grad_norm: 3.5746 2022-03-01 15:24:35,928 - mmaction - INFO - Epoch [298][40/469] lr: 4.000e-03, eta: 0:52:31, time: 2.335, data_time: 0.068, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8820, loss_cls: 1.1491, loss: 1.1491, grad_norm: 3.5803 2022-03-01 15:25:21,590 - mmaction - INFO - Epoch [298][60/469] lr: 4.000e-03, eta: 0:51:56, time: 2.283, data_time: 0.068, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8808, loss_cls: 1.1588, loss: 1.1588, grad_norm: 3.5520 2022-03-01 15:26:06,283 - mmaction - INFO - Epoch [298][80/469] lr: 4.000e-03, eta: 0:51:22, time: 2.234, data_time: 0.074, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8732, loss_cls: 1.1880, loss: 1.1880, grad_norm: 3.5437 2022-03-01 15:26:51,349 - mmaction - INFO - Epoch [298][100/469] lr: 4.000e-03, eta: 0:50:47, time: 2.254, data_time: 0.063, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8793, loss_cls: 1.1840, loss: 1.1840, grad_norm: 3.5850 2022-03-01 15:27:37,152 - mmaction - INFO - Epoch [298][120/469] lr: 4.000e-03, eta: 0:50:12, time: 2.290, data_time: 0.066, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8794, loss_cls: 1.1737, loss: 1.1737, grad_norm: 3.5613 2022-03-01 15:28:22,751 - mmaction - INFO - Epoch [298][140/469] lr: 4.000e-03, eta: 0:49:38, time: 2.280, data_time: 0.066, memory: 9654, top1_acc: 0.7140, top5_acc: 0.8780, loss_cls: 1.1807, loss: 1.1807, grad_norm: 3.6113 2022-03-01 15:29:07,891 - mmaction - INFO - Epoch [298][160/469] lr: 4.000e-03, eta: 0:49:03, time: 2.256, data_time: 0.063, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8784, loss_cls: 1.1602, loss: 1.1602, grad_norm: 3.5551 2022-03-01 15:29:53,669 - mmaction - INFO - Epoch [298][180/469] lr: 4.000e-03, eta: 0:48:28, time: 2.288, data_time: 0.065, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8767, loss_cls: 1.1936, loss: 1.1936, grad_norm: 3.5870 2022-03-01 15:30:39,728 - mmaction - INFO - Epoch [298][200/469] lr: 4.000e-03, eta: 0:47:54, time: 2.304, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8850, loss_cls: 1.1391, loss: 1.1391, grad_norm: 3.5560 2022-03-01 15:31:24,809 - mmaction - INFO - Epoch [298][220/469] lr: 4.000e-03, eta: 0:47:19, time: 2.254, data_time: 0.068, memory: 9654, top1_acc: 0.7134, top5_acc: 0.8754, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.5896 2022-03-01 15:32:10,095 - mmaction - INFO - Epoch [298][240/469] lr: 4.000e-03, eta: 0:46:44, time: 2.265, data_time: 0.068, memory: 9654, top1_acc: 0.7037, top5_acc: 0.8747, loss_cls: 1.1968, loss: 1.1968, grad_norm: 3.5643 2022-03-01 15:32:54,675 - mmaction - INFO - Epoch [298][260/469] lr: 4.000e-03, eta: 0:46:10, time: 2.228, data_time: 0.065, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8759, loss_cls: 1.1804, loss: 1.1804, grad_norm: 3.5234 2022-03-01 15:33:38,486 - mmaction - INFO - Epoch [298][280/469] lr: 4.000e-03, eta: 0:45:35, time: 2.191, data_time: 0.068, memory: 9654, top1_acc: 0.7080, top5_acc: 0.8741, loss_cls: 1.2064, loss: 1.2064, grad_norm: 3.5922 2022-03-01 15:34:24,148 - mmaction - INFO - Epoch [298][300/469] lr: 4.000e-03, eta: 0:45:00, time: 2.284, data_time: 0.063, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8806, loss_cls: 1.1763, loss: 1.1763, grad_norm: 3.5987 2022-03-01 15:35:09,647 - mmaction - INFO - Epoch [298][320/469] lr: 4.000e-03, eta: 0:44:26, time: 2.274, data_time: 0.066, memory: 9654, top1_acc: 0.7099, top5_acc: 0.8755, loss_cls: 1.1936, loss: 1.1936, grad_norm: 3.6254 2022-03-01 15:35:55,296 - mmaction - INFO - Epoch [298][340/469] lr: 4.000e-03, eta: 0:43:51, time: 2.283, data_time: 0.066, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8798, loss_cls: 1.1684, loss: 1.1684, grad_norm: 3.5390 2022-03-01 15:36:40,201 - mmaction - INFO - Epoch [298][360/469] lr: 4.000e-03, eta: 0:43:16, time: 2.246, data_time: 0.068, memory: 9654, top1_acc: 0.7118, top5_acc: 0.8775, loss_cls: 1.1813, loss: 1.1813, grad_norm: 3.5711 2022-03-01 15:37:25,220 - mmaction - INFO - Epoch [298][380/469] lr: 4.000e-03, eta: 0:42:42, time: 2.251, data_time: 0.065, memory: 9654, top1_acc: 0.7253, top5_acc: 0.8827, loss_cls: 1.1465, loss: 1.1465, grad_norm: 3.5260 2022-03-01 15:38:09,677 - mmaction - INFO - Epoch [298][400/469] lr: 4.000e-03, eta: 0:42:07, time: 2.223, data_time: 0.063, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8825, loss_cls: 1.1510, loss: 1.1510, grad_norm: 3.5346 2022-03-01 15:38:55,433 - mmaction - INFO - Epoch [298][420/469] lr: 4.000e-03, eta: 0:41:32, time: 2.287, data_time: 0.067, memory: 9654, top1_acc: 0.7194, top5_acc: 0.8796, loss_cls: 1.1521, loss: 1.1521, grad_norm: 3.5460 2022-03-01 15:39:40,357 - mmaction - INFO - Epoch [298][440/469] lr: 4.000e-03, eta: 0:40:57, time: 2.246, data_time: 0.064, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8724, loss_cls: 1.1887, loss: 1.1887, grad_norm: 3.5924 2022-03-01 15:40:26,709 - mmaction - INFO - Epoch [298][460/469] lr: 4.000e-03, eta: 0:40:23, time: 2.317, data_time: 0.065, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8787, loss_cls: 1.1691, loss: 1.1691, grad_norm: 3.5501 2022-03-01 15:40:42,167 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 15:42:31,121 - mmaction - INFO - Epoch [299][20/469] lr: 4.000e-03, eta: 0:39:33, time: 5.446, data_time: 3.591, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8738, loss_cls: 1.1765, loss: 1.1765, grad_norm: 3.5294 2022-03-01 15:43:15,479 - mmaction - INFO - Epoch [299][40/469] lr: 4.000e-03, eta: 0:38:58, time: 2.218, data_time: 0.069, memory: 9654, top1_acc: 0.7081, top5_acc: 0.8750, loss_cls: 1.1842, loss: 1.1842, grad_norm: 3.5812 2022-03-01 15:44:00,967 - mmaction - INFO - Epoch [299][60/469] lr: 4.000e-03, eta: 0:38:24, time: 2.275, data_time: 0.067, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8791, loss_cls: 1.1798, loss: 1.1798, grad_norm: 3.5810 2022-03-01 15:44:45,349 - mmaction - INFO - Epoch [299][80/469] lr: 4.000e-03, eta: 0:37:49, time: 2.220, data_time: 0.067, memory: 9654, top1_acc: 0.7118, top5_acc: 0.8774, loss_cls: 1.1754, loss: 1.1754, grad_norm: 3.5724 2022-03-01 15:45:29,487 - mmaction - INFO - Epoch [299][100/469] lr: 4.000e-03, eta: 0:37:14, time: 2.207, data_time: 0.062, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8754, loss_cls: 1.1866, loss: 1.1866, grad_norm: 3.5986 2022-03-01 15:46:16,067 - mmaction - INFO - Epoch [299][120/469] lr: 4.000e-03, eta: 0:36:39, time: 2.327, data_time: 0.062, memory: 9654, top1_acc: 0.7140, top5_acc: 0.8809, loss_cls: 1.1593, loss: 1.1593, grad_norm: 3.5918 2022-03-01 15:47:00,976 - mmaction - INFO - Epoch [299][140/469] lr: 4.000e-03, eta: 0:36:04, time: 2.247, data_time: 0.067, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8818, loss_cls: 1.1672, loss: 1.1672, grad_norm: 3.5838 2022-03-01 15:47:45,585 - mmaction - INFO - Epoch [299][160/469] lr: 4.000e-03, eta: 0:35:30, time: 2.230, data_time: 0.063, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8839, loss_cls: 1.1293, loss: 1.1293, grad_norm: 3.5721 2022-03-01 15:48:31,128 - mmaction - INFO - Epoch [299][180/469] lr: 4.000e-03, eta: 0:34:55, time: 2.278, data_time: 0.064, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8767, loss_cls: 1.1795, loss: 1.1795, grad_norm: 3.6034 2022-03-01 15:49:15,799 - mmaction - INFO - Epoch [299][200/469] lr: 4.000e-03, eta: 0:34:20, time: 2.232, data_time: 0.062, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8764, loss_cls: 1.1629, loss: 1.1629, grad_norm: 3.6396 2022-03-01 15:50:00,898 - mmaction - INFO - Epoch [299][220/469] lr: 4.000e-03, eta: 0:33:45, time: 2.256, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1448, loss: 1.1448, grad_norm: 3.5909 2022-03-01 15:50:47,063 - mmaction - INFO - Epoch [299][240/469] lr: 4.000e-03, eta: 0:33:10, time: 2.307, data_time: 0.064, memory: 9654, top1_acc: 0.7177, top5_acc: 0.8805, loss_cls: 1.1459, loss: 1.1459, grad_norm: 3.5592 2022-03-01 15:51:31,648 - mmaction - INFO - Epoch [299][260/469] lr: 4.000e-03, eta: 0:32:35, time: 2.229, data_time: 0.213, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8823, loss_cls: 1.1366, loss: 1.1366, grad_norm: 3.5524 2022-03-01 15:52:15,607 - mmaction - INFO - Epoch [299][280/469] lr: 4.000e-03, eta: 0:32:00, time: 2.199, data_time: 0.495, memory: 9654, top1_acc: 0.7122, top5_acc: 0.8836, loss_cls: 1.1526, loss: 1.1526, grad_norm: 3.6019 2022-03-01 15:53:00,809 - mmaction - INFO - Epoch [299][300/469] lr: 4.000e-03, eta: 0:31:26, time: 2.259, data_time: 0.775, memory: 9654, top1_acc: 0.7065, top5_acc: 0.8762, loss_cls: 1.2019, loss: 1.2019, grad_norm: 3.6680 2022-03-01 15:53:46,280 - mmaction - INFO - Epoch [299][320/469] lr: 4.000e-03, eta: 0:30:51, time: 2.274, data_time: 1.025, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8787, loss_cls: 1.1694, loss: 1.1694, grad_norm: 3.6430 2022-03-01 15:54:32,360 - mmaction - INFO - Epoch [299][340/469] lr: 4.000e-03, eta: 0:30:16, time: 2.304, data_time: 1.010, memory: 9654, top1_acc: 0.7161, top5_acc: 0.8831, loss_cls: 1.1568, loss: 1.1568, grad_norm: 3.5772 2022-03-01 15:55:18,132 - mmaction - INFO - Epoch [299][360/469] lr: 4.000e-03, eta: 0:29:41, time: 2.290, data_time: 0.609, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8717, loss_cls: 1.1885, loss: 1.1885, grad_norm: 3.6111 2022-03-01 15:56:03,597 - mmaction - INFO - Epoch [299][380/469] lr: 4.000e-03, eta: 0:29:06, time: 2.273, data_time: 0.145, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8831, loss_cls: 1.1509, loss: 1.1509, grad_norm: 3.5932 2022-03-01 15:56:47,194 - mmaction - INFO - Epoch [299][400/469] lr: 4.000e-03, eta: 0:28:31, time: 2.178, data_time: 0.060, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8787, loss_cls: 1.1756, loss: 1.1756, grad_norm: 3.5952 2022-03-01 15:57:31,306 - mmaction - INFO - Epoch [299][420/469] lr: 4.000e-03, eta: 0:27:56, time: 2.207, data_time: 0.066, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8743, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.6792 2022-03-01 15:58:18,006 - mmaction - INFO - Epoch [299][440/469] lr: 4.000e-03, eta: 0:27:21, time: 2.336, data_time: 0.062, memory: 9654, top1_acc: 0.7107, top5_acc: 0.8783, loss_cls: 1.1867, loss: 1.1867, grad_norm: 3.6393 2022-03-01 15:59:02,927 - mmaction - INFO - Epoch [299][460/469] lr: 4.000e-03, eta: 0:26:47, time: 2.245, data_time: 0.065, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8772, loss_cls: 1.1779, loss: 1.1779, grad_norm: 3.5979 2022-03-01 15:59:17,749 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 16:01:25,377 - mmaction - INFO - Epoch [300][20/469] lr: 4.000e-03, eta: 0:25:57, time: 6.379, data_time: 4.850, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8805, loss_cls: 1.1484, loss: 1.1484, grad_norm: 3.5887 2022-03-01 16:02:10,051 - mmaction - INFO - Epoch [300][40/469] lr: 4.000e-03, eta: 0:25:22, time: 2.235, data_time: 0.301, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8800, loss_cls: 1.1539, loss: 1.1539, grad_norm: 3.6089 2022-03-01 16:02:55,673 - mmaction - INFO - Epoch [300][60/469] lr: 4.000e-03, eta: 0:24:47, time: 2.281, data_time: 0.076, memory: 9654, top1_acc: 0.7171, top5_acc: 0.8809, loss_cls: 1.1563, loss: 1.1563, grad_norm: 3.6426 2022-03-01 16:03:40,651 - mmaction - INFO - Epoch [300][80/469] lr: 4.000e-03, eta: 0:24:12, time: 2.248, data_time: 0.067, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8794, loss_cls: 1.1632, loss: 1.1632, grad_norm: 3.6189 2022-03-01 16:04:25,817 - mmaction - INFO - Epoch [300][100/469] lr: 4.000e-03, eta: 0:23:37, time: 2.259, data_time: 0.067, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8844, loss_cls: 1.1415, loss: 1.1415, grad_norm: 3.6061 2022-03-01 16:05:11,193 - mmaction - INFO - Epoch [300][120/469] lr: 4.000e-03, eta: 0:23:02, time: 2.269, data_time: 0.114, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8827, loss_cls: 1.1445, loss: 1.1445, grad_norm: 3.5550 2022-03-01 16:05:56,724 - mmaction - INFO - Epoch [300][140/469] lr: 4.000e-03, eta: 0:22:27, time: 2.276, data_time: 0.375, memory: 9654, top1_acc: 0.7218, top5_acc: 0.8750, loss_cls: 1.1607, loss: 1.1607, grad_norm: 3.5612 2022-03-01 16:06:41,777 - mmaction - INFO - Epoch [300][160/469] lr: 4.000e-03, eta: 0:21:52, time: 2.252, data_time: 1.147, memory: 9654, top1_acc: 0.7149, top5_acc: 0.8792, loss_cls: 1.1607, loss: 1.1607, grad_norm: 3.6447 2022-03-01 16:07:27,763 - mmaction - INFO - Epoch [300][180/469] lr: 4.000e-03, eta: 0:21:17, time: 2.298, data_time: 1.204, memory: 9654, top1_acc: 0.7208, top5_acc: 0.8790, loss_cls: 1.1650, loss: 1.1650, grad_norm: 3.6726 2022-03-01 16:08:11,766 - mmaction - INFO - Epoch [300][200/469] lr: 4.000e-03, eta: 0:20:42, time: 2.201, data_time: 1.021, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8796, loss_cls: 1.1390, loss: 1.1390, grad_norm: 3.5507 2022-03-01 16:08:56,244 - mmaction - INFO - Epoch [300][220/469] lr: 4.000e-03, eta: 0:20:07, time: 2.224, data_time: 0.589, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8814, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.6144 2022-03-01 16:09:40,524 - mmaction - INFO - Epoch [300][240/469] lr: 4.000e-03, eta: 0:19:32, time: 2.215, data_time: 0.327, memory: 9654, top1_acc: 0.7126, top5_acc: 0.8809, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.6191 2022-03-01 16:10:25,446 - mmaction - INFO - Epoch [300][260/469] lr: 4.000e-03, eta: 0:18:57, time: 2.245, data_time: 0.061, memory: 9654, top1_acc: 0.7130, top5_acc: 0.8778, loss_cls: 1.1713, loss: 1.1713, grad_norm: 3.6248 2022-03-01 16:11:12,751 - mmaction - INFO - Epoch [300][280/469] lr: 4.000e-03, eta: 0:18:22, time: 2.366, data_time: 0.066, memory: 9654, top1_acc: 0.7104, top5_acc: 0.8789, loss_cls: 1.1683, loss: 1.1683, grad_norm: 3.6321 2022-03-01 16:11:59,609 - mmaction - INFO - Epoch [300][300/469] lr: 4.000e-03, eta: 0:17:47, time: 2.343, data_time: 0.063, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8884, loss_cls: 1.1478, loss: 1.1478, grad_norm: 3.6343 2022-03-01 16:12:45,876 - mmaction - INFO - Epoch [300][320/469] lr: 4.000e-03, eta: 0:17:12, time: 2.313, data_time: 0.061, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8714, loss_cls: 1.2162, loss: 1.2162, grad_norm: 3.6741 2022-03-01 16:13:31,028 - mmaction - INFO - Epoch [300][340/469] lr: 4.000e-03, eta: 0:16:37, time: 2.258, data_time: 0.065, memory: 9654, top1_acc: 0.7194, top5_acc: 0.8819, loss_cls: 1.1417, loss: 1.1417, grad_norm: 3.5745 2022-03-01 16:14:15,640 - mmaction - INFO - Epoch [300][360/469] lr: 4.000e-03, eta: 0:16:02, time: 2.231, data_time: 0.060, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8856, loss_cls: 1.1382, loss: 1.1382, grad_norm: 3.5758 2022-03-01 16:15:01,339 - mmaction - INFO - Epoch [300][380/469] lr: 4.000e-03, eta: 0:15:27, time: 2.284, data_time: 0.066, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8798, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.6318 2022-03-01 16:15:45,457 - mmaction - INFO - Epoch [300][400/469] lr: 4.000e-03, eta: 0:14:52, time: 2.206, data_time: 0.067, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8758, loss_cls: 1.1741, loss: 1.1741, grad_norm: 3.6415 2022-03-01 16:16:29,180 - mmaction - INFO - Epoch [300][420/469] lr: 4.000e-03, eta: 0:14:17, time: 2.187, data_time: 0.066, memory: 9654, top1_acc: 0.7183, top5_acc: 0.8821, loss_cls: 1.1637, loss: 1.1637, grad_norm: 3.6584 2022-03-01 16:17:13,420 - mmaction - INFO - Epoch [300][440/469] lr: 4.000e-03, eta: 0:13:42, time: 2.212, data_time: 0.064, memory: 9654, top1_acc: 0.7104, top5_acc: 0.8765, loss_cls: 1.1890, loss: 1.1890, grad_norm: 3.6793 2022-03-01 16:17:58,310 - mmaction - INFO - Epoch [300][460/469] lr: 4.000e-03, eta: 0:13:07, time: 2.245, data_time: 0.065, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8765, loss_cls: 1.1733, loss: 1.1733, grad_norm: 3.6269 2022-03-01 16:18:17,489 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 16:18:17,572 - mmaction - INFO - 110 BN found 2022-03-01 16:25:20,144 - mmaction - INFO - BN stats updated 2022-03-01 16:25:22,152 - mmaction - INFO - Saving checkpoint at 300 epochs 2022-03-01 16:28:56,546 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 16:28:57,500 - mmaction - INFO - top1_acc 0.6666 top5_acc 0.8635 2022-03-01 16:28:57,501 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 16:28:57,533 - mmaction - INFO - mean_acc 0.6665 2022-03-01 16:28:57,541 - mmaction - INFO - Epoch(val) [300][155] top1_acc: 0.6666, top5_acc: 0.8635, mean_class_accuracy: 0.6665 2022-03-01 16:28:58,299 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 16:30:54,602 - mmaction - INFO - Epoch [301][20/469] lr: 4.000e-03, eta: 0:12:16, time: 5.815, data_time: 3.860, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8871, loss_cls: 1.1329, loss: 1.1329, grad_norm: 3.5916 2022-03-01 16:31:38,846 - mmaction - INFO - Epoch [301][40/469] lr: 4.000e-03, eta: 0:11:41, time: 2.212, data_time: 0.071, memory: 9654, top1_acc: 0.7226, top5_acc: 0.8839, loss_cls: 1.1369, loss: 1.1369, grad_norm: 3.5845 2022-03-01 16:32:24,130 - mmaction - INFO - Epoch [301][60/469] lr: 4.000e-03, eta: 0:11:06, time: 2.265, data_time: 0.063, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8739, loss_cls: 1.1718, loss: 1.1718, grad_norm: 3.5998 2022-03-01 16:33:08,105 - mmaction - INFO - Epoch [301][80/469] lr: 4.000e-03, eta: 0:10:31, time: 2.199, data_time: 0.058, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8760, loss_cls: 1.1725, loss: 1.1725, grad_norm: 3.6043 2022-03-01 16:33:52,421 - mmaction - INFO - Epoch [301][100/469] lr: 4.000e-03, eta: 0:09:56, time: 2.216, data_time: 0.066, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8804, loss_cls: 1.1465, loss: 1.1465, grad_norm: 3.6224 2022-03-01 16:34:35,777 - mmaction - INFO - Epoch [301][120/469] lr: 4.000e-03, eta: 0:09:21, time: 2.167, data_time: 0.060, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8760, loss_cls: 1.1850, loss: 1.1850, grad_norm: 3.6938 2022-03-01 16:35:20,514 - mmaction - INFO - Epoch [301][140/469] lr: 4.000e-03, eta: 0:08:45, time: 2.235, data_time: 0.058, memory: 9654, top1_acc: 0.7142, top5_acc: 0.8787, loss_cls: 1.1679, loss: 1.1679, grad_norm: 3.6479 2022-03-01 16:36:06,278 - mmaction - INFO - Epoch [301][160/469] lr: 4.000e-03, eta: 0:08:10, time: 2.289, data_time: 0.065, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8781, loss_cls: 1.1539, loss: 1.1539, grad_norm: 3.5935 2022-03-01 16:36:50,831 - mmaction - INFO - Epoch [301][180/469] lr: 4.000e-03, eta: 0:07:35, time: 2.227, data_time: 0.063, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8829, loss_cls: 1.1410, loss: 1.1410, grad_norm: 3.5904 2022-03-01 16:37:35,170 - mmaction - INFO - Epoch [301][200/469] lr: 4.000e-03, eta: 0:07:00, time: 2.217, data_time: 0.067, memory: 9654, top1_acc: 0.7198, top5_acc: 0.8815, loss_cls: 1.1333, loss: 1.1333, grad_norm: 3.6323 2022-03-01 16:38:19,850 - mmaction - INFO - Epoch [301][220/469] lr: 4.000e-03, eta: 0:06:25, time: 2.235, data_time: 0.062, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8808, loss_cls: 1.1429, loss: 1.1429, grad_norm: 3.6089 2022-03-01 16:39:05,776 - mmaction - INFO - Epoch [301][240/469] lr: 4.000e-03, eta: 0:05:50, time: 2.297, data_time: 0.065, memory: 9654, top1_acc: 0.7161, top5_acc: 0.8812, loss_cls: 1.1513, loss: 1.1513, grad_norm: 3.6348 2022-03-01 16:39:50,305 - mmaction - INFO - Epoch [301][260/469] lr: 4.000e-03, eta: 0:05:14, time: 2.227, data_time: 0.063, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8744, loss_cls: 1.1849, loss: 1.1849, grad_norm: 3.6616 2022-03-01 16:40:36,108 - mmaction - INFO - Epoch [301][280/469] lr: 4.000e-03, eta: 0:04:39, time: 2.290, data_time: 0.062, memory: 9654, top1_acc: 0.7269, top5_acc: 0.8816, loss_cls: 1.1397, loss: 1.1397, grad_norm: 3.5575 2022-03-01 16:41:21,325 - mmaction - INFO - Epoch [301][300/469] lr: 4.000e-03, eta: 0:04:04, time: 2.261, data_time: 0.068, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8799, loss_cls: 1.1725, loss: 1.1725, grad_norm: 3.6315 2022-03-01 16:42:06,351 - mmaction - INFO - Epoch [301][320/469] lr: 4.000e-03, eta: 0:03:29, time: 2.251, data_time: 0.060, memory: 9654, top1_acc: 0.7206, top5_acc: 0.8769, loss_cls: 1.1648, loss: 1.1648, grad_norm: 3.6038 2022-03-01 16:42:51,650 - mmaction - INFO - Epoch [301][340/469] lr: 4.000e-03, eta: 0:02:54, time: 2.265, data_time: 0.062, memory: 9654, top1_acc: 0.7185, top5_acc: 0.8793, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.6371 2022-03-01 16:43:37,292 - mmaction - INFO - Epoch [301][360/469] lr: 4.000e-03, eta: 0:02:19, time: 2.282, data_time: 0.065, memory: 9654, top1_acc: 0.7251, top5_acc: 0.8818, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.6150 2022-03-01 16:44:22,747 - mmaction - INFO - Epoch [301][380/469] lr: 4.000e-03, eta: 0:01:43, time: 2.273, data_time: 0.061, memory: 9654, top1_acc: 0.7112, top5_acc: 0.8787, loss_cls: 1.1762, loss: 1.1762, grad_norm: 3.6694 2022-03-01 16:45:08,117 - mmaction - INFO - Epoch [301][400/469] lr: 4.000e-03, eta: 0:01:08, time: 2.268, data_time: 0.065, memory: 9654, top1_acc: 0.7134, top5_acc: 0.8776, loss_cls: 1.1794, loss: 1.1794, grad_norm: 3.6682 2022-03-01 16:45:52,841 - mmaction - INFO - Epoch [301][420/469] lr: 4.000e-03, eta: 0:00:33, time: 2.236, data_time: 0.064, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8816, loss_cls: 1.1636, loss: 1.1636, grad_norm: 3.6819 2022-03-01 16:46:37,239 - mmaction - INFO - Epoch [301][440/469] lr: 4.000e-03, eta: -1 day, 23:59:59, time: 2.221, data_time: 0.069, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8795, loss_cls: 1.1403, loss: 1.1403, grad_norm: 3.6494 2022-03-01 16:47:22,570 - mmaction - INFO - Epoch [301][460/469] lr: 4.000e-03, eta: -1 day, 23:59:24, time: 2.265, data_time: 0.064, memory: 9654, top1_acc: 0.7189, top5_acc: 0.8798, loss_cls: 1.1489, loss: 1.1489, grad_norm: 3.6406 2022-03-01 16:47:43,038 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 16:50:00,918 - mmaction - INFO - Epoch [302][20/469] lr: 4.000e-03, eta: -1 day, 23:58:32, time: 6.893, data_time: 4.688, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8861, loss_cls: 1.1268, loss: 1.1268, grad_norm: 3.6082 2022-03-01 16:50:46,090 - mmaction - INFO - Epoch [302][40/469] lr: 4.000e-03, eta: -1 day, 23:57:57, time: 2.259, data_time: 0.065, memory: 9654, top1_acc: 0.7169, top5_acc: 0.8760, loss_cls: 1.1547, loss: 1.1547, grad_norm: 3.6430 2022-03-01 16:51:31,570 - mmaction - INFO - Epoch [302][60/469] lr: 4.000e-03, eta: -1 day, 23:57:22, time: 2.273, data_time: 0.066, memory: 9654, top1_acc: 0.7106, top5_acc: 0.8754, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.7634 2022-03-01 16:52:14,607 - mmaction - INFO - Epoch [302][80/469] lr: 4.000e-03, eta: -1 day, 23:56:47, time: 2.153, data_time: 0.066, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8806, loss_cls: 1.1428, loss: 1.1428, grad_norm: 3.6356 2022-03-01 16:52:59,934 - mmaction - INFO - Epoch [302][100/469] lr: 4.000e-03, eta: -1 day, 23:56:11, time: 2.265, data_time: 0.061, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8796, loss_cls: 1.1538, loss: 1.1538, grad_norm: 3.6993 2022-03-01 16:53:44,586 - mmaction - INFO - Epoch [302][120/469] lr: 4.000e-03, eta: -1 day, 23:55:36, time: 2.232, data_time: 0.065, memory: 9654, top1_acc: 0.7288, top5_acc: 0.8839, loss_cls: 1.1164, loss: 1.1164, grad_norm: 3.6303 2022-03-01 16:54:29,125 - mmaction - INFO - Epoch [302][140/469] lr: 4.000e-03, eta: -1 day, 23:55:01, time: 2.227, data_time: 0.063, memory: 9654, top1_acc: 0.7179, top5_acc: 0.8763, loss_cls: 1.1542, loss: 1.1542, grad_norm: 3.6968 2022-03-01 16:55:13,577 - mmaction - INFO - Epoch [302][160/469] lr: 4.000e-03, eta: -1 day, 23:54:25, time: 2.222, data_time: 0.121, memory: 9654, top1_acc: 0.7187, top5_acc: 0.8823, loss_cls: 1.1322, loss: 1.1322, grad_norm: 3.6334 2022-03-01 16:56:00,612 - mmaction - INFO - Epoch [302][180/469] lr: 4.000e-03, eta: -1 day, 23:53:50, time: 2.353, data_time: 0.353, memory: 9654, top1_acc: 0.7200, top5_acc: 0.8822, loss_cls: 1.1427, loss: 1.1427, grad_norm: 3.6430 2022-03-01 16:56:45,198 - mmaction - INFO - Epoch [302][200/469] lr: 4.000e-03, eta: -1 day, 23:53:15, time: 2.229, data_time: 0.371, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8819, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.6291 2022-03-01 16:57:31,316 - mmaction - INFO - Epoch [302][220/469] lr: 4.000e-03, eta: -1 day, 23:52:40, time: 2.307, data_time: 0.087, memory: 9654, top1_acc: 0.7257, top5_acc: 0.8832, loss_cls: 1.1321, loss: 1.1321, grad_norm: 3.6173 2022-03-01 16:58:16,326 - mmaction - INFO - Epoch [302][240/469] lr: 4.000e-03, eta: -1 day, 23:52:04, time: 2.250, data_time: 0.209, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8760, loss_cls: 1.1680, loss: 1.1680, grad_norm: 3.6599 2022-03-01 16:59:01,551 - mmaction - INFO - Epoch [302][260/469] lr: 4.000e-03, eta: -1 day, 23:51:29, time: 2.262, data_time: 0.450, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8797, loss_cls: 1.1467, loss: 1.1467, grad_norm: 3.6896 2022-03-01 16:59:45,304 - mmaction - INFO - Epoch [302][280/469] lr: 4.000e-03, eta: -1 day, 23:50:54, time: 2.186, data_time: 0.359, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8758, loss_cls: 1.1785, loss: 1.1785, grad_norm: 3.7118 2022-03-01 17:00:30,856 - mmaction - INFO - Epoch [302][300/469] lr: 4.000e-03, eta: -1 day, 23:50:18, time: 2.279, data_time: 0.275, memory: 9654, top1_acc: 0.7142, top5_acc: 0.8771, loss_cls: 1.1686, loss: 1.1686, grad_norm: 3.6999 2022-03-01 17:01:18,235 - mmaction - INFO - Epoch [302][320/469] lr: 4.000e-03, eta: -1 day, 23:49:43, time: 2.369, data_time: 0.229, memory: 9654, top1_acc: 0.7177, top5_acc: 0.8792, loss_cls: 1.1599, loss: 1.1599, grad_norm: 3.6942 2022-03-01 17:02:02,998 - mmaction - INFO - Epoch [302][340/469] lr: 4.000e-03, eta: -1 day, 23:49:07, time: 2.238, data_time: 0.263, memory: 9654, top1_acc: 0.7192, top5_acc: 0.8805, loss_cls: 1.1558, loss: 1.1558, grad_norm: 3.6585 2022-03-01 17:02:47,541 - mmaction - INFO - Epoch [302][360/469] lr: 4.000e-03, eta: -1 day, 23:48:32, time: 2.228, data_time: 0.087, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8746, loss_cls: 1.1543, loss: 1.1543, grad_norm: 3.6656 2022-03-01 17:03:32,540 - mmaction - INFO - Epoch [302][380/469] lr: 4.000e-03, eta: -1 day, 23:47:57, time: 2.250, data_time: 0.067, memory: 9654, top1_acc: 0.7187, top5_acc: 0.8802, loss_cls: 1.1644, loss: 1.1644, grad_norm: 3.6925 2022-03-01 17:04:18,400 - mmaction - INFO - Epoch [302][400/469] lr: 4.000e-03, eta: -1 day, 23:47:21, time: 2.292, data_time: 0.062, memory: 9654, top1_acc: 0.7159, top5_acc: 0.8768, loss_cls: 1.1698, loss: 1.1698, grad_norm: 3.6939 2022-03-01 17:05:03,420 - mmaction - INFO - Epoch [302][420/469] lr: 4.000e-03, eta: -1 day, 23:46:46, time: 2.252, data_time: 0.063, memory: 9654, top1_acc: 0.7177, top5_acc: 0.8779, loss_cls: 1.1685, loss: 1.1685, grad_norm: 3.6793 2022-03-01 17:05:48,717 - mmaction - INFO - Epoch [302][440/469] lr: 4.000e-03, eta: -1 day, 23:46:11, time: 2.265, data_time: 0.066, memory: 9654, top1_acc: 0.7248, top5_acc: 0.8852, loss_cls: 1.1361, loss: 1.1361, grad_norm: 3.6291 2022-03-01 17:06:33,462 - mmaction - INFO - Epoch [302][460/469] lr: 4.000e-03, eta: -1 day, 23:45:35, time: 2.237, data_time: 0.061, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8834, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.6294 2022-03-01 17:06:52,998 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 17:08:41,961 - mmaction - INFO - Epoch [303][20/469] lr: 4.000e-03, eta: -1 day, 23:44:44, time: 5.447, data_time: 4.314, memory: 9654, top1_acc: 0.7163, top5_acc: 0.8868, loss_cls: 1.1397, loss: 1.1397, grad_norm: 3.6366 2022-03-01 17:09:28,552 - mmaction - INFO - Epoch [303][40/469] lr: 4.000e-03, eta: -1 day, 23:44:08, time: 2.330, data_time: 0.572, memory: 9654, top1_acc: 0.7224, top5_acc: 0.8828, loss_cls: 1.1355, loss: 1.1355, grad_norm: 3.6551 2022-03-01 17:10:15,023 - mmaction - INFO - Epoch [303][60/469] lr: 4.000e-03, eta: -1 day, 23:43:33, time: 2.323, data_time: 0.151, memory: 9654, top1_acc: 0.7233, top5_acc: 0.8853, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.6565 2022-03-01 17:11:00,294 - mmaction - INFO - Epoch [303][80/469] lr: 4.000e-03, eta: -1 day, 23:42:57, time: 2.265, data_time: 0.143, memory: 9654, top1_acc: 0.7196, top5_acc: 0.8815, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.6456 2022-03-01 17:11:46,483 - mmaction - INFO - Epoch [303][100/469] lr: 4.000e-03, eta: -1 day, 23:42:22, time: 2.309, data_time: 0.350, memory: 9654, top1_acc: 0.7280, top5_acc: 0.8835, loss_cls: 1.1250, loss: 1.1250, grad_norm: 3.6184 2022-03-01 17:12:31,157 - mmaction - INFO - Epoch [303][120/469] lr: 4.000e-03, eta: -1 day, 23:41:46, time: 2.233, data_time: 0.371, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8791, loss_cls: 1.1709, loss: 1.1709, grad_norm: 3.7655 2022-03-01 17:13:16,451 - mmaction - INFO - Epoch [303][140/469] lr: 4.000e-03, eta: -1 day, 23:41:11, time: 2.263, data_time: 0.065, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8846, loss_cls: 1.1194, loss: 1.1194, grad_norm: 3.6641 2022-03-01 17:14:00,962 - mmaction - INFO - Epoch [303][160/469] lr: 4.000e-03, eta: -1 day, 23:40:36, time: 2.227, data_time: 0.072, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8764, loss_cls: 1.1566, loss: 1.1566, grad_norm: 3.6592 2022-03-01 17:14:45,816 - mmaction - INFO - Epoch [303][180/469] lr: 4.000e-03, eta: -1 day, 23:40:00, time: 2.241, data_time: 0.063, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8797, loss_cls: 1.1586, loss: 1.1586, grad_norm: 3.6613 2022-03-01 17:15:30,737 - mmaction - INFO - Epoch [303][200/469] lr: 4.000e-03, eta: -1 day, 23:39:25, time: 2.247, data_time: 0.072, memory: 9654, top1_acc: 0.7165, top5_acc: 0.8807, loss_cls: 1.1631, loss: 1.1631, grad_norm: 3.7086 2022-03-01 17:16:16,179 - mmaction - INFO - Epoch [303][220/469] lr: 4.000e-03, eta: -1 day, 23:38:49, time: 2.272, data_time: 0.066, memory: 9654, top1_acc: 0.7202, top5_acc: 0.8783, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.6614 2022-03-01 17:16:59,799 - mmaction - INFO - Epoch [303][240/469] lr: 4.000e-03, eta: -1 day, 23:38:14, time: 2.182, data_time: 0.065, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8776, loss_cls: 1.1770, loss: 1.1770, grad_norm: 3.7448 2022-03-01 17:17:45,171 - mmaction - INFO - Epoch [303][260/469] lr: 4.000e-03, eta: -1 day, 23:37:38, time: 2.268, data_time: 0.064, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8742, loss_cls: 1.1673, loss: 1.1673, grad_norm: 3.7231 2022-03-01 17:18:31,514 - mmaction - INFO - Epoch [303][280/469] lr: 4.000e-03, eta: -1 day, 23:37:03, time: 2.317, data_time: 0.061, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8772, loss_cls: 1.1697, loss: 1.1697, grad_norm: 3.6888 2022-03-01 17:19:15,421 - mmaction - INFO - Epoch [303][300/469] lr: 4.000e-03, eta: -1 day, 23:36:27, time: 2.195, data_time: 0.062, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8788, loss_cls: 1.1547, loss: 1.1547, grad_norm: 3.6819 2022-03-01 17:20:00,835 - mmaction - INFO - Epoch [303][320/469] lr: 4.000e-03, eta: -1 day, 23:35:52, time: 2.271, data_time: 0.065, memory: 9654, top1_acc: 0.7116, top5_acc: 0.8784, loss_cls: 1.1775, loss: 1.1775, grad_norm: 3.7527 2022-03-01 17:20:46,129 - mmaction - INFO - Epoch [303][340/469] lr: 4.000e-03, eta: -1 day, 23:35:16, time: 2.264, data_time: 0.063, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8781, loss_cls: 1.1585, loss: 1.1585, grad_norm: 3.7029 2022-03-01 17:21:30,835 - mmaction - INFO - Epoch [303][360/469] lr: 4.000e-03, eta: -1 day, 23:34:41, time: 2.236, data_time: 0.070, memory: 9654, top1_acc: 0.7181, top5_acc: 0.8755, loss_cls: 1.1632, loss: 1.1632, grad_norm: 3.6647 2022-03-01 17:22:15,924 - mmaction - INFO - Epoch [303][380/469] lr: 4.000e-03, eta: -1 day, 23:34:05, time: 2.254, data_time: 0.067, memory: 9654, top1_acc: 0.7151, top5_acc: 0.8775, loss_cls: 1.1724, loss: 1.1724, grad_norm: 3.7098 2022-03-01 17:22:59,882 - mmaction - INFO - Epoch [303][400/469] lr: 4.000e-03, eta: -1 day, 23:33:30, time: 2.198, data_time: 0.065, memory: 9654, top1_acc: 0.7247, top5_acc: 0.8858, loss_cls: 1.1283, loss: 1.1283, grad_norm: 3.6772 2022-03-01 17:23:45,737 - mmaction - INFO - Epoch [303][420/469] lr: 4.000e-03, eta: -1 day, 23:32:54, time: 2.293, data_time: 0.064, memory: 9654, top1_acc: 0.7268, top5_acc: 0.8854, loss_cls: 1.1156, loss: 1.1156, grad_norm: 3.6418 2022-03-01 17:24:30,376 - mmaction - INFO - Epoch [303][440/469] lr: 4.000e-03, eta: -1 day, 23:32:19, time: 2.232, data_time: 0.061, memory: 9654, top1_acc: 0.7291, top5_acc: 0.8809, loss_cls: 1.1387, loss: 1.1387, grad_norm: 3.6304 2022-03-01 17:25:16,042 - mmaction - INFO - Epoch [303][460/469] lr: 4.000e-03, eta: -1 day, 23:31:43, time: 2.283, data_time: 0.062, memory: 9654, top1_acc: 0.7202, top5_acc: 0.8803, loss_cls: 1.1560, loss: 1.1560, grad_norm: 3.6988 2022-03-01 17:25:34,356 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 17:25:34,463 - mmaction - INFO - 110 BN found 2022-03-01 17:32:57,331 - mmaction - INFO - BN stats updated 2022-03-01 17:32:59,338 - mmaction - INFO - Saving checkpoint at 303 epochs 2022-03-01 17:33:01,963 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 17:34:47,152 - mmaction - INFO - Epoch [304][20/469] lr: 4.000e-03, eta: -1 day, 23:30:51, time: 5.258, data_time: 3.211, memory: 9654, top1_acc: 0.7243, top5_acc: 0.8830, loss_cls: 1.1358, loss: 1.1358, grad_norm: 3.6345 2022-03-01 17:35:32,347 - mmaction - INFO - Epoch [304][40/469] lr: 4.000e-03, eta: -1 day, 23:30:16, time: 2.259, data_time: 0.070, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8824, loss_cls: 1.1281, loss: 1.1281, grad_norm: 3.5999 2022-03-01 17:36:16,622 - mmaction - INFO - Epoch [304][60/469] lr: 4.000e-03, eta: -1 day, 23:29:40, time: 2.214, data_time: 0.068, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8787, loss_cls: 1.1575, loss: 1.1575, grad_norm: 3.7056 2022-03-01 17:37:02,376 - mmaction - INFO - Epoch [304][80/469] lr: 4.000e-03, eta: -1 day, 23:29:04, time: 2.288, data_time: 0.062, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8828, loss_cls: 1.1329, loss: 1.1329, grad_norm: 3.6365 2022-03-01 17:37:47,653 - mmaction - INFO - Epoch [304][100/469] lr: 4.000e-03, eta: -1 day, 23:28:29, time: 2.264, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8806, loss_cls: 1.1541, loss: 1.1541, grad_norm: 3.6869 2022-03-01 17:38:32,537 - mmaction - INFO - Epoch [304][120/469] lr: 4.000e-03, eta: -1 day, 23:27:53, time: 2.244, data_time: 0.062, memory: 9654, top1_acc: 0.7251, top5_acc: 0.8825, loss_cls: 1.1256, loss: 1.1256, grad_norm: 3.6511 2022-03-01 17:39:17,861 - mmaction - INFO - Epoch [304][140/469] lr: 4.000e-03, eta: -1 day, 23:27:18, time: 2.267, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8871, loss_cls: 1.1119, loss: 1.1119, grad_norm: 3.6983 2022-03-01 17:40:03,838 - mmaction - INFO - Epoch [304][160/469] lr: 4.000e-03, eta: -1 day, 23:26:42, time: 2.299, data_time: 0.067, memory: 9654, top1_acc: 0.7249, top5_acc: 0.8846, loss_cls: 1.1268, loss: 1.1268, grad_norm: 3.7268 2022-03-01 17:40:50,337 - mmaction - INFO - Epoch [304][180/469] lr: 4.000e-03, eta: -1 day, 23:26:07, time: 2.325, data_time: 0.065, memory: 9654, top1_acc: 0.7159, top5_acc: 0.8787, loss_cls: 1.1864, loss: 1.1864, grad_norm: 3.7709 2022-03-01 17:41:35,648 - mmaction - INFO - Epoch [304][200/469] lr: 4.000e-03, eta: -1 day, 23:25:31, time: 2.265, data_time: 0.062, memory: 9654, top1_acc: 0.7132, top5_acc: 0.8762, loss_cls: 1.1829, loss: 1.1829, grad_norm: 3.7292 2022-03-01 17:42:21,548 - mmaction - INFO - Epoch [304][220/469] lr: 4.000e-03, eta: -1 day, 23:24:55, time: 2.295, data_time: 0.062, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8813, loss_cls: 1.1507, loss: 1.1507, grad_norm: 3.6957 2022-03-01 17:43:06,813 - mmaction - INFO - Epoch [304][240/469] lr: 4.000e-03, eta: -1 day, 23:24:20, time: 2.263, data_time: 0.069, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8835, loss_cls: 1.1439, loss: 1.1439, grad_norm: 3.7264 2022-03-01 17:43:53,152 - mmaction - INFO - Epoch [304][260/469] lr: 4.000e-03, eta: -1 day, 23:23:44, time: 2.318, data_time: 0.061, memory: 9654, top1_acc: 0.7228, top5_acc: 0.8804, loss_cls: 1.1469, loss: 1.1469, grad_norm: 3.7018 2022-03-01 17:44:38,972 - mmaction - INFO - Epoch [304][280/469] lr: 4.000e-03, eta: -1 day, 23:23:08, time: 2.291, data_time: 0.062, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8785, loss_cls: 1.1650, loss: 1.1650, grad_norm: 3.7199 2022-03-01 17:45:24,623 - mmaction - INFO - Epoch [304][300/469] lr: 4.000e-03, eta: -1 day, 23:22:33, time: 2.281, data_time: 0.066, memory: 9654, top1_acc: 0.7220, top5_acc: 0.8823, loss_cls: 1.1476, loss: 1.1476, grad_norm: 3.7082 2022-03-01 17:46:08,959 - mmaction - INFO - Epoch [304][320/469] lr: 4.000e-03, eta: -1 day, 23:21:57, time: 2.217, data_time: 0.065, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8785, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.7008 2022-03-01 17:46:52,937 - mmaction - INFO - Epoch [304][340/469] lr: 4.000e-03, eta: -1 day, 23:21:22, time: 2.198, data_time: 0.064, memory: 9654, top1_acc: 0.7268, top5_acc: 0.8847, loss_cls: 1.1304, loss: 1.1304, grad_norm: 3.6926 2022-03-01 17:47:37,326 - mmaction - INFO - Epoch [304][360/469] lr: 4.000e-03, eta: -1 day, 23:20:46, time: 2.220, data_time: 0.066, memory: 9654, top1_acc: 0.7122, top5_acc: 0.8787, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.7544 2022-03-01 17:48:21,807 - mmaction - INFO - Epoch [304][380/469] lr: 4.000e-03, eta: -1 day, 23:20:10, time: 2.224, data_time: 0.064, memory: 9654, top1_acc: 0.7212, top5_acc: 0.8777, loss_cls: 1.1606, loss: 1.1606, grad_norm: 3.7302 2022-03-01 17:49:06,950 - mmaction - INFO - Epoch [304][400/469] lr: 4.000e-03, eta: -1 day, 23:19:35, time: 2.256, data_time: 0.067, memory: 9654, top1_acc: 0.7204, top5_acc: 0.8817, loss_cls: 1.1478, loss: 1.1478, grad_norm: 3.6874 2022-03-01 17:49:51,445 - mmaction - INFO - Epoch [304][420/469] lr: 4.000e-03, eta: -1 day, 23:18:59, time: 2.225, data_time: 0.061, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8779, loss_cls: 1.1581, loss: 1.1581, grad_norm: 3.6960 2022-03-01 17:50:35,173 - mmaction - INFO - Epoch [304][440/469] lr: 4.000e-03, eta: -1 day, 23:18:23, time: 2.187, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8854, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.6903 2022-03-01 17:51:21,690 - mmaction - INFO - Epoch [304][460/469] lr: 4.000e-03, eta: -1 day, 23:17:48, time: 2.325, data_time: 0.066, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8817, loss_cls: 1.1524, loss: 1.1524, grad_norm: 3.7426 2022-03-01 17:51:37,215 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 17:53:32,981 - mmaction - INFO - Epoch [305][20/469] lr: 4.000e-03, eta: -1 day, 23:16:55, time: 5.787, data_time: 4.629, memory: 9654, top1_acc: 0.7202, top5_acc: 0.8832, loss_cls: 1.1451, loss: 1.1451, grad_norm: 3.6900 2022-03-01 17:54:17,754 - mmaction - INFO - Epoch [305][40/469] lr: 4.000e-03, eta: -1 day, 23:16:19, time: 2.239, data_time: 0.790, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8771, loss_cls: 1.1670, loss: 1.1670, grad_norm: 3.7180 2022-03-01 17:55:02,248 - mmaction - INFO - Epoch [305][60/469] lr: 4.000e-03, eta: -1 day, 23:15:43, time: 2.224, data_time: 0.506, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8754, loss_cls: 1.1919, loss: 1.1919, grad_norm: 3.7785 2022-03-01 17:55:46,808 - mmaction - INFO - Epoch [305][80/469] lr: 4.000e-03, eta: -1 day, 23:15:08, time: 2.229, data_time: 0.435, memory: 9654, top1_acc: 0.7282, top5_acc: 0.8810, loss_cls: 1.1160, loss: 1.1160, grad_norm: 3.6653 2022-03-01 17:56:30,334 - mmaction - INFO - Epoch [305][100/469] lr: 4.000e-03, eta: -1 day, 23:14:32, time: 2.176, data_time: 0.598, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8858, loss_cls: 1.1254, loss: 1.1254, grad_norm: 3.6752 2022-03-01 17:57:14,517 - mmaction - INFO - Epoch [305][120/469] lr: 4.000e-03, eta: -1 day, 23:13:56, time: 2.208, data_time: 0.954, memory: 9654, top1_acc: 0.7221, top5_acc: 0.8830, loss_cls: 1.1293, loss: 1.1293, grad_norm: 3.7484 2022-03-01 17:57:59,853 - mmaction - INFO - Epoch [305][140/469] lr: 4.000e-03, eta: -1 day, 23:13:21, time: 2.267, data_time: 0.164, memory: 9654, top1_acc: 0.7313, top5_acc: 0.8857, loss_cls: 1.1084, loss: 1.1084, grad_norm: 3.6377 2022-03-01 17:58:44,936 - mmaction - INFO - Epoch [305][160/469] lr: 4.000e-03, eta: -1 day, 23:12:45, time: 2.255, data_time: 0.075, memory: 9654, top1_acc: 0.7269, top5_acc: 0.8827, loss_cls: 1.1240, loss: 1.1240, grad_norm: 3.6944 2022-03-01 17:59:29,777 - mmaction - INFO - Epoch [305][180/469] lr: 4.000e-03, eta: -1 day, 23:12:09, time: 2.241, data_time: 0.201, memory: 9654, top1_acc: 0.7257, top5_acc: 0.8826, loss_cls: 1.1218, loss: 1.1218, grad_norm: 3.6509 2022-03-01 18:00:15,123 - mmaction - INFO - Epoch [305][200/469] lr: 4.000e-03, eta: -1 day, 23:11:33, time: 2.268, data_time: 0.065, memory: 9654, top1_acc: 0.7249, top5_acc: 0.8812, loss_cls: 1.1358, loss: 1.1358, grad_norm: 3.7045 2022-03-01 18:01:02,147 - mmaction - INFO - Epoch [305][220/469] lr: 4.000e-03, eta: -1 day, 23:10:58, time: 2.351, data_time: 0.062, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8823, loss_cls: 1.1402, loss: 1.1402, grad_norm: 3.7509 2022-03-01 18:01:46,674 - mmaction - INFO - Epoch [305][240/469] lr: 4.000e-03, eta: -1 day, 23:10:22, time: 2.226, data_time: 0.062, memory: 9654, top1_acc: 0.7255, top5_acc: 0.8834, loss_cls: 1.1320, loss: 1.1320, grad_norm: 3.6494 2022-03-01 18:02:31,394 - mmaction - INFO - Epoch [305][260/469] lr: 4.000e-03, eta: -1 day, 23:09:46, time: 2.237, data_time: 0.066, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8854, loss_cls: 1.1340, loss: 1.1340, grad_norm: 3.7364 2022-03-01 18:03:17,478 - mmaction - INFO - Epoch [305][280/469] lr: 4.000e-03, eta: -1 day, 23:09:10, time: 2.304, data_time: 0.066, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8785, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.7615 2022-03-01 18:04:01,843 - mmaction - INFO - Epoch [305][300/469] lr: 4.000e-03, eta: -1 day, 23:08:35, time: 2.217, data_time: 0.060, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8809, loss_cls: 1.1457, loss: 1.1457, grad_norm: 3.7165 2022-03-01 18:04:46,559 - mmaction - INFO - Epoch [305][320/469] lr: 4.000e-03, eta: -1 day, 23:07:59, time: 2.237, data_time: 0.063, memory: 9654, top1_acc: 0.7173, top5_acc: 0.8796, loss_cls: 1.1539, loss: 1.1539, grad_norm: 3.7718 2022-03-01 18:05:31,522 - mmaction - INFO - Epoch [305][340/469] lr: 4.000e-03, eta: -1 day, 23:07:23, time: 2.247, data_time: 0.061, memory: 9654, top1_acc: 0.7200, top5_acc: 0.8779, loss_cls: 1.1551, loss: 1.1551, grad_norm: 3.7019 2022-03-01 18:06:16,501 - mmaction - INFO - Epoch [305][360/469] lr: 4.000e-03, eta: -1 day, 23:06:47, time: 2.250, data_time: 0.064, memory: 9654, top1_acc: 0.7220, top5_acc: 0.8814, loss_cls: 1.1311, loss: 1.1311, grad_norm: 3.6806 2022-03-01 18:07:02,842 - mmaction - INFO - Epoch [305][380/469] lr: 4.000e-03, eta: -1 day, 23:06:11, time: 2.316, data_time: 0.065, memory: 9654, top1_acc: 0.7185, top5_acc: 0.8783, loss_cls: 1.1514, loss: 1.1514, grad_norm: 3.7444 2022-03-01 18:07:47,744 - mmaction - INFO - Epoch [305][400/469] lr: 4.000e-03, eta: -1 day, 23:05:36, time: 2.245, data_time: 0.061, memory: 9654, top1_acc: 0.7218, top5_acc: 0.8852, loss_cls: 1.1413, loss: 1.1413, grad_norm: 3.7105 2022-03-01 18:08:31,976 - mmaction - INFO - Epoch [305][420/469] lr: 4.000e-03, eta: -1 day, 23:05:00, time: 2.211, data_time: 0.061, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8841, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.7105 2022-03-01 18:09:16,911 - mmaction - INFO - Epoch [305][440/469] lr: 4.000e-03, eta: -1 day, 23:04:24, time: 2.247, data_time: 0.061, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8799, loss_cls: 1.1512, loss: 1.1512, grad_norm: 3.7284 2022-03-01 18:10:03,133 - mmaction - INFO - Epoch [305][460/469] lr: 4.000e-03, eta: -1 day, 23:03:48, time: 2.312, data_time: 0.064, memory: 9654, top1_acc: 0.7225, top5_acc: 0.8810, loss_cls: 1.1409, loss: 1.1409, grad_norm: 3.7696 2022-03-01 18:10:21,328 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 18:12:22,478 - mmaction - INFO - Epoch [306][20/469] lr: 4.000e-03, eta: -1 day, 23:02:55, time: 6.056, data_time: 4.956, memory: 9654, top1_acc: 0.7224, top5_acc: 0.8808, loss_cls: 1.1345, loss: 1.1345, grad_norm: 3.7321 2022-03-01 18:13:07,258 - mmaction - INFO - Epoch [306][40/469] lr: 4.000e-03, eta: -1 day, 23:02:19, time: 2.240, data_time: 1.144, memory: 9654, top1_acc: 0.7239, top5_acc: 0.8878, loss_cls: 1.1269, loss: 1.1269, grad_norm: 3.7059 2022-03-01 18:13:51,769 - mmaction - INFO - Epoch [306][60/469] lr: 4.000e-03, eta: -1 day, 23:01:43, time: 2.225, data_time: 0.907, memory: 9654, top1_acc: 0.7249, top5_acc: 0.8768, loss_cls: 1.1497, loss: 1.1497, grad_norm: 3.7395 2022-03-01 18:14:36,457 - mmaction - INFO - Epoch [306][80/469] lr: 4.000e-03, eta: -1 day, 23:01:07, time: 2.235, data_time: 0.209, memory: 9654, top1_acc: 0.7162, top5_acc: 0.8773, loss_cls: 1.1666, loss: 1.1666, grad_norm: 3.7590 2022-03-01 18:15:21,929 - mmaction - INFO - Epoch [306][100/469] lr: 4.000e-03, eta: -1 day, 23:00:31, time: 2.270, data_time: 0.398, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8841, loss_cls: 1.1335, loss: 1.1335, grad_norm: 3.6915 2022-03-01 18:16:07,468 - mmaction - INFO - Epoch [306][120/469] lr: 4.000e-03, eta: -1 day, 22:59:55, time: 2.280, data_time: 0.173, memory: 9654, top1_acc: 0.7261, top5_acc: 0.8849, loss_cls: 1.1088, loss: 1.1088, grad_norm: 3.6889 2022-03-01 18:16:52,919 - mmaction - INFO - Epoch [306][140/469] lr: 4.000e-03, eta: -1 day, 22:59:19, time: 2.272, data_time: 0.063, memory: 9654, top1_acc: 0.7329, top5_acc: 0.8845, loss_cls: 1.1052, loss: 1.1052, grad_norm: 3.6423 2022-03-01 18:17:37,453 - mmaction - INFO - Epoch [306][160/469] lr: 4.000e-03, eta: -1 day, 22:58:44, time: 2.227, data_time: 0.064, memory: 9654, top1_acc: 0.7192, top5_acc: 0.8854, loss_cls: 1.1195, loss: 1.1195, grad_norm: 3.6719 2022-03-01 18:18:22,016 - mmaction - INFO - Epoch [306][180/469] lr: 4.000e-03, eta: -1 day, 22:58:08, time: 2.229, data_time: 0.061, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8817, loss_cls: 1.1209, loss: 1.1209, grad_norm: 3.7706 2022-03-01 18:19:06,958 - mmaction - INFO - Epoch [306][200/469] lr: 4.000e-03, eta: -1 day, 22:57:32, time: 2.246, data_time: 0.062, memory: 9654, top1_acc: 0.7206, top5_acc: 0.8772, loss_cls: 1.1576, loss: 1.1576, grad_norm: 3.6896 2022-03-01 18:19:51,465 - mmaction - INFO - Epoch [306][220/469] lr: 4.000e-03, eta: -1 day, 22:56:56, time: 2.226, data_time: 0.066, memory: 9654, top1_acc: 0.7249, top5_acc: 0.8816, loss_cls: 1.1307, loss: 1.1307, grad_norm: 3.7371 2022-03-01 18:20:37,081 - mmaction - INFO - Epoch [306][240/469] lr: 4.000e-03, eta: -1 day, 22:56:20, time: 2.281, data_time: 0.116, memory: 9654, top1_acc: 0.7243, top5_acc: 0.8800, loss_cls: 1.1413, loss: 1.1413, grad_norm: 3.7533 2022-03-01 18:21:21,721 - mmaction - INFO - Epoch [306][260/469] lr: 4.000e-03, eta: -1 day, 22:55:44, time: 2.232, data_time: 0.214, memory: 9654, top1_acc: 0.7248, top5_acc: 0.8846, loss_cls: 1.1335, loss: 1.1335, grad_norm: 3.7363 2022-03-01 18:22:07,592 - mmaction - INFO - Epoch [306][280/469] lr: 4.000e-03, eta: -1 day, 22:55:08, time: 2.294, data_time: 0.398, memory: 9654, top1_acc: 0.7179, top5_acc: 0.8796, loss_cls: 1.1651, loss: 1.1651, grad_norm: 3.7858 2022-03-01 18:22:52,841 - mmaction - INFO - Epoch [306][300/469] lr: 4.000e-03, eta: -1 day, 22:54:32, time: 2.262, data_time: 0.379, memory: 9654, top1_acc: 0.7190, top5_acc: 0.8828, loss_cls: 1.1533, loss: 1.1533, grad_norm: 3.7517 2022-03-01 18:23:37,609 - mmaction - INFO - Epoch [306][320/469] lr: 4.000e-03, eta: -1 day, 22:53:56, time: 2.239, data_time: 0.106, memory: 9654, top1_acc: 0.7243, top5_acc: 0.8796, loss_cls: 1.1406, loss: 1.1406, grad_norm: 3.7298 2022-03-01 18:24:21,034 - mmaction - INFO - Epoch [306][340/469] lr: 4.000e-03, eta: -1 day, 22:53:21, time: 2.171, data_time: 0.065, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8780, loss_cls: 1.1681, loss: 1.1681, grad_norm: 3.8204 2022-03-01 18:25:05,741 - mmaction - INFO - Epoch [306][360/469] lr: 4.000e-03, eta: -1 day, 22:52:45, time: 2.236, data_time: 0.064, memory: 9654, top1_acc: 0.7189, top5_acc: 0.8779, loss_cls: 1.1403, loss: 1.1403, grad_norm: 3.7451 2022-03-01 18:25:51,765 - mmaction - INFO - Epoch [306][380/469] lr: 4.000e-03, eta: -1 day, 22:52:09, time: 2.301, data_time: 0.063, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8789, loss_cls: 1.1615, loss: 1.1615, grad_norm: 3.7448 2022-03-01 18:26:36,515 - mmaction - INFO - Epoch [306][400/469] lr: 4.000e-03, eta: -1 day, 22:51:33, time: 2.238, data_time: 0.061, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8835, loss_cls: 1.1241, loss: 1.1241, grad_norm: 3.6930 2022-03-01 18:27:22,652 - mmaction - INFO - Epoch [306][420/469] lr: 4.000e-03, eta: -1 day, 22:50:57, time: 2.307, data_time: 0.065, memory: 9654, top1_acc: 0.7218, top5_acc: 0.8836, loss_cls: 1.1394, loss: 1.1394, grad_norm: 3.7511 2022-03-01 18:28:06,113 - mmaction - INFO - Epoch [306][440/469] lr: 4.000e-03, eta: -1 day, 22:50:21, time: 2.173, data_time: 0.064, memory: 9654, top1_acc: 0.7173, top5_acc: 0.8825, loss_cls: 1.1583, loss: 1.1583, grad_norm: 3.8221 2022-03-01 18:28:51,786 - mmaction - INFO - Epoch [306][460/469] lr: 4.000e-03, eta: -1 day, 22:49:45, time: 2.283, data_time: 0.060, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8829, loss_cls: 1.1353, loss: 1.1353, grad_norm: 3.7401 2022-03-01 18:29:07,943 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 18:29:08,041 - mmaction - INFO - 110 BN found 2022-03-01 18:36:20,449 - mmaction - INFO - BN stats updated 2022-03-01 18:36:22,455 - mmaction - INFO - Saving checkpoint at 306 epochs 2022-03-01 18:40:14,496 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 18:40:15,318 - mmaction - INFO - top1_acc 0.6653 top5_acc 0.8598 2022-03-01 18:40:15,319 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 18:40:15,351 - mmaction - INFO - mean_acc 0.6652 2022-03-01 18:40:15,359 - mmaction - INFO - Epoch(val) [306][155] top1_acc: 0.6653, top5_acc: 0.8598, mean_class_accuracy: 0.6652 2022-03-01 18:40:16,134 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 18:42:33,715 - mmaction - INFO - Epoch [307][20/469] lr: 4.000e-03, eta: -1 day, 22:48:50, time: 6.878, data_time: 5.069, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8900, loss_cls: 1.0904, loss: 1.0904, grad_norm: 3.6321 2022-03-01 18:43:18,766 - mmaction - INFO - Epoch [307][40/469] lr: 4.000e-03, eta: -1 day, 22:48:14, time: 2.253, data_time: 0.287, memory: 9654, top1_acc: 0.7202, top5_acc: 0.8835, loss_cls: 1.1448, loss: 1.1448, grad_norm: 3.7811 2022-03-01 18:44:04,554 - mmaction - INFO - Epoch [307][60/469] lr: 4.000e-03, eta: -1 day, 22:47:38, time: 2.290, data_time: 0.187, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8825, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.7369 2022-03-01 18:44:49,369 - mmaction - INFO - Epoch [307][80/469] lr: 4.000e-03, eta: -1 day, 22:47:02, time: 2.240, data_time: 0.273, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8829, loss_cls: 1.1280, loss: 1.1280, grad_norm: 3.7148 2022-03-01 18:45:34,768 - mmaction - INFO - Epoch [307][100/469] lr: 4.000e-03, eta: -1 day, 22:46:26, time: 2.270, data_time: 0.410, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8811, loss_cls: 1.1459, loss: 1.1459, grad_norm: 3.7889 2022-03-01 18:46:19,828 - mmaction - INFO - Epoch [307][120/469] lr: 4.000e-03, eta: -1 day, 22:45:50, time: 2.254, data_time: 0.404, memory: 9654, top1_acc: 0.7251, top5_acc: 0.8812, loss_cls: 1.1297, loss: 1.1297, grad_norm: 3.7459 2022-03-01 18:47:04,852 - mmaction - INFO - Epoch [307][140/469] lr: 4.000e-03, eta: -1 day, 22:45:14, time: 2.250, data_time: 0.462, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8844, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.8366 2022-03-01 18:47:50,922 - mmaction - INFO - Epoch [307][160/469] lr: 4.000e-03, eta: -1 day, 22:44:38, time: 2.304, data_time: 0.507, memory: 9654, top1_acc: 0.7261, top5_acc: 0.8826, loss_cls: 1.1292, loss: 1.1292, grad_norm: 3.7501 2022-03-01 18:48:35,507 - mmaction - INFO - Epoch [307][180/469] lr: 4.000e-03, eta: -1 day, 22:44:02, time: 2.229, data_time: 0.473, memory: 9654, top1_acc: 0.7249, top5_acc: 0.8813, loss_cls: 1.1402, loss: 1.1402, grad_norm: 3.7241 2022-03-01 18:49:19,076 - mmaction - INFO - Epoch [307][200/469] lr: 4.000e-03, eta: -1 day, 22:43:26, time: 2.179, data_time: 0.635, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8816, loss_cls: 1.1408, loss: 1.1408, grad_norm: 3.8208 2022-03-01 18:50:03,507 - mmaction - INFO - Epoch [307][220/469] lr: 4.000e-03, eta: -1 day, 22:42:50, time: 2.221, data_time: 1.125, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8749, loss_cls: 1.1732, loss: 1.1732, grad_norm: 3.7638 2022-03-01 18:50:49,603 - mmaction - INFO - Epoch [307][240/469] lr: 4.000e-03, eta: -1 day, 22:42:14, time: 2.304, data_time: 0.985, memory: 9654, top1_acc: 0.7142, top5_acc: 0.8818, loss_cls: 1.1545, loss: 1.1545, grad_norm: 3.8008 2022-03-01 18:51:35,059 - mmaction - INFO - Epoch [307][260/469] lr: 4.000e-03, eta: -1 day, 22:41:38, time: 2.274, data_time: 0.741, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8816, loss_cls: 1.1359, loss: 1.1359, grad_norm: 3.7426 2022-03-01 18:52:20,012 - mmaction - INFO - Epoch [307][280/469] lr: 4.000e-03, eta: -1 day, 22:41:02, time: 2.247, data_time: 1.058, memory: 9654, top1_acc: 0.7235, top5_acc: 0.8828, loss_cls: 1.1304, loss: 1.1304, grad_norm: 3.7468 2022-03-01 18:53:03,280 - mmaction - INFO - Epoch [307][300/469] lr: 4.000e-03, eta: -1 day, 22:40:26, time: 2.164, data_time: 1.068, memory: 9654, top1_acc: 0.7208, top5_acc: 0.8787, loss_cls: 1.1521, loss: 1.1521, grad_norm: 3.7925 2022-03-01 18:53:46,448 - mmaction - INFO - Epoch [307][320/469] lr: 4.000e-03, eta: -1 day, 22:39:50, time: 2.157, data_time: 1.021, memory: 9654, top1_acc: 0.7101, top5_acc: 0.8744, loss_cls: 1.1897, loss: 1.1897, grad_norm: 3.8326 2022-03-01 18:54:33,322 - mmaction - INFO - Epoch [307][340/469] lr: 4.000e-03, eta: -1 day, 22:39:14, time: 2.346, data_time: 0.358, memory: 9654, top1_acc: 0.7222, top5_acc: 0.8845, loss_cls: 1.1355, loss: 1.1355, grad_norm: 3.7432 2022-03-01 18:55:17,591 - mmaction - INFO - Epoch [307][360/469] lr: 4.000e-03, eta: -1 day, 22:38:38, time: 2.213, data_time: 0.185, memory: 9654, top1_acc: 0.7272, top5_acc: 0.8852, loss_cls: 1.1110, loss: 1.1110, grad_norm: 3.7284 2022-03-01 18:56:03,773 - mmaction - INFO - Epoch [307][380/469] lr: 4.000e-03, eta: -1 day, 22:38:02, time: 2.310, data_time: 0.217, memory: 9654, top1_acc: 0.7163, top5_acc: 0.8802, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.7939 2022-03-01 18:56:48,476 - mmaction - INFO - Epoch [307][400/469] lr: 4.000e-03, eta: -1 day, 22:37:26, time: 2.234, data_time: 0.096, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8842, loss_cls: 1.1341, loss: 1.1341, grad_norm: 3.7683 2022-03-01 18:57:32,942 - mmaction - INFO - Epoch [307][420/469] lr: 4.000e-03, eta: -1 day, 22:36:50, time: 2.223, data_time: 0.146, memory: 9654, top1_acc: 0.7202, top5_acc: 0.8864, loss_cls: 1.1283, loss: 1.1283, grad_norm: 3.8058 2022-03-01 18:58:18,449 - mmaction - INFO - Epoch [307][440/469] lr: 4.000e-03, eta: -1 day, 22:36:13, time: 2.276, data_time: 0.119, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8812, loss_cls: 1.1428, loss: 1.1428, grad_norm: 3.8160 2022-03-01 18:59:03,090 - mmaction - INFO - Epoch [307][460/469] lr: 4.000e-03, eta: -1 day, 22:35:37, time: 2.231, data_time: 0.203, memory: 9654, top1_acc: 0.7192, top5_acc: 0.8792, loss_cls: 1.1360, loss: 1.1360, grad_norm: 3.7574 2022-03-01 18:59:19,186 - mmaction - INFO - 0 subbns modified to 4. 2022-03-01 19:01:22,848 - mmaction - INFO - Epoch [308][20/469] lr: 4.000e-03, eta: -1 day, 22:34:43, time: 6.182, data_time: 4.857, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8792, loss_cls: 1.1491, loss: 1.1491, grad_norm: 3.7525 2022-03-01 19:02:07,642 - mmaction - INFO - Epoch [308][40/469] lr: 4.000e-03, eta: -1 day, 22:34:07, time: 2.239, data_time: 0.311, memory: 9654, top1_acc: 0.7252, top5_acc: 0.8866, loss_cls: 1.1212, loss: 1.1212, grad_norm: 3.7804 2022-03-01 19:02:52,653 - mmaction - INFO - Epoch [308][60/469] lr: 4.000e-03, eta: -1 day, 22:33:30, time: 2.251, data_time: 0.262, memory: 9654, top1_acc: 0.7362, top5_acc: 0.8901, loss_cls: 1.0773, loss: 1.0773, grad_norm: 3.7036 2022-03-01 19:03:38,105 - mmaction - INFO - Epoch [308][80/469] lr: 4.000e-03, eta: -1 day, 22:32:54, time: 2.272, data_time: 0.354, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8796, loss_cls: 1.1412, loss: 1.1412, grad_norm: 3.7792 2022-03-01 19:04:23,375 - mmaction - INFO - Epoch [308][100/469] lr: 4.000e-03, eta: -1 day, 22:32:18, time: 2.264, data_time: 0.422, memory: 9654, top1_acc: 0.7325, top5_acc: 0.8857, loss_cls: 1.1149, loss: 1.1149, grad_norm: 3.7396 2022-03-01 19:05:09,399 - mmaction - INFO - Epoch [308][120/469] lr: 4.000e-03, eta: -1 day, 22:31:42, time: 2.300, data_time: 0.096, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8810, loss_cls: 1.1472, loss: 1.1472, grad_norm: 3.7722 2022-03-01 19:05:51,813 - mmaction - INFO - Epoch [308][140/469] lr: 4.000e-03, eta: -1 day, 22:31:06, time: 2.121, data_time: 0.066, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8836, loss_cls: 1.1287, loss: 1.1287, grad_norm: 3.7427 2022-03-01 19:06:36,360 - mmaction - INFO - Epoch [308][160/469] lr: 4.000e-03, eta: -1 day, 22:30:30, time: 2.227, data_time: 0.063, memory: 9654, top1_acc: 0.7280, top5_acc: 0.8854, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.7115 2022-03-01 19:07:22,539 - mmaction - INFO - Epoch [308][180/469] lr: 4.000e-03, eta: -1 day, 22:29:54, time: 2.309, data_time: 0.063, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8818, loss_cls: 1.1455, loss: 1.1455, grad_norm: 3.7727 2022-03-01 19:08:07,855 - mmaction - INFO - Epoch [308][200/469] lr: 4.000e-03, eta: -1 day, 22:29:17, time: 2.266, data_time: 0.065, memory: 9654, top1_acc: 0.7291, top5_acc: 0.8830, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.7504 2022-03-01 19:08:51,951 - mmaction - INFO - Epoch [308][220/469] lr: 4.000e-03, eta: -1 day, 22:28:41, time: 2.204, data_time: 0.066, memory: 9654, top1_acc: 0.7216, top5_acc: 0.8789, loss_cls: 1.1471, loss: 1.1471, grad_norm: 3.7843 2022-03-01 19:09:35,461 - mmaction - INFO - Epoch [308][240/469] lr: 4.000e-03, eta: -1 day, 22:28:05, time: 2.176, data_time: 0.067, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8756, loss_cls: 1.1553, loss: 1.1553, grad_norm: 3.8320 2022-03-01 19:10:22,462 - mmaction - INFO - Epoch [308][260/469] lr: 4.000e-03, eta: -1 day, 22:27:29, time: 2.349, data_time: 0.068, memory: 9654, top1_acc: 0.7306, top5_acc: 0.8900, loss_cls: 1.0916, loss: 1.0916, grad_norm: 3.7273 2022-03-01 19:11:08,835 - mmaction - INFO - Epoch [308][280/469] lr: 4.000e-03, eta: -1 day, 22:26:53, time: 2.319, data_time: 0.065, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8796, loss_cls: 1.1488, loss: 1.1488, grad_norm: 3.8091 2022-03-01 19:11:54,151 - mmaction - INFO - Epoch [308][300/469] lr: 4.000e-03, eta: -1 day, 22:26:16, time: 2.266, data_time: 0.070, memory: 9654, top1_acc: 0.7214, top5_acc: 0.8801, loss_cls: 1.1481, loss: 1.1481, grad_norm: 3.7923 2022-03-01 19:12:37,977 - mmaction - INFO - Epoch [308][320/469] lr: 4.000e-03, eta: -1 day, 22:25:40, time: 2.191, data_time: 0.061, memory: 9654, top1_acc: 0.7241, top5_acc: 0.8790, loss_cls: 1.1392, loss: 1.1392, grad_norm: 3.7689 2022-03-01 19:13:23,008 - mmaction - INFO - Epoch [308][340/469] lr: 4.000e-03, eta: -1 day, 22:25:04, time: 2.252, data_time: 0.064, memory: 9654, top1_acc: 0.7329, top5_acc: 0.8870, loss_cls: 1.1120, loss: 1.1120, grad_norm: 3.7758 2022-03-01 19:14:08,511 - mmaction - INFO - Epoch [308][360/469] lr: 4.000e-03, eta: -1 day, 22:24:28, time: 2.275, data_time: 0.065, memory: 9654, top1_acc: 0.7222, top5_acc: 0.8848, loss_cls: 1.1201, loss: 1.1201, grad_norm: 3.7451 2022-03-01 19:14:51,246 - mmaction - INFO - Epoch [308][380/469] lr: 4.000e-03, eta: -1 day, 22:23:52, time: 2.137, data_time: 0.066, memory: 9654, top1_acc: 0.7259, top5_acc: 0.8864, loss_cls: 1.1230, loss: 1.1230, grad_norm: 3.7559 2022-03-01 19:15:36,374 - mmaction - INFO - Epoch [308][400/469] lr: 4.000e-03, eta: -1 day, 22:23:16, time: 2.256, data_time: 0.062, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8810, loss_cls: 1.1330, loss: 1.1330, grad_norm: 3.7387 2022-03-01 19:16:20,246 - mmaction - INFO - Epoch [308][420/469] lr: 4.000e-03, eta: -1 day, 22:22:39, time: 2.194, data_time: 0.063, memory: 9654, top1_acc: 0.7257, top5_acc: 0.8841, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.7740 2022-03-01 19:17:05,935 - mmaction - INFO - Epoch [308][440/469] lr: 4.000e-03, eta: -1 day, 22:22:03, time: 2.284, data_time: 0.062, memory: 9654, top1_acc: 0.7231, top5_acc: 0.8766, loss_cls: 1.1537, loss: 1.1537, grad_norm: 3.7956 2022-03-01 19:17:51,609 - mmaction - INFO - Epoch [308][460/469] lr: 4.000e-03, eta: -1 day, 22:21:27, time: 2.283, data_time: 0.063, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8839, loss_cls: 1.1471, loss: 1.1471, grad_norm: 3.8029 2022-03-01 19:18:12,983 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 19:20:35,912 - mmaction - INFO - Epoch [309][20/939] lr: 2.000e-03, eta: 3 days, 10:03:27, time: 7.144, data_time: 5.474, memory: 9654, top1_acc: 0.6922, top5_acc: 0.8633, loss_cls: 1.3286, loss: 1.3286, grad_norm: 4.4286 2022-03-01 19:20:59,071 - mmaction - INFO - Epoch [309][40/939] lr: 2.000e-03, eta: 3 days, 10:02:21, time: 1.159, data_time: 0.069, memory: 9654, top1_acc: 0.6836, top5_acc: 0.8557, loss_cls: 1.3453, loss: 1.3453, grad_norm: 4.3332 2022-03-01 19:21:24,636 - mmaction - INFO - Epoch [309][60/939] lr: 2.000e-03, eta: 3 days, 10:01:21, time: 1.278, data_time: 0.063, memory: 9654, top1_acc: 0.6973, top5_acc: 0.8705, loss_cls: 1.2754, loss: 1.2754, grad_norm: 4.3098 2022-03-01 19:21:49,210 - mmaction - INFO - Epoch [309][80/939] lr: 2.000e-03, eta: 3 days, 10:00:19, time: 1.229, data_time: 0.065, memory: 9654, top1_acc: 0.6926, top5_acc: 0.8613, loss_cls: 1.3057, loss: 1.3057, grad_norm: 4.3735 2022-03-01 19:22:13,730 - mmaction - INFO - Epoch [309][100/939] lr: 2.000e-03, eta: 3 days, 9:59:17, time: 1.226, data_time: 0.067, memory: 9654, top1_acc: 0.6916, top5_acc: 0.8637, loss_cls: 1.3039, loss: 1.3039, grad_norm: 4.3387 2022-03-01 19:22:38,905 - mmaction - INFO - Epoch [309][120/939] lr: 2.000e-03, eta: 3 days, 9:58:16, time: 1.259, data_time: 0.072, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8742, loss_cls: 1.2341, loss: 1.2341, grad_norm: 4.2687 2022-03-01 19:23:04,481 - mmaction - INFO - Epoch [309][140/939] lr: 2.000e-03, eta: 3 days, 9:57:16, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.6986, top5_acc: 0.8697, loss_cls: 1.2535, loss: 1.2535, grad_norm: 4.3431 2022-03-01 19:23:28,728 - mmaction - INFO - Epoch [309][160/939] lr: 2.000e-03, eta: 3 days, 9:56:13, time: 1.212, data_time: 0.066, memory: 9654, top1_acc: 0.6922, top5_acc: 0.8641, loss_cls: 1.2823, loss: 1.2823, grad_norm: 4.3704 2022-03-01 19:23:53,937 - mmaction - INFO - Epoch [309][180/939] lr: 2.000e-03, eta: 3 days, 9:55:13, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8693, loss_cls: 1.2495, loss: 1.2495, grad_norm: 4.3762 2022-03-01 19:24:18,869 - mmaction - INFO - Epoch [309][200/939] lr: 2.000e-03, eta: 3 days, 9:54:11, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8736, loss_cls: 1.2451, loss: 1.2451, grad_norm: 4.3305 2022-03-01 19:24:43,230 - mmaction - INFO - Epoch [309][220/939] lr: 2.000e-03, eta: 3 days, 9:53:09, time: 1.218, data_time: 0.063, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8627, loss_cls: 1.2777, loss: 1.2777, grad_norm: 4.3606 2022-03-01 19:25:08,396 - mmaction - INFO - Epoch [309][240/939] lr: 2.000e-03, eta: 3 days, 9:52:08, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.6912, top5_acc: 0.8605, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.3938 2022-03-01 19:25:33,024 - mmaction - INFO - Epoch [309][260/939] lr: 2.000e-03, eta: 3 days, 9:51:06, time: 1.231, data_time: 0.068, memory: 9654, top1_acc: 0.6953, top5_acc: 0.8600, loss_cls: 1.2880, loss: 1.2880, grad_norm: 4.3891 2022-03-01 19:25:58,170 - mmaction - INFO - Epoch [309][280/939] lr: 2.000e-03, eta: 3 days, 9:50:06, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7061, top5_acc: 0.8670, loss_cls: 1.2661, loss: 1.2661, grad_norm: 4.4157 2022-03-01 19:26:23,404 - mmaction - INFO - Epoch [309][300/939] lr: 2.000e-03, eta: 3 days, 9:49:05, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7020, top5_acc: 0.8625, loss_cls: 1.2655, loss: 1.2655, grad_norm: 4.3727 2022-03-01 19:26:47,766 - mmaction - INFO - Epoch [309][320/939] lr: 2.000e-03, eta: 3 days, 9:48:03, time: 1.217, data_time: 0.063, memory: 9654, top1_acc: 0.6957, top5_acc: 0.8635, loss_cls: 1.2830, loss: 1.2830, grad_norm: 4.4903 2022-03-01 19:27:12,960 - mmaction - INFO - Epoch [309][340/939] lr: 2.000e-03, eta: 3 days, 9:47:02, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7045, top5_acc: 0.8713, loss_cls: 1.2476, loss: 1.2476, grad_norm: 4.4014 2022-03-01 19:27:37,779 - mmaction - INFO - Epoch [309][360/939] lr: 2.000e-03, eta: 3 days, 9:46:01, time: 1.241, data_time: 0.067, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8758, loss_cls: 1.2161, loss: 1.2161, grad_norm: 4.3170 2022-03-01 19:28:03,279 - mmaction - INFO - Epoch [309][380/939] lr: 2.000e-03, eta: 3 days, 9:45:01, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8588, loss_cls: 1.2829, loss: 1.2829, grad_norm: 4.4263 2022-03-01 19:28:27,906 - mmaction - INFO - Epoch [309][400/939] lr: 2.000e-03, eta: 3 days, 9:43:59, time: 1.230, data_time: 0.063, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8664, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.4082 2022-03-01 19:28:52,296 - mmaction - INFO - Epoch [309][420/939] lr: 2.000e-03, eta: 3 days, 9:42:57, time: 1.220, data_time: 0.074, memory: 9654, top1_acc: 0.7014, top5_acc: 0.8619, loss_cls: 1.2815, loss: 1.2815, grad_norm: 4.4635 2022-03-01 19:29:17,668 - mmaction - INFO - Epoch [309][440/939] lr: 2.000e-03, eta: 3 days, 9:41:57, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7123, top5_acc: 0.8725, loss_cls: 1.2217, loss: 1.2217, grad_norm: 4.3544 2022-03-01 19:29:42,579 - mmaction - INFO - Epoch [309][460/939] lr: 2.000e-03, eta: 3 days, 9:40:56, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8672, loss_cls: 1.2696, loss: 1.2696, grad_norm: 4.4747 2022-03-01 19:30:07,697 - mmaction - INFO - Epoch [309][480/939] lr: 2.000e-03, eta: 3 days, 9:39:55, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8686, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.3975 2022-03-01 19:30:32,834 - mmaction - INFO - Epoch [309][500/939] lr: 2.000e-03, eta: 3 days, 9:38:55, time: 1.257, data_time: 0.072, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8770, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.3780 2022-03-01 19:30:57,957 - mmaction - INFO - Epoch [309][520/939] lr: 2.000e-03, eta: 3 days, 9:37:54, time: 1.255, data_time: 0.073, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8711, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.3844 2022-03-01 19:31:23,859 - mmaction - INFO - Epoch [309][540/939] lr: 2.000e-03, eta: 3 days, 9:36:56, time: 1.296, data_time: 0.067, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8764, loss_cls: 1.2247, loss: 1.2247, grad_norm: 4.4045 2022-03-01 19:31:48,005 - mmaction - INFO - Epoch [309][560/939] lr: 2.000e-03, eta: 3 days, 9:35:53, time: 1.208, data_time: 0.066, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8754, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.4049 2022-03-01 19:32:13,131 - mmaction - INFO - Epoch [309][580/939] lr: 2.000e-03, eta: 3 days, 9:34:53, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.6934, top5_acc: 0.8658, loss_cls: 1.2689, loss: 1.2689, grad_norm: 4.4934 2022-03-01 19:32:37,855 - mmaction - INFO - Epoch [309][600/939] lr: 2.000e-03, eta: 3 days, 9:33:51, time: 1.236, data_time: 0.067, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8689, loss_cls: 1.2094, loss: 1.2094, grad_norm: 4.4189 2022-03-01 19:33:03,167 - mmaction - INFO - Epoch [309][620/939] lr: 2.000e-03, eta: 3 days, 9:32:51, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7014, top5_acc: 0.8654, loss_cls: 1.2616, loss: 1.2616, grad_norm: 4.4371 2022-03-01 19:33:27,993 - mmaction - INFO - Epoch [309][640/939] lr: 2.000e-03, eta: 3 days, 9:31:50, time: 1.241, data_time: 0.066, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8756, loss_cls: 1.2254, loss: 1.2254, grad_norm: 4.4698 2022-03-01 19:33:52,378 - mmaction - INFO - Epoch [309][660/939] lr: 2.000e-03, eta: 3 days, 9:30:48, time: 1.220, data_time: 0.066, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8715, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.3938 2022-03-01 19:34:17,031 - mmaction - INFO - Epoch [309][680/939] lr: 2.000e-03, eta: 3 days, 9:29:47, time: 1.232, data_time: 0.096, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8766, loss_cls: 1.2398, loss: 1.2398, grad_norm: 4.5246 2022-03-01 19:34:42,405 - mmaction - INFO - Epoch [309][700/939] lr: 2.000e-03, eta: 3 days, 9:28:47, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.6949, top5_acc: 0.8643, loss_cls: 1.2622, loss: 1.2622, grad_norm: 4.4883 2022-03-01 19:35:07,583 - mmaction - INFO - Epoch [309][720/939] lr: 2.000e-03, eta: 3 days, 9:27:47, time: 1.259, data_time: 0.072, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8781, loss_cls: 1.2052, loss: 1.2052, grad_norm: 4.4804 2022-03-01 19:35:31,878 - mmaction - INFO - Epoch [309][740/939] lr: 2.000e-03, eta: 3 days, 9:26:45, time: 1.215, data_time: 0.066, memory: 9654, top1_acc: 0.7053, top5_acc: 0.8729, loss_cls: 1.2275, loss: 1.2275, grad_norm: 4.4488 2022-03-01 19:35:57,087 - mmaction - INFO - Epoch [309][760/939] lr: 2.000e-03, eta: 3 days, 9:25:45, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7010, top5_acc: 0.8646, loss_cls: 1.2388, loss: 1.2388, grad_norm: 4.5350 2022-03-01 19:36:21,487 - mmaction - INFO - Epoch [309][780/939] lr: 2.000e-03, eta: 3 days, 9:24:43, time: 1.221, data_time: 0.063, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8779, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.3957 2022-03-01 19:36:46,897 - mmaction - INFO - Epoch [309][800/939] lr: 2.000e-03, eta: 3 days, 9:23:43, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8721, loss_cls: 1.2502, loss: 1.2502, grad_norm: 4.5344 2022-03-01 19:37:11,563 - mmaction - INFO - Epoch [309][820/939] lr: 2.000e-03, eta: 3 days, 9:22:42, time: 1.233, data_time: 0.072, memory: 9654, top1_acc: 0.7088, top5_acc: 0.8699, loss_cls: 1.2299, loss: 1.2299, grad_norm: 4.4985 2022-03-01 19:37:36,263 - mmaction - INFO - Epoch [309][840/939] lr: 2.000e-03, eta: 3 days, 9:21:41, time: 1.235, data_time: 0.066, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8748, loss_cls: 1.2335, loss: 1.2335, grad_norm: 4.5171 2022-03-01 19:38:00,698 - mmaction - INFO - Epoch [309][860/939] lr: 2.000e-03, eta: 3 days, 9:20:39, time: 1.222, data_time: 0.069, memory: 9654, top1_acc: 0.7100, top5_acc: 0.8721, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.4365 2022-03-01 19:38:25,539 - mmaction - INFO - Epoch [309][880/939] lr: 2.000e-03, eta: 3 days, 9:19:39, time: 1.242, data_time: 0.074, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8645, loss_cls: 1.2638, loss: 1.2638, grad_norm: 4.5063 2022-03-01 19:38:50,500 - mmaction - INFO - Epoch [309][900/939] lr: 2.000e-03, eta: 3 days, 9:18:38, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8631, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.5118 2022-03-01 19:39:15,547 - mmaction - INFO - Epoch [309][920/939] lr: 2.000e-03, eta: 3 days, 9:17:38, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8688, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.4085 2022-03-01 19:39:44,773 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 19:39:44,867 - mmaction - INFO - 110 BN found 2022-03-01 19:44:07,460 - mmaction - INFO - BN stats updated 2022-03-01 19:44:09,466 - mmaction - INFO - Saving checkpoint at 309 epochs 2022-03-01 19:44:11,528 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 19:45:38,229 - mmaction - INFO - Epoch [310][20/939] lr: 2.000e-03, eta: 3 days, 9:17:08, time: 4.334, data_time: 3.128, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8752, loss_cls: 1.2051, loss: 1.2051, grad_norm: 4.4845 2022-03-01 19:46:03,614 - mmaction - INFO - Epoch [310][40/939] lr: 2.000e-03, eta: 3 days, 9:16:08, time: 1.270, data_time: 0.081, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8682, loss_cls: 1.2376, loss: 1.2376, grad_norm: 4.4423 2022-03-01 19:46:28,019 - mmaction - INFO - Epoch [310][60/939] lr: 2.000e-03, eta: 3 days, 9:15:07, time: 1.221, data_time: 0.068, memory: 9654, top1_acc: 0.7025, top5_acc: 0.8695, loss_cls: 1.2354, loss: 1.2354, grad_norm: 4.5301 2022-03-01 19:46:52,726 - mmaction - INFO - Epoch [310][80/939] lr: 2.000e-03, eta: 3 days, 9:14:06, time: 1.235, data_time: 0.065, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8740, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.5652 2022-03-01 19:47:16,987 - mmaction - INFO - Epoch [310][100/939] lr: 2.000e-03, eta: 3 days, 9:13:04, time: 1.213, data_time: 0.069, memory: 9654, top1_acc: 0.7104, top5_acc: 0.8754, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.5130 2022-03-01 19:47:41,387 - mmaction - INFO - Epoch [310][120/939] lr: 2.000e-03, eta: 3 days, 9:12:02, time: 1.220, data_time: 0.068, memory: 9654, top1_acc: 0.7088, top5_acc: 0.8703, loss_cls: 1.2215, loss: 1.2215, grad_norm: 4.5408 2022-03-01 19:48:07,003 - mmaction - INFO - Epoch [310][140/939] lr: 2.000e-03, eta: 3 days, 9:11:03, time: 1.281, data_time: 0.129, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8670, loss_cls: 1.2636, loss: 1.2636, grad_norm: 4.5945 2022-03-01 19:48:31,458 - mmaction - INFO - Epoch [310][160/939] lr: 2.000e-03, eta: 3 days, 9:10:02, time: 1.221, data_time: 0.113, memory: 9654, top1_acc: 0.7021, top5_acc: 0.8783, loss_cls: 1.2093, loss: 1.2093, grad_norm: 4.5660 2022-03-01 19:48:56,376 - mmaction - INFO - Epoch [310][180/939] lr: 2.000e-03, eta: 3 days, 9:09:01, time: 1.248, data_time: 0.117, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8729, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.4786 2022-03-01 19:49:21,325 - mmaction - INFO - Epoch [310][200/939] lr: 2.000e-03, eta: 3 days, 9:08:01, time: 1.247, data_time: 0.088, memory: 9654, top1_acc: 0.7057, top5_acc: 0.8693, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.5274 2022-03-01 19:49:46,108 - mmaction - INFO - Epoch [310][220/939] lr: 2.000e-03, eta: 3 days, 9:07:00, time: 1.239, data_time: 0.113, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8682, loss_cls: 1.2196, loss: 1.2196, grad_norm: 4.5082 2022-03-01 19:50:11,355 - mmaction - INFO - Epoch [310][240/939] lr: 2.000e-03, eta: 3 days, 9:06:01, time: 1.261, data_time: 0.131, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8684, loss_cls: 1.2351, loss: 1.2351, grad_norm: 4.5190 2022-03-01 19:50:36,330 - mmaction - INFO - Epoch [310][260/939] lr: 2.000e-03, eta: 3 days, 9:05:01, time: 1.249, data_time: 0.131, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8816, loss_cls: 1.1768, loss: 1.1768, grad_norm: 4.4605 2022-03-01 19:51:01,631 - mmaction - INFO - Epoch [310][280/939] lr: 2.000e-03, eta: 3 days, 9:04:01, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.7033, top5_acc: 0.8697, loss_cls: 1.2447, loss: 1.2447, grad_norm: 4.5810 2022-03-01 19:51:26,598 - mmaction - INFO - Epoch [310][300/939] lr: 2.000e-03, eta: 3 days, 9:03:01, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8664, loss_cls: 1.2505, loss: 1.2505, grad_norm: 4.5304 2022-03-01 19:51:51,492 - mmaction - INFO - Epoch [310][320/939] lr: 2.000e-03, eta: 3 days, 9:02:01, time: 1.246, data_time: 0.069, memory: 9654, top1_acc: 0.7115, top5_acc: 0.8738, loss_cls: 1.2045, loss: 1.2045, grad_norm: 4.5241 2022-03-01 19:52:16,507 - mmaction - INFO - Epoch [310][340/939] lr: 2.000e-03, eta: 3 days, 9:01:01, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8725, loss_cls: 1.2037, loss: 1.2037, grad_norm: 4.4778 2022-03-01 19:52:41,673 - mmaction - INFO - Epoch [310][360/939] lr: 2.000e-03, eta: 3 days, 9:00:01, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8697, loss_cls: 1.2302, loss: 1.2302, grad_norm: 4.5616 2022-03-01 19:53:06,423 - mmaction - INFO - Epoch [310][380/939] lr: 2.000e-03, eta: 3 days, 8:59:01, time: 1.237, data_time: 0.067, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8824, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.5026 2022-03-01 19:53:31,096 - mmaction - INFO - Epoch [310][400/939] lr: 2.000e-03, eta: 3 days, 8:58:00, time: 1.233, data_time: 0.068, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8770, loss_cls: 1.1875, loss: 1.1875, grad_norm: 4.5436 2022-03-01 19:53:55,757 - mmaction - INFO - Epoch [310][420/939] lr: 2.000e-03, eta: 3 days, 8:56:59, time: 1.233, data_time: 0.070, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8713, loss_cls: 1.2162, loss: 1.2162, grad_norm: 4.5414 2022-03-01 19:54:21,537 - mmaction - INFO - Epoch [310][440/939] lr: 2.000e-03, eta: 3 days, 8:56:01, time: 1.290, data_time: 0.062, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8750, loss_cls: 1.2040, loss: 1.2040, grad_norm: 4.4658 2022-03-01 19:54:46,698 - mmaction - INFO - Epoch [310][460/939] lr: 2.000e-03, eta: 3 days, 8:55:01, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8750, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.5154 2022-03-01 19:55:11,434 - mmaction - INFO - Epoch [310][480/939] lr: 2.000e-03, eta: 3 days, 8:54:01, time: 1.237, data_time: 0.063, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8809, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.4817 2022-03-01 19:55:36,407 - mmaction - INFO - Epoch [310][500/939] lr: 2.000e-03, eta: 3 days, 8:53:01, time: 1.249, data_time: 0.067, memory: 9654, top1_acc: 0.7088, top5_acc: 0.8695, loss_cls: 1.2357, loss: 1.2357, grad_norm: 4.5599 2022-03-01 19:56:00,822 - mmaction - INFO - Epoch [310][520/939] lr: 2.000e-03, eta: 3 days, 8:52:00, time: 1.221, data_time: 0.064, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8654, loss_cls: 1.2372, loss: 1.2372, grad_norm: 4.5955 2022-03-01 19:56:25,023 - mmaction - INFO - Epoch [310][540/939] lr: 2.000e-03, eta: 3 days, 8:50:58, time: 1.209, data_time: 0.070, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8730, loss_cls: 1.2154, loss: 1.2154, grad_norm: 4.5531 2022-03-01 19:56:50,155 - mmaction - INFO - Epoch [310][560/939] lr: 2.000e-03, eta: 3 days, 8:49:59, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8744, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.6119 2022-03-01 19:57:15,434 - mmaction - INFO - Epoch [310][580/939] lr: 2.000e-03, eta: 3 days, 8:48:59, time: 1.264, data_time: 0.071, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8709, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.5962 2022-03-01 19:57:39,828 - mmaction - INFO - Epoch [310][600/939] lr: 2.000e-03, eta: 3 days, 8:47:58, time: 1.220, data_time: 0.066, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8697, loss_cls: 1.2299, loss: 1.2299, grad_norm: 4.5582 2022-03-01 19:58:04,468 - mmaction - INFO - Epoch [310][620/939] lr: 2.000e-03, eta: 3 days, 8:46:58, time: 1.231, data_time: 0.064, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8688, loss_cls: 1.2622, loss: 1.2622, grad_norm: 4.6060 2022-03-01 19:58:29,212 - mmaction - INFO - Epoch [310][640/939] lr: 2.000e-03, eta: 3 days, 8:45:57, time: 1.238, data_time: 0.067, memory: 9654, top1_acc: 0.7213, top5_acc: 0.8727, loss_cls: 1.1975, loss: 1.1975, grad_norm: 4.5380 2022-03-01 19:58:54,349 - mmaction - INFO - Epoch [310][660/939] lr: 2.000e-03, eta: 3 days, 8:44:58, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8773, loss_cls: 1.1899, loss: 1.1899, grad_norm: 4.5603 2022-03-01 19:59:19,558 - mmaction - INFO - Epoch [310][680/939] lr: 2.000e-03, eta: 3 days, 8:43:59, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8729, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.5984 2022-03-01 19:59:44,769 - mmaction - INFO - Epoch [310][700/939] lr: 2.000e-03, eta: 3 days, 8:43:00, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7037, top5_acc: 0.8725, loss_cls: 1.2407, loss: 1.2407, grad_norm: 4.6046 2022-03-01 20:00:09,947 - mmaction - INFO - Epoch [310][720/939] lr: 2.000e-03, eta: 3 days, 8:42:00, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8648, loss_cls: 1.2323, loss: 1.2323, grad_norm: 4.5679 2022-03-01 20:00:35,406 - mmaction - INFO - Epoch [310][740/939] lr: 2.000e-03, eta: 3 days, 8:41:02, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8793, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.5675 2022-03-01 20:01:01,728 - mmaction - INFO - Epoch [310][760/939] lr: 2.000e-03, eta: 3 days, 8:40:05, time: 1.314, data_time: 0.076, memory: 9654, top1_acc: 0.7045, top5_acc: 0.8682, loss_cls: 1.2572, loss: 1.2572, grad_norm: 4.6415 2022-03-01 20:01:26,958 - mmaction - INFO - Epoch [310][780/939] lr: 2.000e-03, eta: 3 days, 8:39:06, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8658, loss_cls: 1.2377, loss: 1.2377, grad_norm: 4.5964 2022-03-01 20:01:51,957 - mmaction - INFO - Epoch [310][800/939] lr: 2.000e-03, eta: 3 days, 8:38:06, time: 1.251, data_time: 0.062, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8787, loss_cls: 1.1837, loss: 1.1837, grad_norm: 4.5198 2022-03-01 20:02:16,507 - mmaction - INFO - Epoch [310][820/939] lr: 2.000e-03, eta: 3 days, 8:37:06, time: 1.227, data_time: 0.066, memory: 9654, top1_acc: 0.7092, top5_acc: 0.8836, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.5458 2022-03-01 20:02:41,763 - mmaction - INFO - Epoch [310][840/939] lr: 2.000e-03, eta: 3 days, 8:36:07, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8771, loss_cls: 1.2044, loss: 1.2044, grad_norm: 4.5738 2022-03-01 20:03:06,606 - mmaction - INFO - Epoch [310][860/939] lr: 2.000e-03, eta: 3 days, 8:35:07, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.7100, top5_acc: 0.8703, loss_cls: 1.2295, loss: 1.2295, grad_norm: 4.6133 2022-03-01 20:03:31,128 - mmaction - INFO - Epoch [310][880/939] lr: 2.000e-03, eta: 3 days, 8:34:06, time: 1.226, data_time: 0.068, memory: 9654, top1_acc: 0.7006, top5_acc: 0.8701, loss_cls: 1.2419, loss: 1.2419, grad_norm: 4.6397 2022-03-01 20:03:55,533 - mmaction - INFO - Epoch [310][900/939] lr: 2.000e-03, eta: 3 days, 8:33:05, time: 1.221, data_time: 0.070, memory: 9654, top1_acc: 0.7061, top5_acc: 0.8721, loss_cls: 1.2155, loss: 1.2155, grad_norm: 4.5529 2022-03-01 20:04:19,718 - mmaction - INFO - Epoch [310][920/939] lr: 2.000e-03, eta: 3 days, 8:32:04, time: 1.209, data_time: 0.068, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8672, loss_cls: 1.2119, loss: 1.2119, grad_norm: 4.5597 2022-03-01 20:04:45,015 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 20:06:47,983 - mmaction - INFO - Epoch [311][20/939] lr: 2.000e-03, eta: 3 days, 8:32:56, time: 6.147, data_time: 4.956, memory: 9654, top1_acc: 0.7189, top5_acc: 0.8725, loss_cls: 1.1882, loss: 1.1882, grad_norm: 4.5164 2022-03-01 20:07:13,626 - mmaction - INFO - Epoch [311][40/939] lr: 2.000e-03, eta: 3 days, 8:31:58, time: 1.282, data_time: 0.079, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8697, loss_cls: 1.2147, loss: 1.2147, grad_norm: 4.5589 2022-03-01 20:07:38,229 - mmaction - INFO - Epoch [311][60/939] lr: 2.000e-03, eta: 3 days, 8:30:58, time: 1.230, data_time: 0.066, memory: 9654, top1_acc: 0.7049, top5_acc: 0.8723, loss_cls: 1.2459, loss: 1.2459, grad_norm: 4.6628 2022-03-01 20:08:03,201 - mmaction - INFO - Epoch [311][80/939] lr: 2.000e-03, eta: 3 days, 8:29:58, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8748, loss_cls: 1.2083, loss: 1.2083, grad_norm: 4.5983 2022-03-01 20:08:28,627 - mmaction - INFO - Epoch [311][100/939] lr: 2.000e-03, eta: 3 days, 8:29:00, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8719, loss_cls: 1.2016, loss: 1.2016, grad_norm: 4.5103 2022-03-01 20:08:53,304 - mmaction - INFO - Epoch [311][120/939] lr: 2.000e-03, eta: 3 days, 8:28:00, time: 1.233, data_time: 0.067, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8770, loss_cls: 1.2074, loss: 1.2074, grad_norm: 4.6133 2022-03-01 20:09:18,062 - mmaction - INFO - Epoch [311][140/939] lr: 2.000e-03, eta: 3 days, 8:27:00, time: 1.239, data_time: 0.067, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8738, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.6096 2022-03-01 20:09:42,674 - mmaction - INFO - Epoch [311][160/939] lr: 2.000e-03, eta: 3 days, 8:25:59, time: 1.230, data_time: 0.065, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8715, loss_cls: 1.2231, loss: 1.2231, grad_norm: 4.5935 2022-03-01 20:10:07,426 - mmaction - INFO - Epoch [311][180/939] lr: 2.000e-03, eta: 3 days, 8:25:00, time: 1.237, data_time: 0.065, memory: 9654, top1_acc: 0.7213, top5_acc: 0.8725, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.5174 2022-03-01 20:10:33,183 - mmaction - INFO - Epoch [311][200/939] lr: 2.000e-03, eta: 3 days, 8:24:02, time: 1.288, data_time: 0.064, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8736, loss_cls: 1.2248, loss: 1.2248, grad_norm: 4.6246 2022-03-01 20:10:58,622 - mmaction - INFO - Epoch [311][220/939] lr: 2.000e-03, eta: 3 days, 8:23:04, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8711, loss_cls: 1.2215, loss: 1.2215, grad_norm: 4.6027 2022-03-01 20:11:24,095 - mmaction - INFO - Epoch [311][240/939] lr: 2.000e-03, eta: 3 days, 8:22:05, time: 1.274, data_time: 0.060, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8766, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.5697 2022-03-01 20:11:48,865 - mmaction - INFO - Epoch [311][260/939] lr: 2.000e-03, eta: 3 days, 8:21:06, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8723, loss_cls: 1.2061, loss: 1.2061, grad_norm: 4.6389 2022-03-01 20:12:13,967 - mmaction - INFO - Epoch [311][280/939] lr: 2.000e-03, eta: 3 days, 8:20:07, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8688, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.6312 2022-03-01 20:12:38,761 - mmaction - INFO - Epoch [311][300/939] lr: 2.000e-03, eta: 3 days, 8:19:07, time: 1.240, data_time: 0.068, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8762, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.5775 2022-03-01 20:13:04,011 - mmaction - INFO - Epoch [311][320/939] lr: 2.000e-03, eta: 3 days, 8:18:08, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7123, top5_acc: 0.8805, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.5968 2022-03-01 20:13:28,923 - mmaction - INFO - Epoch [311][340/939] lr: 2.000e-03, eta: 3 days, 8:17:09, time: 1.247, data_time: 0.065, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8691, loss_cls: 1.2253, loss: 1.2253, grad_norm: 4.6728 2022-03-01 20:13:54,259 - mmaction - INFO - Epoch [311][360/939] lr: 2.000e-03, eta: 3 days, 8:16:10, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8777, loss_cls: 1.2009, loss: 1.2009, grad_norm: 4.6495 2022-03-01 20:14:19,075 - mmaction - INFO - Epoch [311][380/939] lr: 2.000e-03, eta: 3 days, 8:15:11, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.7064, top5_acc: 0.8781, loss_cls: 1.1949, loss: 1.1949, grad_norm: 4.6169 2022-03-01 20:14:43,946 - mmaction - INFO - Epoch [311][400/939] lr: 2.000e-03, eta: 3 days, 8:14:11, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.7045, top5_acc: 0.8760, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.6309 2022-03-01 20:15:09,506 - mmaction - INFO - Epoch [311][420/939] lr: 2.000e-03, eta: 3 days, 8:13:13, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8850, loss_cls: 1.1759, loss: 1.1759, grad_norm: 4.5914 2022-03-01 20:15:34,331 - mmaction - INFO - Epoch [311][440/939] lr: 2.000e-03, eta: 3 days, 8:12:14, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8828, loss_cls: 1.1723, loss: 1.1723, grad_norm: 4.6182 2022-03-01 20:15:59,618 - mmaction - INFO - Epoch [311][460/939] lr: 2.000e-03, eta: 3 days, 8:11:15, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8756, loss_cls: 1.2130, loss: 1.2130, grad_norm: 4.6844 2022-03-01 20:16:24,691 - mmaction - INFO - Epoch [311][480/939] lr: 2.000e-03, eta: 3 days, 8:10:17, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8797, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.6354 2022-03-01 20:16:49,793 - mmaction - INFO - Epoch [311][500/939] lr: 2.000e-03, eta: 3 days, 8:09:18, time: 1.254, data_time: 0.062, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8713, loss_cls: 1.1985, loss: 1.1985, grad_norm: 4.5994 2022-03-01 20:17:14,378 - mmaction - INFO - Epoch [311][520/939] lr: 2.000e-03, eta: 3 days, 8:08:18, time: 1.229, data_time: 0.071, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8773, loss_cls: 1.2139, loss: 1.2139, grad_norm: 4.6389 2022-03-01 20:17:39,758 - mmaction - INFO - Epoch [311][540/939] lr: 2.000e-03, eta: 3 days, 8:07:20, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7107, top5_acc: 0.8775, loss_cls: 1.1920, loss: 1.1920, grad_norm: 4.6109 2022-03-01 20:18:04,275 - mmaction - INFO - Epoch [311][560/939] lr: 2.000e-03, eta: 3 days, 8:06:20, time: 1.226, data_time: 0.062, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8773, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.7395 2022-03-01 20:18:29,369 - mmaction - INFO - Epoch [311][580/939] lr: 2.000e-03, eta: 3 days, 8:05:21, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7018, top5_acc: 0.8656, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.7568 2022-03-01 20:18:54,371 - mmaction - INFO - Epoch [311][600/939] lr: 2.000e-03, eta: 3 days, 8:04:22, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8820, loss_cls: 1.1812, loss: 1.1812, grad_norm: 4.6583 2022-03-01 20:19:19,156 - mmaction - INFO - Epoch [311][620/939] lr: 2.000e-03, eta: 3 days, 8:03:22, time: 1.238, data_time: 0.061, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8639, loss_cls: 1.2898, loss: 1.2898, grad_norm: 4.7759 2022-03-01 20:19:44,294 - mmaction - INFO - Epoch [311][640/939] lr: 2.000e-03, eta: 3 days, 8:02:24, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7041, top5_acc: 0.8725, loss_cls: 1.2215, loss: 1.2215, grad_norm: 4.6443 2022-03-01 20:20:09,089 - mmaction - INFO - Epoch [311][660/939] lr: 2.000e-03, eta: 3 days, 8:01:24, time: 1.238, data_time: 0.062, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8639, loss_cls: 1.2554, loss: 1.2554, grad_norm: 4.7001 2022-03-01 20:20:34,590 - mmaction - INFO - Epoch [311][680/939] lr: 2.000e-03, eta: 3 days, 8:00:27, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8732, loss_cls: 1.2061, loss: 1.2061, grad_norm: 4.6162 2022-03-01 20:21:00,142 - mmaction - INFO - Epoch [311][700/939] lr: 2.000e-03, eta: 3 days, 7:59:29, time: 1.278, data_time: 0.062, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8746, loss_cls: 1.2105, loss: 1.2105, grad_norm: 4.6032 2022-03-01 20:21:25,731 - mmaction - INFO - Epoch [311][720/939] lr: 2.000e-03, eta: 3 days, 7:58:32, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8740, loss_cls: 1.2300, loss: 1.2300, grad_norm: 4.7682 2022-03-01 20:21:50,273 - mmaction - INFO - Epoch [311][740/939] lr: 2.000e-03, eta: 3 days, 7:57:32, time: 1.227, data_time: 0.066, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8734, loss_cls: 1.2072, loss: 1.2072, grad_norm: 4.6661 2022-03-01 20:22:15,498 - mmaction - INFO - Epoch [311][760/939] lr: 2.000e-03, eta: 3 days, 7:56:33, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8746, loss_cls: 1.1881, loss: 1.1881, grad_norm: 4.6248 2022-03-01 20:22:40,383 - mmaction - INFO - Epoch [311][780/939] lr: 2.000e-03, eta: 3 days, 7:55:34, time: 1.244, data_time: 0.065, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8758, loss_cls: 1.1979, loss: 1.1979, grad_norm: 4.6066 2022-03-01 20:23:05,000 - mmaction - INFO - Epoch [311][800/939] lr: 2.000e-03, eta: 3 days, 7:54:35, time: 1.231, data_time: 0.065, memory: 9654, top1_acc: 0.7252, top5_acc: 0.8799, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.5865 2022-03-01 20:23:30,293 - mmaction - INFO - Epoch [311][820/939] lr: 2.000e-03, eta: 3 days, 7:53:37, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8744, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.7449 2022-03-01 20:23:55,713 - mmaction - INFO - Epoch [311][840/939] lr: 2.000e-03, eta: 3 days, 7:52:39, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8693, loss_cls: 1.2285, loss: 1.2285, grad_norm: 4.6954 2022-03-01 20:24:20,736 - mmaction - INFO - Epoch [311][860/939] lr: 2.000e-03, eta: 3 days, 7:51:40, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7123, top5_acc: 0.8734, loss_cls: 1.2139, loss: 1.2139, grad_norm: 4.7072 2022-03-01 20:24:45,557 - mmaction - INFO - Epoch [311][880/939] lr: 2.000e-03, eta: 3 days, 7:50:41, time: 1.241, data_time: 0.069, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8809, loss_cls: 1.1726, loss: 1.1726, grad_norm: 4.6744 2022-03-01 20:25:10,737 - mmaction - INFO - Epoch [311][900/939] lr: 2.000e-03, eta: 3 days, 7:49:43, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7092, top5_acc: 0.8771, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.6865 2022-03-01 20:25:35,764 - mmaction - INFO - Epoch [311][920/939] lr: 2.000e-03, eta: 3 days, 7:48:44, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8693, loss_cls: 1.2294, loss: 1.2294, grad_norm: 4.6898 2022-03-01 20:26:05,658 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 20:28:13,587 - mmaction - INFO - Epoch [312][20/939] lr: 2.000e-03, eta: 3 days, 7:49:46, time: 6.396, data_time: 5.005, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8775, loss_cls: 1.1790, loss: 1.1790, grad_norm: 4.6129 2022-03-01 20:28:37,471 - mmaction - INFO - Epoch [312][40/939] lr: 2.000e-03, eta: 3 days, 7:48:45, time: 1.194, data_time: 0.073, memory: 9654, top1_acc: 0.7037, top5_acc: 0.8701, loss_cls: 1.2252, loss: 1.2252, grad_norm: 4.7735 2022-03-01 20:29:02,229 - mmaction - INFO - Epoch [312][60/939] lr: 2.000e-03, eta: 3 days, 7:47:45, time: 1.239, data_time: 0.065, memory: 9654, top1_acc: 0.7045, top5_acc: 0.8752, loss_cls: 1.2268, loss: 1.2268, grad_norm: 4.7790 2022-03-01 20:29:27,196 - mmaction - INFO - Epoch [312][80/939] lr: 2.000e-03, eta: 3 days, 7:46:47, time: 1.248, data_time: 0.090, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8746, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.7007 2022-03-01 20:29:52,271 - mmaction - INFO - Epoch [312][100/939] lr: 2.000e-03, eta: 3 days, 7:45:48, time: 1.254, data_time: 0.069, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8732, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.7222 2022-03-01 20:30:17,474 - mmaction - INFO - Epoch [312][120/939] lr: 2.000e-03, eta: 3 days, 7:44:50, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8711, loss_cls: 1.1990, loss: 1.1990, grad_norm: 4.6886 2022-03-01 20:30:43,588 - mmaction - INFO - Epoch [312][140/939] lr: 2.000e-03, eta: 3 days, 7:43:54, time: 1.305, data_time: 0.070, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8699, loss_cls: 1.2141, loss: 1.2141, grad_norm: 4.7215 2022-03-01 20:31:09,024 - mmaction - INFO - Epoch [312][160/939] lr: 2.000e-03, eta: 3 days, 7:42:56, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8744, loss_cls: 1.1942, loss: 1.1942, grad_norm: 4.6234 2022-03-01 20:31:34,369 - mmaction - INFO - Epoch [312][180/939] lr: 2.000e-03, eta: 3 days, 7:41:59, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8627, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.7598 2022-03-01 20:31:59,497 - mmaction - INFO - Epoch [312][200/939] lr: 2.000e-03, eta: 3 days, 7:41:00, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8799, loss_cls: 1.1915, loss: 1.1915, grad_norm: 4.7884 2022-03-01 20:32:24,206 - mmaction - INFO - Epoch [312][220/939] lr: 2.000e-03, eta: 3 days, 7:40:01, time: 1.236, data_time: 0.066, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8748, loss_cls: 1.2337, loss: 1.2337, grad_norm: 4.7838 2022-03-01 20:32:49,746 - mmaction - INFO - Epoch [312][240/939] lr: 2.000e-03, eta: 3 days, 7:39:04, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8709, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.7766 2022-03-01 20:33:14,523 - mmaction - INFO - Epoch [312][260/939] lr: 2.000e-03, eta: 3 days, 7:38:05, time: 1.239, data_time: 0.063, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8750, loss_cls: 1.2064, loss: 1.2064, grad_norm: 4.7536 2022-03-01 20:33:39,109 - mmaction - INFO - Epoch [312][280/939] lr: 2.000e-03, eta: 3 days, 7:37:06, time: 1.230, data_time: 0.066, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8697, loss_cls: 1.2101, loss: 1.2101, grad_norm: 4.7620 2022-03-01 20:34:04,606 - mmaction - INFO - Epoch [312][300/939] lr: 2.000e-03, eta: 3 days, 7:36:08, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8785, loss_cls: 1.1711, loss: 1.1711, grad_norm: 4.6453 2022-03-01 20:34:29,698 - mmaction - INFO - Epoch [312][320/939] lr: 2.000e-03, eta: 3 days, 7:35:10, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8707, loss_cls: 1.2154, loss: 1.2154, grad_norm: 4.7219 2022-03-01 20:34:54,495 - mmaction - INFO - Epoch [312][340/939] lr: 2.000e-03, eta: 3 days, 7:34:11, time: 1.240, data_time: 0.063, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8742, loss_cls: 1.1991, loss: 1.1991, grad_norm: 4.6709 2022-03-01 20:35:19,695 - mmaction - INFO - Epoch [312][360/939] lr: 2.000e-03, eta: 3 days, 7:33:13, time: 1.260, data_time: 0.059, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8869, loss_cls: 1.1381, loss: 1.1381, grad_norm: 4.6495 2022-03-01 20:35:43,977 - mmaction - INFO - Epoch [312][380/939] lr: 2.000e-03, eta: 3 days, 7:32:13, time: 1.214, data_time: 0.067, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8762, loss_cls: 1.1833, loss: 1.1833, grad_norm: 4.7245 2022-03-01 20:36:09,480 - mmaction - INFO - Epoch [312][400/939] lr: 2.000e-03, eta: 3 days, 7:31:16, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.6990, top5_acc: 0.8707, loss_cls: 1.2456, loss: 1.2456, grad_norm: 4.8268 2022-03-01 20:36:33,385 - mmaction - INFO - Epoch [312][420/939] lr: 2.000e-03, eta: 3 days, 7:30:15, time: 1.195, data_time: 0.061, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8814, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.6052 2022-03-01 20:36:58,617 - mmaction - INFO - Epoch [312][440/939] lr: 2.000e-03, eta: 3 days, 7:29:17, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8711, loss_cls: 1.2165, loss: 1.2165, grad_norm: 4.7219 2022-03-01 20:37:23,518 - mmaction - INFO - Epoch [312][460/939] lr: 2.000e-03, eta: 3 days, 7:28:19, time: 1.245, data_time: 0.063, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8779, loss_cls: 1.1646, loss: 1.1646, grad_norm: 4.6043 2022-03-01 20:37:48,527 - mmaction - INFO - Epoch [312][480/939] lr: 2.000e-03, eta: 3 days, 7:27:21, time: 1.251, data_time: 0.062, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8742, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.7334 2022-03-01 20:38:13,287 - mmaction - INFO - Epoch [312][500/939] lr: 2.000e-03, eta: 3 days, 7:26:22, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8740, loss_cls: 1.2077, loss: 1.2077, grad_norm: 4.6628 2022-03-01 20:38:38,345 - mmaction - INFO - Epoch [312][520/939] lr: 2.000e-03, eta: 3 days, 7:25:24, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8801, loss_cls: 1.1720, loss: 1.1720, grad_norm: 4.6101 2022-03-01 20:39:03,729 - mmaction - INFO - Epoch [312][540/939] lr: 2.000e-03, eta: 3 days, 7:24:26, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8711, loss_cls: 1.2181, loss: 1.2181, grad_norm: 4.6620 2022-03-01 20:39:29,166 - mmaction - INFO - Epoch [312][560/939] lr: 2.000e-03, eta: 3 days, 7:23:29, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8752, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.6936 2022-03-01 20:39:54,545 - mmaction - INFO - Epoch [312][580/939] lr: 2.000e-03, eta: 3 days, 7:22:32, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8699, loss_cls: 1.2230, loss: 1.2230, grad_norm: 4.7493 2022-03-01 20:40:19,780 - mmaction - INFO - Epoch [312][600/939] lr: 2.000e-03, eta: 3 days, 7:21:34, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8770, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.7344 2022-03-01 20:40:44,782 - mmaction - INFO - Epoch [312][620/939] lr: 2.000e-03, eta: 3 days, 7:20:36, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8740, loss_cls: 1.2012, loss: 1.2012, grad_norm: 4.6761 2022-03-01 20:41:10,118 - mmaction - INFO - Epoch [312][640/939] lr: 2.000e-03, eta: 3 days, 7:19:39, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7107, top5_acc: 0.8770, loss_cls: 1.1792, loss: 1.1792, grad_norm: 4.6599 2022-03-01 20:41:35,295 - mmaction - INFO - Epoch [312][660/939] lr: 2.000e-03, eta: 3 days, 7:18:41, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8670, loss_cls: 1.2232, loss: 1.2232, grad_norm: 4.7134 2022-03-01 20:41:59,982 - mmaction - INFO - Epoch [312][680/939] lr: 2.000e-03, eta: 3 days, 7:17:42, time: 1.235, data_time: 0.062, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8711, loss_cls: 1.2297, loss: 1.2297, grad_norm: 4.8246 2022-03-01 20:42:24,588 - mmaction - INFO - Epoch [312][700/939] lr: 2.000e-03, eta: 3 days, 7:16:43, time: 1.230, data_time: 0.064, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8670, loss_cls: 1.2233, loss: 1.2233, grad_norm: 4.7591 2022-03-01 20:42:49,512 - mmaction - INFO - Epoch [312][720/939] lr: 2.000e-03, eta: 3 days, 7:15:45, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8717, loss_cls: 1.1915, loss: 1.1915, grad_norm: 4.7603 2022-03-01 20:43:15,335 - mmaction - INFO - Epoch [312][740/939] lr: 2.000e-03, eta: 3 days, 7:14:49, time: 1.292, data_time: 0.062, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8727, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.7142 2022-03-01 20:43:39,796 - mmaction - INFO - Epoch [312][760/939] lr: 2.000e-03, eta: 3 days, 7:13:50, time: 1.222, data_time: 0.063, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8715, loss_cls: 1.2309, loss: 1.2309, grad_norm: 4.8164 2022-03-01 20:44:04,710 - mmaction - INFO - Epoch [312][780/939] lr: 2.000e-03, eta: 3 days, 7:12:51, time: 1.245, data_time: 0.066, memory: 9654, top1_acc: 0.7049, top5_acc: 0.8730, loss_cls: 1.2203, loss: 1.2203, grad_norm: 4.7872 2022-03-01 20:44:29,314 - mmaction - INFO - Epoch [312][800/939] lr: 2.000e-03, eta: 3 days, 7:11:53, time: 1.231, data_time: 0.066, memory: 9654, top1_acc: 0.7158, top5_acc: 0.8707, loss_cls: 1.2144, loss: 1.2144, grad_norm: 4.7258 2022-03-01 20:44:54,989 - mmaction - INFO - Epoch [312][820/939] lr: 2.000e-03, eta: 3 days, 7:10:56, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8730, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.7601 2022-03-01 20:45:19,791 - mmaction - INFO - Epoch [312][840/939] lr: 2.000e-03, eta: 3 days, 7:09:58, time: 1.241, data_time: 0.063, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8789, loss_cls: 1.1620, loss: 1.1620, grad_norm: 4.6555 2022-03-01 20:45:44,681 - mmaction - INFO - Epoch [312][860/939] lr: 2.000e-03, eta: 3 days, 7:08:59, time: 1.244, data_time: 0.070, memory: 9654, top1_acc: 0.7064, top5_acc: 0.8727, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.7704 2022-03-01 20:46:09,708 - mmaction - INFO - Epoch [312][880/939] lr: 2.000e-03, eta: 3 days, 7:08:02, time: 1.252, data_time: 0.071, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8723, loss_cls: 1.2141, loss: 1.2141, grad_norm: 4.7875 2022-03-01 20:46:34,889 - mmaction - INFO - Epoch [312][900/939] lr: 2.000e-03, eta: 3 days, 7:07:04, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8764, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.7609 2022-03-01 20:46:59,996 - mmaction - INFO - Epoch [312][920/939] lr: 2.000e-03, eta: 3 days, 7:06:07, time: 1.256, data_time: 0.061, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8686, loss_cls: 1.2407, loss: 1.2407, grad_norm: 4.7325 2022-03-01 20:47:25,899 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 20:47:26,022 - mmaction - INFO - 110 BN found 2022-03-01 20:51:49,728 - mmaction - INFO - BN stats updated 2022-03-01 20:51:51,733 - mmaction - INFO - Saving checkpoint at 312 epochs 2022-03-01 20:55:17,009 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 20:55:17,930 - mmaction - INFO - top1_acc 0.6762 top5_acc 0.8679 2022-03-01 20:55:17,931 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 20:55:17,980 - mmaction - INFO - mean_acc 0.6761 2022-03-01 20:55:17,987 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_294.pth was removed 2022-03-01 20:55:19,700 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_312.pth. 2022-03-01 20:55:19,700 - mmaction - INFO - Best top1_acc is 0.6762 at 312 epoch. 2022-03-01 20:55:19,712 - mmaction - INFO - Epoch(val) [312][155] top1_acc: 0.6762, top5_acc: 0.8679, mean_class_accuracy: 0.6761 2022-03-01 20:55:20,874 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 20:56:52,704 - mmaction - INFO - Epoch [313][20/939] lr: 2.000e-03, eta: 3 days, 7:05:48, time: 4.590, data_time: 3.270, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8674, loss_cls: 1.2002, loss: 1.2002, grad_norm: 4.7237 2022-03-01 20:57:16,934 - mmaction - INFO - Epoch [313][40/939] lr: 2.000e-03, eta: 3 days, 7:04:48, time: 1.213, data_time: 0.070, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8709, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.6835 2022-03-01 20:57:42,162 - mmaction - INFO - Epoch [313][60/939] lr: 2.000e-03, eta: 3 days, 7:03:51, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7115, top5_acc: 0.8779, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.7248 2022-03-01 20:58:06,821 - mmaction - INFO - Epoch [313][80/939] lr: 2.000e-03, eta: 3 days, 7:02:52, time: 1.232, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8693, loss_cls: 1.2332, loss: 1.2332, grad_norm: 4.8202 2022-03-01 20:58:31,919 - mmaction - INFO - Epoch [313][100/939] lr: 2.000e-03, eta: 3 days, 7:01:55, time: 1.256, data_time: 0.070, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8789, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.7991 2022-03-01 20:58:57,113 - mmaction - INFO - Epoch [313][120/939] lr: 2.000e-03, eta: 3 days, 7:00:57, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8773, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.6887 2022-03-01 20:59:22,359 - mmaction - INFO - Epoch [313][140/939] lr: 2.000e-03, eta: 3 days, 7:00:00, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8807, loss_cls: 1.1536, loss: 1.1536, grad_norm: 4.6834 2022-03-01 20:59:47,583 - mmaction - INFO - Epoch [313][160/939] lr: 2.000e-03, eta: 3 days, 6:59:03, time: 1.263, data_time: 0.061, memory: 9654, top1_acc: 0.7115, top5_acc: 0.8742, loss_cls: 1.2091, loss: 1.2091, grad_norm: 4.8227 2022-03-01 21:00:12,491 - mmaction - INFO - Epoch [313][180/939] lr: 2.000e-03, eta: 3 days, 6:58:05, time: 1.244, data_time: 0.068, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8787, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.7517 2022-03-01 21:00:37,878 - mmaction - INFO - Epoch [313][200/939] lr: 2.000e-03, eta: 3 days, 6:57:08, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8744, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.6917 2022-03-01 21:01:03,986 - mmaction - INFO - Epoch [313][220/939] lr: 2.000e-03, eta: 3 days, 6:56:13, time: 1.304, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8748, loss_cls: 1.1860, loss: 1.1860, grad_norm: 4.7068 2022-03-01 21:01:28,275 - mmaction - INFO - Epoch [313][240/939] lr: 2.000e-03, eta: 3 days, 6:55:13, time: 1.215, data_time: 0.063, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1364, loss: 1.1364, grad_norm: 4.6318 2022-03-01 21:01:53,917 - mmaction - INFO - Epoch [313][260/939] lr: 2.000e-03, eta: 3 days, 6:54:17, time: 1.282, data_time: 0.067, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8740, loss_cls: 1.1924, loss: 1.1924, grad_norm: 4.8345 2022-03-01 21:02:18,843 - mmaction - INFO - Epoch [313][280/939] lr: 2.000e-03, eta: 3 days, 6:53:19, time: 1.247, data_time: 0.063, memory: 9654, top1_acc: 0.7072, top5_acc: 0.8695, loss_cls: 1.2314, loss: 1.2314, grad_norm: 4.8380 2022-03-01 21:02:44,439 - mmaction - INFO - Epoch [313][300/939] lr: 2.000e-03, eta: 3 days, 6:52:23, time: 1.279, data_time: 0.059, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8730, loss_cls: 1.1902, loss: 1.1902, grad_norm: 4.7106 2022-03-01 21:03:09,242 - mmaction - INFO - Epoch [313][320/939] lr: 2.000e-03, eta: 3 days, 6:51:25, time: 1.240, data_time: 0.063, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8797, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.6770 2022-03-01 21:03:33,681 - mmaction - INFO - Epoch [313][340/939] lr: 2.000e-03, eta: 3 days, 6:50:26, time: 1.222, data_time: 0.061, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8734, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.7507 2022-03-01 21:03:58,469 - mmaction - INFO - Epoch [313][360/939] lr: 2.000e-03, eta: 3 days, 6:49:28, time: 1.239, data_time: 0.062, memory: 9654, top1_acc: 0.7064, top5_acc: 0.8713, loss_cls: 1.2226, loss: 1.2226, grad_norm: 4.8660 2022-03-01 21:04:23,455 - mmaction - INFO - Epoch [313][380/939] lr: 2.000e-03, eta: 3 days, 6:48:30, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7158, top5_acc: 0.8787, loss_cls: 1.1805, loss: 1.1805, grad_norm: 4.7336 2022-03-01 21:04:47,383 - mmaction - INFO - Epoch [313][400/939] lr: 2.000e-03, eta: 3 days, 6:47:31, time: 1.196, data_time: 0.063, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8811, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.8295 2022-03-01 21:05:12,787 - mmaction - INFO - Epoch [313][420/939] lr: 2.000e-03, eta: 3 days, 6:46:34, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8770, loss_cls: 1.1899, loss: 1.1899, grad_norm: 4.8121 2022-03-01 21:05:37,710 - mmaction - INFO - Epoch [313][440/939] lr: 2.000e-03, eta: 3 days, 6:45:36, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8777, loss_cls: 1.1781, loss: 1.1781, grad_norm: 4.7434 2022-03-01 21:06:03,958 - mmaction - INFO - Epoch [313][460/939] lr: 2.000e-03, eta: 3 days, 6:44:41, time: 1.313, data_time: 0.063, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8770, loss_cls: 1.1739, loss: 1.1739, grad_norm: 4.8343 2022-03-01 21:06:28,867 - mmaction - INFO - Epoch [313][480/939] lr: 2.000e-03, eta: 3 days, 6:43:44, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8809, loss_cls: 1.1599, loss: 1.1599, grad_norm: 4.7448 2022-03-01 21:06:54,169 - mmaction - INFO - Epoch [313][500/939] lr: 2.000e-03, eta: 3 days, 6:42:47, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7045, top5_acc: 0.8770, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.8413 2022-03-01 21:07:18,742 - mmaction - INFO - Epoch [313][520/939] lr: 2.000e-03, eta: 3 days, 6:41:49, time: 1.230, data_time: 0.060, memory: 9654, top1_acc: 0.7123, top5_acc: 0.8721, loss_cls: 1.2083, loss: 1.2083, grad_norm: 4.9018 2022-03-01 21:07:43,988 - mmaction - INFO - Epoch [313][540/939] lr: 2.000e-03, eta: 3 days, 6:40:52, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8824, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.8062 2022-03-01 21:08:08,868 - mmaction - INFO - Epoch [313][560/939] lr: 2.000e-03, eta: 3 days, 6:39:54, time: 1.244, data_time: 0.063, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8713, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.8181 2022-03-01 21:08:33,987 - mmaction - INFO - Epoch [313][580/939] lr: 2.000e-03, eta: 3 days, 6:38:57, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7010, top5_acc: 0.8670, loss_cls: 1.2566, loss: 1.2566, grad_norm: 4.9288 2022-03-01 21:08:59,171 - mmaction - INFO - Epoch [313][600/939] lr: 2.000e-03, eta: 3 days, 6:38:00, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8691, loss_cls: 1.2255, loss: 1.2255, grad_norm: 4.7625 2022-03-01 21:09:23,808 - mmaction - INFO - Epoch [313][620/939] lr: 2.000e-03, eta: 3 days, 6:37:02, time: 1.232, data_time: 0.068, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8828, loss_cls: 1.1773, loss: 1.1773, grad_norm: 4.8302 2022-03-01 21:09:48,811 - mmaction - INFO - Epoch [313][640/939] lr: 2.000e-03, eta: 3 days, 6:36:04, time: 1.250, data_time: 0.072, memory: 9654, top1_acc: 0.7041, top5_acc: 0.8660, loss_cls: 1.2512, loss: 1.2512, grad_norm: 4.8837 2022-03-01 21:10:13,156 - mmaction - INFO - Epoch [313][660/939] lr: 2.000e-03, eta: 3 days, 6:35:06, time: 1.218, data_time: 0.064, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8783, loss_cls: 1.1842, loss: 1.1842, grad_norm: 4.7512 2022-03-01 21:10:37,925 - mmaction - INFO - Epoch [313][680/939] lr: 2.000e-03, eta: 3 days, 6:34:08, time: 1.236, data_time: 0.067, memory: 9654, top1_acc: 0.7100, top5_acc: 0.8734, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.7672 2022-03-01 21:11:03,034 - mmaction - INFO - Epoch [313][700/939] lr: 2.000e-03, eta: 3 days, 6:33:11, time: 1.257, data_time: 0.071, memory: 9654, top1_acc: 0.7104, top5_acc: 0.8717, loss_cls: 1.2182, loss: 1.2182, grad_norm: 4.8248 2022-03-01 21:11:27,975 - mmaction - INFO - Epoch [313][720/939] lr: 2.000e-03, eta: 3 days, 6:32:13, time: 1.246, data_time: 0.062, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8689, loss_cls: 1.2214, loss: 1.2214, grad_norm: 4.8524 2022-03-01 21:11:54,165 - mmaction - INFO - Epoch [313][740/939] lr: 2.000e-03, eta: 3 days, 6:31:19, time: 1.311, data_time: 0.067, memory: 9654, top1_acc: 0.7221, top5_acc: 0.8717, loss_cls: 1.1881, loss: 1.1881, grad_norm: 4.7220 2022-03-01 21:12:18,730 - mmaction - INFO - Epoch [313][760/939] lr: 2.000e-03, eta: 3 days, 6:30:21, time: 1.228, data_time: 0.063, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8754, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.8266 2022-03-01 21:12:43,488 - mmaction - INFO - Epoch [313][780/939] lr: 2.000e-03, eta: 3 days, 6:29:23, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.7100, top5_acc: 0.8766, loss_cls: 1.2148, loss: 1.2148, grad_norm: 4.8726 2022-03-01 21:13:09,064 - mmaction - INFO - Epoch [313][800/939] lr: 2.000e-03, eta: 3 days, 6:28:27, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8744, loss_cls: 1.1792, loss: 1.1792, grad_norm: 4.7422 2022-03-01 21:13:34,122 - mmaction - INFO - Epoch [313][820/939] lr: 2.000e-03, eta: 3 days, 6:27:30, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7084, top5_acc: 0.8740, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.7989 2022-03-01 21:13:59,134 - mmaction - INFO - Epoch [313][840/939] lr: 2.000e-03, eta: 3 days, 6:26:33, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7049, top5_acc: 0.8727, loss_cls: 1.2206, loss: 1.2206, grad_norm: 4.8105 2022-03-01 21:14:23,578 - mmaction - INFO - Epoch [313][860/939] lr: 2.000e-03, eta: 3 days, 6:25:34, time: 1.222, data_time: 0.095, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8721, loss_cls: 1.2238, loss: 1.2238, grad_norm: 4.8473 2022-03-01 21:14:48,953 - mmaction - INFO - Epoch [313][880/939] lr: 2.000e-03, eta: 3 days, 6:24:38, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7252, top5_acc: 0.8795, loss_cls: 1.1700, loss: 1.1700, grad_norm: 4.8066 2022-03-01 21:15:14,074 - mmaction - INFO - Epoch [313][900/939] lr: 2.000e-03, eta: 3 days, 6:23:41, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8771, loss_cls: 1.2182, loss: 1.2182, grad_norm: 4.8606 2022-03-01 21:15:39,404 - mmaction - INFO - Epoch [313][920/939] lr: 2.000e-03, eta: 3 days, 6:22:45, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8684, loss_cls: 1.2445, loss: 1.2445, grad_norm: 4.9709 2022-03-01 21:16:08,099 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 21:18:12,380 - mmaction - INFO - Epoch [314][20/939] lr: 2.000e-03, eta: 3 days, 6:23:35, time: 6.212, data_time: 4.971, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8758, loss_cls: 1.1798, loss: 1.1798, grad_norm: 4.7358 2022-03-01 21:18:37,838 - mmaction - INFO - Epoch [314][40/939] lr: 2.000e-03, eta: 3 days, 6:22:39, time: 1.274, data_time: 0.081, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8754, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.8046 2022-03-01 21:19:03,003 - mmaction - INFO - Epoch [314][60/939] lr: 2.000e-03, eta: 3 days, 6:21:42, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8850, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.7410 2022-03-01 21:19:26,923 - mmaction - INFO - Epoch [314][80/939] lr: 2.000e-03, eta: 3 days, 6:20:43, time: 1.194, data_time: 0.064, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8748, loss_cls: 1.2139, loss: 1.2139, grad_norm: 4.8303 2022-03-01 21:19:52,043 - mmaction - INFO - Epoch [314][100/939] lr: 2.000e-03, eta: 3 days, 6:19:46, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8768, loss_cls: 1.1816, loss: 1.1816, grad_norm: 4.7476 2022-03-01 21:20:16,866 - mmaction - INFO - Epoch [314][120/939] lr: 2.000e-03, eta: 3 days, 6:18:49, time: 1.241, data_time: 0.062, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8680, loss_cls: 1.2189, loss: 1.2189, grad_norm: 4.8843 2022-03-01 21:20:42,272 - mmaction - INFO - Epoch [314][140/939] lr: 2.000e-03, eta: 3 days, 6:17:52, time: 1.269, data_time: 0.089, memory: 9654, top1_acc: 0.7252, top5_acc: 0.8752, loss_cls: 1.1752, loss: 1.1752, grad_norm: 4.7239 2022-03-01 21:21:07,401 - mmaction - INFO - Epoch [314][160/939] lr: 2.000e-03, eta: 3 days, 6:16:56, time: 1.257, data_time: 0.138, memory: 9654, top1_acc: 0.7033, top5_acc: 0.8703, loss_cls: 1.2364, loss: 1.2364, grad_norm: 4.8704 2022-03-01 21:21:33,001 - mmaction - INFO - Epoch [314][180/939] lr: 2.000e-03, eta: 3 days, 6:16:00, time: 1.280, data_time: 0.177, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8748, loss_cls: 1.1836, loss: 1.1836, grad_norm: 4.8061 2022-03-01 21:21:56,909 - mmaction - INFO - Epoch [314][200/939] lr: 2.000e-03, eta: 3 days, 6:15:01, time: 1.195, data_time: 0.061, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8740, loss_cls: 1.2071, loss: 1.2071, grad_norm: 4.8142 2022-03-01 21:22:22,086 - mmaction - INFO - Epoch [314][220/939] lr: 2.000e-03, eta: 3 days, 6:14:04, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7107, top5_acc: 0.8781, loss_cls: 1.1990, loss: 1.1990, grad_norm: 4.8872 2022-03-01 21:22:47,761 - mmaction - INFO - Epoch [314][240/939] lr: 2.000e-03, eta: 3 days, 6:13:09, time: 1.284, data_time: 0.070, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8713, loss_cls: 1.1969, loss: 1.1969, grad_norm: 4.7986 2022-03-01 21:23:12,861 - mmaction - INFO - Epoch [314][260/939] lr: 2.000e-03, eta: 3 days, 6:12:12, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8764, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.7922 2022-03-01 21:23:37,839 - mmaction - INFO - Epoch [314][280/939] lr: 2.000e-03, eta: 3 days, 6:11:15, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8789, loss_cls: 1.1692, loss: 1.1692, grad_norm: 4.7856 2022-03-01 21:24:02,804 - mmaction - INFO - Epoch [314][300/939] lr: 2.000e-03, eta: 3 days, 6:10:18, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.7061, top5_acc: 0.8697, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.7864 2022-03-01 21:24:26,975 - mmaction - INFO - Epoch [314][320/939] lr: 2.000e-03, eta: 3 days, 6:09:19, time: 1.209, data_time: 0.066, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8768, loss_cls: 1.1939, loss: 1.1939, grad_norm: 4.8351 2022-03-01 21:24:51,829 - mmaction - INFO - Epoch [314][340/939] lr: 2.000e-03, eta: 3 days, 6:08:22, time: 1.242, data_time: 0.064, memory: 9654, top1_acc: 0.7189, top5_acc: 0.8816, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.8059 2022-03-01 21:25:16,947 - mmaction - INFO - Epoch [314][360/939] lr: 2.000e-03, eta: 3 days, 6:07:26, time: 1.256, data_time: 0.079, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8840, loss_cls: 1.1481, loss: 1.1481, grad_norm: 4.8391 2022-03-01 21:25:42,111 - mmaction - INFO - Epoch [314][380/939] lr: 2.000e-03, eta: 3 days, 6:06:29, time: 1.258, data_time: 0.141, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8811, loss_cls: 1.1786, loss: 1.1786, grad_norm: 4.8877 2022-03-01 21:26:07,135 - mmaction - INFO - Epoch [314][400/939] lr: 2.000e-03, eta: 3 days, 6:05:32, time: 1.252, data_time: 0.125, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8760, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.8961 2022-03-01 21:26:31,503 - mmaction - INFO - Epoch [314][420/939] lr: 2.000e-03, eta: 3 days, 6:04:34, time: 1.218, data_time: 0.102, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8754, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.8326 2022-03-01 21:26:56,365 - mmaction - INFO - Epoch [314][440/939] lr: 2.000e-03, eta: 3 days, 6:03:37, time: 1.243, data_time: 0.119, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8699, loss_cls: 1.1952, loss: 1.1952, grad_norm: 4.8906 2022-03-01 21:27:20,984 - mmaction - INFO - Epoch [314][460/939] lr: 2.000e-03, eta: 3 days, 6:02:40, time: 1.231, data_time: 0.094, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8709, loss_cls: 1.2360, loss: 1.2360, grad_norm: 4.9076 2022-03-01 21:27:46,240 - mmaction - INFO - Epoch [314][480/939] lr: 2.000e-03, eta: 3 days, 6:01:44, time: 1.263, data_time: 0.134, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8680, loss_cls: 1.2237, loss: 1.2237, grad_norm: 4.8345 2022-03-01 21:28:11,050 - mmaction - INFO - Epoch [314][500/939] lr: 2.000e-03, eta: 3 days, 6:00:46, time: 1.240, data_time: 0.129, memory: 9654, top1_acc: 0.7256, top5_acc: 0.8766, loss_cls: 1.1665, loss: 1.1665, grad_norm: 4.8004 2022-03-01 21:28:36,041 - mmaction - INFO - Epoch [314][520/939] lr: 2.000e-03, eta: 3 days, 5:59:50, time: 1.249, data_time: 0.111, memory: 9654, top1_acc: 0.7104, top5_acc: 0.8713, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.8404 2022-03-01 21:29:00,367 - mmaction - INFO - Epoch [314][540/939] lr: 2.000e-03, eta: 3 days, 5:58:52, time: 1.216, data_time: 0.066, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8840, loss_cls: 1.1477, loss: 1.1477, grad_norm: 4.7717 2022-03-01 21:29:25,864 - mmaction - INFO - Epoch [314][560/939] lr: 2.000e-03, eta: 3 days, 5:57:56, time: 1.274, data_time: 0.142, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8836, loss_cls: 1.1410, loss: 1.1410, grad_norm: 4.7754 2022-03-01 21:29:50,572 - mmaction - INFO - Epoch [314][580/939] lr: 2.000e-03, eta: 3 days, 5:56:59, time: 1.236, data_time: 0.111, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8711, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.8518 2022-03-01 21:30:15,850 - mmaction - INFO - Epoch [314][600/939] lr: 2.000e-03, eta: 3 days, 5:56:03, time: 1.263, data_time: 0.112, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8752, loss_cls: 1.1802, loss: 1.1802, grad_norm: 4.8034 2022-03-01 21:30:41,969 - mmaction - INFO - Epoch [314][620/939] lr: 2.000e-03, eta: 3 days, 5:55:08, time: 1.306, data_time: 0.067, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8721, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.8518 2022-03-01 21:31:07,614 - mmaction - INFO - Epoch [314][640/939] lr: 2.000e-03, eta: 3 days, 5:54:13, time: 1.283, data_time: 0.063, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8766, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.8985 2022-03-01 21:31:33,043 - mmaction - INFO - Epoch [314][660/939] lr: 2.000e-03, eta: 3 days, 5:53:17, time: 1.271, data_time: 0.060, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8805, loss_cls: 1.1697, loss: 1.1697, grad_norm: 4.8903 2022-03-01 21:31:57,316 - mmaction - INFO - Epoch [314][680/939] lr: 2.000e-03, eta: 3 days, 5:52:19, time: 1.214, data_time: 0.069, memory: 9654, top1_acc: 0.7186, top5_acc: 0.8770, loss_cls: 1.1825, loss: 1.1825, grad_norm: 4.8316 2022-03-01 21:32:22,970 - mmaction - INFO - Epoch [314][700/939] lr: 2.000e-03, eta: 3 days, 5:51:24, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8725, loss_cls: 1.2355, loss: 1.2355, grad_norm: 4.9635 2022-03-01 21:32:46,882 - mmaction - INFO - Epoch [314][720/939] lr: 2.000e-03, eta: 3 days, 5:50:25, time: 1.196, data_time: 0.068, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8736, loss_cls: 1.1884, loss: 1.1884, grad_norm: 4.7997 2022-03-01 21:33:11,842 - mmaction - INFO - Epoch [314][740/939] lr: 2.000e-03, eta: 3 days, 5:49:29, time: 1.248, data_time: 0.060, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8764, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.8946 2022-03-01 21:33:37,077 - mmaction - INFO - Epoch [314][760/939] lr: 2.000e-03, eta: 3 days, 5:48:33, time: 1.262, data_time: 0.058, memory: 9654, top1_acc: 0.7088, top5_acc: 0.8662, loss_cls: 1.2305, loss: 1.2305, grad_norm: 4.9635 2022-03-01 21:34:02,244 - mmaction - INFO - Epoch [314][780/939] lr: 2.000e-03, eta: 3 days, 5:47:37, time: 1.258, data_time: 0.111, memory: 9654, top1_acc: 0.7225, top5_acc: 0.8805, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.7677 2022-03-01 21:34:27,201 - mmaction - INFO - Epoch [314][800/939] lr: 2.000e-03, eta: 3 days, 5:46:40, time: 1.249, data_time: 0.073, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8693, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.8573 2022-03-01 21:34:52,468 - mmaction - INFO - Epoch [314][820/939] lr: 2.000e-03, eta: 3 days, 5:45:44, time: 1.262, data_time: 0.122, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8723, loss_cls: 1.2034, loss: 1.2034, grad_norm: 4.8445 2022-03-01 21:35:17,441 - mmaction - INFO - Epoch [314][840/939] lr: 2.000e-03, eta: 3 days, 5:44:48, time: 1.250, data_time: 0.145, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8812, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.8930 2022-03-01 21:35:41,712 - mmaction - INFO - Epoch [314][860/939] lr: 2.000e-03, eta: 3 days, 5:43:50, time: 1.214, data_time: 0.092, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8760, loss_cls: 1.1841, loss: 1.1841, grad_norm: 4.8394 2022-03-01 21:36:07,079 - mmaction - INFO - Epoch [314][880/939] lr: 2.000e-03, eta: 3 days, 5:42:54, time: 1.269, data_time: 0.115, memory: 9654, top1_acc: 0.7072, top5_acc: 0.8742, loss_cls: 1.2025, loss: 1.2025, grad_norm: 4.9114 2022-03-01 21:36:31,756 - mmaction - INFO - Epoch [314][900/939] lr: 2.000e-03, eta: 3 days, 5:41:57, time: 1.232, data_time: 0.069, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8717, loss_cls: 1.2073, loss: 1.2073, grad_norm: 4.9273 2022-03-01 21:36:57,210 - mmaction - INFO - Epoch [314][920/939] lr: 2.000e-03, eta: 3 days, 5:41:02, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8736, loss_cls: 1.1650, loss: 1.1650, grad_norm: 4.8211 2022-03-01 21:37:22,878 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 21:38:54,453 - mmaction - INFO - Epoch [315][20/939] lr: 2.000e-03, eta: 3 days, 5:40:42, time: 4.577, data_time: 3.266, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8826, loss_cls: 1.1659, loss: 1.1659, grad_norm: 4.8352 2022-03-01 21:39:18,956 - mmaction - INFO - Epoch [315][40/939] lr: 2.000e-03, eta: 3 days, 5:39:44, time: 1.226, data_time: 0.069, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8883, loss_cls: 1.1206, loss: 1.1206, grad_norm: 4.7734 2022-03-01 21:39:43,782 - mmaction - INFO - Epoch [315][60/939] lr: 2.000e-03, eta: 3 days, 5:38:48, time: 1.241, data_time: 0.063, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8672, loss_cls: 1.2169, loss: 1.2169, grad_norm: 4.8244 2022-03-01 21:40:08,967 - mmaction - INFO - Epoch [315][80/939] lr: 2.000e-03, eta: 3 days, 5:37:52, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8754, loss_cls: 1.1917, loss: 1.1917, grad_norm: 4.8415 2022-03-01 21:40:33,895 - mmaction - INFO - Epoch [315][100/939] lr: 2.000e-03, eta: 3 days, 5:36:55, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7143, top5_acc: 0.8756, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.8381 2022-03-01 21:40:59,477 - mmaction - INFO - Epoch [315][120/939] lr: 2.000e-03, eta: 3 days, 5:36:00, time: 1.280, data_time: 0.066, memory: 9654, top1_acc: 0.7271, top5_acc: 0.8783, loss_cls: 1.1698, loss: 1.1698, grad_norm: 4.8105 2022-03-01 21:41:24,545 - mmaction - INFO - Epoch [315][140/939] lr: 2.000e-03, eta: 3 days, 5:35:04, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8775, loss_cls: 1.1608, loss: 1.1608, grad_norm: 4.8378 2022-03-01 21:41:49,579 - mmaction - INFO - Epoch [315][160/939] lr: 2.000e-03, eta: 3 days, 5:34:08, time: 1.252, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8691, loss_cls: 1.2328, loss: 1.2328, grad_norm: 4.9296 2022-03-01 21:42:14,486 - mmaction - INFO - Epoch [315][180/939] lr: 2.000e-03, eta: 3 days, 5:33:11, time: 1.245, data_time: 0.063, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8797, loss_cls: 1.1667, loss: 1.1667, grad_norm: 4.7868 2022-03-01 21:42:39,162 - mmaction - INFO - Epoch [315][200/939] lr: 2.000e-03, eta: 3 days, 5:32:15, time: 1.234, data_time: 0.061, memory: 9654, top1_acc: 0.7088, top5_acc: 0.8742, loss_cls: 1.1954, loss: 1.1954, grad_norm: 4.8580 2022-03-01 21:43:03,963 - mmaction - INFO - Epoch [315][220/939] lr: 2.000e-03, eta: 3 days, 5:31:18, time: 1.240, data_time: 0.070, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8746, loss_cls: 1.2083, loss: 1.2083, grad_norm: 4.9116 2022-03-01 21:43:28,591 - mmaction - INFO - Epoch [315][240/939] lr: 2.000e-03, eta: 3 days, 5:30:21, time: 1.232, data_time: 0.070, memory: 9654, top1_acc: 0.7080, top5_acc: 0.8766, loss_cls: 1.1992, loss: 1.1992, grad_norm: 4.8885 2022-03-01 21:43:53,652 - mmaction - INFO - Epoch [315][260/939] lr: 2.000e-03, eta: 3 days, 5:29:25, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8812, loss_cls: 1.1554, loss: 1.1554, grad_norm: 4.8852 2022-03-01 21:44:18,527 - mmaction - INFO - Epoch [315][280/939] lr: 2.000e-03, eta: 3 days, 5:28:28, time: 1.242, data_time: 0.064, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8727, loss_cls: 1.2028, loss: 1.2028, grad_norm: 4.9176 2022-03-01 21:44:43,626 - mmaction - INFO - Epoch [315][300/939] lr: 2.000e-03, eta: 3 days, 5:27:33, time: 1.256, data_time: 0.072, memory: 9654, top1_acc: 0.7088, top5_acc: 0.8732, loss_cls: 1.1961, loss: 1.1961, grad_norm: 4.8949 2022-03-01 21:45:08,254 - mmaction - INFO - Epoch [315][320/939] lr: 2.000e-03, eta: 3 days, 5:26:36, time: 1.232, data_time: 0.067, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8709, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.9006 2022-03-01 21:45:33,228 - mmaction - INFO - Epoch [315][340/939] lr: 2.000e-03, eta: 3 days, 5:25:39, time: 1.248, data_time: 0.070, memory: 9654, top1_acc: 0.7068, top5_acc: 0.8717, loss_cls: 1.2262, loss: 1.2262, grad_norm: 4.9743 2022-03-01 21:45:58,306 - mmaction - INFO - Epoch [315][360/939] lr: 2.000e-03, eta: 3 days, 5:24:44, time: 1.254, data_time: 0.062, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8812, loss_cls: 1.1581, loss: 1.1581, grad_norm: 4.7563 2022-03-01 21:46:23,710 - mmaction - INFO - Epoch [315][380/939] lr: 2.000e-03, eta: 3 days, 5:23:48, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8742, loss_cls: 1.1814, loss: 1.1814, grad_norm: 4.8146 2022-03-01 21:46:48,109 - mmaction - INFO - Epoch [315][400/939] lr: 2.000e-03, eta: 3 days, 5:22:51, time: 1.220, data_time: 0.065, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8762, loss_cls: 1.1684, loss: 1.1684, grad_norm: 4.8570 2022-03-01 21:47:12,429 - mmaction - INFO - Epoch [315][420/939] lr: 2.000e-03, eta: 3 days, 5:21:54, time: 1.216, data_time: 0.059, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8799, loss_cls: 1.1574, loss: 1.1574, grad_norm: 4.9396 2022-03-01 21:47:36,285 - mmaction - INFO - Epoch [315][440/939] lr: 2.000e-03, eta: 3 days, 5:20:55, time: 1.193, data_time: 0.065, memory: 9654, top1_acc: 0.6982, top5_acc: 0.8654, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.0980 2022-03-01 21:48:01,943 - mmaction - INFO - Epoch [315][460/939] lr: 2.000e-03, eta: 3 days, 5:20:01, time: 1.283, data_time: 0.067, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8742, loss_cls: 1.1655, loss: 1.1655, grad_norm: 4.8301 2022-03-01 21:48:27,114 - mmaction - INFO - Epoch [315][480/939] lr: 2.000e-03, eta: 3 days, 5:19:05, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7248, top5_acc: 0.8697, loss_cls: 1.1917, loss: 1.1917, grad_norm: 4.8741 2022-03-01 21:48:51,932 - mmaction - INFO - Epoch [315][500/939] lr: 2.000e-03, eta: 3 days, 5:18:09, time: 1.241, data_time: 0.059, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8736, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.8318 2022-03-01 21:49:17,111 - mmaction - INFO - Epoch [315][520/939] lr: 2.000e-03, eta: 3 days, 5:17:13, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7248, top5_acc: 0.8742, loss_cls: 1.1614, loss: 1.1614, grad_norm: 4.7995 2022-03-01 21:49:41,964 - mmaction - INFO - Epoch [315][540/939] lr: 2.000e-03, eta: 3 days, 5:16:17, time: 1.243, data_time: 0.062, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8783, loss_cls: 1.1694, loss: 1.1694, grad_norm: 4.8167 2022-03-01 21:50:07,487 - mmaction - INFO - Epoch [315][560/939] lr: 2.000e-03, eta: 3 days, 5:15:22, time: 1.275, data_time: 0.062, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8719, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.9375 2022-03-01 21:50:32,738 - mmaction - INFO - Epoch [315][580/939] lr: 2.000e-03, eta: 3 days, 5:14:26, time: 1.264, data_time: 0.060, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8723, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.9681 2022-03-01 21:50:57,910 - mmaction - INFO - Epoch [315][600/939] lr: 2.000e-03, eta: 3 days, 5:13:31, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8746, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.9501 2022-03-01 21:51:23,676 - mmaction - INFO - Epoch [315][620/939] lr: 2.000e-03, eta: 3 days, 5:12:37, time: 1.288, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8826, loss_cls: 1.1650, loss: 1.1650, grad_norm: 4.8956 2022-03-01 21:51:48,592 - mmaction - INFO - Epoch [315][640/939] lr: 2.000e-03, eta: 3 days, 5:11:41, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8770, loss_cls: 1.1849, loss: 1.1849, grad_norm: 4.9222 2022-03-01 21:52:13,496 - mmaction - INFO - Epoch [315][660/939] lr: 2.000e-03, eta: 3 days, 5:10:45, time: 1.246, data_time: 0.059, memory: 9654, top1_acc: 0.7096, top5_acc: 0.8688, loss_cls: 1.2304, loss: 1.2304, grad_norm: 4.9775 2022-03-01 21:52:38,109 - mmaction - INFO - Epoch [315][680/939] lr: 2.000e-03, eta: 3 days, 5:09:48, time: 1.230, data_time: 0.072, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8760, loss_cls: 1.1837, loss: 1.1837, grad_norm: 4.8668 2022-03-01 21:53:02,644 - mmaction - INFO - Epoch [315][700/939] lr: 2.000e-03, eta: 3 days, 5:08:51, time: 1.225, data_time: 0.068, memory: 9654, top1_acc: 0.7213, top5_acc: 0.8768, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.8921 2022-03-01 21:53:27,793 - mmaction - INFO - Epoch [315][720/939] lr: 2.000e-03, eta: 3 days, 5:07:56, time: 1.258, data_time: 0.060, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8799, loss_cls: 1.1634, loss: 1.1634, grad_norm: 4.8461 2022-03-01 21:53:53,029 - mmaction - INFO - Epoch [315][740/939] lr: 2.000e-03, eta: 3 days, 5:07:00, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8771, loss_cls: 1.2040, loss: 1.2040, grad_norm: 4.9623 2022-03-01 21:54:18,405 - mmaction - INFO - Epoch [315][760/939] lr: 2.000e-03, eta: 3 days, 5:06:05, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7053, top5_acc: 0.8729, loss_cls: 1.2106, loss: 1.2106, grad_norm: 4.8982 2022-03-01 21:54:43,182 - mmaction - INFO - Epoch [315][780/939] lr: 2.000e-03, eta: 3 days, 5:05:09, time: 1.239, data_time: 0.061, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8789, loss_cls: 1.2015, loss: 1.2015, grad_norm: 4.9672 2022-03-01 21:55:08,595 - mmaction - INFO - Epoch [315][800/939] lr: 2.000e-03, eta: 3 days, 5:04:14, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8701, loss_cls: 1.2119, loss: 1.2119, grad_norm: 4.9534 2022-03-01 21:55:33,444 - mmaction - INFO - Epoch [315][820/939] lr: 2.000e-03, eta: 3 days, 5:03:18, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8816, loss_cls: 1.1650, loss: 1.1650, grad_norm: 4.8736 2022-03-01 21:55:58,021 - mmaction - INFO - Epoch [315][840/939] lr: 2.000e-03, eta: 3 days, 5:02:22, time: 1.229, data_time: 0.063, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8783, loss_cls: 1.1809, loss: 1.1809, grad_norm: 4.9049 2022-03-01 21:56:22,634 - mmaction - INFO - Epoch [315][860/939] lr: 2.000e-03, eta: 3 days, 5:01:25, time: 1.230, data_time: 0.068, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8777, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.9298 2022-03-01 21:56:47,571 - mmaction - INFO - Epoch [315][880/939] lr: 2.000e-03, eta: 3 days, 5:00:29, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8709, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.8367 2022-03-01 21:57:12,445 - mmaction - INFO - Epoch [315][900/939] lr: 2.000e-03, eta: 3 days, 4:59:34, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8736, loss_cls: 1.1739, loss: 1.1739, grad_norm: 4.8665 2022-03-01 21:57:37,876 - mmaction - INFO - Epoch [315][920/939] lr: 2.000e-03, eta: 3 days, 4:58:39, time: 1.271, data_time: 0.092, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8783, loss_cls: 1.1830, loss: 1.1830, grad_norm: 4.8431 2022-03-01 21:58:07,075 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 21:58:07,151 - mmaction - INFO - 110 BN found 2022-03-01 22:03:03,520 - mmaction - INFO - BN stats updated 2022-03-01 22:03:05,527 - mmaction - INFO - Saving checkpoint at 315 epochs 2022-03-01 22:03:08,155 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 22:04:38,021 - mmaction - INFO - Epoch [316][20/939] lr: 2.000e-03, eta: 3 days, 4:58:15, time: 4.492, data_time: 3.196, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8750, loss_cls: 1.1520, loss: 1.1520, grad_norm: 4.7636 2022-03-01 22:05:02,999 - mmaction - INFO - Epoch [316][40/939] lr: 2.000e-03, eta: 3 days, 4:57:19, time: 1.248, data_time: 0.081, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8715, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.9857 2022-03-01 22:05:27,707 - mmaction - INFO - Epoch [316][60/939] lr: 2.000e-03, eta: 3 days, 4:56:23, time: 1.236, data_time: 0.069, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8775, loss_cls: 1.1586, loss: 1.1586, grad_norm: 4.8578 2022-03-01 22:05:52,557 - mmaction - INFO - Epoch [316][80/939] lr: 2.000e-03, eta: 3 days, 4:55:27, time: 1.242, data_time: 0.069, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8756, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.9099 2022-03-01 22:06:17,829 - mmaction - INFO - Epoch [316][100/939] lr: 2.000e-03, eta: 3 days, 4:54:32, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7221, top5_acc: 0.8736, loss_cls: 1.1868, loss: 1.1868, grad_norm: 4.8865 2022-03-01 22:06:42,172 - mmaction - INFO - Epoch [316][120/939] lr: 2.000e-03, eta: 3 days, 4:53:35, time: 1.217, data_time: 0.061, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8775, loss_cls: 1.1768, loss: 1.1768, grad_norm: 4.9955 2022-03-01 22:07:06,957 - mmaction - INFO - Epoch [316][140/939] lr: 2.000e-03, eta: 3 days, 4:52:39, time: 1.239, data_time: 0.063, memory: 9654, top1_acc: 0.7213, top5_acc: 0.8742, loss_cls: 1.1888, loss: 1.1888, grad_norm: 4.8712 2022-03-01 22:07:31,639 - mmaction - INFO - Epoch [316][160/939] lr: 2.000e-03, eta: 3 days, 4:51:43, time: 1.234, data_time: 0.066, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8703, loss_cls: 1.2315, loss: 1.2315, grad_norm: 4.9438 2022-03-01 22:07:56,817 - mmaction - INFO - Epoch [316][180/939] lr: 2.000e-03, eta: 3 days, 4:50:48, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8824, loss_cls: 1.1583, loss: 1.1583, grad_norm: 4.9508 2022-03-01 22:08:21,386 - mmaction - INFO - Epoch [316][200/939] lr: 2.000e-03, eta: 3 days, 4:49:52, time: 1.228, data_time: 0.072, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8789, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.9659 2022-03-01 22:08:45,764 - mmaction - INFO - Epoch [316][220/939] lr: 2.000e-03, eta: 3 days, 4:48:55, time: 1.218, data_time: 0.070, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8814, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.9070 2022-03-01 22:09:10,742 - mmaction - INFO - Epoch [316][240/939] lr: 2.000e-03, eta: 3 days, 4:47:59, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8775, loss_cls: 1.1846, loss: 1.1846, grad_norm: 4.9617 2022-03-01 22:09:35,408 - mmaction - INFO - Epoch [316][260/939] lr: 2.000e-03, eta: 3 days, 4:47:03, time: 1.234, data_time: 0.067, memory: 9654, top1_acc: 0.7061, top5_acc: 0.8688, loss_cls: 1.2384, loss: 1.2384, grad_norm: 5.0180 2022-03-01 22:10:00,629 - mmaction - INFO - Epoch [316][280/939] lr: 2.000e-03, eta: 3 days, 4:46:08, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8758, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.9808 2022-03-01 22:10:26,158 - mmaction - INFO - Epoch [316][300/939] lr: 2.000e-03, eta: 3 days, 4:45:14, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7158, top5_acc: 0.8793, loss_cls: 1.1616, loss: 1.1616, grad_norm: 4.8888 2022-03-01 22:10:51,794 - mmaction - INFO - Epoch [316][320/939] lr: 2.000e-03, eta: 3 days, 4:44:20, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8801, loss_cls: 1.1779, loss: 1.1779, grad_norm: 4.8641 2022-03-01 22:11:16,574 - mmaction - INFO - Epoch [316][340/939] lr: 2.000e-03, eta: 3 days, 4:43:24, time: 1.238, data_time: 0.064, memory: 9654, top1_acc: 0.7166, top5_acc: 0.8715, loss_cls: 1.1885, loss: 1.1885, grad_norm: 4.9226 2022-03-01 22:11:41,405 - mmaction - INFO - Epoch [316][360/939] lr: 2.000e-03, eta: 3 days, 4:42:28, time: 1.242, data_time: 0.067, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8779, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.9461 2022-03-01 22:12:06,704 - mmaction - INFO - Epoch [316][380/939] lr: 2.000e-03, eta: 3 days, 4:41:34, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8723, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.9750 2022-03-01 22:12:31,425 - mmaction - INFO - Epoch [316][400/939] lr: 2.000e-03, eta: 3 days, 4:40:38, time: 1.235, data_time: 0.068, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8703, loss_cls: 1.2069, loss: 1.2069, grad_norm: 4.9655 2022-03-01 22:12:56,234 - mmaction - INFO - Epoch [316][420/939] lr: 2.000e-03, eta: 3 days, 4:39:42, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.7080, top5_acc: 0.8738, loss_cls: 1.2128, loss: 1.2128, grad_norm: 5.0271 2022-03-01 22:13:20,814 - mmaction - INFO - Epoch [316][440/939] lr: 2.000e-03, eta: 3 days, 4:38:46, time: 1.229, data_time: 0.066, memory: 9654, top1_acc: 0.7189, top5_acc: 0.8840, loss_cls: 1.1524, loss: 1.1524, grad_norm: 4.9570 2022-03-01 22:13:45,384 - mmaction - INFO - Epoch [316][460/939] lr: 2.000e-03, eta: 3 days, 4:37:50, time: 1.228, data_time: 0.067, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8732, loss_cls: 1.2066, loss: 1.2066, grad_norm: 5.0290 2022-03-01 22:14:11,655 - mmaction - INFO - Epoch [316][480/939] lr: 2.000e-03, eta: 3 days, 4:36:57, time: 1.314, data_time: 0.065, memory: 9654, top1_acc: 0.7260, top5_acc: 0.8775, loss_cls: 1.1604, loss: 1.1604, grad_norm: 4.8871 2022-03-01 22:14:36,448 - mmaction - INFO - Epoch [316][500/939] lr: 2.000e-03, eta: 3 days, 4:36:01, time: 1.238, data_time: 0.061, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8852, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.9941 2022-03-01 22:15:01,734 - mmaction - INFO - Epoch [316][520/939] lr: 2.000e-03, eta: 3 days, 4:35:07, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8807, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.9276 2022-03-01 22:15:26,127 - mmaction - INFO - Epoch [316][540/939] lr: 2.000e-03, eta: 3 days, 4:34:10, time: 1.219, data_time: 0.063, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8705, loss_cls: 1.2105, loss: 1.2105, grad_norm: 4.9864 2022-03-01 22:15:51,361 - mmaction - INFO - Epoch [316][560/939] lr: 2.000e-03, eta: 3 days, 4:33:15, time: 1.261, data_time: 0.070, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8764, loss_cls: 1.1884, loss: 1.1884, grad_norm: 5.0435 2022-03-01 22:16:16,118 - mmaction - INFO - Epoch [316][580/939] lr: 2.000e-03, eta: 3 days, 4:32:20, time: 1.240, data_time: 0.069, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8701, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.9540 2022-03-01 22:16:40,711 - mmaction - INFO - Epoch [316][600/939] lr: 2.000e-03, eta: 3 days, 4:31:24, time: 1.230, data_time: 0.065, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8764, loss_cls: 1.1908, loss: 1.1908, grad_norm: 4.9183 2022-03-01 22:17:05,874 - mmaction - INFO - Epoch [316][620/939] lr: 2.000e-03, eta: 3 days, 4:30:29, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8746, loss_cls: 1.1992, loss: 1.1992, grad_norm: 4.9102 2022-03-01 22:17:30,882 - mmaction - INFO - Epoch [316][640/939] lr: 2.000e-03, eta: 3 days, 4:29:34, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8680, loss_cls: 1.1898, loss: 1.1898, grad_norm: 4.9482 2022-03-01 22:17:55,656 - mmaction - INFO - Epoch [316][660/939] lr: 2.000e-03, eta: 3 days, 4:28:38, time: 1.238, data_time: 0.065, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8791, loss_cls: 1.1643, loss: 1.1643, grad_norm: 4.8742 2022-03-01 22:18:20,122 - mmaction - INFO - Epoch [316][680/939] lr: 2.000e-03, eta: 3 days, 4:27:42, time: 1.224, data_time: 0.066, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8807, loss_cls: 1.1671, loss: 1.1671, grad_norm: 4.9755 2022-03-01 22:18:44,938 - mmaction - INFO - Epoch [316][700/939] lr: 2.000e-03, eta: 3 days, 4:26:47, time: 1.240, data_time: 0.061, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8846, loss_cls: 1.1467, loss: 1.1467, grad_norm: 4.8399 2022-03-01 22:19:09,868 - mmaction - INFO - Epoch [316][720/939] lr: 2.000e-03, eta: 3 days, 4:25:51, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8773, loss_cls: 1.1841, loss: 1.1841, grad_norm: 5.0399 2022-03-01 22:19:35,159 - mmaction - INFO - Epoch [316][740/939] lr: 2.000e-03, eta: 3 days, 4:24:57, time: 1.265, data_time: 0.061, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8717, loss_cls: 1.2070, loss: 1.2070, grad_norm: 5.0091 2022-03-01 22:19:59,982 - mmaction - INFO - Epoch [316][760/939] lr: 2.000e-03, eta: 3 days, 4:24:01, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8844, loss_cls: 1.1516, loss: 1.1516, grad_norm: 4.8728 2022-03-01 22:20:24,289 - mmaction - INFO - Epoch [316][780/939] lr: 2.000e-03, eta: 3 days, 4:23:05, time: 1.216, data_time: 0.064, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8707, loss_cls: 1.2119, loss: 1.2119, grad_norm: 4.9762 2022-03-01 22:20:49,912 - mmaction - INFO - Epoch [316][800/939] lr: 2.000e-03, eta: 3 days, 4:22:11, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7225, top5_acc: 0.8801, loss_cls: 1.1411, loss: 1.1411, grad_norm: 4.9163 2022-03-01 22:21:15,815 - mmaction - INFO - Epoch [316][820/939] lr: 2.000e-03, eta: 3 days, 4:21:18, time: 1.296, data_time: 0.062, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8807, loss_cls: 1.1646, loss: 1.1646, grad_norm: 4.9205 2022-03-01 22:21:40,782 - mmaction - INFO - Epoch [316][840/939] lr: 2.000e-03, eta: 3 days, 4:20:23, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8740, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.9365 2022-03-01 22:22:06,045 - mmaction - INFO - Epoch [316][860/939] lr: 2.000e-03, eta: 3 days, 4:19:29, time: 1.262, data_time: 0.060, memory: 9654, top1_acc: 0.7240, top5_acc: 0.8828, loss_cls: 1.1428, loss: 1.1428, grad_norm: 4.8444 2022-03-01 22:22:31,262 - mmaction - INFO - Epoch [316][880/939] lr: 2.000e-03, eta: 3 days, 4:18:34, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8771, loss_cls: 1.1595, loss: 1.1595, grad_norm: 4.8909 2022-03-01 22:22:56,280 - mmaction - INFO - Epoch [316][900/939] lr: 2.000e-03, eta: 3 days, 4:17:39, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7221, top5_acc: 0.8844, loss_cls: 1.1631, loss: 1.1631, grad_norm: 4.9232 2022-03-01 22:23:20,496 - mmaction - INFO - Epoch [316][920/939] lr: 2.000e-03, eta: 3 days, 4:16:43, time: 1.212, data_time: 0.063, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8756, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.8817 2022-03-01 22:23:50,542 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 22:26:05,911 - mmaction - INFO - Epoch [317][20/939] lr: 2.000e-03, eta: 3 days, 4:17:51, time: 6.767, data_time: 5.406, memory: 9654, top1_acc: 0.7275, top5_acc: 0.8770, loss_cls: 1.1524, loss: 1.1524, grad_norm: 4.8729 2022-03-01 22:26:29,922 - mmaction - INFO - Epoch [317][40/939] lr: 2.000e-03, eta: 3 days, 4:16:54, time: 1.201, data_time: 0.070, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8736, loss_cls: 1.2119, loss: 1.2119, grad_norm: 5.0208 2022-03-01 22:26:55,220 - mmaction - INFO - Epoch [317][60/939] lr: 2.000e-03, eta: 3 days, 4:16:00, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8846, loss_cls: 1.1444, loss: 1.1444, grad_norm: 4.9094 2022-03-01 22:27:19,075 - mmaction - INFO - Epoch [317][80/939] lr: 2.000e-03, eta: 3 days, 4:15:03, time: 1.194, data_time: 0.069, memory: 9654, top1_acc: 0.7271, top5_acc: 0.8809, loss_cls: 1.1408, loss: 1.1408, grad_norm: 4.8978 2022-03-01 22:27:44,329 - mmaction - INFO - Epoch [317][100/939] lr: 2.000e-03, eta: 3 days, 4:14:08, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7240, top5_acc: 0.8760, loss_cls: 1.1870, loss: 1.1870, grad_norm: 4.9739 2022-03-01 22:28:09,450 - mmaction - INFO - Epoch [317][120/939] lr: 2.000e-03, eta: 3 days, 4:13:14, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8730, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.0130 2022-03-01 22:28:33,791 - mmaction - INFO - Epoch [317][140/939] lr: 2.000e-03, eta: 3 days, 4:12:17, time: 1.217, data_time: 0.066, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8764, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.9758 2022-03-01 22:28:58,427 - mmaction - INFO - Epoch [317][160/939] lr: 2.000e-03, eta: 3 days, 4:11:22, time: 1.232, data_time: 0.065, memory: 9654, top1_acc: 0.7064, top5_acc: 0.8703, loss_cls: 1.2372, loss: 1.2372, grad_norm: 5.1134 2022-03-01 22:29:23,198 - mmaction - INFO - Epoch [317][180/939] lr: 2.000e-03, eta: 3 days, 4:10:26, time: 1.239, data_time: 0.064, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8807, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.9031 2022-03-01 22:29:49,029 - mmaction - INFO - Epoch [317][200/939] lr: 2.000e-03, eta: 3 days, 4:09:33, time: 1.292, data_time: 0.065, memory: 9654, top1_acc: 0.7115, top5_acc: 0.8729, loss_cls: 1.2002, loss: 1.2002, grad_norm: 5.0055 2022-03-01 22:30:13,773 - mmaction - INFO - Epoch [317][220/939] lr: 2.000e-03, eta: 3 days, 4:08:38, time: 1.237, data_time: 0.060, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8787, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.9678 2022-03-01 22:30:39,963 - mmaction - INFO - Epoch [317][240/939] lr: 2.000e-03, eta: 3 days, 4:07:46, time: 1.309, data_time: 0.063, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8791, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.8587 2022-03-01 22:31:06,264 - mmaction - INFO - Epoch [317][260/939] lr: 2.000e-03, eta: 3 days, 4:06:53, time: 1.315, data_time: 0.066, memory: 9654, top1_acc: 0.7264, top5_acc: 0.8793, loss_cls: 1.1709, loss: 1.1709, grad_norm: 4.9174 2022-03-01 22:31:30,857 - mmaction - INFO - Epoch [317][280/939] lr: 2.000e-03, eta: 3 days, 4:05:58, time: 1.230, data_time: 0.067, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8738, loss_cls: 1.2001, loss: 1.2001, grad_norm: 5.0269 2022-03-01 22:31:56,002 - mmaction - INFO - Epoch [317][300/939] lr: 2.000e-03, eta: 3 days, 4:05:03, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8885, loss_cls: 1.1169, loss: 1.1169, grad_norm: 4.7919 2022-03-01 22:32:20,993 - mmaction - INFO - Epoch [317][320/939] lr: 2.000e-03, eta: 3 days, 4:04:09, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8779, loss_cls: 1.1919, loss: 1.1919, grad_norm: 5.1078 2022-03-01 22:32:44,937 - mmaction - INFO - Epoch [317][340/939] lr: 2.000e-03, eta: 3 days, 4:03:12, time: 1.198, data_time: 0.061, memory: 9654, top1_acc: 0.7115, top5_acc: 0.8758, loss_cls: 1.1866, loss: 1.1866, grad_norm: 4.9547 2022-03-01 22:33:10,340 - mmaction - INFO - Epoch [317][360/939] lr: 2.000e-03, eta: 3 days, 4:02:18, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7166, top5_acc: 0.8758, loss_cls: 1.1880, loss: 1.1880, grad_norm: 5.0339 2022-03-01 22:33:35,582 - mmaction - INFO - Epoch [317][380/939] lr: 2.000e-03, eta: 3 days, 4:01:24, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8738, loss_cls: 1.1964, loss: 1.1964, grad_norm: 5.0023 2022-03-01 22:34:00,337 - mmaction - INFO - Epoch [317][400/939] lr: 2.000e-03, eta: 3 days, 4:00:28, time: 1.238, data_time: 0.069, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8822, loss_cls: 1.1447, loss: 1.1447, grad_norm: 4.8524 2022-03-01 22:34:25,242 - mmaction - INFO - Epoch [317][420/939] lr: 2.000e-03, eta: 3 days, 3:59:34, time: 1.246, data_time: 0.070, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8746, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.0361 2022-03-01 22:34:49,959 - mmaction - INFO - Epoch [317][440/939] lr: 2.000e-03, eta: 3 days, 3:58:38, time: 1.234, data_time: 0.077, memory: 9654, top1_acc: 0.7162, top5_acc: 0.8760, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.0260 2022-03-01 22:35:15,285 - mmaction - INFO - Epoch [317][460/939] lr: 2.000e-03, eta: 3 days, 3:57:44, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8703, loss_cls: 1.1983, loss: 1.1983, grad_norm: 5.0218 2022-03-01 22:35:40,603 - mmaction - INFO - Epoch [317][480/939] lr: 2.000e-03, eta: 3 days, 3:56:50, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8812, loss_cls: 1.1643, loss: 1.1643, grad_norm: 4.9964 2022-03-01 22:36:05,285 - mmaction - INFO - Epoch [317][500/939] lr: 2.000e-03, eta: 3 days, 3:55:55, time: 1.234, data_time: 0.071, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8865, loss_cls: 1.1287, loss: 1.1287, grad_norm: 4.9234 2022-03-01 22:36:30,254 - mmaction - INFO - Epoch [317][520/939] lr: 2.000e-03, eta: 3 days, 3:55:01, time: 1.249, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8820, loss_cls: 1.1585, loss: 1.1585, grad_norm: 4.9019 2022-03-01 22:36:55,420 - mmaction - INFO - Epoch [317][540/939] lr: 2.000e-03, eta: 3 days, 3:54:06, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8730, loss_cls: 1.1783, loss: 1.1783, grad_norm: 4.8946 2022-03-01 22:37:20,660 - mmaction - INFO - Epoch [317][560/939] lr: 2.000e-03, eta: 3 days, 3:53:12, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7127, top5_acc: 0.8721, loss_cls: 1.2169, loss: 1.2169, grad_norm: 5.0129 2022-03-01 22:37:45,024 - mmaction - INFO - Epoch [317][580/939] lr: 2.000e-03, eta: 3 days, 3:52:16, time: 1.218, data_time: 0.065, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8752, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.9794 2022-03-01 22:38:09,770 - mmaction - INFO - Epoch [317][600/939] lr: 2.000e-03, eta: 3 days, 3:51:21, time: 1.236, data_time: 0.069, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8707, loss_cls: 1.1902, loss: 1.1902, grad_norm: 4.9713 2022-03-01 22:38:34,514 - mmaction - INFO - Epoch [317][620/939] lr: 2.000e-03, eta: 3 days, 3:50:26, time: 1.239, data_time: 0.067, memory: 9654, top1_acc: 0.7240, top5_acc: 0.8814, loss_cls: 1.1419, loss: 1.1419, grad_norm: 4.8580 2022-03-01 22:38:59,735 - mmaction - INFO - Epoch [317][640/939] lr: 2.000e-03, eta: 3 days, 3:49:32, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8797, loss_cls: 1.1611, loss: 1.1611, grad_norm: 4.9849 2022-03-01 22:39:24,322 - mmaction - INFO - Epoch [317][660/939] lr: 2.000e-03, eta: 3 days, 3:48:37, time: 1.229, data_time: 0.071, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8777, loss_cls: 1.1664, loss: 1.1664, grad_norm: 4.9812 2022-03-01 22:39:49,600 - mmaction - INFO - Epoch [317][680/939] lr: 2.000e-03, eta: 3 days, 3:47:43, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8828, loss_cls: 1.1729, loss: 1.1729, grad_norm: 4.9218 2022-03-01 22:40:14,491 - mmaction - INFO - Epoch [317][700/939] lr: 2.000e-03, eta: 3 days, 3:46:48, time: 1.245, data_time: 0.067, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8883, loss_cls: 1.1456, loss: 1.1456, grad_norm: 4.8793 2022-03-01 22:40:40,262 - mmaction - INFO - Epoch [317][720/939] lr: 2.000e-03, eta: 3 days, 3:45:56, time: 1.289, data_time: 0.061, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8752, loss_cls: 1.1902, loss: 1.1902, grad_norm: 5.0336 2022-03-01 22:41:05,954 - mmaction - INFO - Epoch [317][740/939] lr: 2.000e-03, eta: 3 days, 3:45:03, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8795, loss_cls: 1.1609, loss: 1.1609, grad_norm: 4.9485 2022-03-01 22:41:30,059 - mmaction - INFO - Epoch [317][760/939] lr: 2.000e-03, eta: 3 days, 3:44:06, time: 1.205, data_time: 0.066, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8723, loss_cls: 1.1915, loss: 1.1915, grad_norm: 4.9872 2022-03-01 22:41:54,509 - mmaction - INFO - Epoch [317][780/939] lr: 2.000e-03, eta: 3 days, 3:43:11, time: 1.222, data_time: 0.068, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8760, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.8908 2022-03-01 22:42:19,464 - mmaction - INFO - Epoch [317][800/939] lr: 2.000e-03, eta: 3 days, 3:42:16, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.7271, top5_acc: 0.8793, loss_cls: 1.1528, loss: 1.1528, grad_norm: 4.9229 2022-03-01 22:42:44,452 - mmaction - INFO - Epoch [317][820/939] lr: 2.000e-03, eta: 3 days, 3:41:22, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8807, loss_cls: 1.1239, loss: 1.1239, grad_norm: 4.9078 2022-03-01 22:43:09,475 - mmaction - INFO - Epoch [317][840/939] lr: 2.000e-03, eta: 3 days, 3:40:28, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8805, loss_cls: 1.1459, loss: 1.1459, grad_norm: 4.9603 2022-03-01 22:43:34,242 - mmaction - INFO - Epoch [317][860/939] lr: 2.000e-03, eta: 3 days, 3:39:33, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8785, loss_cls: 1.1743, loss: 1.1743, grad_norm: 5.0371 2022-03-01 22:43:59,310 - mmaction - INFO - Epoch [317][880/939] lr: 2.000e-03, eta: 3 days, 3:38:39, time: 1.254, data_time: 0.060, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8762, loss_cls: 1.1894, loss: 1.1894, grad_norm: 5.0406 2022-03-01 22:44:24,273 - mmaction - INFO - Epoch [317][900/939] lr: 2.000e-03, eta: 3 days, 3:37:44, time: 1.248, data_time: 0.071, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8752, loss_cls: 1.1652, loss: 1.1652, grad_norm: 4.9921 2022-03-01 22:44:48,770 - mmaction - INFO - Epoch [317][920/939] lr: 2.000e-03, eta: 3 days, 3:36:49, time: 1.224, data_time: 0.062, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8801, loss_cls: 1.1510, loss: 1.1510, grad_norm: 4.8807 2022-03-01 22:45:14,935 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 22:47:12,948 - mmaction - INFO - Epoch [318][20/939] lr: 2.000e-03, eta: 3 days, 3:37:21, time: 5.900, data_time: 4.579, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8824, loss_cls: 1.1662, loss: 1.1662, grad_norm: 4.9916 2022-03-01 22:47:36,200 - mmaction - INFO - Epoch [318][40/939] lr: 2.000e-03, eta: 3 days, 3:36:23, time: 1.163, data_time: 0.081, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8816, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.0634 2022-03-01 22:48:00,861 - mmaction - INFO - Epoch [318][60/939] lr: 2.000e-03, eta: 3 days, 3:35:28, time: 1.232, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8754, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.9623 2022-03-01 22:48:26,270 - mmaction - INFO - Epoch [318][80/939] lr: 2.000e-03, eta: 3 days, 3:34:35, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.7295, top5_acc: 0.8777, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.9150 2022-03-01 22:48:51,407 - mmaction - INFO - Epoch [318][100/939] lr: 2.000e-03, eta: 3 days, 3:33:41, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8875, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.9599 2022-03-01 22:49:16,181 - mmaction - INFO - Epoch [318][120/939] lr: 2.000e-03, eta: 3 days, 3:32:46, time: 1.238, data_time: 0.065, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8801, loss_cls: 1.1688, loss: 1.1688, grad_norm: 4.9638 2022-03-01 22:49:41,166 - mmaction - INFO - Epoch [318][140/939] lr: 2.000e-03, eta: 3 days, 3:31:52, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8756, loss_cls: 1.1969, loss: 1.1969, grad_norm: 5.0067 2022-03-01 22:50:06,785 - mmaction - INFO - Epoch [318][160/939] lr: 2.000e-03, eta: 3 days, 3:30:59, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8760, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.1084 2022-03-01 22:50:31,536 - mmaction - INFO - Epoch [318][180/939] lr: 2.000e-03, eta: 3 days, 3:30:04, time: 1.237, data_time: 0.068, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8734, loss_cls: 1.1974, loss: 1.1974, grad_norm: 4.9981 2022-03-01 22:50:56,980 - mmaction - INFO - Epoch [318][200/939] lr: 2.000e-03, eta: 3 days, 3:29:11, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7256, top5_acc: 0.8752, loss_cls: 1.1510, loss: 1.1510, grad_norm: 4.9140 2022-03-01 22:51:21,341 - mmaction - INFO - Epoch [318][220/939] lr: 2.000e-03, eta: 3 days, 3:28:16, time: 1.218, data_time: 0.070, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8727, loss_cls: 1.1650, loss: 1.1650, grad_norm: 4.9500 2022-03-01 22:51:46,098 - mmaction - INFO - Epoch [318][240/939] lr: 2.000e-03, eta: 3 days, 3:27:21, time: 1.237, data_time: 0.068, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8750, loss_cls: 1.1799, loss: 1.1799, grad_norm: 4.9419 2022-03-01 22:52:10,670 - mmaction - INFO - Epoch [318][260/939] lr: 2.000e-03, eta: 3 days, 3:26:26, time: 1.229, data_time: 0.066, memory: 9654, top1_acc: 0.7264, top5_acc: 0.8838, loss_cls: 1.1360, loss: 1.1360, grad_norm: 4.9413 2022-03-01 22:52:36,071 - mmaction - INFO - Epoch [318][280/939] lr: 2.000e-03, eta: 3 days, 3:25:33, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7252, top5_acc: 0.8834, loss_cls: 1.1395, loss: 1.1395, grad_norm: 4.9532 2022-03-01 22:53:01,117 - mmaction - INFO - Epoch [318][300/939] lr: 2.000e-03, eta: 3 days, 3:24:39, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8707, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.0421 2022-03-01 22:53:25,793 - mmaction - INFO - Epoch [318][320/939] lr: 2.000e-03, eta: 3 days, 3:23:44, time: 1.234, data_time: 0.063, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8725, loss_cls: 1.2256, loss: 1.2256, grad_norm: 5.0587 2022-03-01 22:53:51,152 - mmaction - INFO - Epoch [318][340/939] lr: 2.000e-03, eta: 3 days, 3:22:51, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7283, top5_acc: 0.8830, loss_cls: 1.1417, loss: 1.1417, grad_norm: 4.8185 2022-03-01 22:54:15,995 - mmaction - INFO - Epoch [318][360/939] lr: 2.000e-03, eta: 3 days, 3:21:56, time: 1.243, data_time: 0.065, memory: 9654, top1_acc: 0.7084, top5_acc: 0.8775, loss_cls: 1.1944, loss: 1.1944, grad_norm: 5.0512 2022-03-01 22:54:41,102 - mmaction - INFO - Epoch [318][380/939] lr: 2.000e-03, eta: 3 days, 3:21:02, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7268, top5_acc: 0.8719, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.9663 2022-03-01 22:55:06,202 - mmaction - INFO - Epoch [318][400/939] lr: 2.000e-03, eta: 3 days, 3:20:09, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7213, top5_acc: 0.8736, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.9835 2022-03-01 22:55:31,269 - mmaction - INFO - Epoch [318][420/939] lr: 2.000e-03, eta: 3 days, 3:19:15, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8752, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.0088 2022-03-01 22:55:56,261 - mmaction - INFO - Epoch [318][440/939] lr: 2.000e-03, eta: 3 days, 3:18:21, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8750, loss_cls: 1.1707, loss: 1.1707, grad_norm: 5.0649 2022-03-01 22:56:20,997 - mmaction - INFO - Epoch [318][460/939] lr: 2.000e-03, eta: 3 days, 3:17:26, time: 1.236, data_time: 0.067, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8756, loss_cls: 1.1541, loss: 1.1541, grad_norm: 4.8815 2022-03-01 22:56:45,037 - mmaction - INFO - Epoch [318][480/939] lr: 2.000e-03, eta: 3 days, 3:16:30, time: 1.202, data_time: 0.068, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8842, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.0404 2022-03-01 22:57:09,513 - mmaction - INFO - Epoch [318][500/939] lr: 2.000e-03, eta: 3 days, 3:15:35, time: 1.224, data_time: 0.067, memory: 9654, top1_acc: 0.7084, top5_acc: 0.8666, loss_cls: 1.2298, loss: 1.2298, grad_norm: 5.1277 2022-03-01 22:57:35,139 - mmaction - INFO - Epoch [318][520/939] lr: 2.000e-03, eta: 3 days, 3:14:43, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8760, loss_cls: 1.1663, loss: 1.1663, grad_norm: 4.9920 2022-03-01 22:58:00,004 - mmaction - INFO - Epoch [318][540/939] lr: 2.000e-03, eta: 3 days, 3:13:49, time: 1.243, data_time: 0.064, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8678, loss_cls: 1.2337, loss: 1.2337, grad_norm: 5.1202 2022-03-01 22:58:25,137 - mmaction - INFO - Epoch [318][560/939] lr: 2.000e-03, eta: 3 days, 3:12:55, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8746, loss_cls: 1.1903, loss: 1.1903, grad_norm: 5.1113 2022-03-01 22:58:49,702 - mmaction - INFO - Epoch [318][580/939] lr: 2.000e-03, eta: 3 days, 3:12:00, time: 1.229, data_time: 0.065, memory: 9654, top1_acc: 0.7111, top5_acc: 0.8707, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.0452 2022-03-01 22:59:15,078 - mmaction - INFO - Epoch [318][600/939] lr: 2.000e-03, eta: 3 days, 3:11:07, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8760, loss_cls: 1.1803, loss: 1.1803, grad_norm: 5.0038 2022-03-01 22:59:39,954 - mmaction - INFO - Epoch [318][620/939] lr: 2.000e-03, eta: 3 days, 3:10:13, time: 1.244, data_time: 0.067, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8773, loss_cls: 1.1630, loss: 1.1630, grad_norm: 4.9695 2022-03-01 23:00:05,145 - mmaction - INFO - Epoch [318][640/939] lr: 2.000e-03, eta: 3 days, 3:09:19, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8756, loss_cls: 1.1965, loss: 1.1965, grad_norm: 4.9955 2022-03-01 23:00:30,608 - mmaction - INFO - Epoch [318][660/939] lr: 2.000e-03, eta: 3 days, 3:08:26, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8773, loss_cls: 1.1671, loss: 1.1671, grad_norm: 5.0069 2022-03-01 23:00:57,122 - mmaction - INFO - Epoch [318][680/939] lr: 2.000e-03, eta: 3 days, 3:07:36, time: 1.325, data_time: 0.061, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8822, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.0451 2022-03-01 23:01:21,507 - mmaction - INFO - Epoch [318][700/939] lr: 2.000e-03, eta: 3 days, 3:06:41, time: 1.220, data_time: 0.075, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8773, loss_cls: 1.1643, loss: 1.1643, grad_norm: 4.9841 2022-03-01 23:01:46,143 - mmaction - INFO - Epoch [318][720/939] lr: 2.000e-03, eta: 3 days, 3:05:46, time: 1.232, data_time: 0.064, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8736, loss_cls: 1.1797, loss: 1.1797, grad_norm: 4.9596 2022-03-01 23:02:10,991 - mmaction - INFO - Epoch [318][740/939] lr: 2.000e-03, eta: 3 days, 3:04:52, time: 1.242, data_time: 0.060, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8818, loss_cls: 1.1523, loss: 1.1523, grad_norm: 5.0564 2022-03-01 23:02:36,333 - mmaction - INFO - Epoch [318][760/939] lr: 2.000e-03, eta: 3 days, 3:03:59, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8740, loss_cls: 1.1910, loss: 1.1910, grad_norm: 5.0695 2022-03-01 23:03:01,620 - mmaction - INFO - Epoch [318][780/939] lr: 2.000e-03, eta: 3 days, 3:03:06, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8826, loss_cls: 1.1695, loss: 1.1695, grad_norm: 5.0477 2022-03-01 23:03:26,633 - mmaction - INFO - Epoch [318][800/939] lr: 2.000e-03, eta: 3 days, 3:02:12, time: 1.251, data_time: 0.061, memory: 9654, top1_acc: 0.7271, top5_acc: 0.8871, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.0778 2022-03-01 23:03:51,594 - mmaction - INFO - Epoch [318][820/939] lr: 2.000e-03, eta: 3 days, 3:01:18, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7248, top5_acc: 0.8834, loss_cls: 1.1505, loss: 1.1505, grad_norm: 4.9776 2022-03-01 23:04:16,423 - mmaction - INFO - Epoch [318][840/939] lr: 2.000e-03, eta: 3 days, 3:00:24, time: 1.243, data_time: 0.069, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8754, loss_cls: 1.1802, loss: 1.1802, grad_norm: 5.0338 2022-03-01 23:04:41,614 - mmaction - INFO - Epoch [318][860/939] lr: 2.000e-03, eta: 3 days, 2:59:31, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8826, loss_cls: 1.1766, loss: 1.1766, grad_norm: 5.0746 2022-03-01 23:05:06,308 - mmaction - INFO - Epoch [318][880/939] lr: 2.000e-03, eta: 3 days, 2:58:37, time: 1.235, data_time: 0.061, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8793, loss_cls: 1.1608, loss: 1.1608, grad_norm: 5.0701 2022-03-01 23:05:31,517 - mmaction - INFO - Epoch [318][900/939] lr: 2.000e-03, eta: 3 days, 2:57:43, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8789, loss_cls: 1.1667, loss: 1.1667, grad_norm: 5.0312 2022-03-01 23:05:56,872 - mmaction - INFO - Epoch [318][920/939] lr: 2.000e-03, eta: 3 days, 2:56:50, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8729, loss_cls: 1.1816, loss: 1.1816, grad_norm: 5.0683 2022-03-01 23:06:27,104 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-01 23:06:27,186 - mmaction - INFO - 110 BN found 2022-03-01 23:11:29,380 - mmaction - INFO - BN stats updated 2022-03-01 23:11:31,387 - mmaction - INFO - Saving checkpoint at 318 epochs 2022-03-01 23:15:22,411 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-01 23:15:23,337 - mmaction - INFO - top1_acc 0.6747 top5_acc 0.8671 2022-03-01 23:15:23,338 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-01 23:15:23,443 - mmaction - INFO - mean_acc 0.6746 2022-03-01 23:15:23,451 - mmaction - INFO - Epoch(val) [318][155] top1_acc: 0.6747, top5_acc: 0.8671, mean_class_accuracy: 0.6746 2022-03-01 23:15:24,235 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 23:17:11,822 - mmaction - INFO - Epoch [319][20/939] lr: 2.000e-03, eta: 3 days, 2:57:01, time: 5.379, data_time: 4.084, memory: 9654, top1_acc: 0.7385, top5_acc: 0.8854, loss_cls: 1.1003, loss: 1.1003, grad_norm: 4.8451 2022-03-01 23:17:35,339 - mmaction - INFO - Epoch [319][40/939] lr: 2.000e-03, eta: 3 days, 2:56:04, time: 1.176, data_time: 0.071, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8791, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.9974 2022-03-01 23:18:00,485 - mmaction - INFO - Epoch [319][60/939] lr: 2.000e-03, eta: 3 days, 2:55:11, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8711, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.0815 2022-03-01 23:18:25,547 - mmaction - INFO - Epoch [319][80/939] lr: 2.000e-03, eta: 3 days, 2:54:17, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8799, loss_cls: 1.1372, loss: 1.1372, grad_norm: 5.0565 2022-03-01 23:18:50,486 - mmaction - INFO - Epoch [319][100/939] lr: 2.000e-03, eta: 3 days, 2:53:24, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8828, loss_cls: 1.1427, loss: 1.1427, grad_norm: 5.0527 2022-03-01 23:19:15,138 - mmaction - INFO - Epoch [319][120/939] lr: 2.000e-03, eta: 3 days, 2:52:29, time: 1.234, data_time: 0.074, memory: 9654, top1_acc: 0.7283, top5_acc: 0.8746, loss_cls: 1.1765, loss: 1.1765, grad_norm: 4.9182 2022-03-01 23:19:39,983 - mmaction - INFO - Epoch [319][140/939] lr: 2.000e-03, eta: 3 days, 2:51:36, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8773, loss_cls: 1.1785, loss: 1.1785, grad_norm: 5.0692 2022-03-01 23:20:05,395 - mmaction - INFO - Epoch [319][160/939] lr: 2.000e-03, eta: 3 days, 2:50:43, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.6928, top5_acc: 0.8709, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.2136 2022-03-01 23:20:30,584 - mmaction - INFO - Epoch [319][180/939] lr: 2.000e-03, eta: 3 days, 2:49:50, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8857, loss_cls: 1.1422, loss: 1.1422, grad_norm: 5.0072 2022-03-01 23:20:56,413 - mmaction - INFO - Epoch [319][200/939] lr: 2.000e-03, eta: 3 days, 2:48:58, time: 1.292, data_time: 0.065, memory: 9654, top1_acc: 0.7291, top5_acc: 0.8863, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.0375 2022-03-01 23:21:21,105 - mmaction - INFO - Epoch [319][220/939] lr: 2.000e-03, eta: 3 days, 2:48:04, time: 1.235, data_time: 0.069, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8738, loss_cls: 1.1870, loss: 1.1870, grad_norm: 5.2148 2022-03-01 23:21:45,452 - mmaction - INFO - Epoch [319][240/939] lr: 2.000e-03, eta: 3 days, 2:47:09, time: 1.218, data_time: 0.069, memory: 9654, top1_acc: 0.7221, top5_acc: 0.8801, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.1122 2022-03-01 23:22:10,330 - mmaction - INFO - Epoch [319][260/939] lr: 2.000e-03, eta: 3 days, 2:46:15, time: 1.243, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8756, loss_cls: 1.1835, loss: 1.1835, grad_norm: 5.0359 2022-03-01 23:22:35,082 - mmaction - INFO - Epoch [319][280/939] lr: 2.000e-03, eta: 3 days, 2:45:21, time: 1.237, data_time: 0.070, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8814, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.1050 2022-03-01 23:23:00,066 - mmaction - INFO - Epoch [319][300/939] lr: 2.000e-03, eta: 3 days, 2:44:28, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8814, loss_cls: 1.1497, loss: 1.1497, grad_norm: 5.0749 2022-03-01 23:23:24,862 - mmaction - INFO - Epoch [319][320/939] lr: 2.000e-03, eta: 3 days, 2:43:34, time: 1.241, data_time: 0.068, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8764, loss_cls: 1.1663, loss: 1.1663, grad_norm: 5.0454 2022-03-01 23:23:49,822 - mmaction - INFO - Epoch [319][340/939] lr: 2.000e-03, eta: 3 days, 2:42:40, time: 1.248, data_time: 0.069, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8740, loss_cls: 1.1975, loss: 1.1975, grad_norm: 5.0717 2022-03-01 23:24:15,171 - mmaction - INFO - Epoch [319][360/939] lr: 2.000e-03, eta: 3 days, 2:41:48, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8695, loss_cls: 1.1999, loss: 1.1999, grad_norm: 5.0502 2022-03-01 23:24:40,297 - mmaction - INFO - Epoch [319][380/939] lr: 2.000e-03, eta: 3 days, 2:40:54, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8828, loss_cls: 1.1560, loss: 1.1560, grad_norm: 5.0437 2022-03-01 23:25:05,278 - mmaction - INFO - Epoch [319][400/939] lr: 2.000e-03, eta: 3 days, 2:40:01, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.7225, top5_acc: 0.8783, loss_cls: 1.1614, loss: 1.1614, grad_norm: 5.0770 2022-03-01 23:25:29,486 - mmaction - INFO - Epoch [319][420/939] lr: 2.000e-03, eta: 3 days, 2:39:06, time: 1.210, data_time: 0.065, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8803, loss_cls: 1.1544, loss: 1.1544, grad_norm: 5.0301 2022-03-01 23:25:54,577 - mmaction - INFO - Epoch [319][440/939] lr: 2.000e-03, eta: 3 days, 2:38:13, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7225, top5_acc: 0.8701, loss_cls: 1.1901, loss: 1.1901, grad_norm: 5.0238 2022-03-01 23:26:19,421 - mmaction - INFO - Epoch [319][460/939] lr: 2.000e-03, eta: 3 days, 2:37:19, time: 1.242, data_time: 0.070, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8771, loss_cls: 1.1503, loss: 1.1503, grad_norm: 4.8859 2022-03-01 23:26:44,947 - mmaction - INFO - Epoch [319][480/939] lr: 2.000e-03, eta: 3 days, 2:36:27, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8814, loss_cls: 1.1502, loss: 1.1502, grad_norm: 5.0176 2022-03-01 23:27:09,463 - mmaction - INFO - Epoch [319][500/939] lr: 2.000e-03, eta: 3 days, 2:35:33, time: 1.226, data_time: 0.062, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8785, loss_cls: 1.1575, loss: 1.1575, grad_norm: 4.9916 2022-03-01 23:27:34,109 - mmaction - INFO - Epoch [319][520/939] lr: 2.000e-03, eta: 3 days, 2:34:39, time: 1.232, data_time: 0.064, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8686, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.1160 2022-03-01 23:27:59,531 - mmaction - INFO - Epoch [319][540/939] lr: 2.000e-03, eta: 3 days, 2:33:46, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8723, loss_cls: 1.1848, loss: 1.1848, grad_norm: 5.0072 2022-03-01 23:28:23,453 - mmaction - INFO - Epoch [319][560/939] lr: 2.000e-03, eta: 3 days, 2:32:51, time: 1.196, data_time: 0.068, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8781, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.0762 2022-03-01 23:28:48,603 - mmaction - INFO - Epoch [319][580/939] lr: 2.000e-03, eta: 3 days, 2:31:58, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8732, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.1030 2022-03-01 23:29:13,602 - mmaction - INFO - Epoch [319][600/939] lr: 2.000e-03, eta: 3 days, 2:31:05, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7287, top5_acc: 0.8766, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.0020 2022-03-01 23:29:37,674 - mmaction - INFO - Epoch [319][620/939] lr: 2.000e-03, eta: 3 days, 2:30:10, time: 1.204, data_time: 0.067, memory: 9654, top1_acc: 0.7264, top5_acc: 0.8801, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.0618 2022-03-01 23:30:01,743 - mmaction - INFO - Epoch [319][640/939] lr: 2.000e-03, eta: 3 days, 2:29:15, time: 1.203, data_time: 0.066, memory: 9654, top1_acc: 0.7314, top5_acc: 0.8791, loss_cls: 1.1652, loss: 1.1652, grad_norm: 5.0257 2022-03-01 23:30:27,456 - mmaction - INFO - Epoch [319][660/939] lr: 2.000e-03, eta: 3 days, 2:28:23, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8715, loss_cls: 1.1978, loss: 1.1978, grad_norm: 5.0300 2022-03-01 23:30:53,674 - mmaction - INFO - Epoch [319][680/939] lr: 2.000e-03, eta: 3 days, 2:27:32, time: 1.311, data_time: 0.071, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8807, loss_cls: 1.1798, loss: 1.1798, grad_norm: 5.1018 2022-03-01 23:31:19,346 - mmaction - INFO - Epoch [319][700/939] lr: 2.000e-03, eta: 3 days, 2:26:40, time: 1.282, data_time: 0.063, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8729, loss_cls: 1.1894, loss: 1.1894, grad_norm: 5.1102 2022-03-01 23:31:43,828 - mmaction - INFO - Epoch [319][720/939] lr: 2.000e-03, eta: 3 days, 2:25:46, time: 1.225, data_time: 0.066, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8779, loss_cls: 1.1690, loss: 1.1690, grad_norm: 5.0655 2022-03-01 23:32:09,036 - mmaction - INFO - Epoch [319][740/939] lr: 2.000e-03, eta: 3 days, 2:24:53, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8818, loss_cls: 1.1396, loss: 1.1396, grad_norm: 5.0084 2022-03-01 23:32:33,979 - mmaction - INFO - Epoch [319][760/939] lr: 2.000e-03, eta: 3 days, 2:24:00, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8750, loss_cls: 1.1928, loss: 1.1928, grad_norm: 5.1132 2022-03-01 23:32:59,138 - mmaction - INFO - Epoch [319][780/939] lr: 2.000e-03, eta: 3 days, 2:23:07, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8775, loss_cls: 1.1710, loss: 1.1710, grad_norm: 5.1000 2022-03-01 23:33:23,846 - mmaction - INFO - Epoch [319][800/939] lr: 2.000e-03, eta: 3 days, 2:22:13, time: 1.235, data_time: 0.062, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8762, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.1215 2022-03-01 23:33:48,950 - mmaction - INFO - Epoch [319][820/939] lr: 2.000e-03, eta: 3 days, 2:21:21, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8764, loss_cls: 1.1654, loss: 1.1654, grad_norm: 5.0191 2022-03-01 23:34:14,074 - mmaction - INFO - Epoch [319][840/939] lr: 2.000e-03, eta: 3 days, 2:20:28, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8764, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.0060 2022-03-01 23:34:38,520 - mmaction - INFO - Epoch [319][860/939] lr: 2.000e-03, eta: 3 days, 2:19:34, time: 1.223, data_time: 0.069, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8691, loss_cls: 1.1992, loss: 1.1992, grad_norm: 5.0598 2022-03-01 23:35:03,301 - mmaction - INFO - Epoch [319][880/939] lr: 2.000e-03, eta: 3 days, 2:18:40, time: 1.240, data_time: 0.067, memory: 9654, top1_acc: 0.7186, top5_acc: 0.8779, loss_cls: 1.1666, loss: 1.1666, grad_norm: 5.0652 2022-03-01 23:35:28,260 - mmaction - INFO - Epoch [319][900/939] lr: 2.000e-03, eta: 3 days, 2:17:47, time: 1.248, data_time: 0.069, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8730, loss_cls: 1.1737, loss: 1.1737, grad_norm: 5.0019 2022-03-01 23:35:53,245 - mmaction - INFO - Epoch [319][920/939] lr: 2.000e-03, eta: 3 days, 2:16:54, time: 1.249, data_time: 0.061, memory: 9654, top1_acc: 0.7295, top5_acc: 0.8750, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.0159 2022-03-01 23:36:23,030 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 23:38:42,382 - mmaction - INFO - Epoch [320][20/939] lr: 2.000e-03, eta: 3 days, 2:18:05, time: 6.967, data_time: 5.691, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8746, loss_cls: 1.1794, loss: 1.1794, grad_norm: 5.0723 2022-03-01 23:39:05,664 - mmaction - INFO - Epoch [320][40/939] lr: 2.000e-03, eta: 3 days, 2:17:08, time: 1.164, data_time: 0.073, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8801, loss_cls: 1.1195, loss: 1.1195, grad_norm: 4.9013 2022-03-01 23:39:30,713 - mmaction - INFO - Epoch [320][60/939] lr: 2.000e-03, eta: 3 days, 2:16:15, time: 1.253, data_time: 0.062, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8707, loss_cls: 1.1893, loss: 1.1893, grad_norm: 5.0200 2022-03-01 23:39:55,827 - mmaction - INFO - Epoch [320][80/939] lr: 2.000e-03, eta: 3 days, 2:15:23, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8771, loss_cls: 1.1536, loss: 1.1536, grad_norm: 5.0668 2022-03-01 23:40:21,373 - mmaction - INFO - Epoch [320][100/939] lr: 2.000e-03, eta: 3 days, 2:14:31, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8758, loss_cls: 1.1657, loss: 1.1657, grad_norm: 4.9750 2022-03-01 23:40:46,765 - mmaction - INFO - Epoch [320][120/939] lr: 2.000e-03, eta: 3 days, 2:13:38, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8725, loss_cls: 1.1885, loss: 1.1885, grad_norm: 5.0915 2022-03-01 23:41:12,044 - mmaction - INFO - Epoch [320][140/939] lr: 2.000e-03, eta: 3 days, 2:12:46, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7346, top5_acc: 0.8871, loss_cls: 1.1054, loss: 1.1054, grad_norm: 4.9809 2022-03-01 23:41:36,801 - mmaction - INFO - Epoch [320][160/939] lr: 2.000e-03, eta: 3 days, 2:11:53, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8801, loss_cls: 1.1552, loss: 1.1552, grad_norm: 5.1155 2022-03-01 23:42:01,350 - mmaction - INFO - Epoch [320][180/939] lr: 2.000e-03, eta: 3 days, 2:10:59, time: 1.225, data_time: 0.064, memory: 9654, top1_acc: 0.7256, top5_acc: 0.8869, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.0350 2022-03-01 23:42:25,934 - mmaction - INFO - Epoch [320][200/939] lr: 2.000e-03, eta: 3 days, 2:10:05, time: 1.231, data_time: 0.068, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8803, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.1447 2022-03-01 23:42:50,880 - mmaction - INFO - Epoch [320][220/939] lr: 2.000e-03, eta: 3 days, 2:09:12, time: 1.247, data_time: 0.069, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8783, loss_cls: 1.1572, loss: 1.1572, grad_norm: 5.0664 2022-03-01 23:43:15,797 - mmaction - INFO - Epoch [320][240/939] lr: 2.000e-03, eta: 3 days, 2:08:19, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8809, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.0309 2022-03-01 23:43:40,990 - mmaction - INFO - Epoch [320][260/939] lr: 2.000e-03, eta: 3 days, 2:07:26, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8773, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.1248 2022-03-01 23:44:05,204 - mmaction - INFO - Epoch [320][280/939] lr: 2.000e-03, eta: 3 days, 2:06:32, time: 1.211, data_time: 0.068, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8775, loss_cls: 1.1484, loss: 1.1484, grad_norm: 5.0634 2022-03-01 23:44:30,395 - mmaction - INFO - Epoch [320][300/939] lr: 2.000e-03, eta: 3 days, 2:05:39, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8750, loss_cls: 1.2127, loss: 1.2127, grad_norm: 5.2298 2022-03-01 23:44:55,889 - mmaction - INFO - Epoch [320][320/939] lr: 2.000e-03, eta: 3 days, 2:04:48, time: 1.277, data_time: 0.072, memory: 9654, top1_acc: 0.7229, top5_acc: 0.8754, loss_cls: 1.1744, loss: 1.1744, grad_norm: 5.1619 2022-03-01 23:45:21,508 - mmaction - INFO - Epoch [320][340/939] lr: 2.000e-03, eta: 3 days, 2:03:56, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8746, loss_cls: 1.1820, loss: 1.1820, grad_norm: 5.0269 2022-03-01 23:45:46,481 - mmaction - INFO - Epoch [320][360/939] lr: 2.000e-03, eta: 3 days, 2:03:03, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8797, loss_cls: 1.1415, loss: 1.1415, grad_norm: 5.0687 2022-03-01 23:46:11,537 - mmaction - INFO - Epoch [320][380/939] lr: 2.000e-03, eta: 3 days, 2:02:10, time: 1.253, data_time: 0.062, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8730, loss_cls: 1.1688, loss: 1.1688, grad_norm: 5.0467 2022-03-01 23:46:36,526 - mmaction - INFO - Epoch [320][400/939] lr: 2.000e-03, eta: 3 days, 2:01:17, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.7283, top5_acc: 0.8801, loss_cls: 1.1326, loss: 1.1326, grad_norm: 5.0376 2022-03-01 23:47:01,652 - mmaction - INFO - Epoch [320][420/939] lr: 2.000e-03, eta: 3 days, 2:00:25, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7252, top5_acc: 0.8791, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.9960 2022-03-01 23:47:26,419 - mmaction - INFO - Epoch [320][440/939] lr: 2.000e-03, eta: 3 days, 1:59:32, time: 1.238, data_time: 0.073, memory: 9654, top1_acc: 0.7146, top5_acc: 0.8783, loss_cls: 1.1791, loss: 1.1791, grad_norm: 5.1012 2022-03-01 23:47:51,024 - mmaction - INFO - Epoch [320][460/939] lr: 2.000e-03, eta: 3 days, 1:58:38, time: 1.231, data_time: 0.066, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8725, loss_cls: 1.1870, loss: 1.1870, grad_norm: 5.1679 2022-03-01 23:48:15,750 - mmaction - INFO - Epoch [320][480/939] lr: 2.000e-03, eta: 3 days, 1:57:45, time: 1.236, data_time: 0.069, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8756, loss_cls: 1.1756, loss: 1.1756, grad_norm: 5.1765 2022-03-01 23:48:40,679 - mmaction - INFO - Epoch [320][500/939] lr: 2.000e-03, eta: 3 days, 1:56:52, time: 1.245, data_time: 0.066, memory: 9654, top1_acc: 0.7326, top5_acc: 0.8859, loss_cls: 1.1188, loss: 1.1188, grad_norm: 4.9452 2022-03-01 23:49:05,961 - mmaction - INFO - Epoch [320][520/939] lr: 2.000e-03, eta: 3 days, 1:56:00, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8826, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.0540 2022-03-01 23:49:30,634 - mmaction - INFO - Epoch [320][540/939] lr: 2.000e-03, eta: 3 days, 1:55:07, time: 1.232, data_time: 0.062, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8762, loss_cls: 1.1772, loss: 1.1772, grad_norm: 5.0719 2022-03-01 23:49:55,683 - mmaction - INFO - Epoch [320][560/939] lr: 2.000e-03, eta: 3 days, 1:54:14, time: 1.253, data_time: 0.067, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8762, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.0787 2022-03-01 23:50:20,673 - mmaction - INFO - Epoch [320][580/939] lr: 2.000e-03, eta: 3 days, 1:53:21, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8797, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.1124 2022-03-01 23:50:45,827 - mmaction - INFO - Epoch [320][600/939] lr: 2.000e-03, eta: 3 days, 1:52:29, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7170, top5_acc: 0.8768, loss_cls: 1.1870, loss: 1.1870, grad_norm: 5.1925 2022-03-01 23:51:10,031 - mmaction - INFO - Epoch [320][620/939] lr: 2.000e-03, eta: 3 days, 1:51:35, time: 1.209, data_time: 0.063, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8779, loss_cls: 1.1633, loss: 1.1633, grad_norm: 5.0695 2022-03-01 23:51:35,070 - mmaction - INFO - Epoch [320][640/939] lr: 2.000e-03, eta: 3 days, 1:50:42, time: 1.254, data_time: 0.071, memory: 9654, top1_acc: 0.7100, top5_acc: 0.8799, loss_cls: 1.1927, loss: 1.1927, grad_norm: 5.1851 2022-03-01 23:52:00,634 - mmaction - INFO - Epoch [320][660/939] lr: 2.000e-03, eta: 3 days, 1:49:51, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7271, top5_acc: 0.8730, loss_cls: 1.1777, loss: 1.1777, grad_norm: 5.0719 2022-03-01 23:52:24,800 - mmaction - INFO - Epoch [320][680/939] lr: 2.000e-03, eta: 3 days, 1:48:57, time: 1.209, data_time: 0.065, memory: 9654, top1_acc: 0.7283, top5_acc: 0.8770, loss_cls: 1.1675, loss: 1.1675, grad_norm: 4.9892 2022-03-01 23:52:49,718 - mmaction - INFO - Epoch [320][700/939] lr: 2.000e-03, eta: 3 days, 1:48:04, time: 1.246, data_time: 0.110, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8725, loss_cls: 1.1919, loss: 1.1919, grad_norm: 5.1352 2022-03-01 23:53:14,445 - mmaction - INFO - Epoch [320][720/939] lr: 2.000e-03, eta: 3 days, 1:47:11, time: 1.235, data_time: 0.121, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8770, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.0597 2022-03-01 23:53:39,167 - mmaction - INFO - Epoch [320][740/939] lr: 2.000e-03, eta: 3 days, 1:46:18, time: 1.236, data_time: 0.140, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8791, loss_cls: 1.1575, loss: 1.1575, grad_norm: 5.0395 2022-03-01 23:54:04,227 - mmaction - INFO - Epoch [320][760/939] lr: 2.000e-03, eta: 3 days, 1:45:25, time: 1.253, data_time: 0.106, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8758, loss_cls: 1.1678, loss: 1.1678, grad_norm: 5.0564 2022-03-01 23:54:28,392 - mmaction - INFO - Epoch [320][780/939] lr: 2.000e-03, eta: 3 days, 1:44:31, time: 1.208, data_time: 0.060, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8822, loss_cls: 1.1301, loss: 1.1301, grad_norm: 5.0665 2022-03-01 23:54:52,825 - mmaction - INFO - Epoch [320][800/939] lr: 2.000e-03, eta: 3 days, 1:43:37, time: 1.222, data_time: 0.064, memory: 9654, top1_acc: 0.7182, top5_acc: 0.8770, loss_cls: 1.1757, loss: 1.1757, grad_norm: 5.1275 2022-03-01 23:55:17,857 - mmaction - INFO - Epoch [320][820/939] lr: 2.000e-03, eta: 3 days, 1:42:45, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8805, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.1394 2022-03-01 23:55:42,642 - mmaction - INFO - Epoch [320][840/939] lr: 2.000e-03, eta: 3 days, 1:41:52, time: 1.240, data_time: 0.072, memory: 9654, top1_acc: 0.7174, top5_acc: 0.8730, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.2027 2022-03-01 23:56:07,742 - mmaction - INFO - Epoch [320][860/939] lr: 2.000e-03, eta: 3 days, 1:41:00, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7299, top5_acc: 0.8836, loss_cls: 1.1397, loss: 1.1397, grad_norm: 5.0497 2022-03-01 23:56:31,685 - mmaction - INFO - Epoch [320][880/939] lr: 2.000e-03, eta: 3 days, 1:40:05, time: 1.199, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8820, loss_cls: 1.1354, loss: 1.1354, grad_norm: 5.1041 2022-03-01 23:56:56,036 - mmaction - INFO - Epoch [320][900/939] lr: 2.000e-03, eta: 3 days, 1:39:12, time: 1.216, data_time: 0.062, memory: 9654, top1_acc: 0.7268, top5_acc: 0.8850, loss_cls: 1.1460, loss: 1.1460, grad_norm: 5.0692 2022-03-01 23:57:21,246 - mmaction - INFO - Epoch [320][920/939] lr: 2.000e-03, eta: 3 days, 1:38:20, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8756, loss_cls: 1.1903, loss: 1.1903, grad_norm: 5.1833 2022-03-01 23:57:46,916 - mmaction - INFO - 0 subbns modified to 2. 2022-03-01 23:59:19,717 - mmaction - INFO - Epoch [321][20/939] lr: 2.000e-03, eta: 3 days, 1:38:00, time: 4.640, data_time: 3.361, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8783, loss_cls: 1.1673, loss: 1.1673, grad_norm: 5.1077 2022-03-01 23:59:44,433 - mmaction - INFO - Epoch [321][40/939] lr: 2.000e-03, eta: 3 days, 1:37:07, time: 1.235, data_time: 0.085, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8844, loss_cls: 1.1417, loss: 1.1417, grad_norm: 5.1092 2022-03-02 00:00:09,543 - mmaction - INFO - Epoch [321][60/939] lr: 2.000e-03, eta: 3 days, 1:36:15, time: 1.256, data_time: 0.072, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8697, loss_cls: 1.1989, loss: 1.1989, grad_norm: 5.2355 2022-03-02 00:00:35,272 - mmaction - INFO - Epoch [321][80/939] lr: 2.000e-03, eta: 3 days, 1:35:24, time: 1.287, data_time: 0.066, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8766, loss_cls: 1.1582, loss: 1.1582, grad_norm: 5.0362 2022-03-02 00:01:00,957 - mmaction - INFO - Epoch [321][100/939] lr: 2.000e-03, eta: 3 days, 1:34:33, time: 1.284, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8775, loss_cls: 1.1480, loss: 1.1480, grad_norm: 5.0423 2022-03-02 00:01:26,142 - mmaction - INFO - Epoch [321][120/939] lr: 2.000e-03, eta: 3 days, 1:33:41, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8701, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.1172 2022-03-02 00:01:51,130 - mmaction - INFO - Epoch [321][140/939] lr: 2.000e-03, eta: 3 days, 1:32:49, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8725, loss_cls: 1.1668, loss: 1.1668, grad_norm: 5.1089 2022-03-02 00:02:15,817 - mmaction - INFO - Epoch [321][160/939] lr: 2.000e-03, eta: 3 days, 1:31:56, time: 1.234, data_time: 0.067, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8785, loss_cls: 1.1744, loss: 1.1744, grad_norm: 5.0793 2022-03-02 00:02:41,419 - mmaction - INFO - Epoch [321][180/939] lr: 2.000e-03, eta: 3 days, 1:31:05, time: 1.279, data_time: 0.176, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8826, loss_cls: 1.1589, loss: 1.1589, grad_norm: 5.1171 2022-03-02 00:03:06,059 - mmaction - INFO - Epoch [321][200/939] lr: 2.000e-03, eta: 3 days, 1:30:12, time: 1.233, data_time: 0.116, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8754, loss_cls: 1.1629, loss: 1.1629, grad_norm: 5.1444 2022-03-02 00:03:30,855 - mmaction - INFO - Epoch [321][220/939] lr: 2.000e-03, eta: 3 days, 1:29:19, time: 1.240, data_time: 0.112, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8736, loss_cls: 1.1812, loss: 1.1812, grad_norm: 5.1383 2022-03-02 00:03:55,415 - mmaction - INFO - Epoch [321][240/939] lr: 2.000e-03, eta: 3 days, 1:28:26, time: 1.227, data_time: 0.099, memory: 9654, top1_acc: 0.7307, top5_acc: 0.8816, loss_cls: 1.1293, loss: 1.1293, grad_norm: 5.1128 2022-03-02 00:04:20,649 - mmaction - INFO - Epoch [321][260/939] lr: 2.000e-03, eta: 3 days, 1:27:34, time: 1.263, data_time: 0.144, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8736, loss_cls: 1.1687, loss: 1.1687, grad_norm: 5.1831 2022-03-02 00:04:45,320 - mmaction - INFO - Epoch [321][280/939] lr: 2.000e-03, eta: 3 days, 1:26:41, time: 1.232, data_time: 0.132, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8721, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.1891 2022-03-02 00:05:10,011 - mmaction - INFO - Epoch [321][300/939] lr: 2.000e-03, eta: 3 days, 1:25:48, time: 1.234, data_time: 0.108, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8770, loss_cls: 1.1864, loss: 1.1864, grad_norm: 5.2271 2022-03-02 00:05:34,346 - mmaction - INFO - Epoch [321][320/939] lr: 2.000e-03, eta: 3 days, 1:24:55, time: 1.217, data_time: 0.085, memory: 9654, top1_acc: 0.7154, top5_acc: 0.8727, loss_cls: 1.1949, loss: 1.1949, grad_norm: 5.1865 2022-03-02 00:05:59,283 - mmaction - INFO - Epoch [321][340/939] lr: 2.000e-03, eta: 3 days, 1:24:02, time: 1.247, data_time: 0.121, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8748, loss_cls: 1.1954, loss: 1.1954, grad_norm: 5.2759 2022-03-02 00:06:24,449 - mmaction - INFO - Epoch [321][360/939] lr: 2.000e-03, eta: 3 days, 1:23:10, time: 1.258, data_time: 0.084, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8818, loss_cls: 1.1347, loss: 1.1347, grad_norm: 5.0868 2022-03-02 00:06:49,239 - mmaction - INFO - Epoch [321][380/939] lr: 2.000e-03, eta: 3 days, 1:22:18, time: 1.241, data_time: 0.131, memory: 9654, top1_acc: 0.7256, top5_acc: 0.8859, loss_cls: 1.1258, loss: 1.1258, grad_norm: 5.1549 2022-03-02 00:07:14,196 - mmaction - INFO - Epoch [321][400/939] lr: 2.000e-03, eta: 3 days, 1:21:26, time: 1.247, data_time: 0.123, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8826, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.0849 2022-03-02 00:07:38,571 - mmaction - INFO - Epoch [321][420/939] lr: 2.000e-03, eta: 3 days, 1:20:32, time: 1.219, data_time: 0.089, memory: 9654, top1_acc: 0.7201, top5_acc: 0.8768, loss_cls: 1.1675, loss: 1.1675, grad_norm: 5.2231 2022-03-02 00:08:03,779 - mmaction - INFO - Epoch [321][440/939] lr: 2.000e-03, eta: 3 days, 1:19:40, time: 1.260, data_time: 0.098, memory: 9654, top1_acc: 0.7150, top5_acc: 0.8639, loss_cls: 1.2270, loss: 1.2270, grad_norm: 5.1915 2022-03-02 00:08:28,496 - mmaction - INFO - Epoch [321][460/939] lr: 2.000e-03, eta: 3 days, 1:18:48, time: 1.235, data_time: 0.109, memory: 9654, top1_acc: 0.7264, top5_acc: 0.8852, loss_cls: 1.1500, loss: 1.1500, grad_norm: 5.0942 2022-03-02 00:08:52,917 - mmaction - INFO - Epoch [321][480/939] lr: 2.000e-03, eta: 3 days, 1:17:55, time: 1.221, data_time: 0.103, memory: 9654, top1_acc: 0.7158, top5_acc: 0.8754, loss_cls: 1.2093, loss: 1.2093, grad_norm: 5.2255 2022-03-02 00:09:17,608 - mmaction - INFO - Epoch [321][500/939] lr: 2.000e-03, eta: 3 days, 1:17:02, time: 1.233, data_time: 0.120, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8742, loss_cls: 1.1592, loss: 1.1592, grad_norm: 5.1413 2022-03-02 00:09:41,725 - mmaction - INFO - Epoch [321][520/939] lr: 2.000e-03, eta: 3 days, 1:16:08, time: 1.208, data_time: 0.074, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8754, loss_cls: 1.1878, loss: 1.1878, grad_norm: 5.1841 2022-03-02 00:10:06,545 - mmaction - INFO - Epoch [321][540/939] lr: 2.000e-03, eta: 3 days, 1:15:16, time: 1.241, data_time: 0.106, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8863, loss_cls: 1.1057, loss: 1.1057, grad_norm: 5.0157 2022-03-02 00:10:32,588 - mmaction - INFO - Epoch [321][560/939] lr: 2.000e-03, eta: 3 days, 1:14:26, time: 1.302, data_time: 0.189, memory: 9654, top1_acc: 0.7256, top5_acc: 0.8883, loss_cls: 1.1210, loss: 1.1210, grad_norm: 5.1269 2022-03-02 00:10:57,339 - mmaction - INFO - Epoch [321][580/939] lr: 2.000e-03, eta: 3 days, 1:13:33, time: 1.237, data_time: 0.109, memory: 9654, top1_acc: 0.7139, top5_acc: 0.8721, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.2009 2022-03-02 00:11:22,459 - mmaction - INFO - Epoch [321][600/939] lr: 2.000e-03, eta: 3 days, 1:12:41, time: 1.257, data_time: 0.146, memory: 9654, top1_acc: 0.7107, top5_acc: 0.8691, loss_cls: 1.2124, loss: 1.2124, grad_norm: 5.2017 2022-03-02 00:11:47,522 - mmaction - INFO - Epoch [321][620/939] lr: 2.000e-03, eta: 3 days, 1:11:49, time: 1.253, data_time: 0.144, memory: 9654, top1_acc: 0.7225, top5_acc: 0.8811, loss_cls: 1.1458, loss: 1.1458, grad_norm: 5.0415 2022-03-02 00:12:12,596 - mmaction - INFO - Epoch [321][640/939] lr: 2.000e-03, eta: 3 days, 1:10:57, time: 1.254, data_time: 0.154, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8805, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.0706 2022-03-02 00:12:37,609 - mmaction - INFO - Epoch [321][660/939] lr: 2.000e-03, eta: 3 days, 1:10:05, time: 1.251, data_time: 0.141, memory: 9654, top1_acc: 0.7311, top5_acc: 0.8855, loss_cls: 1.1290, loss: 1.1290, grad_norm: 5.0640 2022-03-02 00:13:02,976 - mmaction - INFO - Epoch [321][680/939] lr: 2.000e-03, eta: 3 days, 1:09:14, time: 1.268, data_time: 0.152, memory: 9654, top1_acc: 0.7322, top5_acc: 0.8770, loss_cls: 1.1439, loss: 1.1439, grad_norm: 4.9816 2022-03-02 00:13:27,261 - mmaction - INFO - Epoch [321][700/939] lr: 2.000e-03, eta: 3 days, 1:08:21, time: 1.213, data_time: 0.100, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8795, loss_cls: 1.1858, loss: 1.1858, grad_norm: 5.2227 2022-03-02 00:13:52,160 - mmaction - INFO - Epoch [321][720/939] lr: 2.000e-03, eta: 3 days, 1:07:29, time: 1.247, data_time: 0.132, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8797, loss_cls: 1.1580, loss: 1.1580, grad_norm: 5.0056 2022-03-02 00:14:17,049 - mmaction - INFO - Epoch [321][740/939] lr: 2.000e-03, eta: 3 days, 1:06:36, time: 1.243, data_time: 0.131, memory: 9654, top1_acc: 0.7213, top5_acc: 0.8742, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.1759 2022-03-02 00:14:41,891 - mmaction - INFO - Epoch [321][760/939] lr: 2.000e-03, eta: 3 days, 1:05:44, time: 1.243, data_time: 0.126, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8795, loss_cls: 1.1862, loss: 1.1862, grad_norm: 5.1437 2022-03-02 00:15:06,934 - mmaction - INFO - Epoch [321][780/939] lr: 2.000e-03, eta: 3 days, 1:04:52, time: 1.252, data_time: 0.114, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8779, loss_cls: 1.1703, loss: 1.1703, grad_norm: 5.1542 2022-03-02 00:15:32,045 - mmaction - INFO - Epoch [321][800/939] lr: 2.000e-03, eta: 3 days, 1:04:01, time: 1.256, data_time: 0.136, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8799, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.2699 2022-03-02 00:15:56,854 - mmaction - INFO - Epoch [321][820/939] lr: 2.000e-03, eta: 3 days, 1:03:08, time: 1.241, data_time: 0.118, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8785, loss_cls: 1.1565, loss: 1.1565, grad_norm: 5.0693 2022-03-02 00:16:21,388 - mmaction - INFO - Epoch [321][840/939] lr: 2.000e-03, eta: 3 days, 1:02:16, time: 1.227, data_time: 0.115, memory: 9654, top1_acc: 0.7186, top5_acc: 0.8750, loss_cls: 1.1745, loss: 1.1745, grad_norm: 5.0944 2022-03-02 00:16:46,070 - mmaction - INFO - Epoch [321][860/939] lr: 2.000e-03, eta: 3 days, 1:01:23, time: 1.234, data_time: 0.108, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8811, loss_cls: 1.1538, loss: 1.1538, grad_norm: 5.1406 2022-03-02 00:17:10,225 - mmaction - INFO - Epoch [321][880/939] lr: 2.000e-03, eta: 3 days, 1:00:30, time: 1.207, data_time: 0.078, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8848, loss_cls: 1.1317, loss: 1.1317, grad_norm: 5.0984 2022-03-02 00:17:34,976 - mmaction - INFO - Epoch [321][900/939] lr: 2.000e-03, eta: 3 days, 0:59:37, time: 1.238, data_time: 0.101, memory: 9654, top1_acc: 0.7209, top5_acc: 0.8773, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.1082 2022-03-02 00:17:59,331 - mmaction - INFO - Epoch [321][920/939] lr: 2.000e-03, eta: 3 days, 0:58:44, time: 1.218, data_time: 0.087, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8730, loss_cls: 1.2032, loss: 1.2032, grad_norm: 5.2173 2022-03-02 00:18:35,492 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 00:18:35,590 - mmaction - INFO - 110 BN found 2022-03-02 00:23:53,119 - mmaction - INFO - BN stats updated 2022-03-02 00:23:55,125 - mmaction - INFO - Saving checkpoint at 321 epochs 2022-03-02 00:23:58,286 - mmaction - INFO - 0 subbns modified to 2. 2022-03-02 00:25:39,449 - mmaction - INFO - Epoch [322][20/939] lr: 2.000e-03, eta: 3 days, 0:58:40, time: 5.057, data_time: 3.709, memory: 9654, top1_acc: 0.7268, top5_acc: 0.8838, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.0838 2022-03-02 00:26:02,868 - mmaction - INFO - Epoch [322][40/939] lr: 2.000e-03, eta: 3 days, 0:57:46, time: 1.171, data_time: 0.081, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8795, loss_cls: 1.1516, loss: 1.1516, grad_norm: 5.0612 2022-03-02 00:26:28,259 - mmaction - INFO - Epoch [322][60/939] lr: 2.000e-03, eta: 3 days, 0:56:55, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8783, loss_cls: 1.1693, loss: 1.1693, grad_norm: 5.0996 2022-03-02 00:26:52,701 - mmaction - INFO - Epoch [322][80/939] lr: 2.000e-03, eta: 3 days, 0:56:02, time: 1.223, data_time: 0.068, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8795, loss_cls: 1.1603, loss: 1.1603, grad_norm: 5.1367 2022-03-02 00:27:17,902 - mmaction - INFO - Epoch [322][100/939] lr: 2.000e-03, eta: 3 days, 0:55:10, time: 1.260, data_time: 0.072, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8861, loss_cls: 1.1297, loss: 1.1297, grad_norm: 5.0687 2022-03-02 00:27:42,898 - mmaction - INFO - Epoch [322][120/939] lr: 2.000e-03, eta: 3 days, 0:54:19, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8748, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.1220 2022-03-02 00:28:07,863 - mmaction - INFO - Epoch [322][140/939] lr: 2.000e-03, eta: 3 days, 0:53:27, time: 1.248, data_time: 0.062, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8750, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.0952 2022-03-02 00:28:33,016 - mmaction - INFO - Epoch [322][160/939] lr: 2.000e-03, eta: 3 days, 0:52:35, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8723, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.1938 2022-03-02 00:28:58,092 - mmaction - INFO - Epoch [322][180/939] lr: 2.000e-03, eta: 3 days, 0:51:44, time: 1.253, data_time: 0.062, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8805, loss_cls: 1.1641, loss: 1.1641, grad_norm: 5.1847 2022-03-02 00:29:22,244 - mmaction - INFO - Epoch [322][200/939] lr: 2.000e-03, eta: 3 days, 0:50:50, time: 1.208, data_time: 0.061, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8770, loss_cls: 1.1459, loss: 1.1459, grad_norm: 5.0566 2022-03-02 00:29:47,546 - mmaction - INFO - Epoch [322][220/939] lr: 2.000e-03, eta: 3 days, 0:49:59, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7283, top5_acc: 0.8844, loss_cls: 1.1265, loss: 1.1265, grad_norm: 5.0330 2022-03-02 00:30:13,002 - mmaction - INFO - Epoch [322][240/939] lr: 2.000e-03, eta: 3 days, 0:49:08, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8881, loss_cls: 1.1304, loss: 1.1304, grad_norm: 5.1240 2022-03-02 00:30:38,804 - mmaction - INFO - Epoch [322][260/939] lr: 2.000e-03, eta: 3 days, 0:48:18, time: 1.291, data_time: 0.066, memory: 9654, top1_acc: 0.7193, top5_acc: 0.8756, loss_cls: 1.1942, loss: 1.1942, grad_norm: 5.2173 2022-03-02 00:31:04,441 - mmaction - INFO - Epoch [322][280/939] lr: 2.000e-03, eta: 3 days, 0:47:27, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7131, top5_acc: 0.8717, loss_cls: 1.1943, loss: 1.1943, grad_norm: 5.1981 2022-03-02 00:31:29,316 - mmaction - INFO - Epoch [322][300/939] lr: 2.000e-03, eta: 3 days, 0:46:36, time: 1.244, data_time: 0.068, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8684, loss_cls: 1.2022, loss: 1.2022, grad_norm: 5.1685 2022-03-02 00:31:54,610 - mmaction - INFO - Epoch [322][320/939] lr: 2.000e-03, eta: 3 days, 0:45:44, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7197, top5_acc: 0.8807, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.1343 2022-03-02 00:32:19,894 - mmaction - INFO - Epoch [322][340/939] lr: 2.000e-03, eta: 3 days, 0:44:53, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8795, loss_cls: 1.1489, loss: 1.1489, grad_norm: 5.1099 2022-03-02 00:32:44,742 - mmaction - INFO - Epoch [322][360/939] lr: 2.000e-03, eta: 3 days, 0:44:01, time: 1.243, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8826, loss_cls: 1.1346, loss: 1.1346, grad_norm: 4.9669 2022-03-02 00:33:10,497 - mmaction - INFO - Epoch [322][380/939] lr: 2.000e-03, eta: 3 days, 0:43:11, time: 1.288, data_time: 0.062, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8791, loss_cls: 1.1497, loss: 1.1497, grad_norm: 5.1139 2022-03-02 00:33:35,521 - mmaction - INFO - Epoch [322][400/939] lr: 2.000e-03, eta: 3 days, 0:42:20, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7119, top5_acc: 0.8678, loss_cls: 1.2405, loss: 1.2405, grad_norm: 5.2056 2022-03-02 00:34:00,765 - mmaction - INFO - Epoch [322][420/939] lr: 2.000e-03, eta: 3 days, 0:41:29, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7260, top5_acc: 0.8854, loss_cls: 1.1362, loss: 1.1362, grad_norm: 5.1077 2022-03-02 00:34:25,665 - mmaction - INFO - Epoch [322][440/939] lr: 2.000e-03, eta: 3 days, 0:40:37, time: 1.245, data_time: 0.057, memory: 9654, top1_acc: 0.7342, top5_acc: 0.8879, loss_cls: 1.1131, loss: 1.1131, grad_norm: 5.1032 2022-03-02 00:34:51,115 - mmaction - INFO - Epoch [322][460/939] lr: 2.000e-03, eta: 3 days, 0:39:46, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8736, loss_cls: 1.1668, loss: 1.1668, grad_norm: 5.1670 2022-03-02 00:35:15,403 - mmaction - INFO - Epoch [322][480/939] lr: 2.000e-03, eta: 3 days, 0:38:53, time: 1.214, data_time: 0.064, memory: 9654, top1_acc: 0.7135, top5_acc: 0.8758, loss_cls: 1.1860, loss: 1.1860, grad_norm: 5.1998 2022-03-02 00:35:40,221 - mmaction - INFO - Epoch [322][500/939] lr: 2.000e-03, eta: 3 days, 0:38:01, time: 1.240, data_time: 0.068, memory: 9654, top1_acc: 0.7275, top5_acc: 0.8723, loss_cls: 1.1603, loss: 1.1603, grad_norm: 5.0734 2022-03-02 00:36:05,189 - mmaction - INFO - Epoch [322][520/939] lr: 2.000e-03, eta: 3 days, 0:37:10, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7232, top5_acc: 0.8816, loss_cls: 1.1558, loss: 1.1558, grad_norm: 5.2092 2022-03-02 00:36:30,797 - mmaction - INFO - Epoch [322][540/939] lr: 2.000e-03, eta: 3 days, 0:36:19, time: 1.280, data_time: 0.114, memory: 9654, top1_acc: 0.7291, top5_acc: 0.8861, loss_cls: 1.1047, loss: 1.1047, grad_norm: 5.0786 2022-03-02 00:36:55,923 - mmaction - INFO - Epoch [322][560/939] lr: 2.000e-03, eta: 3 days, 0:35:28, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7217, top5_acc: 0.8797, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.1520 2022-03-02 00:37:21,220 - mmaction - INFO - Epoch [322][580/939] lr: 2.000e-03, eta: 3 days, 0:34:37, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8795, loss_cls: 1.1634, loss: 1.1634, grad_norm: 5.2339 2022-03-02 00:37:46,444 - mmaction - INFO - Epoch [322][600/939] lr: 2.000e-03, eta: 3 days, 0:33:46, time: 1.261, data_time: 0.078, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8779, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.2046 2022-03-02 00:38:11,216 - mmaction - INFO - Epoch [322][620/939] lr: 2.000e-03, eta: 3 days, 0:32:54, time: 1.238, data_time: 0.112, memory: 9654, top1_acc: 0.7178, top5_acc: 0.8791, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.1705 2022-03-02 00:38:36,171 - mmaction - INFO - Epoch [322][640/939] lr: 2.000e-03, eta: 3 days, 0:32:03, time: 1.249, data_time: 0.135, memory: 9654, top1_acc: 0.7236, top5_acc: 0.8807, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.2684 2022-03-02 00:39:01,180 - mmaction - INFO - Epoch [322][660/939] lr: 2.000e-03, eta: 3 days, 0:31:11, time: 1.250, data_time: 0.113, memory: 9654, top1_acc: 0.7244, top5_acc: 0.8770, loss_cls: 1.1629, loss: 1.1629, grad_norm: 5.1373 2022-03-02 00:39:26,729 - mmaction - INFO - Epoch [322][680/939] lr: 2.000e-03, eta: 3 days, 0:30:21, time: 1.278, data_time: 0.123, memory: 9654, top1_acc: 0.7205, top5_acc: 0.8738, loss_cls: 1.1851, loss: 1.1851, grad_norm: 5.1993 2022-03-02 00:39:51,299 - mmaction - INFO - Epoch [322][700/939] lr: 2.000e-03, eta: 3 days, 0:29:28, time: 1.228, data_time: 0.122, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8736, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.3315 2022-03-02 00:40:16,756 - mmaction - INFO - Epoch [322][720/939] lr: 2.000e-03, eta: 3 days, 0:28:38, time: 1.274, data_time: 0.162, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8742, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.1813 2022-03-02 00:40:41,777 - mmaction - INFO - Epoch [322][740/939] lr: 2.000e-03, eta: 3 days, 0:27:47, time: 1.250, data_time: 0.120, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8900, loss_cls: 1.1019, loss: 1.1019, grad_norm: 5.1342 2022-03-02 00:41:07,294 - mmaction - INFO - Epoch [322][760/939] lr: 2.000e-03, eta: 3 days, 0:26:56, time: 1.277, data_time: 0.152, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8744, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.1906 2022-03-02 00:41:32,344 - mmaction - INFO - Epoch [322][780/939] lr: 2.000e-03, eta: 3 days, 0:26:05, time: 1.252, data_time: 0.127, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8807, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.1030 2022-03-02 00:41:57,021 - mmaction - INFO - Epoch [322][800/939] lr: 2.000e-03, eta: 3 days, 0:25:13, time: 1.234, data_time: 0.109, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8783, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.2327 2022-03-02 00:42:21,551 - mmaction - INFO - Epoch [322][820/939] lr: 2.000e-03, eta: 3 days, 0:24:21, time: 1.226, data_time: 0.064, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8818, loss_cls: 1.1396, loss: 1.1396, grad_norm: 5.1856 2022-03-02 00:42:47,171 - mmaction - INFO - Epoch [322][840/939] lr: 2.000e-03, eta: 3 days, 0:23:30, time: 1.280, data_time: 0.073, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8812, loss_cls: 1.1662, loss: 1.1662, grad_norm: 5.2628 2022-03-02 00:43:12,351 - mmaction - INFO - Epoch [322][860/939] lr: 2.000e-03, eta: 3 days, 0:22:40, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8729, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.1949 2022-03-02 00:43:37,412 - mmaction - INFO - Epoch [322][880/939] lr: 2.000e-03, eta: 3 days, 0:21:48, time: 1.253, data_time: 0.062, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8725, loss_cls: 1.1863, loss: 1.1863, grad_norm: 5.1836 2022-03-02 00:44:02,693 - mmaction - INFO - Epoch [322][900/939] lr: 2.000e-03, eta: 3 days, 0:20:58, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8744, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.1925 2022-03-02 00:44:28,242 - mmaction - INFO - Epoch [322][920/939] lr: 2.000e-03, eta: 3 days, 0:20:07, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7248, top5_acc: 0.8863, loss_cls: 1.1455, loss: 1.1455, grad_norm: 5.1418 2022-03-02 00:44:57,721 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 00:46:56,337 - mmaction - INFO - Epoch [323][20/1878] lr: 1.000e-03, eta: 9 days, 16:34:02, time: 5.930, data_time: 4.407, memory: 9654, top1_acc: 0.6875, top5_acc: 0.8555, loss_cls: 1.4111, loss: 1.4111, grad_norm: 6.4255 2022-03-02 00:47:21,313 - mmaction - INFO - Epoch [323][40/1878] lr: 1.000e-03, eta: 9 days, 16:32:33, time: 1.249, data_time: 0.079, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8742, loss_cls: 1.3232, loss: 1.3232, grad_norm: 6.2581 2022-03-02 00:47:45,900 - mmaction - INFO - Epoch [323][60/1878] lr: 1.000e-03, eta: 9 days, 16:31:02, time: 1.230, data_time: 0.070, memory: 9654, top1_acc: 0.6719, top5_acc: 0.8449, loss_cls: 1.4233, loss: 1.4233, grad_norm: 6.3358 2022-03-02 00:48:10,942 - mmaction - INFO - Epoch [323][80/1878] lr: 1.000e-03, eta: 9 days, 16:29:33, time: 1.252, data_time: 0.065, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8691, loss_cls: 1.2958, loss: 1.2958, grad_norm: 6.1064 2022-03-02 00:48:35,914 - mmaction - INFO - Epoch [323][100/1878] lr: 1.000e-03, eta: 9 days, 16:28:04, time: 1.248, data_time: 0.068, memory: 9654, top1_acc: 0.6937, top5_acc: 0.8613, loss_cls: 1.3313, loss: 1.3313, grad_norm: 6.1247 2022-03-02 00:49:00,969 - mmaction - INFO - Epoch [323][120/1878] lr: 1.000e-03, eta: 9 days, 16:26:36, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.6930, top5_acc: 0.8648, loss_cls: 1.3418, loss: 1.3418, grad_norm: 6.1881 2022-03-02 00:49:26,111 - mmaction - INFO - Epoch [323][140/1878] lr: 1.000e-03, eta: 9 days, 16:25:08, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7020, top5_acc: 0.8605, loss_cls: 1.3338, loss: 1.3338, grad_norm: 6.0299 2022-03-02 00:49:51,115 - mmaction - INFO - Epoch [323][160/1878] lr: 1.000e-03, eta: 9 days, 16:23:39, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8656, loss_cls: 1.3130, loss: 1.3130, grad_norm: 6.0334 2022-03-02 00:50:16,293 - mmaction - INFO - Epoch [323][180/1878] lr: 1.000e-03, eta: 9 days, 16:22:11, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8773, loss_cls: 1.2543, loss: 1.2543, grad_norm: 6.0738 2022-03-02 00:50:41,506 - mmaction - INFO - Epoch [323][200/1878] lr: 1.000e-03, eta: 9 days, 16:20:44, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.6914, top5_acc: 0.8652, loss_cls: 1.3229, loss: 1.3229, grad_norm: 6.1262 2022-03-02 00:51:07,071 - mmaction - INFO - Epoch [323][220/1878] lr: 1.000e-03, eta: 9 days, 16:19:19, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8723, loss_cls: 1.2984, loss: 1.2984, grad_norm: 6.2392 2022-03-02 00:51:32,663 - mmaction - INFO - Epoch [323][240/1878] lr: 1.000e-03, eta: 9 days, 16:17:54, time: 1.279, data_time: 0.071, memory: 9654, top1_acc: 0.6750, top5_acc: 0.8570, loss_cls: 1.3833, loss: 1.3833, grad_norm: 6.3764 2022-03-02 00:51:57,985 - mmaction - INFO - Epoch [323][260/1878] lr: 1.000e-03, eta: 9 days, 16:16:27, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.6945, top5_acc: 0.8754, loss_cls: 1.2906, loss: 1.2906, grad_norm: 6.1629 2022-03-02 00:52:23,377 - mmaction - INFO - Epoch [323][280/1878] lr: 1.000e-03, eta: 9 days, 16:15:01, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.6922, top5_acc: 0.8605, loss_cls: 1.3258, loss: 1.3258, grad_norm: 6.2485 2022-03-02 00:52:48,476 - mmaction - INFO - Epoch [323][300/1878] lr: 1.000e-03, eta: 9 days, 16:13:33, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.7039, top5_acc: 0.8746, loss_cls: 1.2882, loss: 1.2882, grad_norm: 6.1601 2022-03-02 00:53:13,890 - mmaction - INFO - Epoch [323][320/1878] lr: 1.000e-03, eta: 9 days, 16:12:07, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8695, loss_cls: 1.3131, loss: 1.3131, grad_norm: 6.2411 2022-03-02 00:53:38,798 - mmaction - INFO - Epoch [323][340/1878] lr: 1.000e-03, eta: 9 days, 16:10:38, time: 1.245, data_time: 0.060, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8754, loss_cls: 1.2774, loss: 1.2774, grad_norm: 6.0872 2022-03-02 00:54:04,218 - mmaction - INFO - Epoch [323][360/1878] lr: 1.000e-03, eta: 9 days, 16:09:12, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8719, loss_cls: 1.2626, loss: 1.2626, grad_norm: 6.1124 2022-03-02 00:54:29,967 - mmaction - INFO - Epoch [323][380/1878] lr: 1.000e-03, eta: 9 days, 16:07:48, time: 1.287, data_time: 0.065, memory: 9654, top1_acc: 0.6984, top5_acc: 0.8648, loss_cls: 1.2857, loss: 1.2857, grad_norm: 6.1486 2022-03-02 00:54:55,188 - mmaction - INFO - Epoch [323][400/1878] lr: 1.000e-03, eta: 9 days, 16:06:21, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8703, loss_cls: 1.2737, loss: 1.2737, grad_norm: 6.0408 2022-03-02 00:55:20,245 - mmaction - INFO - Epoch [323][420/1878] lr: 1.000e-03, eta: 9 days, 16:04:53, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.6906, top5_acc: 0.8586, loss_cls: 1.3279, loss: 1.3279, grad_norm: 6.2033 2022-03-02 00:55:45,810 - mmaction - INFO - Epoch [323][440/1878] lr: 1.000e-03, eta: 9 days, 16:03:28, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.7008, top5_acc: 0.8645, loss_cls: 1.3026, loss: 1.3026, grad_norm: 6.2183 2022-03-02 00:56:10,871 - mmaction - INFO - Epoch [323][460/1878] lr: 1.000e-03, eta: 9 days, 16:02:00, time: 1.253, data_time: 0.070, memory: 9654, top1_acc: 0.6930, top5_acc: 0.8629, loss_cls: 1.3168, loss: 1.3168, grad_norm: 6.2257 2022-03-02 00:56:36,197 - mmaction - INFO - Epoch [323][480/1878] lr: 1.000e-03, eta: 9 days, 16:00:33, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8680, loss_cls: 1.2719, loss: 1.2719, grad_norm: 6.0485 2022-03-02 00:57:01,570 - mmaction - INFO - Epoch [323][500/1878] lr: 1.000e-03, eta: 9 days, 15:59:07, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.6984, top5_acc: 0.8723, loss_cls: 1.2728, loss: 1.2728, grad_norm: 6.2279 2022-03-02 00:57:26,710 - mmaction - INFO - Epoch [323][520/1878] lr: 1.000e-03, eta: 9 days, 15:57:40, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.6953, top5_acc: 0.8625, loss_cls: 1.2927, loss: 1.2927, grad_norm: 6.2110 2022-03-02 00:57:51,951 - mmaction - INFO - Epoch [323][540/1878] lr: 1.000e-03, eta: 9 days, 15:56:14, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.6926, top5_acc: 0.8652, loss_cls: 1.3074, loss: 1.3074, grad_norm: 6.3540 2022-03-02 00:58:16,846 - mmaction - INFO - Epoch [323][560/1878] lr: 1.000e-03, eta: 9 days, 15:54:45, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8680, loss_cls: 1.2907, loss: 1.2907, grad_norm: 6.2164 2022-03-02 00:58:42,149 - mmaction - INFO - Epoch [323][580/1878] lr: 1.000e-03, eta: 9 days, 15:53:18, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8738, loss_cls: 1.2428, loss: 1.2428, grad_norm: 6.1111 2022-03-02 00:59:07,330 - mmaction - INFO - Epoch [323][600/1878] lr: 1.000e-03, eta: 9 days, 15:51:51, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8641, loss_cls: 1.2916, loss: 1.2916, grad_norm: 6.1196 2022-03-02 00:59:32,452 - mmaction - INFO - Epoch [323][620/1878] lr: 1.000e-03, eta: 9 days, 15:50:24, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8711, loss_cls: 1.2771, loss: 1.2771, grad_norm: 6.1447 2022-03-02 00:59:57,947 - mmaction - INFO - Epoch [323][640/1878] lr: 1.000e-03, eta: 9 days, 15:48:59, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8633, loss_cls: 1.3134, loss: 1.3134, grad_norm: 6.1997 2022-03-02 01:00:23,297 - mmaction - INFO - Epoch [323][660/1878] lr: 1.000e-03, eta: 9 days, 15:47:33, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.6895, top5_acc: 0.8594, loss_cls: 1.3334, loss: 1.3334, grad_norm: 6.1506 2022-03-02 01:00:49,146 - mmaction - INFO - Epoch [323][680/1878] lr: 1.000e-03, eta: 9 days, 15:46:10, time: 1.294, data_time: 0.070, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8688, loss_cls: 1.2589, loss: 1.2589, grad_norm: 6.1722 2022-03-02 01:01:14,999 - mmaction - INFO - Epoch [323][700/1878] lr: 1.000e-03, eta: 9 days, 15:44:47, time: 1.292, data_time: 0.065, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8703, loss_cls: 1.2723, loss: 1.2723, grad_norm: 6.1533 2022-03-02 01:01:39,966 - mmaction - INFO - Epoch [323][720/1878] lr: 1.000e-03, eta: 9 days, 15:43:19, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.6949, top5_acc: 0.8711, loss_cls: 1.3058, loss: 1.3058, grad_norm: 6.2697 2022-03-02 01:02:05,294 - mmaction - INFO - Epoch [323][740/1878] lr: 1.000e-03, eta: 9 days, 15:41:53, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.6984, top5_acc: 0.8770, loss_cls: 1.2524, loss: 1.2524, grad_norm: 6.2289 2022-03-02 01:02:30,335 - mmaction - INFO - Epoch [323][760/1878] lr: 1.000e-03, eta: 9 days, 15:40:26, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8672, loss_cls: 1.2951, loss: 1.2951, grad_norm: 6.2522 2022-03-02 01:02:55,509 - mmaction - INFO - Epoch [323][780/1878] lr: 1.000e-03, eta: 9 days, 15:38:59, time: 1.258, data_time: 0.071, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8641, loss_cls: 1.2598, loss: 1.2598, grad_norm: 6.1097 2022-03-02 01:03:20,790 - mmaction - INFO - Epoch [323][800/1878] lr: 1.000e-03, eta: 9 days, 15:37:33, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8652, loss_cls: 1.2762, loss: 1.2762, grad_norm: 6.1944 2022-03-02 01:03:46,185 - mmaction - INFO - Epoch [323][820/1878] lr: 1.000e-03, eta: 9 days, 15:36:07, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.6965, top5_acc: 0.8789, loss_cls: 1.2826, loss: 1.2826, grad_norm: 6.2564 2022-03-02 01:04:11,392 - mmaction - INFO - Epoch [323][840/1878] lr: 1.000e-03, eta: 9 days, 15:34:41, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.3287, loss: 1.3287, grad_norm: 6.3711 2022-03-02 01:04:36,722 - mmaction - INFO - Epoch [323][860/1878] lr: 1.000e-03, eta: 9 days, 15:33:15, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8688, loss_cls: 1.2831, loss: 1.2831, grad_norm: 6.2236 2022-03-02 01:05:02,314 - mmaction - INFO - Epoch [323][880/1878] lr: 1.000e-03, eta: 9 days, 15:31:51, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.6832, top5_acc: 0.8570, loss_cls: 1.3423, loss: 1.3423, grad_norm: 6.4121 2022-03-02 01:05:27,139 - mmaction - INFO - Epoch [323][900/1878] lr: 1.000e-03, eta: 9 days, 15:30:22, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.6746, top5_acc: 0.8578, loss_cls: 1.3810, loss: 1.3810, grad_norm: 6.5209 2022-03-02 01:05:52,645 - mmaction - INFO - Epoch [323][920/1878] lr: 1.000e-03, eta: 9 days, 15:28:58, time: 1.276, data_time: 0.062, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8738, loss_cls: 1.2651, loss: 1.2651, grad_norm: 6.3455 2022-03-02 01:06:17,678 - mmaction - INFO - Epoch [323][940/1878] lr: 1.000e-03, eta: 9 days, 15:27:30, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8730, loss_cls: 1.2654, loss: 1.2654, grad_norm: 6.1861 2022-03-02 01:06:43,153 - mmaction - INFO - Epoch [323][960/1878] lr: 1.000e-03, eta: 9 days, 15:26:05, time: 1.275, data_time: 0.069, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8738, loss_cls: 1.2422, loss: 1.2422, grad_norm: 6.1973 2022-03-02 01:07:08,276 - mmaction - INFO - Epoch [323][980/1878] lr: 1.000e-03, eta: 9 days, 15:24:39, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8750, loss_cls: 1.2548, loss: 1.2548, grad_norm: 6.3357 2022-03-02 01:07:33,618 - mmaction - INFO - Epoch [323][1000/1878] lr: 1.000e-03, eta: 9 days, 15:23:13, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8797, loss_cls: 1.2478, loss: 1.2478, grad_norm: 6.2730 2022-03-02 01:07:58,997 - mmaction - INFO - Epoch [323][1020/1878] lr: 1.000e-03, eta: 9 days, 15:21:48, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8719, loss_cls: 1.2724, loss: 1.2724, grad_norm: 6.3058 2022-03-02 01:08:24,566 - mmaction - INFO - Epoch [323][1040/1878] lr: 1.000e-03, eta: 9 days, 15:20:24, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8738, loss_cls: 1.2376, loss: 1.2376, grad_norm: 6.2360 2022-03-02 01:08:49,948 - mmaction - INFO - Epoch [323][1060/1878] lr: 1.000e-03, eta: 9 days, 15:18:59, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8648, loss_cls: 1.2697, loss: 1.2697, grad_norm: 6.2420 2022-03-02 01:09:14,980 - mmaction - INFO - Epoch [323][1080/1878] lr: 1.000e-03, eta: 9 days, 15:17:32, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8723, loss_cls: 1.2681, loss: 1.2681, grad_norm: 6.3188 2022-03-02 01:09:39,882 - mmaction - INFO - Epoch [323][1100/1878] lr: 1.000e-03, eta: 9 days, 15:16:04, time: 1.244, data_time: 0.070, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8684, loss_cls: 1.2723, loss: 1.2723, grad_norm: 6.3326 2022-03-02 01:10:04,749 - mmaction - INFO - Epoch [323][1120/1878] lr: 1.000e-03, eta: 9 days, 15:14:36, time: 1.244, data_time: 0.068, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8574, loss_cls: 1.3195, loss: 1.3195, grad_norm: 6.3773 2022-03-02 01:10:30,460 - mmaction - INFO - Epoch [323][1140/1878] lr: 1.000e-03, eta: 9 days, 15:13:13, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8742, loss_cls: 1.2621, loss: 1.2621, grad_norm: 6.2943 2022-03-02 01:10:55,855 - mmaction - INFO - Epoch [323][1160/1878] lr: 1.000e-03, eta: 9 days, 15:11:48, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8719, loss_cls: 1.2474, loss: 1.2474, grad_norm: 6.1295 2022-03-02 01:11:21,001 - mmaction - INFO - Epoch [323][1180/1878] lr: 1.000e-03, eta: 9 days, 15:10:21, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7020, top5_acc: 0.8691, loss_cls: 1.2818, loss: 1.2818, grad_norm: 6.3153 2022-03-02 01:11:46,473 - mmaction - INFO - Epoch [323][1200/1878] lr: 1.000e-03, eta: 9 days, 15:08:57, time: 1.274, data_time: 0.069, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8645, loss_cls: 1.2796, loss: 1.2796, grad_norm: 6.2657 2022-03-02 01:12:11,913 - mmaction - INFO - Epoch [323][1220/1878] lr: 1.000e-03, eta: 9 days, 15:07:32, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.6898, top5_acc: 0.8613, loss_cls: 1.3269, loss: 1.3269, grad_norm: 6.3639 2022-03-02 01:12:37,379 - mmaction - INFO - Epoch [323][1240/1878] lr: 1.000e-03, eta: 9 days, 15:06:08, time: 1.273, data_time: 0.061, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8703, loss_cls: 1.2703, loss: 1.2703, grad_norm: 6.3431 2022-03-02 01:13:02,598 - mmaction - INFO - Epoch [323][1260/1878] lr: 1.000e-03, eta: 9 days, 15:04:42, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8750, loss_cls: 1.2825, loss: 1.2825, grad_norm: 6.3820 2022-03-02 01:13:27,706 - mmaction - INFO - Epoch [323][1280/1878] lr: 1.000e-03, eta: 9 days, 15:03:15, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8762, loss_cls: 1.2771, loss: 1.2771, grad_norm: 6.3708 2022-03-02 01:13:53,240 - mmaction - INFO - Epoch [323][1300/1878] lr: 1.000e-03, eta: 9 days, 15:01:52, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8652, loss_cls: 1.2772, loss: 1.2772, grad_norm: 6.1783 2022-03-02 01:14:18,651 - mmaction - INFO - Epoch [323][1320/1878] lr: 1.000e-03, eta: 9 days, 15:00:27, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8633, loss_cls: 1.2903, loss: 1.2903, grad_norm: 6.2236 2022-03-02 01:14:44,092 - mmaction - INFO - Epoch [323][1340/1878] lr: 1.000e-03, eta: 9 days, 14:59:02, time: 1.271, data_time: 0.060, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8762, loss_cls: 1.2394, loss: 1.2394, grad_norm: 6.2876 2022-03-02 01:15:09,379 - mmaction - INFO - Epoch [323][1360/1878] lr: 1.000e-03, eta: 9 days, 14:57:37, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8715, loss_cls: 1.2578, loss: 1.2578, grad_norm: 6.2356 2022-03-02 01:15:34,590 - mmaction - INFO - Epoch [323][1380/1878] lr: 1.000e-03, eta: 9 days, 14:56:12, time: 1.261, data_time: 0.059, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8793, loss_cls: 1.2394, loss: 1.2394, grad_norm: 6.3030 2022-03-02 01:15:59,972 - mmaction - INFO - Epoch [323][1400/1878] lr: 1.000e-03, eta: 9 days, 14:54:47, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8617, loss_cls: 1.3131, loss: 1.3131, grad_norm: 6.3308 2022-03-02 01:16:25,417 - mmaction - INFO - Epoch [323][1420/1878] lr: 1.000e-03, eta: 9 days, 14:53:22, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8820, loss_cls: 1.2249, loss: 1.2249, grad_norm: 6.2739 2022-03-02 01:16:50,596 - mmaction - INFO - Epoch [323][1440/1878] lr: 1.000e-03, eta: 9 days, 14:51:57, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8641, loss_cls: 1.3000, loss: 1.3000, grad_norm: 6.3278 2022-03-02 01:17:15,882 - mmaction - INFO - Epoch [323][1460/1878] lr: 1.000e-03, eta: 9 days, 14:50:32, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8805, loss_cls: 1.2236, loss: 1.2236, grad_norm: 6.1230 2022-03-02 01:17:41,193 - mmaction - INFO - Epoch [323][1480/1878] lr: 1.000e-03, eta: 9 days, 14:49:07, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.6977, top5_acc: 0.8703, loss_cls: 1.2906, loss: 1.2906, grad_norm: 6.3401 2022-03-02 01:18:06,604 - mmaction - INFO - Epoch [323][1500/1878] lr: 1.000e-03, eta: 9 days, 14:47:42, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.6957, top5_acc: 0.8703, loss_cls: 1.2911, loss: 1.2911, grad_norm: 6.3595 2022-03-02 01:18:32,054 - mmaction - INFO - Epoch [323][1520/1878] lr: 1.000e-03, eta: 9 days, 14:46:18, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8648, loss_cls: 1.2818, loss: 1.2818, grad_norm: 6.3648 2022-03-02 01:18:57,035 - mmaction - INFO - Epoch [323][1540/1878] lr: 1.000e-03, eta: 9 days, 14:44:51, time: 1.250, data_time: 0.062, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8648, loss_cls: 1.2595, loss: 1.2595, grad_norm: 6.3000 2022-03-02 01:19:22,319 - mmaction - INFO - Epoch [323][1560/1878] lr: 1.000e-03, eta: 9 days, 14:43:26, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8703, loss_cls: 1.2470, loss: 1.2470, grad_norm: 6.0522 2022-03-02 01:19:47,628 - mmaction - INFO - Epoch [323][1580/1878] lr: 1.000e-03, eta: 9 days, 14:42:01, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.6973, top5_acc: 0.8746, loss_cls: 1.2631, loss: 1.2631, grad_norm: 6.2700 2022-03-02 01:20:12,968 - mmaction - INFO - Epoch [323][1600/1878] lr: 1.000e-03, eta: 9 days, 14:40:37, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8637, loss_cls: 1.2953, loss: 1.2953, grad_norm: 6.3009 2022-03-02 01:20:38,433 - mmaction - INFO - Epoch [323][1620/1878] lr: 1.000e-03, eta: 9 days, 14:39:13, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8578, loss_cls: 1.3283, loss: 1.3283, grad_norm: 6.4035 2022-03-02 01:21:03,859 - mmaction - INFO - Epoch [323][1640/1878] lr: 1.000e-03, eta: 9 days, 14:37:49, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.6941, top5_acc: 0.8672, loss_cls: 1.2952, loss: 1.2952, grad_norm: 6.5327 2022-03-02 01:21:29,052 - mmaction - INFO - Epoch [323][1660/1878] lr: 1.000e-03, eta: 9 days, 14:36:23, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8695, loss_cls: 1.2531, loss: 1.2531, grad_norm: 6.2091 2022-03-02 01:21:54,601 - mmaction - INFO - Epoch [323][1680/1878] lr: 1.000e-03, eta: 9 days, 14:35:00, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8695, loss_cls: 1.2890, loss: 1.2890, grad_norm: 6.2640 2022-03-02 01:22:19,856 - mmaction - INFO - Epoch [323][1700/1878] lr: 1.000e-03, eta: 9 days, 14:33:35, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8828, loss_cls: 1.2242, loss: 1.2242, grad_norm: 6.2888 2022-03-02 01:22:45,387 - mmaction - INFO - Epoch [323][1720/1878] lr: 1.000e-03, eta: 9 days, 14:32:12, time: 1.277, data_time: 0.061, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.2036, loss: 1.2036, grad_norm: 6.2269 2022-03-02 01:23:10,781 - mmaction - INFO - Epoch [323][1740/1878] lr: 1.000e-03, eta: 9 days, 14:30:48, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.6871, top5_acc: 0.8672, loss_cls: 1.3087, loss: 1.3087, grad_norm: 6.3826 2022-03-02 01:23:35,984 - mmaction - INFO - Epoch [323][1760/1878] lr: 1.000e-03, eta: 9 days, 14:29:23, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8676, loss_cls: 1.2835, loss: 1.2835, grad_norm: 6.4179 2022-03-02 01:24:01,650 - mmaction - INFO - Epoch [323][1780/1878] lr: 1.000e-03, eta: 9 days, 14:28:00, time: 1.283, data_time: 0.070, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8652, loss_cls: 1.2692, loss: 1.2692, grad_norm: 6.3476 2022-03-02 01:24:26,797 - mmaction - INFO - Epoch [323][1800/1878] lr: 1.000e-03, eta: 9 days, 14:26:34, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7039, top5_acc: 0.8715, loss_cls: 1.2663, loss: 1.2663, grad_norm: 6.3484 2022-03-02 01:24:52,132 - mmaction - INFO - Epoch [323][1820/1878] lr: 1.000e-03, eta: 9 days, 14:25:10, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.2220, loss: 1.2220, grad_norm: 6.3435 2022-03-02 01:25:17,519 - mmaction - INFO - Epoch [323][1840/1878] lr: 1.000e-03, eta: 9 days, 14:23:46, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8699, loss_cls: 1.2365, loss: 1.2365, grad_norm: 6.2343 2022-03-02 01:25:42,610 - mmaction - INFO - Epoch [323][1860/1878] lr: 1.000e-03, eta: 9 days, 14:22:20, time: 1.255, data_time: 0.060, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8715, loss_cls: 1.2464, loss: 1.2464, grad_norm: 6.3567 2022-03-02 01:26:11,281 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 01:28:14,553 - mmaction - INFO - Epoch [324][20/1878] lr: 1.000e-03, eta: 9 days, 14:26:49, time: 6.162, data_time: 4.556, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8836, loss_cls: 1.1997, loss: 1.1997, grad_norm: 6.3014 2022-03-02 01:28:40,011 - mmaction - INFO - Epoch [324][40/1878] lr: 1.000e-03, eta: 9 days, 14:25:25, time: 1.274, data_time: 0.073, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8766, loss_cls: 1.2205, loss: 1.2205, grad_norm: 6.2820 2022-03-02 01:29:04,662 - mmaction - INFO - Epoch [324][60/1878] lr: 1.000e-03, eta: 9 days, 14:23:57, time: 1.232, data_time: 0.069, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8867, loss_cls: 1.2066, loss: 1.2066, grad_norm: 6.3750 2022-03-02 01:29:29,261 - mmaction - INFO - Epoch [324][80/1878] lr: 1.000e-03, eta: 9 days, 14:22:29, time: 1.230, data_time: 0.073, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8730, loss_cls: 1.2249, loss: 1.2249, grad_norm: 6.2731 2022-03-02 01:29:54,445 - mmaction - INFO - Epoch [324][100/1878] lr: 1.000e-03, eta: 9 days, 14:21:04, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8711, loss_cls: 1.2547, loss: 1.2547, grad_norm: 6.3672 2022-03-02 01:30:20,032 - mmaction - INFO - Epoch [324][120/1878] lr: 1.000e-03, eta: 9 days, 14:19:41, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8613, loss_cls: 1.3033, loss: 1.3033, grad_norm: 6.4359 2022-03-02 01:30:45,522 - mmaction - INFO - Epoch [324][140/1878] lr: 1.000e-03, eta: 9 days, 14:18:17, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.6969, top5_acc: 0.8762, loss_cls: 1.2807, loss: 1.2807, grad_norm: 6.4977 2022-03-02 01:31:11,311 - mmaction - INFO - Epoch [324][160/1878] lr: 1.000e-03, eta: 9 days, 14:16:56, time: 1.289, data_time: 0.068, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8617, loss_cls: 1.2990, loss: 1.2990, grad_norm: 6.3931 2022-03-02 01:31:36,792 - mmaction - INFO - Epoch [324][180/1878] lr: 1.000e-03, eta: 9 days, 14:15:33, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8719, loss_cls: 1.2525, loss: 1.2525, grad_norm: 6.4509 2022-03-02 01:32:02,353 - mmaction - INFO - Epoch [324][200/1878] lr: 1.000e-03, eta: 9 days, 14:14:10, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8684, loss_cls: 1.2963, loss: 1.2963, grad_norm: 6.4854 2022-03-02 01:32:27,133 - mmaction - INFO - Epoch [324][220/1878] lr: 1.000e-03, eta: 9 days, 14:12:42, time: 1.239, data_time: 0.071, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8762, loss_cls: 1.2037, loss: 1.2037, grad_norm: 6.3403 2022-03-02 01:32:52,465 - mmaction - INFO - Epoch [324][240/1878] lr: 1.000e-03, eta: 9 days, 14:11:18, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8703, loss_cls: 1.2608, loss: 1.2608, grad_norm: 6.2767 2022-03-02 01:33:17,758 - mmaction - INFO - Epoch [324][260/1878] lr: 1.000e-03, eta: 9 days, 14:09:54, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8660, loss_cls: 1.2714, loss: 1.2714, grad_norm: 6.4199 2022-03-02 01:33:42,982 - mmaction - INFO - Epoch [324][280/1878] lr: 1.000e-03, eta: 9 days, 14:08:29, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8762, loss_cls: 1.2620, loss: 1.2620, grad_norm: 6.4361 2022-03-02 01:34:08,053 - mmaction - INFO - Epoch [324][300/1878] lr: 1.000e-03, eta: 9 days, 14:07:04, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8773, loss_cls: 1.2733, loss: 1.2733, grad_norm: 6.5955 2022-03-02 01:34:33,344 - mmaction - INFO - Epoch [324][320/1878] lr: 1.000e-03, eta: 9 days, 14:05:40, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8836, loss_cls: 1.2292, loss: 1.2292, grad_norm: 6.3870 2022-03-02 01:34:58,700 - mmaction - INFO - Epoch [324][340/1878] lr: 1.000e-03, eta: 9 days, 14:04:16, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8723, loss_cls: 1.1976, loss: 1.1976, grad_norm: 6.1557 2022-03-02 01:35:23,838 - mmaction - INFO - Epoch [324][360/1878] lr: 1.000e-03, eta: 9 days, 14:02:51, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8766, loss_cls: 1.2684, loss: 1.2684, grad_norm: 6.4133 2022-03-02 01:35:49,219 - mmaction - INFO - Epoch [324][380/1878] lr: 1.000e-03, eta: 9 days, 14:01:27, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.6922, top5_acc: 0.8695, loss_cls: 1.3011, loss: 1.3011, grad_norm: 6.6181 2022-03-02 01:36:14,303 - mmaction - INFO - Epoch [324][400/1878] lr: 1.000e-03, eta: 9 days, 14:00:02, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8672, loss_cls: 1.2723, loss: 1.2723, grad_norm: 6.4961 2022-03-02 01:36:39,493 - mmaction - INFO - Epoch [324][420/1878] lr: 1.000e-03, eta: 9 days, 13:58:37, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8590, loss_cls: 1.3106, loss: 1.3106, grad_norm: 6.4667 2022-03-02 01:37:04,921 - mmaction - INFO - Epoch [324][440/1878] lr: 1.000e-03, eta: 9 days, 13:57:14, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8691, loss_cls: 1.2707, loss: 1.2707, grad_norm: 6.4230 2022-03-02 01:37:30,183 - mmaction - INFO - Epoch [324][460/1878] lr: 1.000e-03, eta: 9 days, 13:55:50, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8727, loss_cls: 1.2432, loss: 1.2432, grad_norm: 6.5092 2022-03-02 01:37:55,797 - mmaction - INFO - Epoch [324][480/1878] lr: 1.000e-03, eta: 9 days, 13:54:28, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.6969, top5_acc: 0.8668, loss_cls: 1.2851, loss: 1.2851, grad_norm: 6.3876 2022-03-02 01:38:21,382 - mmaction - INFO - Epoch [324][500/1878] lr: 1.000e-03, eta: 9 days, 13:53:05, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.7008, top5_acc: 0.8652, loss_cls: 1.2879, loss: 1.2879, grad_norm: 6.4687 2022-03-02 01:38:46,726 - mmaction - INFO - Epoch [324][520/1878] lr: 1.000e-03, eta: 9 days, 13:51:42, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8707, loss_cls: 1.2522, loss: 1.2522, grad_norm: 6.3526 2022-03-02 01:39:12,117 - mmaction - INFO - Epoch [324][540/1878] lr: 1.000e-03, eta: 9 days, 13:50:18, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8734, loss_cls: 1.2601, loss: 1.2601, grad_norm: 6.3329 2022-03-02 01:39:37,433 - mmaction - INFO - Epoch [324][560/1878] lr: 1.000e-03, eta: 9 days, 13:48:55, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8680, loss_cls: 1.2762, loss: 1.2762, grad_norm: 6.5975 2022-03-02 01:40:02,773 - mmaction - INFO - Epoch [324][580/1878] lr: 1.000e-03, eta: 9 days, 13:47:31, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8719, loss_cls: 1.2413, loss: 1.2413, grad_norm: 6.3938 2022-03-02 01:40:28,511 - mmaction - INFO - Epoch [324][600/1878] lr: 1.000e-03, eta: 9 days, 13:46:10, time: 1.287, data_time: 0.073, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8691, loss_cls: 1.2774, loss: 1.2774, grad_norm: 6.3356 2022-03-02 01:40:54,291 - mmaction - INFO - Epoch [324][620/1878] lr: 1.000e-03, eta: 9 days, 13:44:49, time: 1.289, data_time: 0.069, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8691, loss_cls: 1.2805, loss: 1.2805, grad_norm: 6.5693 2022-03-02 01:41:20,140 - mmaction - INFO - Epoch [324][640/1878] lr: 1.000e-03, eta: 9 days, 13:43:28, time: 1.292, data_time: 0.069, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8758, loss_cls: 1.2008, loss: 1.2008, grad_norm: 6.3715 2022-03-02 01:41:45,150 - mmaction - INFO - Epoch [324][660/1878] lr: 1.000e-03, eta: 9 days, 13:42:03, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8820, loss_cls: 1.2077, loss: 1.2077, grad_norm: 6.3263 2022-03-02 01:42:10,756 - mmaction - INFO - Epoch [324][680/1878] lr: 1.000e-03, eta: 9 days, 13:40:41, time: 1.281, data_time: 0.074, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8664, loss_cls: 1.2528, loss: 1.2528, grad_norm: 6.4176 2022-03-02 01:42:35,881 - mmaction - INFO - Epoch [324][700/1878] lr: 1.000e-03, eta: 9 days, 13:39:16, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8766, loss_cls: 1.2396, loss: 1.2396, grad_norm: 6.4514 2022-03-02 01:43:01,468 - mmaction - INFO - Epoch [324][720/1878] lr: 1.000e-03, eta: 9 days, 13:37:54, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8711, loss_cls: 1.2583, loss: 1.2583, grad_norm: 6.5101 2022-03-02 01:43:26,844 - mmaction - INFO - Epoch [324][740/1878] lr: 1.000e-03, eta: 9 days, 13:36:31, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8855, loss_cls: 1.1768, loss: 1.1768, grad_norm: 6.2817 2022-03-02 01:43:52,194 - mmaction - INFO - Epoch [324][760/1878] lr: 1.000e-03, eta: 9 days, 13:35:08, time: 1.267, data_time: 0.070, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8695, loss_cls: 1.2703, loss: 1.2703, grad_norm: 6.5497 2022-03-02 01:44:17,637 - mmaction - INFO - Epoch [324][780/1878] lr: 1.000e-03, eta: 9 days, 13:33:45, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8758, loss_cls: 1.2643, loss: 1.2643, grad_norm: 6.5069 2022-03-02 01:44:42,989 - mmaction - INFO - Epoch [324][800/1878] lr: 1.000e-03, eta: 9 days, 13:32:22, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8766, loss_cls: 1.2377, loss: 1.2377, grad_norm: 6.5357 2022-03-02 01:45:08,660 - mmaction - INFO - Epoch [324][820/1878] lr: 1.000e-03, eta: 9 days, 13:31:00, time: 1.282, data_time: 0.065, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8883, loss_cls: 1.2177, loss: 1.2177, grad_norm: 6.4968 2022-03-02 01:45:34,161 - mmaction - INFO - Epoch [324][840/1878] lr: 1.000e-03, eta: 9 days, 13:29:38, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8715, loss_cls: 1.2833, loss: 1.2833, grad_norm: 6.5129 2022-03-02 01:45:59,508 - mmaction - INFO - Epoch [324][860/1878] lr: 1.000e-03, eta: 9 days, 13:28:15, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8828, loss_cls: 1.1888, loss: 1.1888, grad_norm: 6.2874 2022-03-02 01:46:24,755 - mmaction - INFO - Epoch [324][880/1878] lr: 1.000e-03, eta: 9 days, 13:26:51, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8762, loss_cls: 1.2290, loss: 1.2290, grad_norm: 6.4168 2022-03-02 01:46:50,139 - mmaction - INFO - Epoch [324][900/1878] lr: 1.000e-03, eta: 9 days, 13:25:29, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.6895, top5_acc: 0.8590, loss_cls: 1.3277, loss: 1.3277, grad_norm: 6.5281 2022-03-02 01:47:15,566 - mmaction - INFO - Epoch [324][920/1878] lr: 1.000e-03, eta: 9 days, 13:24:06, time: 1.272, data_time: 0.060, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8621, loss_cls: 1.2730, loss: 1.2730, grad_norm: 6.4200 2022-03-02 01:47:40,973 - mmaction - INFO - Epoch [324][940/1878] lr: 1.000e-03, eta: 9 days, 13:22:43, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.6977, top5_acc: 0.8703, loss_cls: 1.2904, loss: 1.2904, grad_norm: 6.5332 2022-03-02 01:48:06,468 - mmaction - INFO - Epoch [324][960/1878] lr: 1.000e-03, eta: 9 days, 13:21:21, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8719, loss_cls: 1.2782, loss: 1.2782, grad_norm: 6.4651 2022-03-02 01:48:31,990 - mmaction - INFO - Epoch [324][980/1878] lr: 1.000e-03, eta: 9 days, 13:19:59, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.2228, loss: 1.2228, grad_norm: 6.4212 2022-03-02 01:48:57,339 - mmaction - INFO - Epoch [324][1000/1878] lr: 1.000e-03, eta: 9 days, 13:18:36, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8734, loss_cls: 1.2427, loss: 1.2427, grad_norm: 6.3839 2022-03-02 01:49:22,446 - mmaction - INFO - Epoch [324][1020/1878] lr: 1.000e-03, eta: 9 days, 13:17:12, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8730, loss_cls: 1.2524, loss: 1.2524, grad_norm: 6.3980 2022-03-02 01:49:47,712 - mmaction - INFO - Epoch [324][1040/1878] lr: 1.000e-03, eta: 9 days, 13:15:48, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.6937, top5_acc: 0.8660, loss_cls: 1.2889, loss: 1.2889, grad_norm: 6.5106 2022-03-02 01:50:13,102 - mmaction - INFO - Epoch [324][1060/1878] lr: 1.000e-03, eta: 9 days, 13:14:26, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8781, loss_cls: 1.2609, loss: 1.2609, grad_norm: 6.6259 2022-03-02 01:50:38,564 - mmaction - INFO - Epoch [324][1080/1878] lr: 1.000e-03, eta: 9 days, 13:13:03, time: 1.273, data_time: 0.070, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8711, loss_cls: 1.2872, loss: 1.2872, grad_norm: 6.5014 2022-03-02 01:51:04,238 - mmaction - INFO - Epoch [324][1100/1878] lr: 1.000e-03, eta: 9 days, 13:11:42, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8773, loss_cls: 1.2282, loss: 1.2282, grad_norm: 6.4440 2022-03-02 01:51:29,513 - mmaction - INFO - Epoch [324][1120/1878] lr: 1.000e-03, eta: 9 days, 13:10:19, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8652, loss_cls: 1.3031, loss: 1.3031, grad_norm: 6.6739 2022-03-02 01:51:54,934 - mmaction - INFO - Epoch [324][1140/1878] lr: 1.000e-03, eta: 9 days, 13:08:57, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8707, loss_cls: 1.2334, loss: 1.2334, grad_norm: 6.4353 2022-03-02 01:52:20,405 - mmaction - INFO - Epoch [324][1160/1878] lr: 1.000e-03, eta: 9 days, 13:07:35, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8629, loss_cls: 1.2928, loss: 1.2928, grad_norm: 6.5718 2022-03-02 01:52:45,709 - mmaction - INFO - Epoch [324][1180/1878] lr: 1.000e-03, eta: 9 days, 13:06:12, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8770, loss_cls: 1.2355, loss: 1.2355, grad_norm: 6.5419 2022-03-02 01:53:10,894 - mmaction - INFO - Epoch [324][1200/1878] lr: 1.000e-03, eta: 9 days, 13:04:48, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8781, loss_cls: 1.2108, loss: 1.2108, grad_norm: 6.4164 2022-03-02 01:53:36,142 - mmaction - INFO - Epoch [324][1220/1878] lr: 1.000e-03, eta: 9 days, 13:03:25, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8715, loss_cls: 1.2391, loss: 1.2391, grad_norm: 6.5258 2022-03-02 01:54:01,503 - mmaction - INFO - Epoch [324][1240/1878] lr: 1.000e-03, eta: 9 days, 13:02:02, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8738, loss_cls: 1.2241, loss: 1.2241, grad_norm: 6.3685 2022-03-02 01:54:26,589 - mmaction - INFO - Epoch [324][1260/1878] lr: 1.000e-03, eta: 9 days, 13:00:38, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8781, loss_cls: 1.2244, loss: 1.2244, grad_norm: 6.3323 2022-03-02 01:54:52,289 - mmaction - INFO - Epoch [324][1280/1878] lr: 1.000e-03, eta: 9 days, 12:59:18, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8832, loss_cls: 1.1873, loss: 1.1873, grad_norm: 6.2875 2022-03-02 01:55:17,522 - mmaction - INFO - Epoch [324][1300/1878] lr: 1.000e-03, eta: 9 days, 12:57:54, time: 1.262, data_time: 0.060, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8730, loss_cls: 1.2531, loss: 1.2531, grad_norm: 6.5796 2022-03-02 01:55:42,827 - mmaction - INFO - Epoch [324][1320/1878] lr: 1.000e-03, eta: 9 days, 12:56:32, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8758, loss_cls: 1.2379, loss: 1.2379, grad_norm: 6.4724 2022-03-02 01:56:08,123 - mmaction - INFO - Epoch [324][1340/1878] lr: 1.000e-03, eta: 9 days, 12:55:09, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.6969, top5_acc: 0.8699, loss_cls: 1.2573, loss: 1.2573, grad_norm: 6.3567 2022-03-02 01:56:33,724 - mmaction - INFO - Epoch [324][1360/1878] lr: 1.000e-03, eta: 9 days, 12:53:48, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8703, loss_cls: 1.2878, loss: 1.2878, grad_norm: 6.5843 2022-03-02 01:56:58,931 - mmaction - INFO - Epoch [324][1380/1878] lr: 1.000e-03, eta: 9 days, 12:52:24, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8664, loss_cls: 1.2659, loss: 1.2659, grad_norm: 6.4455 2022-03-02 01:57:24,412 - mmaction - INFO - Epoch [324][1400/1878] lr: 1.000e-03, eta: 9 days, 12:51:03, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8719, loss_cls: 1.2338, loss: 1.2338, grad_norm: 6.3916 2022-03-02 01:57:49,673 - mmaction - INFO - Epoch [324][1420/1878] lr: 1.000e-03, eta: 9 days, 12:49:40, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7016, top5_acc: 0.8730, loss_cls: 1.2617, loss: 1.2617, grad_norm: 6.4081 2022-03-02 01:58:15,046 - mmaction - INFO - Epoch [324][1440/1878] lr: 1.000e-03, eta: 9 days, 12:48:18, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8832, loss_cls: 1.1819, loss: 1.1819, grad_norm: 6.3746 2022-03-02 01:58:40,705 - mmaction - INFO - Epoch [324][1460/1878] lr: 1.000e-03, eta: 9 days, 12:46:57, time: 1.282, data_time: 0.074, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8648, loss_cls: 1.2782, loss: 1.2782, grad_norm: 6.4815 2022-03-02 01:59:06,285 - mmaction - INFO - Epoch [324][1480/1878] lr: 1.000e-03, eta: 9 days, 12:45:36, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.6832, top5_acc: 0.8676, loss_cls: 1.3246, loss: 1.3246, grad_norm: 6.8841 2022-03-02 01:59:31,991 - mmaction - INFO - Epoch [324][1500/1878] lr: 1.000e-03, eta: 9 days, 12:44:16, time: 1.285, data_time: 0.070, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8723, loss_cls: 1.2975, loss: 1.2975, grad_norm: 6.6016 2022-03-02 01:59:57,525 - mmaction - INFO - Epoch [324][1520/1878] lr: 1.000e-03, eta: 9 days, 12:42:54, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8809, loss_cls: 1.2287, loss: 1.2287, grad_norm: 6.4263 2022-03-02 02:00:23,223 - mmaction - INFO - Epoch [324][1540/1878] lr: 1.000e-03, eta: 9 days, 12:41:34, time: 1.284, data_time: 0.062, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8824, loss_cls: 1.2092, loss: 1.2092, grad_norm: 6.4450 2022-03-02 02:00:49,642 - mmaction - INFO - Epoch [324][1560/1878] lr: 1.000e-03, eta: 9 days, 12:40:18, time: 1.322, data_time: 0.069, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8742, loss_cls: 1.2292, loss: 1.2292, grad_norm: 6.4939 2022-03-02 02:01:15,219 - mmaction - INFO - Epoch [324][1580/1878] lr: 1.000e-03, eta: 9 days, 12:38:57, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8816, loss_cls: 1.2419, loss: 1.2419, grad_norm: 6.7253 2022-03-02 02:01:40,511 - mmaction - INFO - Epoch [324][1600/1878] lr: 1.000e-03, eta: 9 days, 12:37:35, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8777, loss_cls: 1.2214, loss: 1.2214, grad_norm: 6.4443 2022-03-02 02:02:05,816 - mmaction - INFO - Epoch [324][1620/1878] lr: 1.000e-03, eta: 9 days, 12:36:12, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.6926, top5_acc: 0.8598, loss_cls: 1.3118, loss: 1.3118, grad_norm: 6.6127 2022-03-02 02:02:30,957 - mmaction - INFO - Epoch [324][1640/1878] lr: 1.000e-03, eta: 9 days, 12:34:49, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8539, loss_cls: 1.2979, loss: 1.2979, grad_norm: 6.4896 2022-03-02 02:02:56,317 - mmaction - INFO - Epoch [324][1660/1878] lr: 1.000e-03, eta: 9 days, 12:33:27, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8727, loss_cls: 1.2333, loss: 1.2333, grad_norm: 6.3033 2022-03-02 02:03:21,499 - mmaction - INFO - Epoch [324][1680/1878] lr: 1.000e-03, eta: 9 days, 12:32:04, time: 1.259, data_time: 0.071, memory: 9654, top1_acc: 0.6949, top5_acc: 0.8629, loss_cls: 1.2752, loss: 1.2752, grad_norm: 6.6494 2022-03-02 02:03:46,715 - mmaction - INFO - Epoch [324][1700/1878] lr: 1.000e-03, eta: 9 days, 12:30:41, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8789, loss_cls: 1.1897, loss: 1.1897, grad_norm: 6.3147 2022-03-02 02:04:11,968 - mmaction - INFO - Epoch [324][1720/1878] lr: 1.000e-03, eta: 9 days, 12:29:18, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8762, loss_cls: 1.2291, loss: 1.2291, grad_norm: 6.4295 2022-03-02 02:04:37,206 - mmaction - INFO - Epoch [324][1740/1878] lr: 1.000e-03, eta: 9 days, 12:27:56, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8695, loss_cls: 1.2678, loss: 1.2678, grad_norm: 6.5028 2022-03-02 02:05:02,665 - mmaction - INFO - Epoch [324][1760/1878] lr: 1.000e-03, eta: 9 days, 12:26:35, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.6859, top5_acc: 0.8629, loss_cls: 1.3263, loss: 1.3263, grad_norm: 6.8097 2022-03-02 02:05:28,203 - mmaction - INFO - Epoch [324][1780/1878] lr: 1.000e-03, eta: 9 days, 12:25:14, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.7000, top5_acc: 0.8680, loss_cls: 1.2850, loss: 1.2850, grad_norm: 6.5868 2022-03-02 02:05:53,559 - mmaction - INFO - Epoch [324][1800/1878] lr: 1.000e-03, eta: 9 days, 12:23:52, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8762, loss_cls: 1.2199, loss: 1.2199, grad_norm: 6.2922 2022-03-02 02:06:19,151 - mmaction - INFO - Epoch [324][1820/1878] lr: 1.000e-03, eta: 9 days, 12:22:31, time: 1.279, data_time: 0.061, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8660, loss_cls: 1.2690, loss: 1.2690, grad_norm: 6.4851 2022-03-02 02:06:44,574 - mmaction - INFO - Epoch [324][1840/1878] lr: 1.000e-03, eta: 9 days, 12:21:10, time: 1.272, data_time: 0.062, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8910, loss_cls: 1.1700, loss: 1.1700, grad_norm: 6.3997 2022-03-02 02:07:09,938 - mmaction - INFO - Epoch [324][1860/1878] lr: 1.000e-03, eta: 9 days, 12:19:48, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8773, loss_cls: 1.2333, loss: 1.2333, grad_norm: 6.6074 2022-03-02 02:07:36,336 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 02:07:36,435 - mmaction - INFO - 110 BN found 2022-03-02 02:12:05,424 - mmaction - INFO - BN stats updated 2022-03-02 02:12:07,436 - mmaction - INFO - Saving checkpoint at 324 epochs 2022-03-02 02:15:30,775 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-02 02:15:31,591 - mmaction - INFO - top1_acc 0.6945 top5_acc 0.8831 2022-03-02 02:15:31,591 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-02 02:15:31,619 - mmaction - INFO - mean_acc 0.6944 2022-03-02 02:15:31,621 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_312.pth was removed 2022-03-02 02:15:33,080 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_324.pth. 2022-03-02 02:15:33,080 - mmaction - INFO - Best top1_acc is 0.6945 at 324 epoch. 2022-03-02 02:15:33,097 - mmaction - INFO - Epoch(val) [324][155] top1_acc: 0.6945, top5_acc: 0.8831, mean_class_accuracy: 0.6944 2022-03-02 02:15:34,042 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 02:16:58,691 - mmaction - INFO - Epoch [325][20/1878] lr: 1.000e-03, eta: 9 days, 12:20:36, time: 4.232, data_time: 2.965, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8707, loss_cls: 1.2583, loss: 1.2583, grad_norm: 6.4730 2022-03-02 02:17:23,805 - mmaction - INFO - Epoch [325][40/1878] lr: 1.000e-03, eta: 9 days, 12:19:12, time: 1.255, data_time: 0.074, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8738, loss_cls: 1.2410, loss: 1.2410, grad_norm: 6.4657 2022-03-02 02:17:48,938 - mmaction - INFO - Epoch [325][60/1878] lr: 1.000e-03, eta: 9 days, 12:17:49, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8816, loss_cls: 1.1923, loss: 1.1923, grad_norm: 6.4859 2022-03-02 02:18:14,445 - mmaction - INFO - Epoch [325][80/1878] lr: 1.000e-03, eta: 9 days, 12:16:28, time: 1.274, data_time: 0.060, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8785, loss_cls: 1.2063, loss: 1.2063, grad_norm: 6.3473 2022-03-02 02:18:39,531 - mmaction - INFO - Epoch [325][100/1878] lr: 1.000e-03, eta: 9 days, 12:15:05, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8746, loss_cls: 1.2334, loss: 1.2334, grad_norm: 6.4853 2022-03-02 02:19:04,210 - mmaction - INFO - Epoch [325][120/1878] lr: 1.000e-03, eta: 9 days, 12:13:40, time: 1.234, data_time: 0.064, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8738, loss_cls: 1.2496, loss: 1.2496, grad_norm: 6.6822 2022-03-02 02:19:29,303 - mmaction - INFO - Epoch [325][140/1878] lr: 1.000e-03, eta: 9 days, 12:12:17, time: 1.255, data_time: 0.071, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8820, loss_cls: 1.1998, loss: 1.1998, grad_norm: 6.5301 2022-03-02 02:19:54,534 - mmaction - INFO - Epoch [325][160/1878] lr: 1.000e-03, eta: 9 days, 12:10:54, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8652, loss_cls: 1.2719, loss: 1.2719, grad_norm: 6.5981 2022-03-02 02:20:19,856 - mmaction - INFO - Epoch [325][180/1878] lr: 1.000e-03, eta: 9 days, 12:09:33, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8719, loss_cls: 1.2104, loss: 1.2104, grad_norm: 6.4769 2022-03-02 02:20:45,037 - mmaction - INFO - Epoch [325][200/1878] lr: 1.000e-03, eta: 9 days, 12:08:10, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8797, loss_cls: 1.1873, loss: 1.1873, grad_norm: 6.2682 2022-03-02 02:21:10,540 - mmaction - INFO - Epoch [325][220/1878] lr: 1.000e-03, eta: 9 days, 12:06:49, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8676, loss_cls: 1.2730, loss: 1.2730, grad_norm: 6.5192 2022-03-02 02:21:35,810 - mmaction - INFO - Epoch [325][240/1878] lr: 1.000e-03, eta: 9 days, 12:05:27, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8676, loss_cls: 1.2763, loss: 1.2763, grad_norm: 6.6261 2022-03-02 02:22:01,162 - mmaction - INFO - Epoch [325][260/1878] lr: 1.000e-03, eta: 9 days, 12:04:06, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8820, loss_cls: 1.1773, loss: 1.1773, grad_norm: 6.4085 2022-03-02 02:22:26,567 - mmaction - INFO - Epoch [325][280/1878] lr: 1.000e-03, eta: 9 days, 12:02:45, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8695, loss_cls: 1.2469, loss: 1.2469, grad_norm: 6.5912 2022-03-02 02:22:51,758 - mmaction - INFO - Epoch [325][300/1878] lr: 1.000e-03, eta: 9 days, 12:01:22, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8727, loss_cls: 1.2170, loss: 1.2170, grad_norm: 6.5390 2022-03-02 02:23:17,124 - mmaction - INFO - Epoch [325][320/1878] lr: 1.000e-03, eta: 9 days, 12:00:01, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8750, loss_cls: 1.2546, loss: 1.2546, grad_norm: 6.4518 2022-03-02 02:23:42,349 - mmaction - INFO - Epoch [325][340/1878] lr: 1.000e-03, eta: 9 days, 11:58:39, time: 1.261, data_time: 0.071, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8707, loss_cls: 1.2527, loss: 1.2527, grad_norm: 6.5752 2022-03-02 02:24:08,247 - mmaction - INFO - Epoch [325][360/1878] lr: 1.000e-03, eta: 9 days, 11:57:21, time: 1.296, data_time: 0.067, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8645, loss_cls: 1.2583, loss: 1.2583, grad_norm: 6.3570 2022-03-02 02:24:33,611 - mmaction - INFO - Epoch [325][380/1878] lr: 1.000e-03, eta: 9 days, 11:55:59, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8723, loss_cls: 1.2703, loss: 1.2703, grad_norm: 6.5314 2022-03-02 02:24:59,051 - mmaction - INFO - Epoch [325][400/1878] lr: 1.000e-03, eta: 9 days, 11:54:39, time: 1.272, data_time: 0.071, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8773, loss_cls: 1.1945, loss: 1.1945, grad_norm: 6.3898 2022-03-02 02:25:24,458 - mmaction - INFO - Epoch [325][420/1878] lr: 1.000e-03, eta: 9 days, 11:53:18, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8809, loss_cls: 1.2312, loss: 1.2312, grad_norm: 6.5702 2022-03-02 02:25:49,491 - mmaction - INFO - Epoch [325][440/1878] lr: 1.000e-03, eta: 9 days, 11:51:55, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8770, loss_cls: 1.2505, loss: 1.2505, grad_norm: 6.5849 2022-03-02 02:26:14,695 - mmaction - INFO - Epoch [325][460/1878] lr: 1.000e-03, eta: 9 days, 11:50:32, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.6984, top5_acc: 0.8605, loss_cls: 1.3055, loss: 1.3055, grad_norm: 6.6663 2022-03-02 02:26:40,354 - mmaction - INFO - Epoch [325][480/1878] lr: 1.000e-03, eta: 9 days, 11:49:13, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1982, loss: 1.1982, grad_norm: 6.3557 2022-03-02 02:27:05,738 - mmaction - INFO - Epoch [325][500/1878] lr: 1.000e-03, eta: 9 days, 11:47:52, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7016, top5_acc: 0.8625, loss_cls: 1.2974, loss: 1.2974, grad_norm: 6.7028 2022-03-02 02:27:31,372 - mmaction - INFO - Epoch [325][520/1878] lr: 1.000e-03, eta: 9 days, 11:46:32, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8691, loss_cls: 1.2391, loss: 1.2391, grad_norm: 6.4767 2022-03-02 02:27:56,933 - mmaction - INFO - Epoch [325][540/1878] lr: 1.000e-03, eta: 9 days, 11:45:12, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8672, loss_cls: 1.2874, loss: 1.2874, grad_norm: 6.7136 2022-03-02 02:28:22,418 - mmaction - INFO - Epoch [325][560/1878] lr: 1.000e-03, eta: 9 days, 11:43:52, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8629, loss_cls: 1.2856, loss: 1.2856, grad_norm: 6.5700 2022-03-02 02:28:47,623 - mmaction - INFO - Epoch [325][580/1878] lr: 1.000e-03, eta: 9 days, 11:42:30, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8676, loss_cls: 1.2496, loss: 1.2496, grad_norm: 6.5415 2022-03-02 02:29:13,037 - mmaction - INFO - Epoch [325][600/1878] lr: 1.000e-03, eta: 9 days, 11:41:09, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8777, loss_cls: 1.2628, loss: 1.2628, grad_norm: 6.6986 2022-03-02 02:29:38,521 - mmaction - INFO - Epoch [325][620/1878] lr: 1.000e-03, eta: 9 days, 11:39:49, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8781, loss_cls: 1.2200, loss: 1.2200, grad_norm: 6.5118 2022-03-02 02:30:04,165 - mmaction - INFO - Epoch [325][640/1878] lr: 1.000e-03, eta: 9 days, 11:38:29, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8762, loss_cls: 1.2098, loss: 1.2098, grad_norm: 6.4821 2022-03-02 02:30:29,760 - mmaction - INFO - Epoch [325][660/1878] lr: 1.000e-03, eta: 9 days, 11:37:10, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8824, loss_cls: 1.2052, loss: 1.2052, grad_norm: 6.6352 2022-03-02 02:30:55,543 - mmaction - INFO - Epoch [325][680/1878] lr: 1.000e-03, eta: 9 days, 11:35:51, time: 1.291, data_time: 0.071, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8676, loss_cls: 1.2370, loss: 1.2370, grad_norm: 6.4720 2022-03-02 02:31:21,136 - mmaction - INFO - Epoch [325][700/1878] lr: 1.000e-03, eta: 9 days, 11:34:32, time: 1.280, data_time: 0.066, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8723, loss_cls: 1.2245, loss: 1.2245, grad_norm: 6.4830 2022-03-02 02:31:46,642 - mmaction - INFO - Epoch [325][720/1878] lr: 1.000e-03, eta: 9 days, 11:33:12, time: 1.276, data_time: 0.070, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8672, loss_cls: 1.2414, loss: 1.2414, grad_norm: 6.4819 2022-03-02 02:32:12,098 - mmaction - INFO - Epoch [325][740/1878] lr: 1.000e-03, eta: 9 days, 11:31:51, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8668, loss_cls: 1.2784, loss: 1.2784, grad_norm: 6.5379 2022-03-02 02:32:37,741 - mmaction - INFO - Epoch [325][760/1878] lr: 1.000e-03, eta: 9 days, 11:30:32, time: 1.283, data_time: 0.063, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8742, loss_cls: 1.2548, loss: 1.2548, grad_norm: 6.5842 2022-03-02 02:33:03,407 - mmaction - INFO - Epoch [325][780/1878] lr: 1.000e-03, eta: 9 days, 11:29:13, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.2478, loss: 1.2478, grad_norm: 6.4700 2022-03-02 02:33:28,927 - mmaction - INFO - Epoch [325][800/1878] lr: 1.000e-03, eta: 9 days, 11:27:53, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8672, loss_cls: 1.2441, loss: 1.2441, grad_norm: 6.5599 2022-03-02 02:33:54,211 - mmaction - INFO - Epoch [325][820/1878] lr: 1.000e-03, eta: 9 days, 11:26:32, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8711, loss_cls: 1.2932, loss: 1.2932, grad_norm: 6.8069 2022-03-02 02:34:19,338 - mmaction - INFO - Epoch [325][840/1878] lr: 1.000e-03, eta: 9 days, 11:25:10, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8664, loss_cls: 1.2625, loss: 1.2625, grad_norm: 6.6671 2022-03-02 02:34:44,371 - mmaction - INFO - Epoch [325][860/1878] lr: 1.000e-03, eta: 9 days, 11:23:47, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8641, loss_cls: 1.2536, loss: 1.2536, grad_norm: 6.4198 2022-03-02 02:35:09,697 - mmaction - INFO - Epoch [325][880/1878] lr: 1.000e-03, eta: 9 days, 11:22:26, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8781, loss_cls: 1.2066, loss: 1.2066, grad_norm: 6.5457 2022-03-02 02:35:35,082 - mmaction - INFO - Epoch [325][900/1878] lr: 1.000e-03, eta: 9 days, 11:21:06, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8633, loss_cls: 1.2602, loss: 1.2602, grad_norm: 6.5364 2022-03-02 02:36:00,120 - mmaction - INFO - Epoch [325][920/1878] lr: 1.000e-03, eta: 9 days, 11:19:43, time: 1.252, data_time: 0.068, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8652, loss_cls: 1.2568, loss: 1.2568, grad_norm: 6.4619 2022-03-02 02:36:25,491 - mmaction - INFO - Epoch [325][940/1878] lr: 1.000e-03, eta: 9 days, 11:18:23, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8754, loss_cls: 1.2152, loss: 1.2152, grad_norm: 6.3950 2022-03-02 02:36:50,847 - mmaction - INFO - Epoch [325][960/1878] lr: 1.000e-03, eta: 9 days, 11:17:02, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8801, loss_cls: 1.2135, loss: 1.2135, grad_norm: 6.5796 2022-03-02 02:37:16,517 - mmaction - INFO - Epoch [325][980/1878] lr: 1.000e-03, eta: 9 days, 11:15:43, time: 1.283, data_time: 0.060, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8691, loss_cls: 1.2368, loss: 1.2368, grad_norm: 6.4633 2022-03-02 02:37:42,025 - mmaction - INFO - Epoch [325][1000/1878] lr: 1.000e-03, eta: 9 days, 11:14:24, time: 1.276, data_time: 0.077, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8777, loss_cls: 1.1948, loss: 1.1948, grad_norm: 6.4774 2022-03-02 02:38:07,899 - mmaction - INFO - Epoch [325][1020/1878] lr: 1.000e-03, eta: 9 days, 11:13:06, time: 1.293, data_time: 0.073, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8840, loss_cls: 1.1984, loss: 1.1984, grad_norm: 6.6400 2022-03-02 02:38:33,255 - mmaction - INFO - Epoch [325][1040/1878] lr: 1.000e-03, eta: 9 days, 11:11:46, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8695, loss_cls: 1.2670, loss: 1.2670, grad_norm: 6.6599 2022-03-02 02:38:58,836 - mmaction - INFO - Epoch [325][1060/1878] lr: 1.000e-03, eta: 9 days, 11:10:26, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8785, loss_cls: 1.2128, loss: 1.2128, grad_norm: 6.5368 2022-03-02 02:39:24,062 - mmaction - INFO - Epoch [325][1080/1878] lr: 1.000e-03, eta: 9 days, 11:09:05, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8758, loss_cls: 1.1505, loss: 1.1505, grad_norm: 6.3137 2022-03-02 02:39:49,110 - mmaction - INFO - Epoch [325][1100/1878] lr: 1.000e-03, eta: 9 days, 11:07:43, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8727, loss_cls: 1.2006, loss: 1.2006, grad_norm: 6.4338 2022-03-02 02:40:14,669 - mmaction - INFO - Epoch [325][1120/1878] lr: 1.000e-03, eta: 9 days, 11:06:24, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.6926, top5_acc: 0.8648, loss_cls: 1.3360, loss: 1.3360, grad_norm: 6.6571 2022-03-02 02:40:40,082 - mmaction - INFO - Epoch [325][1140/1878] lr: 1.000e-03, eta: 9 days, 11:05:04, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8703, loss_cls: 1.2373, loss: 1.2373, grad_norm: 6.6319 2022-03-02 02:41:05,692 - mmaction - INFO - Epoch [325][1160/1878] lr: 1.000e-03, eta: 9 days, 11:03:45, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8789, loss_cls: 1.1795, loss: 1.1795, grad_norm: 6.3811 2022-03-02 02:41:30,929 - mmaction - INFO - Epoch [325][1180/1878] lr: 1.000e-03, eta: 9 days, 11:02:24, time: 1.261, data_time: 0.061, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8750, loss_cls: 1.2436, loss: 1.2436, grad_norm: 6.5788 2022-03-02 02:41:56,279 - mmaction - INFO - Epoch [325][1200/1878] lr: 1.000e-03, eta: 9 days, 11:01:03, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7039, top5_acc: 0.8703, loss_cls: 1.2611, loss: 1.2611, grad_norm: 6.5855 2022-03-02 02:42:21,422 - mmaction - INFO - Epoch [325][1220/1878] lr: 1.000e-03, eta: 9 days, 10:59:42, time: 1.256, data_time: 0.061, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8664, loss_cls: 1.2702, loss: 1.2702, grad_norm: 6.5404 2022-03-02 02:42:46,737 - mmaction - INFO - Epoch [325][1240/1878] lr: 1.000e-03, eta: 9 days, 10:58:21, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8742, loss_cls: 1.2450, loss: 1.2450, grad_norm: 6.6436 2022-03-02 02:43:12,143 - mmaction - INFO - Epoch [325][1260/1878] lr: 1.000e-03, eta: 9 days, 10:57:02, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8738, loss_cls: 1.2394, loss: 1.2394, grad_norm: 6.6439 2022-03-02 02:43:37,759 - mmaction - INFO - Epoch [325][1280/1878] lr: 1.000e-03, eta: 9 days, 10:55:43, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8738, loss_cls: 1.2650, loss: 1.2650, grad_norm: 6.6411 2022-03-02 02:44:03,431 - mmaction - INFO - Epoch [325][1300/1878] lr: 1.000e-03, eta: 9 days, 10:54:24, time: 1.284, data_time: 0.065, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8621, loss_cls: 1.2544, loss: 1.2544, grad_norm: 6.4922 2022-03-02 02:44:28,851 - mmaction - INFO - Epoch [325][1320/1878] lr: 1.000e-03, eta: 9 days, 10:53:04, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8703, loss_cls: 1.2281, loss: 1.2281, grad_norm: 6.4660 2022-03-02 02:44:54,168 - mmaction - INFO - Epoch [325][1340/1878] lr: 1.000e-03, eta: 9 days, 10:51:44, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8746, loss_cls: 1.2260, loss: 1.2260, grad_norm: 6.4789 2022-03-02 02:45:19,660 - mmaction - INFO - Epoch [325][1360/1878] lr: 1.000e-03, eta: 9 days, 10:50:25, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8820, loss_cls: 1.1828, loss: 1.1828, grad_norm: 6.4494 2022-03-02 02:45:44,782 - mmaction - INFO - Epoch [325][1380/1878] lr: 1.000e-03, eta: 9 days, 10:49:03, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8695, loss_cls: 1.2786, loss: 1.2786, grad_norm: 6.6154 2022-03-02 02:46:10,028 - mmaction - INFO - Epoch [325][1400/1878] lr: 1.000e-03, eta: 9 days, 10:47:43, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8691, loss_cls: 1.2668, loss: 1.2668, grad_norm: 6.5293 2022-03-02 02:46:35,681 - mmaction - INFO - Epoch [325][1420/1878] lr: 1.000e-03, eta: 9 days, 10:46:24, time: 1.285, data_time: 0.065, memory: 9654, top1_acc: 0.6895, top5_acc: 0.8621, loss_cls: 1.3305, loss: 1.3305, grad_norm: 6.8782 2022-03-02 02:47:00,810 - mmaction - INFO - Epoch [325][1440/1878] lr: 1.000e-03, eta: 9 days, 10:45:03, time: 1.256, data_time: 0.070, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8766, loss_cls: 1.2379, loss: 1.2379, grad_norm: 6.4792 2022-03-02 02:47:25,761 - mmaction - INFO - Epoch [325][1460/1878] lr: 1.000e-03, eta: 9 days, 10:43:41, time: 1.247, data_time: 0.062, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8727, loss_cls: 1.2289, loss: 1.2289, grad_norm: 6.6237 2022-03-02 02:47:51,093 - mmaction - INFO - Epoch [325][1480/1878] lr: 1.000e-03, eta: 9 days, 10:42:21, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8793, loss_cls: 1.2130, loss: 1.2130, grad_norm: 6.6199 2022-03-02 02:48:16,397 - mmaction - INFO - Epoch [325][1500/1878] lr: 1.000e-03, eta: 9 days, 10:41:01, time: 1.265, data_time: 0.061, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8730, loss_cls: 1.2477, loss: 1.2477, grad_norm: 6.5286 2022-03-02 02:48:41,681 - mmaction - INFO - Epoch [325][1520/1878] lr: 1.000e-03, eta: 9 days, 10:39:40, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8707, loss_cls: 1.2437, loss: 1.2437, grad_norm: 6.6478 2022-03-02 02:49:07,137 - mmaction - INFO - Epoch [325][1540/1878] lr: 1.000e-03, eta: 9 days, 10:38:21, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8785, loss_cls: 1.1915, loss: 1.1915, grad_norm: 6.4514 2022-03-02 02:49:32,304 - mmaction - INFO - Epoch [325][1560/1878] lr: 1.000e-03, eta: 9 days, 10:37:00, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8676, loss_cls: 1.2644, loss: 1.2644, grad_norm: 6.5844 2022-03-02 02:49:57,610 - mmaction - INFO - Epoch [325][1580/1878] lr: 1.000e-03, eta: 9 days, 10:35:40, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8629, loss_cls: 1.2856, loss: 1.2856, grad_norm: 6.5166 2022-03-02 02:50:22,929 - mmaction - INFO - Epoch [325][1600/1878] lr: 1.000e-03, eta: 9 days, 10:34:20, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8750, loss_cls: 1.2469, loss: 1.2469, grad_norm: 6.6672 2022-03-02 02:50:48,306 - mmaction - INFO - Epoch [325][1620/1878] lr: 1.000e-03, eta: 9 days, 10:33:00, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8723, loss_cls: 1.2550, loss: 1.2550, grad_norm: 6.6511 2022-03-02 02:51:13,357 - mmaction - INFO - Epoch [325][1640/1878] lr: 1.000e-03, eta: 9 days, 10:31:39, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8848, loss_cls: 1.1846, loss: 1.1846, grad_norm: 6.4499 2022-03-02 02:51:38,921 - mmaction - INFO - Epoch [325][1660/1878] lr: 1.000e-03, eta: 9 days, 10:30:20, time: 1.278, data_time: 0.064, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8723, loss_cls: 1.2882, loss: 1.2882, grad_norm: 6.7042 2022-03-02 02:52:04,215 - mmaction - INFO - Epoch [325][1680/1878] lr: 1.000e-03, eta: 9 days, 10:29:00, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8812, loss_cls: 1.2287, loss: 1.2287, grad_norm: 6.5498 2022-03-02 02:52:29,548 - mmaction - INFO - Epoch [325][1700/1878] lr: 1.000e-03, eta: 9 days, 10:27:40, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8617, loss_cls: 1.3023, loss: 1.3023, grad_norm: 6.7264 2022-03-02 02:52:54,857 - mmaction - INFO - Epoch [325][1720/1878] lr: 1.000e-03, eta: 9 days, 10:26:21, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8734, loss_cls: 1.2333, loss: 1.2333, grad_norm: 6.6200 2022-03-02 02:53:20,068 - mmaction - INFO - Epoch [325][1740/1878] lr: 1.000e-03, eta: 9 days, 10:25:00, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8852, loss_cls: 1.1852, loss: 1.1852, grad_norm: 6.5739 2022-03-02 02:53:45,298 - mmaction - INFO - Epoch [325][1760/1878] lr: 1.000e-03, eta: 9 days, 10:23:40, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8641, loss_cls: 1.2465, loss: 1.2465, grad_norm: 6.5592 2022-03-02 02:54:10,773 - mmaction - INFO - Epoch [325][1780/1878] lr: 1.000e-03, eta: 9 days, 10:22:21, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8840, loss_cls: 1.1852, loss: 1.1852, grad_norm: 6.6100 2022-03-02 02:54:36,136 - mmaction - INFO - Epoch [325][1800/1878] lr: 1.000e-03, eta: 9 days, 10:21:01, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8797, loss_cls: 1.2321, loss: 1.2321, grad_norm: 6.5633 2022-03-02 02:55:01,332 - mmaction - INFO - Epoch [325][1820/1878] lr: 1.000e-03, eta: 9 days, 10:19:41, time: 1.260, data_time: 0.070, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8723, loss_cls: 1.2594, loss: 1.2594, grad_norm: 6.6045 2022-03-02 02:55:26,596 - mmaction - INFO - Epoch [325][1840/1878] lr: 1.000e-03, eta: 9 days, 10:18:21, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8723, loss_cls: 1.2382, loss: 1.2382, grad_norm: 6.5575 2022-03-02 02:55:52,200 - mmaction - INFO - Epoch [325][1860/1878] lr: 1.000e-03, eta: 9 days, 10:17:03, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8699, loss_cls: 1.2510, loss: 1.2510, grad_norm: 6.5391 2022-03-02 02:56:19,628 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 02:58:29,848 - mmaction - INFO - Epoch [326][20/1878] lr: 1.000e-03, eta: 9 days, 10:21:56, time: 6.507, data_time: 5.188, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8812, loss_cls: 1.2483, loss: 1.2483, grad_norm: 6.6355 2022-03-02 02:58:54,875 - mmaction - INFO - Epoch [326][40/1878] lr: 1.000e-03, eta: 9 days, 10:20:35, time: 1.254, data_time: 0.080, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8754, loss_cls: 1.2098, loss: 1.2098, grad_norm: 6.5078 2022-03-02 02:59:19,500 - mmaction - INFO - Epoch [326][60/1878] lr: 1.000e-03, eta: 9 days, 10:19:12, time: 1.231, data_time: 0.063, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8750, loss_cls: 1.2325, loss: 1.2325, grad_norm: 6.4664 2022-03-02 02:59:44,531 - mmaction - INFO - Epoch [326][80/1878] lr: 1.000e-03, eta: 9 days, 10:17:51, time: 1.252, data_time: 0.065, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8766, loss_cls: 1.2141, loss: 1.2141, grad_norm: 6.4840 2022-03-02 03:00:09,897 - mmaction - INFO - Epoch [326][100/1878] lr: 1.000e-03, eta: 9 days, 10:16:31, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8684, loss_cls: 1.2667, loss: 1.2667, grad_norm: 6.6164 2022-03-02 03:00:35,469 - mmaction - INFO - Epoch [326][120/1878] lr: 1.000e-03, eta: 9 days, 10:15:13, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8738, loss_cls: 1.2361, loss: 1.2361, grad_norm: 6.5468 2022-03-02 03:01:00,901 - mmaction - INFO - Epoch [326][140/1878] lr: 1.000e-03, eta: 9 days, 10:13:54, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8871, loss_cls: 1.1711, loss: 1.1711, grad_norm: 6.5622 2022-03-02 03:01:25,635 - mmaction - INFO - Epoch [326][160/1878] lr: 1.000e-03, eta: 9 days, 10:12:31, time: 1.236, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8770, loss_cls: 1.2151, loss: 1.2151, grad_norm: 6.3855 2022-03-02 03:01:51,248 - mmaction - INFO - Epoch [326][180/1878] lr: 1.000e-03, eta: 9 days, 10:11:13, time: 1.281, data_time: 0.073, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8770, loss_cls: 1.2135, loss: 1.2135, grad_norm: 6.6164 2022-03-02 03:02:16,390 - mmaction - INFO - Epoch [326][200/1878] lr: 1.000e-03, eta: 9 days, 10:09:53, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8734, loss_cls: 1.2271, loss: 1.2271, grad_norm: 6.6457 2022-03-02 03:02:41,677 - mmaction - INFO - Epoch [326][220/1878] lr: 1.000e-03, eta: 9 days, 10:08:33, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8738, loss_cls: 1.2675, loss: 1.2675, grad_norm: 6.7562 2022-03-02 03:03:06,898 - mmaction - INFO - Epoch [326][240/1878] lr: 1.000e-03, eta: 9 days, 10:07:13, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.6902, top5_acc: 0.8691, loss_cls: 1.2788, loss: 1.2788, grad_norm: 6.6642 2022-03-02 03:03:32,444 - mmaction - INFO - Epoch [326][260/1878] lr: 1.000e-03, eta: 9 days, 10:05:55, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8715, loss_cls: 1.2135, loss: 1.2135, grad_norm: 6.6412 2022-03-02 03:03:57,678 - mmaction - INFO - Epoch [326][280/1878] lr: 1.000e-03, eta: 9 days, 10:04:35, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.6965, top5_acc: 0.8617, loss_cls: 1.2761, loss: 1.2761, grad_norm: 6.8441 2022-03-02 03:04:23,297 - mmaction - INFO - Epoch [326][300/1878] lr: 1.000e-03, eta: 9 days, 10:03:17, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8789, loss_cls: 1.2212, loss: 1.2212, grad_norm: 6.5692 2022-03-02 03:04:48,698 - mmaction - INFO - Epoch [326][320/1878] lr: 1.000e-03, eta: 9 days, 10:01:58, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8699, loss_cls: 1.2513, loss: 1.2513, grad_norm: 6.6610 2022-03-02 03:05:14,031 - mmaction - INFO - Epoch [326][340/1878] lr: 1.000e-03, eta: 9 days, 10:00:39, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8785, loss_cls: 1.2170, loss: 1.2170, grad_norm: 6.6070 2022-03-02 03:05:39,295 - mmaction - INFO - Epoch [326][360/1878] lr: 1.000e-03, eta: 9 days, 9:59:19, time: 1.263, data_time: 0.060, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8684, loss_cls: 1.2528, loss: 1.2528, grad_norm: 6.7176 2022-03-02 03:06:04,776 - mmaction - INFO - Epoch [326][380/1878] lr: 1.000e-03, eta: 9 days, 9:58:01, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8785, loss_cls: 1.2183, loss: 1.2183, grad_norm: 6.6294 2022-03-02 03:06:30,076 - mmaction - INFO - Epoch [326][400/1878] lr: 1.000e-03, eta: 9 days, 9:56:41, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2516, loss: 1.2516, grad_norm: 6.6061 2022-03-02 03:06:55,183 - mmaction - INFO - Epoch [326][420/1878] lr: 1.000e-03, eta: 9 days, 9:55:21, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8688, loss_cls: 1.2591, loss: 1.2591, grad_norm: 6.6874 2022-03-02 03:07:20,409 - mmaction - INFO - Epoch [326][440/1878] lr: 1.000e-03, eta: 9 days, 9:54:01, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8594, loss_cls: 1.3106, loss: 1.3106, grad_norm: 6.6049 2022-03-02 03:07:45,634 - mmaction - INFO - Epoch [326][460/1878] lr: 1.000e-03, eta: 9 days, 9:52:41, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8684, loss_cls: 1.2499, loss: 1.2499, grad_norm: 6.4845 2022-03-02 03:08:10,875 - mmaction - INFO - Epoch [326][480/1878] lr: 1.000e-03, eta: 9 days, 9:51:22, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8820, loss_cls: 1.1940, loss: 1.1940, grad_norm: 6.5451 2022-03-02 03:08:36,169 - mmaction - INFO - Epoch [326][500/1878] lr: 1.000e-03, eta: 9 days, 9:50:03, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8746, loss_cls: 1.2451, loss: 1.2451, grad_norm: 6.7610 2022-03-02 03:09:01,512 - mmaction - INFO - Epoch [326][520/1878] lr: 1.000e-03, eta: 9 days, 9:48:44, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8719, loss_cls: 1.2543, loss: 1.2543, grad_norm: 6.7388 2022-03-02 03:09:26,655 - mmaction - INFO - Epoch [326][540/1878] lr: 1.000e-03, eta: 9 days, 9:47:23, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8852, loss_cls: 1.2293, loss: 1.2293, grad_norm: 6.6445 2022-03-02 03:09:52,059 - mmaction - INFO - Epoch [326][560/1878] lr: 1.000e-03, eta: 9 days, 9:46:05, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8734, loss_cls: 1.2537, loss: 1.2537, grad_norm: 6.6775 2022-03-02 03:10:17,605 - mmaction - INFO - Epoch [326][580/1878] lr: 1.000e-03, eta: 9 days, 9:44:47, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8652, loss_cls: 1.2554, loss: 1.2554, grad_norm: 6.5766 2022-03-02 03:10:43,130 - mmaction - INFO - Epoch [326][600/1878] lr: 1.000e-03, eta: 9 days, 9:43:29, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8617, loss_cls: 1.2595, loss: 1.2595, grad_norm: 6.5402 2022-03-02 03:11:08,568 - mmaction - INFO - Epoch [326][620/1878] lr: 1.000e-03, eta: 9 days, 9:42:11, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8691, loss_cls: 1.2383, loss: 1.2383, grad_norm: 6.5223 2022-03-02 03:11:33,501 - mmaction - INFO - Epoch [326][640/1878] lr: 1.000e-03, eta: 9 days, 9:40:50, time: 1.247, data_time: 0.067, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8773, loss_cls: 1.2575, loss: 1.2575, grad_norm: 6.6465 2022-03-02 03:11:58,737 - mmaction - INFO - Epoch [326][660/1878] lr: 1.000e-03, eta: 9 days, 9:39:30, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8738, loss_cls: 1.2275, loss: 1.2275, grad_norm: 6.5607 2022-03-02 03:12:23,910 - mmaction - INFO - Epoch [326][680/1878] lr: 1.000e-03, eta: 9 days, 9:38:10, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8734, loss_cls: 1.2512, loss: 1.2512, grad_norm: 6.6729 2022-03-02 03:12:49,151 - mmaction - INFO - Epoch [326][700/1878] lr: 1.000e-03, eta: 9 days, 9:36:51, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8715, loss_cls: 1.2164, loss: 1.2164, grad_norm: 6.3779 2022-03-02 03:13:14,501 - mmaction - INFO - Epoch [326][720/1878] lr: 1.000e-03, eta: 9 days, 9:35:32, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8754, loss_cls: 1.2265, loss: 1.2265, grad_norm: 6.5622 2022-03-02 03:13:39,773 - mmaction - INFO - Epoch [326][740/1878] lr: 1.000e-03, eta: 9 days, 9:34:13, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8910, loss_cls: 1.1644, loss: 1.1644, grad_norm: 6.5376 2022-03-02 03:14:05,297 - mmaction - INFO - Epoch [326][760/1878] lr: 1.000e-03, eta: 9 days, 9:32:55, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8902, loss_cls: 1.1800, loss: 1.1800, grad_norm: 6.5057 2022-03-02 03:14:30,341 - mmaction - INFO - Epoch [326][780/1878] lr: 1.000e-03, eta: 9 days, 9:31:35, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8727, loss_cls: 1.2424, loss: 1.2424, grad_norm: 6.5544 2022-03-02 03:14:55,784 - mmaction - INFO - Epoch [326][800/1878] lr: 1.000e-03, eta: 9 days, 9:30:17, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8812, loss_cls: 1.2203, loss: 1.2203, grad_norm: 6.5649 2022-03-02 03:15:21,409 - mmaction - INFO - Epoch [326][820/1878] lr: 1.000e-03, eta: 9 days, 9:29:00, time: 1.281, data_time: 0.064, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8871, loss_cls: 1.1697, loss: 1.1697, grad_norm: 6.4931 2022-03-02 03:15:47,076 - mmaction - INFO - Epoch [326][840/1878] lr: 1.000e-03, eta: 9 days, 9:27:43, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8711, loss_cls: 1.2263, loss: 1.2263, grad_norm: 6.6875 2022-03-02 03:16:12,291 - mmaction - INFO - Epoch [326][860/1878] lr: 1.000e-03, eta: 9 days, 9:26:23, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8734, loss_cls: 1.2163, loss: 1.2163, grad_norm: 6.4240 2022-03-02 03:16:37,523 - mmaction - INFO - Epoch [326][880/1878] lr: 1.000e-03, eta: 9 days, 9:25:04, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8723, loss_cls: 1.2159, loss: 1.2159, grad_norm: 6.4845 2022-03-02 03:17:03,161 - mmaction - INFO - Epoch [326][900/1878] lr: 1.000e-03, eta: 9 days, 9:23:47, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8816, loss_cls: 1.1946, loss: 1.1946, grad_norm: 6.5696 2022-03-02 03:17:28,383 - mmaction - INFO - Epoch [326][920/1878] lr: 1.000e-03, eta: 9 days, 9:22:28, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8746, loss_cls: 1.2408, loss: 1.2408, grad_norm: 6.6821 2022-03-02 03:17:53,356 - mmaction - INFO - Epoch [326][940/1878] lr: 1.000e-03, eta: 9 days, 9:21:08, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.6930, top5_acc: 0.8648, loss_cls: 1.2919, loss: 1.2919, grad_norm: 6.8062 2022-03-02 03:18:18,484 - mmaction - INFO - Epoch [326][960/1878] lr: 1.000e-03, eta: 9 days, 9:19:48, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8742, loss_cls: 1.1787, loss: 1.1787, grad_norm: 6.5962 2022-03-02 03:18:43,568 - mmaction - INFO - Epoch [326][980/1878] lr: 1.000e-03, eta: 9 days, 9:18:28, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8801, loss_cls: 1.2016, loss: 1.2016, grad_norm: 6.5556 2022-03-02 03:19:09,081 - mmaction - INFO - Epoch [326][1000/1878] lr: 1.000e-03, eta: 9 days, 9:17:11, time: 1.275, data_time: 0.062, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8758, loss_cls: 1.2042, loss: 1.2042, grad_norm: 6.5552 2022-03-02 03:19:34,409 - mmaction - INFO - Epoch [326][1020/1878] lr: 1.000e-03, eta: 9 days, 9:15:52, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8770, loss_cls: 1.2155, loss: 1.2155, grad_norm: 6.7408 2022-03-02 03:19:59,879 - mmaction - INFO - Epoch [326][1040/1878] lr: 1.000e-03, eta: 9 days, 9:14:34, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8840, loss_cls: 1.1953, loss: 1.1953, grad_norm: 6.7935 2022-03-02 03:20:24,975 - mmaction - INFO - Epoch [326][1060/1878] lr: 1.000e-03, eta: 9 days, 9:13:15, time: 1.255, data_time: 0.062, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8629, loss_cls: 1.2945, loss: 1.2945, grad_norm: 6.8471 2022-03-02 03:20:50,484 - mmaction - INFO - Epoch [326][1080/1878] lr: 1.000e-03, eta: 9 days, 9:11:57, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8797, loss_cls: 1.2335, loss: 1.2335, grad_norm: 6.6777 2022-03-02 03:27:34,657 - mmaction - INFO - Epoch [326][1100/1878] lr: 1.000e-03, eta: 9 days, 9:44:24, time: 20.211, data_time: 19.083, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8723, loss_cls: 1.2416, loss: 1.2416, grad_norm: 6.6858 2022-03-02 03:27:59,046 - mmaction - INFO - Epoch [326][1120/1878] lr: 1.000e-03, eta: 9 days, 9:43:00, time: 1.219, data_time: 0.070, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8734, loss_cls: 1.2281, loss: 1.2281, grad_norm: 6.6898 2022-03-02 03:28:23,207 - mmaction - INFO - Epoch [326][1140/1878] lr: 1.000e-03, eta: 9 days, 9:41:35, time: 1.207, data_time: 0.069, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8723, loss_cls: 1.2592, loss: 1.2592, grad_norm: 6.8418 2022-03-02 03:28:47,641 - mmaction - INFO - Epoch [326][1160/1878] lr: 1.000e-03, eta: 9 days, 9:40:12, time: 1.223, data_time: 0.068, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8660, loss_cls: 1.2746, loss: 1.2746, grad_norm: 6.7122 2022-03-02 03:29:12,417 - mmaction - INFO - Epoch [326][1180/1878] lr: 1.000e-03, eta: 9 days, 9:38:50, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8812, loss_cls: 1.1887, loss: 1.1887, grad_norm: 6.5615 2022-03-02 03:29:37,709 - mmaction - INFO - Epoch [326][1200/1878] lr: 1.000e-03, eta: 9 days, 9:37:31, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8828, loss_cls: 1.1804, loss: 1.1804, grad_norm: 6.6708 2022-03-02 03:30:02,928 - mmaction - INFO - Epoch [326][1220/1878] lr: 1.000e-03, eta: 9 days, 9:36:11, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8719, loss_cls: 1.2478, loss: 1.2478, grad_norm: 6.6652 2022-03-02 03:30:28,820 - mmaction - INFO - Epoch [326][1240/1878] lr: 1.000e-03, eta: 9 days, 9:34:56, time: 1.294, data_time: 0.066, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8711, loss_cls: 1.2613, loss: 1.2613, grad_norm: 6.7079 2022-03-02 03:30:54,526 - mmaction - INFO - Epoch [326][1260/1878] lr: 1.000e-03, eta: 9 days, 9:33:39, time: 1.286, data_time: 0.068, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8758, loss_cls: 1.2150, loss: 1.2150, grad_norm: 6.5833 2022-03-02 03:31:19,980 - mmaction - INFO - Epoch [326][1280/1878] lr: 1.000e-03, eta: 9 days, 9:32:21, time: 1.273, data_time: 0.070, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8633, loss_cls: 1.2538, loss: 1.2538, grad_norm: 6.5986 2022-03-02 03:31:45,189 - mmaction - INFO - Epoch [326][1300/1878] lr: 1.000e-03, eta: 9 days, 9:31:01, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8676, loss_cls: 1.2711, loss: 1.2711, grad_norm: 6.7879 2022-03-02 03:32:10,723 - mmaction - INFO - Epoch [326][1320/1878] lr: 1.000e-03, eta: 9 days, 9:29:44, time: 1.276, data_time: 0.073, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8785, loss_cls: 1.2079, loss: 1.2079, grad_norm: 6.6295 2022-03-02 03:32:36,300 - mmaction - INFO - Epoch [326][1340/1878] lr: 1.000e-03, eta: 9 days, 9:28:27, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.2116, loss: 1.2116, grad_norm: 6.6772 2022-03-02 03:33:01,718 - mmaction - INFO - Epoch [326][1360/1878] lr: 1.000e-03, eta: 9 days, 9:27:08, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8863, loss_cls: 1.1954, loss: 1.1954, grad_norm: 6.7916 2022-03-02 03:33:26,928 - mmaction - INFO - Epoch [326][1380/1878] lr: 1.000e-03, eta: 9 days, 9:25:49, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8801, loss_cls: 1.2186, loss: 1.2186, grad_norm: 6.7813 2022-03-02 03:33:52,132 - mmaction - INFO - Epoch [326][1400/1878] lr: 1.000e-03, eta: 9 days, 9:24:30, time: 1.261, data_time: 0.061, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8656, loss_cls: 1.2628, loss: 1.2628, grad_norm: 6.7206 2022-03-02 03:34:17,297 - mmaction - INFO - Epoch [326][1420/1878] lr: 1.000e-03, eta: 9 days, 9:23:10, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7008, top5_acc: 0.8637, loss_cls: 1.2734, loss: 1.2734, grad_norm: 6.6786 2022-03-02 03:34:42,562 - mmaction - INFO - Epoch [326][1440/1878] lr: 1.000e-03, eta: 9 days, 9:21:52, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8703, loss_cls: 1.2169, loss: 1.2169, grad_norm: 6.4945 2022-03-02 03:35:07,778 - mmaction - INFO - Epoch [326][1460/1878] lr: 1.000e-03, eta: 9 days, 9:20:32, time: 1.260, data_time: 0.073, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8762, loss_cls: 1.2140, loss: 1.2140, grad_norm: 6.6543 2022-03-02 03:35:32,759 - mmaction - INFO - Epoch [326][1480/1878] lr: 1.000e-03, eta: 9 days, 9:19:12, time: 1.250, data_time: 0.070, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8762, loss_cls: 1.2066, loss: 1.2066, grad_norm: 6.5836 2022-03-02 03:35:58,171 - mmaction - INFO - Epoch [326][1500/1878] lr: 1.000e-03, eta: 9 days, 9:17:54, time: 1.271, data_time: 0.062, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8801, loss_cls: 1.2121, loss: 1.2121, grad_norm: 6.6760 2022-03-02 03:36:23,349 - mmaction - INFO - Epoch [326][1520/1878] lr: 1.000e-03, eta: 9 days, 9:16:35, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8742, loss_cls: 1.2445, loss: 1.2445, grad_norm: 6.6686 2022-03-02 03:36:48,523 - mmaction - INFO - Epoch [326][1540/1878] lr: 1.000e-03, eta: 9 days, 9:15:16, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8816, loss_cls: 1.1792, loss: 1.1792, grad_norm: 6.5961 2022-03-02 03:37:13,598 - mmaction - INFO - Epoch [326][1560/1878] lr: 1.000e-03, eta: 9 days, 9:13:56, time: 1.253, data_time: 0.069, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8840, loss_cls: 1.2150, loss: 1.2150, grad_norm: 6.8414 2022-03-02 03:37:38,796 - mmaction - INFO - Epoch [326][1580/1878] lr: 1.000e-03, eta: 9 days, 9:12:37, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8793, loss_cls: 1.2140, loss: 1.2140, grad_norm: 6.7855 2022-03-02 03:38:03,952 - mmaction - INFO - Epoch [326][1600/1878] lr: 1.000e-03, eta: 9 days, 9:11:18, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8703, loss_cls: 1.2586, loss: 1.2586, grad_norm: 6.6516 2022-03-02 03:38:29,242 - mmaction - INFO - Epoch [326][1620/1878] lr: 1.000e-03, eta: 9 days, 9:09:59, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8676, loss_cls: 1.2519, loss: 1.2519, grad_norm: 6.7407 2022-03-02 03:38:54,268 - mmaction - INFO - Epoch [326][1640/1878] lr: 1.000e-03, eta: 9 days, 9:08:39, time: 1.252, data_time: 0.065, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8832, loss_cls: 1.2085, loss: 1.2085, grad_norm: 6.7284 2022-03-02 03:39:19,363 - mmaction - INFO - Epoch [326][1660/1878] lr: 1.000e-03, eta: 9 days, 9:07:20, time: 1.255, data_time: 0.060, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8730, loss_cls: 1.2340, loss: 1.2340, grad_norm: 6.6069 2022-03-02 03:39:44,431 - mmaction - INFO - Epoch [326][1680/1878] lr: 1.000e-03, eta: 9 days, 9:06:00, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8723, loss_cls: 1.2241, loss: 1.2241, grad_norm: 6.5454 2022-03-02 03:40:09,670 - mmaction - INFO - Epoch [326][1700/1878] lr: 1.000e-03, eta: 9 days, 9:04:41, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8695, loss_cls: 1.2606, loss: 1.2606, grad_norm: 6.6473 2022-03-02 03:40:35,174 - mmaction - INFO - Epoch [326][1720/1878] lr: 1.000e-03, eta: 9 days, 9:03:24, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8777, loss_cls: 1.2277, loss: 1.2277, grad_norm: 6.6555 2022-03-02 03:41:00,767 - mmaction - INFO - Epoch [326][1740/1878] lr: 1.000e-03, eta: 9 days, 9:02:07, time: 1.280, data_time: 0.062, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8777, loss_cls: 1.1756, loss: 1.1756, grad_norm: 6.6518 2022-03-02 03:41:25,821 - mmaction - INFO - Epoch [326][1760/1878] lr: 1.000e-03, eta: 9 days, 9:00:48, time: 1.252, data_time: 0.062, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8613, loss_cls: 1.2914, loss: 1.2914, grad_norm: 6.8467 2022-03-02 03:41:51,015 - mmaction - INFO - Epoch [326][1780/1878] lr: 1.000e-03, eta: 9 days, 8:59:29, time: 1.260, data_time: 0.070, memory: 9654, top1_acc: 0.7020, top5_acc: 0.8789, loss_cls: 1.2435, loss: 1.2435, grad_norm: 6.6092 2022-03-02 03:42:16,325 - mmaction - INFO - Epoch [326][1800/1878] lr: 1.000e-03, eta: 9 days, 8:58:11, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8812, loss_cls: 1.2113, loss: 1.2113, grad_norm: 6.6699 2022-03-02 03:42:41,396 - mmaction - INFO - Epoch [326][1820/1878] lr: 1.000e-03, eta: 9 days, 8:56:51, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.6973, top5_acc: 0.8602, loss_cls: 1.2915, loss: 1.2915, grad_norm: 6.9300 2022-03-02 03:43:07,022 - mmaction - INFO - Epoch [326][1840/1878] lr: 1.000e-03, eta: 9 days, 8:55:35, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8793, loss_cls: 1.2008, loss: 1.2008, grad_norm: 6.8706 2022-03-02 03:43:31,956 - mmaction - INFO - Epoch [326][1860/1878] lr: 1.000e-03, eta: 9 days, 8:54:14, time: 1.247, data_time: 0.067, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8719, loss_cls: 1.2582, loss: 1.2582, grad_norm: 6.8369 2022-03-02 03:43:58,634 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 03:46:02,182 - mmaction - INFO - Epoch [327][20/1878] lr: 1.000e-03, eta: 9 days, 8:58:25, time: 6.177, data_time: 4.816, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8605, loss_cls: 1.2879, loss: 1.2879, grad_norm: 6.7986 2022-03-02 03:46:26,606 - mmaction - INFO - Epoch [327][40/1878] lr: 1.000e-03, eta: 9 days, 8:57:02, time: 1.221, data_time: 0.075, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8910, loss_cls: 1.1801, loss: 1.1801, grad_norm: 6.6879 2022-03-02 03:46:51,046 - mmaction - INFO - Epoch [327][60/1878] lr: 1.000e-03, eta: 9 days, 8:55:40, time: 1.222, data_time: 0.073, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8711, loss_cls: 1.2159, loss: 1.2159, grad_norm: 6.6943 2022-03-02 03:47:16,205 - mmaction - INFO - Epoch [327][80/1878] lr: 1.000e-03, eta: 9 days, 8:54:21, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8934, loss_cls: 1.1528, loss: 1.1528, grad_norm: 6.5755 2022-03-02 03:47:41,435 - mmaction - INFO - Epoch [327][100/1878] lr: 1.000e-03, eta: 9 days, 8:53:02, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8797, loss_cls: 1.1939, loss: 1.1939, grad_norm: 6.7319 2022-03-02 03:48:06,440 - mmaction - INFO - Epoch [327][120/1878] lr: 1.000e-03, eta: 9 days, 8:51:42, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8750, loss_cls: 1.2118, loss: 1.2118, grad_norm: 6.7480 2022-03-02 03:48:31,484 - mmaction - INFO - Epoch [327][140/1878] lr: 1.000e-03, eta: 9 days, 8:50:23, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8820, loss_cls: 1.1820, loss: 1.1820, grad_norm: 6.6469 2022-03-02 03:48:56,849 - mmaction - INFO - Epoch [327][160/1878] lr: 1.000e-03, eta: 9 days, 8:49:05, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8832, loss_cls: 1.2172, loss: 1.2172, grad_norm: 6.8411 2022-03-02 03:49:22,600 - mmaction - INFO - Epoch [327][180/1878] lr: 1.000e-03, eta: 9 days, 8:47:50, time: 1.289, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8746, loss_cls: 1.2309, loss: 1.2309, grad_norm: 6.7768 2022-03-02 03:49:47,595 - mmaction - INFO - Epoch [327][200/1878] lr: 1.000e-03, eta: 9 days, 8:46:30, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8750, loss_cls: 1.2052, loss: 1.2052, grad_norm: 6.6577 2022-03-02 03:50:13,073 - mmaction - INFO - Epoch [327][220/1878] lr: 1.000e-03, eta: 9 days, 8:45:13, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8809, loss_cls: 1.1832, loss: 1.1832, grad_norm: 6.6409 2022-03-02 03:50:38,532 - mmaction - INFO - Epoch [327][240/1878] lr: 1.000e-03, eta: 9 days, 8:43:56, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7008, top5_acc: 0.8770, loss_cls: 1.2443, loss: 1.2443, grad_norm: 6.8988 2022-03-02 03:51:03,968 - mmaction - INFO - Epoch [327][260/1878] lr: 1.000e-03, eta: 9 days, 8:42:38, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.6973, top5_acc: 0.8715, loss_cls: 1.2892, loss: 1.2892, grad_norm: 6.8613 2022-03-02 03:51:29,325 - mmaction - INFO - Epoch [327][280/1878] lr: 1.000e-03, eta: 9 days, 8:41:21, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8844, loss_cls: 1.1869, loss: 1.1869, grad_norm: 6.5907 2022-03-02 03:51:54,311 - mmaction - INFO - Epoch [327][300/1878] lr: 1.000e-03, eta: 9 days, 8:40:01, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8766, loss_cls: 1.2086, loss: 1.2086, grad_norm: 6.7029 2022-03-02 03:52:19,781 - mmaction - INFO - Epoch [327][320/1878] lr: 1.000e-03, eta: 9 days, 8:38:44, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8789, loss_cls: 1.1490, loss: 1.1490, grad_norm: 6.4934 2022-03-02 03:52:45,012 - mmaction - INFO - Epoch [327][340/1878] lr: 1.000e-03, eta: 9 days, 8:37:26, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8777, loss_cls: 1.2017, loss: 1.2017, grad_norm: 6.6457 2022-03-02 03:53:10,087 - mmaction - INFO - Epoch [327][360/1878] lr: 1.000e-03, eta: 9 days, 8:36:07, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8688, loss_cls: 1.2162, loss: 1.2162, grad_norm: 6.6095 2022-03-02 03:53:35,455 - mmaction - INFO - Epoch [327][380/1878] lr: 1.000e-03, eta: 9 days, 8:34:50, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8688, loss_cls: 1.2522, loss: 1.2522, grad_norm: 6.7248 2022-03-02 03:54:00,859 - mmaction - INFO - Epoch [327][400/1878] lr: 1.000e-03, eta: 9 days, 8:33:32, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8715, loss_cls: 1.2520, loss: 1.2520, grad_norm: 6.7965 2022-03-02 03:54:26,507 - mmaction - INFO - Epoch [327][420/1878] lr: 1.000e-03, eta: 9 days, 8:32:16, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8805, loss_cls: 1.2089, loss: 1.2089, grad_norm: 6.8372 2022-03-02 03:54:51,991 - mmaction - INFO - Epoch [327][440/1878] lr: 1.000e-03, eta: 9 days, 8:30:59, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8797, loss_cls: 1.2129, loss: 1.2129, grad_norm: 6.6358 2022-03-02 03:55:16,900 - mmaction - INFO - Epoch [327][460/1878] lr: 1.000e-03, eta: 9 days, 8:29:40, time: 1.245, data_time: 0.068, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8785, loss_cls: 1.2046, loss: 1.2046, grad_norm: 6.8099 2022-03-02 03:55:42,144 - mmaction - INFO - Epoch [327][480/1878] lr: 1.000e-03, eta: 9 days, 8:28:22, time: 1.262, data_time: 0.062, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8719, loss_cls: 1.2316, loss: 1.2316, grad_norm: 6.8623 2022-03-02 03:56:07,440 - mmaction - INFO - Epoch [327][500/1878] lr: 1.000e-03, eta: 9 days, 8:27:04, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8812, loss_cls: 1.1894, loss: 1.1894, grad_norm: 6.5398 2022-03-02 03:56:32,504 - mmaction - INFO - Epoch [327][520/1878] lr: 1.000e-03, eta: 9 days, 8:25:45, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8699, loss_cls: 1.2298, loss: 1.2298, grad_norm: 6.6575 2022-03-02 03:56:57,715 - mmaction - INFO - Epoch [327][540/1878] lr: 1.000e-03, eta: 9 days, 8:24:27, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8883, loss_cls: 1.1116, loss: 1.1116, grad_norm: 6.4791 2022-03-02 03:57:22,958 - mmaction - INFO - Epoch [327][560/1878] lr: 1.000e-03, eta: 9 days, 8:23:09, time: 1.263, data_time: 0.060, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8750, loss_cls: 1.2265, loss: 1.2265, grad_norm: 6.6582 2022-03-02 03:57:48,420 - mmaction - INFO - Epoch [327][580/1878] lr: 1.000e-03, eta: 9 days, 8:21:52, time: 1.272, data_time: 0.060, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8684, loss_cls: 1.2625, loss: 1.2625, grad_norm: 6.7456 2022-03-02 03:58:13,417 - mmaction - INFO - Epoch [327][600/1878] lr: 1.000e-03, eta: 9 days, 8:20:33, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8680, loss_cls: 1.2882, loss: 1.2882, grad_norm: 6.8676 2022-03-02 03:58:38,580 - mmaction - INFO - Epoch [327][620/1878] lr: 1.000e-03, eta: 9 days, 8:19:15, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8723, loss_cls: 1.2590, loss: 1.2590, grad_norm: 6.9866 2022-03-02 03:59:03,970 - mmaction - INFO - Epoch [327][640/1878] lr: 1.000e-03, eta: 9 days, 8:17:58, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8688, loss_cls: 1.2205, loss: 1.2205, grad_norm: 6.6862 2022-03-02 03:59:29,277 - mmaction - INFO - Epoch [327][660/1878] lr: 1.000e-03, eta: 9 days, 8:16:40, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8727, loss_cls: 1.2297, loss: 1.2297, grad_norm: 6.8075 2022-03-02 03:59:54,795 - mmaction - INFO - Epoch [327][680/1878] lr: 1.000e-03, eta: 9 days, 8:15:24, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7016, top5_acc: 0.8652, loss_cls: 1.2836, loss: 1.2836, grad_norm: 6.7256 2022-03-02 04:00:19,974 - mmaction - INFO - Epoch [327][700/1878] lr: 1.000e-03, eta: 9 days, 8:14:06, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8785, loss_cls: 1.1894, loss: 1.1894, grad_norm: 6.7175 2022-03-02 04:00:45,405 - mmaction - INFO - Epoch [327][720/1878] lr: 1.000e-03, eta: 9 days, 8:12:49, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8750, loss_cls: 1.2499, loss: 1.2499, grad_norm: 6.7930 2022-03-02 04:01:11,061 - mmaction - INFO - Epoch [327][740/1878] lr: 1.000e-03, eta: 9 days, 8:11:34, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8859, loss_cls: 1.1481, loss: 1.1481, grad_norm: 6.8001 2022-03-02 04:01:36,427 - mmaction - INFO - Epoch [327][760/1878] lr: 1.000e-03, eta: 9 days, 8:10:16, time: 1.268, data_time: 0.061, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8695, loss_cls: 1.2389, loss: 1.2389, grad_norm: 6.7303 2022-03-02 04:02:01,968 - mmaction - INFO - Epoch [327][780/1878] lr: 1.000e-03, eta: 9 days, 8:09:00, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8785, loss_cls: 1.1790, loss: 1.1790, grad_norm: 6.6839 2022-03-02 04:02:27,184 - mmaction - INFO - Epoch [327][800/1878] lr: 1.000e-03, eta: 9 days, 8:07:42, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8773, loss_cls: 1.2068, loss: 1.2068, grad_norm: 6.7977 2022-03-02 04:02:52,397 - mmaction - INFO - Epoch [327][820/1878] lr: 1.000e-03, eta: 9 days, 8:06:25, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8738, loss_cls: 1.2257, loss: 1.2257, grad_norm: 6.8085 2022-03-02 04:03:17,923 - mmaction - INFO - Epoch [327][840/1878] lr: 1.000e-03, eta: 9 days, 8:05:09, time: 1.277, data_time: 0.070, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8715, loss_cls: 1.2391, loss: 1.2391, grad_norm: 6.8530 2022-03-02 04:03:43,078 - mmaction - INFO - Epoch [327][860/1878] lr: 1.000e-03, eta: 9 days, 8:03:51, time: 1.257, data_time: 0.061, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8668, loss_cls: 1.2370, loss: 1.2370, grad_norm: 6.7767 2022-03-02 04:04:08,722 - mmaction - INFO - Epoch [327][880/1878] lr: 1.000e-03, eta: 9 days, 8:02:35, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8707, loss_cls: 1.2180, loss: 1.2180, grad_norm: 6.7785 2022-03-02 04:04:33,829 - mmaction - INFO - Epoch [327][900/1878] lr: 1.000e-03, eta: 9 days, 8:01:17, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8855, loss_cls: 1.1617, loss: 1.1617, grad_norm: 6.5941 2022-03-02 04:04:58,689 - mmaction - INFO - Epoch [327][920/1878] lr: 1.000e-03, eta: 9 days, 7:59:57, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8777, loss_cls: 1.1953, loss: 1.1953, grad_norm: 6.8466 2022-03-02 04:05:24,035 - mmaction - INFO - Epoch [327][940/1878] lr: 1.000e-03, eta: 9 days, 7:58:40, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8672, loss_cls: 1.2746, loss: 1.2746, grad_norm: 6.9862 2022-03-02 04:05:49,036 - mmaction - INFO - Epoch [327][960/1878] lr: 1.000e-03, eta: 9 days, 7:57:22, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8707, loss_cls: 1.1944, loss: 1.1944, grad_norm: 6.7070 2022-03-02 04:06:14,021 - mmaction - INFO - Epoch [327][980/1878] lr: 1.000e-03, eta: 9 days, 7:56:03, time: 1.249, data_time: 0.071, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8691, loss_cls: 1.2523, loss: 1.2523, grad_norm: 6.8669 2022-03-02 04:06:39,175 - mmaction - INFO - Epoch [327][1000/1878] lr: 1.000e-03, eta: 9 days, 7:54:45, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8852, loss_cls: 1.1924, loss: 1.1924, grad_norm: 6.7747 2022-03-02 04:07:04,657 - mmaction - INFO - Epoch [327][1020/1878] lr: 1.000e-03, eta: 9 days, 7:53:29, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8676, loss_cls: 1.2500, loss: 1.2500, grad_norm: 6.8910 2022-03-02 04:07:30,303 - mmaction - INFO - Epoch [327][1040/1878] lr: 1.000e-03, eta: 9 days, 7:52:13, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8820, loss_cls: 1.1815, loss: 1.1815, grad_norm: 6.7814 2022-03-02 04:07:55,758 - mmaction - INFO - Epoch [327][1060/1878] lr: 1.000e-03, eta: 9 days, 7:50:57, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8785, loss_cls: 1.2230, loss: 1.2230, grad_norm: 6.8793 2022-03-02 04:08:21,197 - mmaction - INFO - Epoch [327][1080/1878] lr: 1.000e-03, eta: 9 days, 7:49:41, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8715, loss_cls: 1.1940, loss: 1.1940, grad_norm: 6.7022 2022-03-02 04:08:46,403 - mmaction - INFO - Epoch [327][1100/1878] lr: 1.000e-03, eta: 9 days, 7:48:23, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8828, loss_cls: 1.1890, loss: 1.1890, grad_norm: 6.8670 2022-03-02 04:09:11,690 - mmaction - INFO - Epoch [327][1120/1878] lr: 1.000e-03, eta: 9 days, 7:47:06, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8633, loss_cls: 1.2561, loss: 1.2561, grad_norm: 6.9392 2022-03-02 04:09:36,778 - mmaction - INFO - Epoch [327][1140/1878] lr: 1.000e-03, eta: 9 days, 7:45:48, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8820, loss_cls: 1.1688, loss: 1.1688, grad_norm: 6.7169 2022-03-02 04:10:02,581 - mmaction - INFO - Epoch [327][1160/1878] lr: 1.000e-03, eta: 9 days, 7:44:34, time: 1.290, data_time: 0.066, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8730, loss_cls: 1.2168, loss: 1.2168, grad_norm: 6.6855 2022-03-02 04:10:28,289 - mmaction - INFO - Epoch [327][1180/1878] lr: 1.000e-03, eta: 9 days, 7:43:19, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.6965, top5_acc: 0.8605, loss_cls: 1.2953, loss: 1.2953, grad_norm: 6.9951 2022-03-02 04:10:54,136 - mmaction - INFO - Epoch [327][1200/1878] lr: 1.000e-03, eta: 9 days, 7:42:05, time: 1.297, data_time: 0.065, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8836, loss_cls: 1.2069, loss: 1.2069, grad_norm: 6.8545 2022-03-02 04:11:19,328 - mmaction - INFO - Epoch [327][1220/1878] lr: 1.000e-03, eta: 9 days, 7:40:48, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8758, loss_cls: 1.2416, loss: 1.2416, grad_norm: 6.8382 2022-03-02 04:11:44,335 - mmaction - INFO - Epoch [327][1240/1878] lr: 1.000e-03, eta: 9 days, 7:39:29, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8785, loss_cls: 1.1790, loss: 1.1790, grad_norm: 6.6743 2022-03-02 04:12:09,576 - mmaction - INFO - Epoch [327][1260/1878] lr: 1.000e-03, eta: 9 days, 7:38:12, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8902, loss_cls: 1.1292, loss: 1.1292, grad_norm: 6.6022 2022-03-02 04:12:34,933 - mmaction - INFO - Epoch [327][1280/1878] lr: 1.000e-03, eta: 9 days, 7:36:56, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8734, loss_cls: 1.2337, loss: 1.2337, grad_norm: 6.9338 2022-03-02 04:13:00,173 - mmaction - INFO - Epoch [327][1300/1878] lr: 1.000e-03, eta: 9 days, 7:35:39, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8785, loss_cls: 1.2109, loss: 1.2109, grad_norm: 6.7623 2022-03-02 04:13:25,599 - mmaction - INFO - Epoch [327][1320/1878] lr: 1.000e-03, eta: 9 days, 7:34:22, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8688, loss_cls: 1.2303, loss: 1.2303, grad_norm: 6.8794 2022-03-02 04:13:50,917 - mmaction - INFO - Epoch [327][1340/1878] lr: 1.000e-03, eta: 9 days, 7:33:06, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8746, loss_cls: 1.2285, loss: 1.2285, grad_norm: 6.7367 2022-03-02 04:14:15,685 - mmaction - INFO - Epoch [327][1360/1878] lr: 1.000e-03, eta: 9 days, 7:31:46, time: 1.238, data_time: 0.064, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8684, loss_cls: 1.2393, loss: 1.2393, grad_norm: 6.6538 2022-03-02 04:14:40,588 - mmaction - INFO - Epoch [327][1380/1878] lr: 1.000e-03, eta: 9 days, 7:30:28, time: 1.245, data_time: 0.062, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8707, loss_cls: 1.2549, loss: 1.2549, grad_norm: 6.8206 2022-03-02 04:15:05,844 - mmaction - INFO - Epoch [327][1400/1878] lr: 1.000e-03, eta: 9 days, 7:29:11, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8758, loss_cls: 1.2354, loss: 1.2354, grad_norm: 6.8159 2022-03-02 04:15:31,009 - mmaction - INFO - Epoch [327][1420/1878] lr: 1.000e-03, eta: 9 days, 7:27:53, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8781, loss_cls: 1.2212, loss: 1.2212, grad_norm: 6.8588 2022-03-02 04:15:56,467 - mmaction - INFO - Epoch [327][1440/1878] lr: 1.000e-03, eta: 9 days, 7:26:38, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8801, loss_cls: 1.1988, loss: 1.1988, grad_norm: 6.6548 2022-03-02 04:16:21,429 - mmaction - INFO - Epoch [327][1460/1878] lr: 1.000e-03, eta: 9 days, 7:25:19, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7008, top5_acc: 0.8707, loss_cls: 1.2448, loss: 1.2448, grad_norm: 6.8603 2022-03-02 04:16:46,578 - mmaction - INFO - Epoch [327][1480/1878] lr: 1.000e-03, eta: 9 days, 7:24:02, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.6895, top5_acc: 0.8648, loss_cls: 1.2811, loss: 1.2811, grad_norm: 6.9131 2022-03-02 04:17:11,735 - mmaction - INFO - Epoch [327][1500/1878] lr: 1.000e-03, eta: 9 days, 7:22:44, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8715, loss_cls: 1.2610, loss: 1.2610, grad_norm: 6.8729 2022-03-02 04:17:36,738 - mmaction - INFO - Epoch [327][1520/1878] lr: 1.000e-03, eta: 9 days, 7:21:26, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8793, loss_cls: 1.1805, loss: 1.1805, grad_norm: 6.7186 2022-03-02 04:18:01,639 - mmaction - INFO - Epoch [327][1540/1878] lr: 1.000e-03, eta: 9 days, 7:20:08, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.6949, top5_acc: 0.8684, loss_cls: 1.2877, loss: 1.2877, grad_norm: 6.8975 2022-03-02 04:18:26,668 - mmaction - INFO - Epoch [327][1560/1878] lr: 1.000e-03, eta: 9 days, 7:18:50, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8664, loss_cls: 1.2415, loss: 1.2415, grad_norm: 6.8004 2022-03-02 04:18:51,954 - mmaction - INFO - Epoch [327][1580/1878] lr: 1.000e-03, eta: 9 days, 7:17:33, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8742, loss_cls: 1.2166, loss: 1.2166, grad_norm: 6.7785 2022-03-02 04:19:17,548 - mmaction - INFO - Epoch [327][1600/1878] lr: 1.000e-03, eta: 9 days, 7:16:18, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.2003, loss: 1.2003, grad_norm: 6.8792 2022-03-02 04:19:42,817 - mmaction - INFO - Epoch [327][1620/1878] lr: 1.000e-03, eta: 9 days, 7:15:02, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8770, loss_cls: 1.2230, loss: 1.2230, grad_norm: 6.8341 2022-03-02 04:20:08,329 - mmaction - INFO - Epoch [327][1640/1878] lr: 1.000e-03, eta: 9 days, 7:13:47, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8754, loss_cls: 1.2448, loss: 1.2448, grad_norm: 6.9515 2022-03-02 04:20:33,395 - mmaction - INFO - Epoch [327][1660/1878] lr: 1.000e-03, eta: 9 days, 7:12:29, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8770, loss_cls: 1.2540, loss: 1.2540, grad_norm: 6.9846 2022-03-02 04:20:58,685 - mmaction - INFO - Epoch [327][1680/1878] lr: 1.000e-03, eta: 9 days, 7:11:12, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8723, loss_cls: 1.2211, loss: 1.2211, grad_norm: 6.6260 2022-03-02 04:21:24,139 - mmaction - INFO - Epoch [327][1700/1878] lr: 1.000e-03, eta: 9 days, 7:09:57, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8758, loss_cls: 1.2601, loss: 1.2601, grad_norm: 6.8741 2022-03-02 04:21:49,637 - mmaction - INFO - Epoch [327][1720/1878] lr: 1.000e-03, eta: 9 days, 7:08:42, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8699, loss_cls: 1.2462, loss: 1.2462, grad_norm: 6.7871 2022-03-02 04:22:14,887 - mmaction - INFO - Epoch [327][1740/1878] lr: 1.000e-03, eta: 9 days, 7:07:25, time: 1.262, data_time: 0.070, memory: 9654, top1_acc: 0.7000, top5_acc: 0.8738, loss_cls: 1.2447, loss: 1.2447, grad_norm: 6.8571 2022-03-02 04:22:40,000 - mmaction - INFO - Epoch [327][1760/1878] lr: 1.000e-03, eta: 9 days, 7:06:08, time: 1.255, data_time: 0.060, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8773, loss_cls: 1.2339, loss: 1.2339, grad_norm: 6.7204 2022-03-02 04:23:05,356 - mmaction - INFO - Epoch [327][1780/1878] lr: 1.000e-03, eta: 9 days, 7:04:52, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8766, loss_cls: 1.2245, loss: 1.2245, grad_norm: 6.8052 2022-03-02 04:23:30,276 - mmaction - INFO - Epoch [327][1800/1878] lr: 1.000e-03, eta: 9 days, 7:03:34, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8766, loss_cls: 1.1810, loss: 1.1810, grad_norm: 6.5918 2022-03-02 04:23:55,464 - mmaction - INFO - Epoch [327][1820/1878] lr: 1.000e-03, eta: 9 days, 7:02:17, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8750, loss_cls: 1.2470, loss: 1.2470, grad_norm: 6.7445 2022-03-02 04:24:20,692 - mmaction - INFO - Epoch [327][1840/1878] lr: 1.000e-03, eta: 9 days, 7:01:00, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8762, loss_cls: 1.2414, loss: 1.2414, grad_norm: 6.8273 2022-03-02 04:24:45,409 - mmaction - INFO - Epoch [327][1860/1878] lr: 1.000e-03, eta: 9 days, 6:59:41, time: 1.235, data_time: 0.071, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8754, loss_cls: 1.2290, loss: 1.2290, grad_norm: 6.7591 2022-03-02 04:25:16,016 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 04:25:16,119 - mmaction - INFO - 110 BN found 2022-03-02 04:29:50,089 - mmaction - INFO - BN stats updated 2022-03-02 04:29:52,094 - mmaction - INFO - Saving checkpoint at 327 epochs 2022-03-02 04:29:54,552 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 04:31:20,661 - mmaction - INFO - Epoch [328][20/1878] lr: 1.000e-03, eta: 9 days, 7:00:33, time: 4.304, data_time: 2.982, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8848, loss_cls: 1.1474, loss: 1.1474, grad_norm: 6.6938 2022-03-02 04:31:45,040 - mmaction - INFO - Epoch [328][40/1878] lr: 1.000e-03, eta: 9 days, 6:59:12, time: 1.219, data_time: 0.065, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8793, loss_cls: 1.2008, loss: 1.2008, grad_norm: 6.7956 2022-03-02 04:32:09,495 - mmaction - INFO - Epoch [328][60/1878] lr: 1.000e-03, eta: 9 days, 6:57:51, time: 1.224, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8699, loss_cls: 1.2273, loss: 1.2273, grad_norm: 6.7377 2022-03-02 04:32:33,942 - mmaction - INFO - Epoch [328][80/1878] lr: 1.000e-03, eta: 9 days, 6:56:31, time: 1.221, data_time: 0.065, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8867, loss_cls: 1.1629, loss: 1.1629, grad_norm: 6.7517 2022-03-02 04:32:58,847 - mmaction - INFO - Epoch [328][100/1878] lr: 1.000e-03, eta: 9 days, 6:55:13, time: 1.247, data_time: 0.070, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8660, loss_cls: 1.2708, loss: 1.2708, grad_norm: 6.9039 2022-03-02 04:33:23,600 - mmaction - INFO - Epoch [328][120/1878] lr: 1.000e-03, eta: 9 days, 6:53:54, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8883, loss_cls: 1.1716, loss: 1.1716, grad_norm: 6.7411 2022-03-02 04:33:48,525 - mmaction - INFO - Epoch [328][140/1878] lr: 1.000e-03, eta: 9 days, 6:52:36, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8910, loss_cls: 1.1324, loss: 1.1324, grad_norm: 6.7149 2022-03-02 04:34:13,430 - mmaction - INFO - Epoch [328][160/1878] lr: 1.000e-03, eta: 9 days, 6:51:18, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8738, loss_cls: 1.2022, loss: 1.2022, grad_norm: 6.8013 2022-03-02 04:34:38,517 - mmaction - INFO - Epoch [328][180/1878] lr: 1.000e-03, eta: 9 days, 6:50:01, time: 1.254, data_time: 0.062, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8750, loss_cls: 1.2073, loss: 1.2073, grad_norm: 6.7574 2022-03-02 04:35:03,755 - mmaction - INFO - Epoch [328][200/1878] lr: 1.000e-03, eta: 9 days, 6:48:44, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8754, loss_cls: 1.2354, loss: 1.2354, grad_norm: 6.8805 2022-03-02 04:35:28,907 - mmaction - INFO - Epoch [328][220/1878] lr: 1.000e-03, eta: 9 days, 6:47:28, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8754, loss_cls: 1.1765, loss: 1.1765, grad_norm: 6.6465 2022-03-02 04:35:54,225 - mmaction - INFO - Epoch [328][240/1878] lr: 1.000e-03, eta: 9 days, 6:46:12, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8734, loss_cls: 1.2417, loss: 1.2417, grad_norm: 6.7826 2022-03-02 04:36:19,611 - mmaction - INFO - Epoch [328][260/1878] lr: 1.000e-03, eta: 9 days, 6:44:56, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8785, loss_cls: 1.2190, loss: 1.2190, grad_norm: 6.8435 2022-03-02 04:36:44,561 - mmaction - INFO - Epoch [328][280/1878] lr: 1.000e-03, eta: 9 days, 6:43:39, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8789, loss_cls: 1.2269, loss: 1.2269, grad_norm: 6.8818 2022-03-02 04:37:09,529 - mmaction - INFO - Epoch [328][300/1878] lr: 1.000e-03, eta: 9 days, 6:42:21, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8793, loss_cls: 1.2216, loss: 1.2216, grad_norm: 6.8394 2022-03-02 04:37:34,543 - mmaction - INFO - Epoch [328][320/1878] lr: 1.000e-03, eta: 9 days, 6:41:04, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8770, loss_cls: 1.1877, loss: 1.1877, grad_norm: 6.8721 2022-03-02 04:37:59,858 - mmaction - INFO - Epoch [328][340/1878] lr: 1.000e-03, eta: 9 days, 6:39:48, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8902, loss_cls: 1.1848, loss: 1.1848, grad_norm: 6.8122 2022-03-02 04:38:24,900 - mmaction - INFO - Epoch [328][360/1878] lr: 1.000e-03, eta: 9 days, 6:38:31, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8699, loss_cls: 1.2992, loss: 1.2992, grad_norm: 7.0628 2022-03-02 04:38:49,976 - mmaction - INFO - Epoch [328][380/1878] lr: 1.000e-03, eta: 9 days, 6:37:14, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8762, loss_cls: 1.2301, loss: 1.2301, grad_norm: 6.7790 2022-03-02 04:39:15,072 - mmaction - INFO - Epoch [328][400/1878] lr: 1.000e-03, eta: 9 days, 6:35:57, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8863, loss_cls: 1.1466, loss: 1.1466, grad_norm: 6.7585 2022-03-02 04:39:40,422 - mmaction - INFO - Epoch [328][420/1878] lr: 1.000e-03, eta: 9 days, 6:34:42, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8805, loss_cls: 1.1846, loss: 1.1846, grad_norm: 6.7785 2022-03-02 04:40:05,634 - mmaction - INFO - Epoch [328][440/1878] lr: 1.000e-03, eta: 9 days, 6:33:26, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8684, loss_cls: 1.2530, loss: 1.2530, grad_norm: 6.8713 2022-03-02 04:40:30,628 - mmaction - INFO - Epoch [328][460/1878] lr: 1.000e-03, eta: 9 days, 6:32:08, time: 1.250, data_time: 0.061, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8746, loss_cls: 1.1920, loss: 1.1920, grad_norm: 6.7152 2022-03-02 04:40:56,355 - mmaction - INFO - Epoch [328][480/1878] lr: 1.000e-03, eta: 9 days, 6:30:55, time: 1.286, data_time: 0.074, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8766, loss_cls: 1.2251, loss: 1.2251, grad_norm: 6.7768 2022-03-02 04:41:21,670 - mmaction - INFO - Epoch [328][500/1878] lr: 1.000e-03, eta: 9 days, 6:29:39, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8734, loss_cls: 1.2084, loss: 1.2084, grad_norm: 6.7616 2022-03-02 04:41:46,899 - mmaction - INFO - Epoch [328][520/1878] lr: 1.000e-03, eta: 9 days, 6:28:23, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8730, loss_cls: 1.2135, loss: 1.2135, grad_norm: 6.7746 2022-03-02 04:42:12,472 - mmaction - INFO - Epoch [328][540/1878] lr: 1.000e-03, eta: 9 days, 6:27:09, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8824, loss_cls: 1.1524, loss: 1.1524, grad_norm: 6.6261 2022-03-02 04:42:38,164 - mmaction - INFO - Epoch [328][560/1878] lr: 1.000e-03, eta: 9 days, 6:25:56, time: 1.285, data_time: 0.061, memory: 9654, top1_acc: 0.6957, top5_acc: 0.8562, loss_cls: 1.3148, loss: 1.3148, grad_norm: 6.9448 2022-03-02 04:43:03,602 - mmaction - INFO - Epoch [328][580/1878] lr: 1.000e-03, eta: 9 days, 6:24:41, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8824, loss_cls: 1.2023, loss: 1.2023, grad_norm: 6.8035 2022-03-02 04:43:28,839 - mmaction - INFO - Epoch [328][600/1878] lr: 1.000e-03, eta: 9 days, 6:23:25, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8820, loss_cls: 1.2071, loss: 1.2071, grad_norm: 6.9792 2022-03-02 04:43:54,113 - mmaction - INFO - Epoch [328][620/1878] lr: 1.000e-03, eta: 9 days, 6:22:09, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8727, loss_cls: 1.2030, loss: 1.2030, grad_norm: 6.7832 2022-03-02 04:44:19,484 - mmaction - INFO - Epoch [328][640/1878] lr: 1.000e-03, eta: 9 days, 6:20:54, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8703, loss_cls: 1.1991, loss: 1.1991, grad_norm: 6.8730 2022-03-02 04:44:44,843 - mmaction - INFO - Epoch [328][660/1878] lr: 1.000e-03, eta: 9 days, 6:19:39, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8754, loss_cls: 1.2173, loss: 1.2173, grad_norm: 6.9533 2022-03-02 04:45:10,435 - mmaction - INFO - Epoch [328][680/1878] lr: 1.000e-03, eta: 9 days, 6:18:25, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8734, loss_cls: 1.2022, loss: 1.2022, grad_norm: 6.7285 2022-03-02 04:45:35,845 - mmaction - INFO - Epoch [328][700/1878] lr: 1.000e-03, eta: 9 days, 6:17:10, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8824, loss_cls: 1.1802, loss: 1.1802, grad_norm: 6.8290 2022-03-02 04:46:01,437 - mmaction - INFO - Epoch [328][720/1878] lr: 1.000e-03, eta: 9 days, 6:15:56, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8828, loss_cls: 1.2258, loss: 1.2258, grad_norm: 7.0029 2022-03-02 04:46:26,685 - mmaction - INFO - Epoch [328][740/1878] lr: 1.000e-03, eta: 9 days, 6:14:41, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8707, loss_cls: 1.2434, loss: 1.2434, grad_norm: 7.0597 2022-03-02 04:46:52,079 - mmaction - INFO - Epoch [328][760/1878] lr: 1.000e-03, eta: 9 days, 6:13:26, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8648, loss_cls: 1.2409, loss: 1.2409, grad_norm: 6.9546 2022-03-02 04:47:17,374 - mmaction - INFO - Epoch [328][780/1878] lr: 1.000e-03, eta: 9 days, 6:12:10, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8645, loss_cls: 1.2743, loss: 1.2743, grad_norm: 6.8102 2022-03-02 04:47:42,702 - mmaction - INFO - Epoch [328][800/1878] lr: 1.000e-03, eta: 9 days, 6:10:55, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8844, loss_cls: 1.1708, loss: 1.1708, grad_norm: 6.7320 2022-03-02 04:48:07,778 - mmaction - INFO - Epoch [328][820/1878] lr: 1.000e-03, eta: 9 days, 6:09:39, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8766, loss_cls: 1.2015, loss: 1.2015, grad_norm: 6.8964 2022-03-02 04:48:32,891 - mmaction - INFO - Epoch [328][840/1878] lr: 1.000e-03, eta: 9 days, 6:08:23, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8801, loss_cls: 1.1941, loss: 1.1941, grad_norm: 6.7942 2022-03-02 04:48:58,117 - mmaction - INFO - Epoch [328][860/1878] lr: 1.000e-03, eta: 9 days, 6:07:07, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8793, loss_cls: 1.2024, loss: 1.2024, grad_norm: 6.8801 2022-03-02 04:49:23,301 - mmaction - INFO - Epoch [328][880/1878] lr: 1.000e-03, eta: 9 days, 6:05:51, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8766, loss_cls: 1.2004, loss: 1.2004, grad_norm: 6.8593 2022-03-02 04:49:48,602 - mmaction - INFO - Epoch [328][900/1878] lr: 1.000e-03, eta: 9 days, 6:04:36, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8688, loss_cls: 1.2433, loss: 1.2433, grad_norm: 6.9787 2022-03-02 04:50:13,886 - mmaction - INFO - Epoch [328][920/1878] lr: 1.000e-03, eta: 9 days, 6:03:20, time: 1.263, data_time: 0.071, memory: 9654, top1_acc: 0.7012, top5_acc: 0.8691, loss_cls: 1.2877, loss: 1.2877, grad_norm: 7.0432 2022-03-02 04:50:39,308 - mmaction - INFO - Epoch [328][940/1878] lr: 1.000e-03, eta: 9 days, 6:02:06, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8711, loss_cls: 1.2084, loss: 1.2084, grad_norm: 6.9048 2022-03-02 04:51:05,087 - mmaction - INFO - Epoch [328][960/1878] lr: 1.000e-03, eta: 9 days, 6:00:53, time: 1.289, data_time: 0.070, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8875, loss_cls: 1.1771, loss: 1.1771, grad_norm: 6.8134 2022-03-02 04:51:30,309 - mmaction - INFO - Epoch [328][980/1878] lr: 1.000e-03, eta: 9 days, 5:59:38, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8820, loss_cls: 1.2121, loss: 1.2121, grad_norm: 6.8719 2022-03-02 04:51:55,522 - mmaction - INFO - Epoch [328][1000/1878] lr: 1.000e-03, eta: 9 days, 5:58:22, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8816, loss_cls: 1.1628, loss: 1.1628, grad_norm: 6.7164 2022-03-02 04:52:20,629 - mmaction - INFO - Epoch [328][1020/1878] lr: 1.000e-03, eta: 9 days, 5:57:06, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8770, loss_cls: 1.2305, loss: 1.2305, grad_norm: 6.8666 2022-03-02 04:52:46,005 - mmaction - INFO - Epoch [328][1040/1878] lr: 1.000e-03, eta: 9 days, 5:55:52, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8691, loss_cls: 1.2313, loss: 1.2313, grad_norm: 6.7725 2022-03-02 04:53:11,395 - mmaction - INFO - Epoch [328][1060/1878] lr: 1.000e-03, eta: 9 days, 5:54:37, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8816, loss_cls: 1.1771, loss: 1.1771, grad_norm: 6.7236 2022-03-02 04:53:36,697 - mmaction - INFO - Epoch [328][1080/1878] lr: 1.000e-03, eta: 9 days, 5:53:22, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8852, loss_cls: 1.1656, loss: 1.1656, grad_norm: 6.8906 2022-03-02 04:54:02,069 - mmaction - INFO - Epoch [328][1100/1878] lr: 1.000e-03, eta: 9 days, 5:52:07, time: 1.268, data_time: 0.073, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8836, loss_cls: 1.1502, loss: 1.1502, grad_norm: 6.7416 2022-03-02 04:54:27,202 - mmaction - INFO - Epoch [328][1120/1878] lr: 1.000e-03, eta: 9 days, 5:50:51, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.6910, top5_acc: 0.8582, loss_cls: 1.3292, loss: 1.3292, grad_norm: 7.1644 2022-03-02 04:54:52,376 - mmaction - INFO - Epoch [328][1140/1878] lr: 1.000e-03, eta: 9 days, 5:49:36, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8809, loss_cls: 1.1953, loss: 1.1953, grad_norm: 6.9142 2022-03-02 04:55:17,598 - mmaction - INFO - Epoch [328][1160/1878] lr: 1.000e-03, eta: 9 days, 5:48:20, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8742, loss_cls: 1.2099, loss: 1.2099, grad_norm: 6.8408 2022-03-02 04:55:43,019 - mmaction - INFO - Epoch [328][1180/1878] lr: 1.000e-03, eta: 9 days, 5:47:06, time: 1.271, data_time: 0.073, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8797, loss_cls: 1.1898, loss: 1.1898, grad_norm: 6.9291 2022-03-02 04:56:08,233 - mmaction - INFO - Epoch [328][1200/1878] lr: 1.000e-03, eta: 9 days, 5:45:51, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8812, loss_cls: 1.1802, loss: 1.1802, grad_norm: 6.7929 2022-03-02 04:56:33,369 - mmaction - INFO - Epoch [328][1220/1878] lr: 1.000e-03, eta: 9 days, 5:44:35, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8746, loss_cls: 1.2327, loss: 1.2327, grad_norm: 6.9712 2022-03-02 04:56:58,648 - mmaction - INFO - Epoch [328][1240/1878] lr: 1.000e-03, eta: 9 days, 5:43:20, time: 1.264, data_time: 0.059, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8762, loss_cls: 1.2186, loss: 1.2186, grad_norm: 7.0786 2022-03-02 04:57:23,596 - mmaction - INFO - Epoch [328][1260/1878] lr: 1.000e-03, eta: 9 days, 5:42:04, time: 1.247, data_time: 0.061, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8723, loss_cls: 1.2233, loss: 1.2233, grad_norm: 6.9644 2022-03-02 04:57:48,741 - mmaction - INFO - Epoch [328][1280/1878] lr: 1.000e-03, eta: 9 days, 5:40:48, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8793, loss_cls: 1.2178, loss: 1.2178, grad_norm: 6.7733 2022-03-02 04:58:14,095 - mmaction - INFO - Epoch [328][1300/1878] lr: 1.000e-03, eta: 9 days, 5:39:33, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.6937, top5_acc: 0.8660, loss_cls: 1.2834, loss: 1.2834, grad_norm: 7.1903 2022-03-02 04:58:39,222 - mmaction - INFO - Epoch [328][1320/1878] lr: 1.000e-03, eta: 9 days, 5:38:18, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8840, loss_cls: 1.1444, loss: 1.1444, grad_norm: 6.6022 2022-03-02 04:59:04,357 - mmaction - INFO - Epoch [328][1340/1878] lr: 1.000e-03, eta: 9 days, 5:37:02, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8711, loss_cls: 1.2411, loss: 1.2411, grad_norm: 6.8216 2022-03-02 04:59:29,691 - mmaction - INFO - Epoch [328][1360/1878] lr: 1.000e-03, eta: 9 days, 5:35:48, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8691, loss_cls: 1.2547, loss: 1.2547, grad_norm: 7.1023 2022-03-02 04:59:55,152 - mmaction - INFO - Epoch [328][1380/1878] lr: 1.000e-03, eta: 9 days, 5:34:34, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.6934, top5_acc: 0.8629, loss_cls: 1.2821, loss: 1.2821, grad_norm: 7.0811 2022-03-02 05:00:20,416 - mmaction - INFO - Epoch [328][1400/1878] lr: 1.000e-03, eta: 9 days, 5:33:19, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8703, loss_cls: 1.2462, loss: 1.2462, grad_norm: 6.9686 2022-03-02 05:00:45,754 - mmaction - INFO - Epoch [328][1420/1878] lr: 1.000e-03, eta: 9 days, 5:32:04, time: 1.267, data_time: 0.074, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8688, loss_cls: 1.2170, loss: 1.2170, grad_norm: 7.0548 2022-03-02 05:01:11,207 - mmaction - INFO - Epoch [328][1440/1878] lr: 1.000e-03, eta: 9 days, 5:30:50, time: 1.272, data_time: 0.060, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8809, loss_cls: 1.1988, loss: 1.1988, grad_norm: 6.8234 2022-03-02 05:01:36,454 - mmaction - INFO - Epoch [328][1460/1878] lr: 1.000e-03, eta: 9 days, 5:29:36, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8719, loss_cls: 1.2190, loss: 1.2190, grad_norm: 7.0252 2022-03-02 05:02:01,535 - mmaction - INFO - Epoch [328][1480/1878] lr: 1.000e-03, eta: 9 days, 5:28:20, time: 1.254, data_time: 0.077, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8766, loss_cls: 1.1975, loss: 1.1975, grad_norm: 6.8899 2022-03-02 05:02:26,889 - mmaction - INFO - Epoch [328][1500/1878] lr: 1.000e-03, eta: 9 days, 5:27:06, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8695, loss_cls: 1.2311, loss: 1.2311, grad_norm: 6.8097 2022-03-02 05:02:52,498 - mmaction - INFO - Epoch [328][1520/1878] lr: 1.000e-03, eta: 9 days, 5:25:53, time: 1.280, data_time: 0.060, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8762, loss_cls: 1.2034, loss: 1.2034, grad_norm: 6.8650 2022-03-02 05:03:17,584 - mmaction - INFO - Epoch [328][1540/1878] lr: 1.000e-03, eta: 9 days, 5:24:37, time: 1.254, data_time: 0.069, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8762, loss_cls: 1.2025, loss: 1.2025, grad_norm: 6.9551 2022-03-02 05:03:42,637 - mmaction - INFO - Epoch [328][1560/1878] lr: 1.000e-03, eta: 9 days, 5:23:21, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.1733, loss: 1.1733, grad_norm: 6.8538 2022-03-02 05:04:07,824 - mmaction - INFO - Epoch [328][1580/1878] lr: 1.000e-03, eta: 9 days, 5:22:06, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8723, loss_cls: 1.2393, loss: 1.2393, grad_norm: 6.8766 2022-03-02 05:04:33,163 - mmaction - INFO - Epoch [328][1600/1878] lr: 1.000e-03, eta: 9 days, 5:20:52, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8762, loss_cls: 1.2107, loss: 1.2107, grad_norm: 6.8345 2022-03-02 05:04:58,180 - mmaction - INFO - Epoch [328][1620/1878] lr: 1.000e-03, eta: 9 days, 5:19:36, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8707, loss_cls: 1.2104, loss: 1.2104, grad_norm: 6.9242 2022-03-02 05:05:23,303 - mmaction - INFO - Epoch [328][1640/1878] lr: 1.000e-03, eta: 9 days, 5:18:21, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.6969, top5_acc: 0.8645, loss_cls: 1.3024, loss: 1.3024, grad_norm: 7.1885 2022-03-02 05:05:48,381 - mmaction - INFO - Epoch [328][1660/1878] lr: 1.000e-03, eta: 9 days, 5:17:05, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8742, loss_cls: 1.2070, loss: 1.2070, grad_norm: 6.8486 2022-03-02 05:06:13,270 - mmaction - INFO - Epoch [328][1680/1878] lr: 1.000e-03, eta: 9 days, 5:15:49, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1883, loss: 1.1883, grad_norm: 6.9290 2022-03-02 05:06:38,586 - mmaction - INFO - Epoch [328][1700/1878] lr: 1.000e-03, eta: 9 days, 5:14:34, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8793, loss_cls: 1.1991, loss: 1.1991, grad_norm: 6.8374 2022-03-02 05:07:03,678 - mmaction - INFO - Epoch [328][1720/1878] lr: 1.000e-03, eta: 9 days, 5:13:19, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8754, loss_cls: 1.1975, loss: 1.1975, grad_norm: 6.9849 2022-03-02 05:07:28,963 - mmaction - INFO - Epoch [328][1740/1878] lr: 1.000e-03, eta: 9 days, 5:12:05, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8836, loss_cls: 1.1648, loss: 1.1648, grad_norm: 6.7234 2022-03-02 05:07:54,333 - mmaction - INFO - Epoch [328][1760/1878] lr: 1.000e-03, eta: 9 days, 5:10:51, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7039, top5_acc: 0.8680, loss_cls: 1.2628, loss: 1.2628, grad_norm: 7.0046 2022-03-02 05:08:19,510 - mmaction - INFO - Epoch [328][1780/1878] lr: 1.000e-03, eta: 9 days, 5:09:36, time: 1.259, data_time: 0.059, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8699, loss_cls: 1.2576, loss: 1.2576, grad_norm: 7.0549 2022-03-02 05:08:44,645 - mmaction - INFO - Epoch [328][1800/1878] lr: 1.000e-03, eta: 9 days, 5:08:21, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8680, loss_cls: 1.2441, loss: 1.2441, grad_norm: 6.9979 2022-03-02 05:09:09,760 - mmaction - INFO - Epoch [328][1820/1878] lr: 1.000e-03, eta: 9 days, 5:07:05, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8785, loss_cls: 1.1993, loss: 1.1993, grad_norm: 6.8994 2022-03-02 05:09:34,986 - mmaction - INFO - Epoch [328][1840/1878] lr: 1.000e-03, eta: 9 days, 5:05:51, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8773, loss_cls: 1.1804, loss: 1.1804, grad_norm: 6.8470 2022-03-02 05:10:00,149 - mmaction - INFO - Epoch [328][1860/1878] lr: 1.000e-03, eta: 9 days, 5:04:36, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8785, loss_cls: 1.2317, loss: 1.2317, grad_norm: 7.0278 2022-03-02 05:10:25,125 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 05:11:55,651 - mmaction - INFO - Epoch [329][20/1878] lr: 1.000e-03, eta: 9 days, 5:05:49, time: 4.526, data_time: 3.262, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8758, loss_cls: 1.2284, loss: 1.2284, grad_norm: 6.8585 2022-03-02 05:12:20,057 - mmaction - INFO - Epoch [329][40/1878] lr: 1.000e-03, eta: 9 days, 5:04:30, time: 1.220, data_time: 0.066, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8758, loss_cls: 1.2142, loss: 1.2142, grad_norm: 6.8465 2022-03-02 05:12:45,053 - mmaction - INFO - Epoch [329][60/1878] lr: 1.000e-03, eta: 9 days, 5:03:15, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8684, loss_cls: 1.2357, loss: 1.2357, grad_norm: 6.9537 2022-03-02 05:13:10,903 - mmaction - INFO - Epoch [329][80/1878] lr: 1.000e-03, eta: 9 days, 5:02:03, time: 1.293, data_time: 0.067, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8836, loss_cls: 1.1846, loss: 1.1846, grad_norm: 6.8309 2022-03-02 05:13:35,814 - mmaction - INFO - Epoch [329][100/1878] lr: 1.000e-03, eta: 9 days, 5:00:47, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8746, loss_cls: 1.2062, loss: 1.2062, grad_norm: 6.9718 2022-03-02 05:14:01,011 - mmaction - INFO - Epoch [329][120/1878] lr: 1.000e-03, eta: 9 days, 4:59:32, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8734, loss_cls: 1.2282, loss: 1.2282, grad_norm: 6.9516 2022-03-02 05:14:26,198 - mmaction - INFO - Epoch [329][140/1878] lr: 1.000e-03, eta: 9 days, 4:58:18, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8766, loss_cls: 1.2135, loss: 1.2135, grad_norm: 7.0500 2022-03-02 05:14:51,828 - mmaction - INFO - Epoch [329][160/1878] lr: 1.000e-03, eta: 9 days, 4:57:05, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8773, loss_cls: 1.2151, loss: 1.2151, grad_norm: 6.9449 2022-03-02 05:15:17,256 - mmaction - INFO - Epoch [329][180/1878] lr: 1.000e-03, eta: 9 days, 4:55:52, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8863, loss_cls: 1.1442, loss: 1.1442, grad_norm: 6.7816 2022-03-02 05:15:42,710 - mmaction - INFO - Epoch [329][200/1878] lr: 1.000e-03, eta: 9 days, 4:54:39, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8836, loss_cls: 1.1980, loss: 1.1980, grad_norm: 6.7870 2022-03-02 05:16:08,021 - mmaction - INFO - Epoch [329][220/1878] lr: 1.000e-03, eta: 9 days, 4:53:25, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8766, loss_cls: 1.1968, loss: 1.1968, grad_norm: 6.8602 2022-03-02 05:16:33,411 - mmaction - INFO - Epoch [329][240/1878] lr: 1.000e-03, eta: 9 days, 4:52:11, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8793, loss_cls: 1.1730, loss: 1.1730, grad_norm: 6.9040 2022-03-02 05:16:58,976 - mmaction - INFO - Epoch [329][260/1878] lr: 1.000e-03, eta: 9 days, 4:50:59, time: 1.278, data_time: 0.064, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8836, loss_cls: 1.1789, loss: 1.1789, grad_norm: 7.0422 2022-03-02 05:17:24,384 - mmaction - INFO - Epoch [329][280/1878] lr: 1.000e-03, eta: 9 days, 4:49:45, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8801, loss_cls: 1.1613, loss: 1.1613, grad_norm: 6.8952 2022-03-02 05:17:49,636 - mmaction - INFO - Epoch [329][300/1878] lr: 1.000e-03, eta: 9 days, 4:48:31, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8684, loss_cls: 1.2412, loss: 1.2412, grad_norm: 7.0188 2022-03-02 05:18:14,826 - mmaction - INFO - Epoch [329][320/1878] lr: 1.000e-03, eta: 9 days, 4:47:17, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8707, loss_cls: 1.2010, loss: 1.2010, grad_norm: 6.7562 2022-03-02 05:18:40,186 - mmaction - INFO - Epoch [329][340/1878] lr: 1.000e-03, eta: 9 days, 4:46:03, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8848, loss_cls: 1.1912, loss: 1.1912, grad_norm: 6.9952 2022-03-02 05:19:05,802 - mmaction - INFO - Epoch [329][360/1878] lr: 1.000e-03, eta: 9 days, 4:44:51, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8684, loss_cls: 1.2675, loss: 1.2675, grad_norm: 6.9737 2022-03-02 05:19:31,116 - mmaction - INFO - Epoch [329][380/1878] lr: 1.000e-03, eta: 9 days, 4:43:37, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8789, loss_cls: 1.1994, loss: 1.1994, grad_norm: 6.7943 2022-03-02 05:19:56,528 - mmaction - INFO - Epoch [329][400/1878] lr: 1.000e-03, eta: 9 days, 4:42:24, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8750, loss_cls: 1.2396, loss: 1.2396, grad_norm: 6.9909 2022-03-02 05:20:21,745 - mmaction - INFO - Epoch [329][420/1878] lr: 1.000e-03, eta: 9 days, 4:41:09, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8719, loss_cls: 1.1784, loss: 1.1784, grad_norm: 6.8026 2022-03-02 05:20:47,263 - mmaction - INFO - Epoch [329][440/1878] lr: 1.000e-03, eta: 9 days, 4:39:57, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8656, loss_cls: 1.2242, loss: 1.2242, grad_norm: 6.7924 2022-03-02 05:21:12,839 - mmaction - INFO - Epoch [329][460/1878] lr: 1.000e-03, eta: 9 days, 4:38:44, time: 1.279, data_time: 0.075, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8824, loss_cls: 1.1505, loss: 1.1505, grad_norm: 6.8501 2022-03-02 05:21:38,209 - mmaction - INFO - Epoch [329][480/1878] lr: 1.000e-03, eta: 9 days, 4:37:31, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8801, loss_cls: 1.1780, loss: 1.1780, grad_norm: 6.8585 2022-03-02 05:22:03,626 - mmaction - INFO - Epoch [329][500/1878] lr: 1.000e-03, eta: 9 days, 4:36:18, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8781, loss_cls: 1.1796, loss: 1.1796, grad_norm: 6.9092 2022-03-02 05:22:28,652 - mmaction - INFO - Epoch [329][520/1878] lr: 1.000e-03, eta: 9 days, 4:35:03, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8770, loss_cls: 1.2281, loss: 1.2281, grad_norm: 7.0166 2022-03-02 05:22:54,030 - mmaction - INFO - Epoch [329][540/1878] lr: 1.000e-03, eta: 9 days, 4:33:49, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8727, loss_cls: 1.2272, loss: 1.2272, grad_norm: 7.0323 2022-03-02 05:23:19,309 - mmaction - INFO - Epoch [329][560/1878] lr: 1.000e-03, eta: 9 days, 4:32:36, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8832, loss_cls: 1.1813, loss: 1.1813, grad_norm: 6.8531 2022-03-02 05:23:44,457 - mmaction - INFO - Epoch [329][580/1878] lr: 1.000e-03, eta: 9 days, 4:31:21, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8871, loss_cls: 1.1691, loss: 1.1691, grad_norm: 6.9166 2022-03-02 05:24:09,496 - mmaction - INFO - Epoch [329][600/1878] lr: 1.000e-03, eta: 9 days, 4:30:06, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.6980, top5_acc: 0.8723, loss_cls: 1.2432, loss: 1.2432, grad_norm: 7.0921 2022-03-02 05:24:34,735 - mmaction - INFO - Epoch [329][620/1878] lr: 1.000e-03, eta: 9 days, 4:28:52, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8828, loss_cls: 1.1726, loss: 1.1726, grad_norm: 6.7770 2022-03-02 05:25:00,011 - mmaction - INFO - Epoch [329][640/1878] lr: 1.000e-03, eta: 9 days, 4:27:39, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8770, loss_cls: 1.2099, loss: 1.2099, grad_norm: 6.8592 2022-03-02 05:25:24,781 - mmaction - INFO - Epoch [329][660/1878] lr: 1.000e-03, eta: 9 days, 4:26:22, time: 1.237, data_time: 0.063, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8754, loss_cls: 1.1955, loss: 1.1955, grad_norm: 6.9949 2022-03-02 05:25:50,266 - mmaction - INFO - Epoch [329][680/1878] lr: 1.000e-03, eta: 9 days, 4:25:10, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8762, loss_cls: 1.2187, loss: 1.2187, grad_norm: 6.9748 2022-03-02 05:26:15,550 - mmaction - INFO - Epoch [329][700/1878] lr: 1.000e-03, eta: 9 days, 4:23:56, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8699, loss_cls: 1.2580, loss: 1.2580, grad_norm: 7.0122 2022-03-02 05:26:40,605 - mmaction - INFO - Epoch [329][720/1878] lr: 1.000e-03, eta: 9 days, 4:22:42, time: 1.252, data_time: 0.060, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8801, loss_cls: 1.1792, loss: 1.1792, grad_norm: 6.8040 2022-03-02 05:27:05,893 - mmaction - INFO - Epoch [329][740/1878] lr: 1.000e-03, eta: 9 days, 4:21:28, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8773, loss_cls: 1.2296, loss: 1.2296, grad_norm: 6.9626 2022-03-02 05:27:31,044 - mmaction - INFO - Epoch [329][760/1878] lr: 1.000e-03, eta: 9 days, 4:20:14, time: 1.258, data_time: 0.061, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8711, loss_cls: 1.2424, loss: 1.2424, grad_norm: 6.9270 2022-03-02 05:27:56,257 - mmaction - INFO - Epoch [329][780/1878] lr: 1.000e-03, eta: 9 days, 4:19:00, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8777, loss_cls: 1.1979, loss: 1.1979, grad_norm: 6.8988 2022-03-02 05:28:21,835 - mmaction - INFO - Epoch [329][800/1878] lr: 1.000e-03, eta: 9 days, 4:17:48, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8625, loss_cls: 1.2757, loss: 1.2757, grad_norm: 6.9659 2022-03-02 05:28:46,838 - mmaction - INFO - Epoch [329][820/1878] lr: 1.000e-03, eta: 9 days, 4:16:33, time: 1.251, data_time: 0.062, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8684, loss_cls: 1.2540, loss: 1.2540, grad_norm: 7.0197 2022-03-02 05:29:12,098 - mmaction - INFO - Epoch [329][840/1878] lr: 1.000e-03, eta: 9 days, 4:15:19, time: 1.262, data_time: 0.072, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8801, loss_cls: 1.1922, loss: 1.1922, grad_norm: 6.8440 2022-03-02 05:29:37,538 - mmaction - INFO - Epoch [329][860/1878] lr: 1.000e-03, eta: 9 days, 4:14:07, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8824, loss_cls: 1.1945, loss: 1.1945, grad_norm: 7.0874 2022-03-02 05:30:03,154 - mmaction - INFO - Epoch [329][880/1878] lr: 1.000e-03, eta: 9 days, 4:12:55, time: 1.282, data_time: 0.067, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8703, loss_cls: 1.2347, loss: 1.2347, grad_norm: 7.0352 2022-03-02 05:30:28,797 - mmaction - INFO - Epoch [329][900/1878] lr: 1.000e-03, eta: 9 days, 4:11:44, time: 1.282, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8746, loss_cls: 1.1959, loss: 1.1959, grad_norm: 6.8217 2022-03-02 05:30:54,932 - mmaction - INFO - Epoch [329][920/1878] lr: 1.000e-03, eta: 9 days, 4:10:34, time: 1.306, data_time: 0.067, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8730, loss_cls: 1.2552, loss: 1.2552, grad_norm: 6.9602 2022-03-02 05:31:20,447 - mmaction - INFO - Epoch [329][940/1878] lr: 1.000e-03, eta: 9 days, 4:09:22, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8840, loss_cls: 1.1905, loss: 1.1905, grad_norm: 6.8643 2022-03-02 05:31:45,703 - mmaction - INFO - Epoch [329][960/1878] lr: 1.000e-03, eta: 9 days, 4:08:09, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8746, loss_cls: 1.1983, loss: 1.1983, grad_norm: 6.7824 2022-03-02 05:32:11,300 - mmaction - INFO - Epoch [329][980/1878] lr: 1.000e-03, eta: 9 days, 4:06:57, time: 1.280, data_time: 0.070, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8648, loss_cls: 1.2504, loss: 1.2504, grad_norm: 6.8809 2022-03-02 05:32:36,478 - mmaction - INFO - Epoch [329][1000/1878] lr: 1.000e-03, eta: 9 days, 4:05:43, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8770, loss_cls: 1.2048, loss: 1.2048, grad_norm: 6.8971 2022-03-02 05:33:01,885 - mmaction - INFO - Epoch [329][1020/1878] lr: 1.000e-03, eta: 9 days, 4:04:30, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8816, loss_cls: 1.1695, loss: 1.1695, grad_norm: 6.7323 2022-03-02 05:33:27,443 - mmaction - INFO - Epoch [329][1040/1878] lr: 1.000e-03, eta: 9 days, 4:03:19, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8746, loss_cls: 1.2167, loss: 1.2167, grad_norm: 7.0350 2022-03-02 05:33:52,771 - mmaction - INFO - Epoch [329][1060/1878] lr: 1.000e-03, eta: 9 days, 4:02:05, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8809, loss_cls: 1.2025, loss: 1.2025, grad_norm: 7.0336 2022-03-02 05:34:18,290 - mmaction - INFO - Epoch [329][1080/1878] lr: 1.000e-03, eta: 9 days, 4:00:54, time: 1.277, data_time: 0.062, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8785, loss_cls: 1.2175, loss: 1.2175, grad_norm: 7.0718 2022-03-02 05:34:43,538 - mmaction - INFO - Epoch [329][1100/1878] lr: 1.000e-03, eta: 9 days, 3:59:40, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8801, loss_cls: 1.1753, loss: 1.1753, grad_norm: 6.8772 2022-03-02 05:35:09,046 - mmaction - INFO - Epoch [329][1120/1878] lr: 1.000e-03, eta: 9 days, 3:58:28, time: 1.276, data_time: 0.069, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8809, loss_cls: 1.1430, loss: 1.1430, grad_norm: 6.7874 2022-03-02 05:35:33,983 - mmaction - INFO - Epoch [329][1140/1878] lr: 1.000e-03, eta: 9 days, 3:57:13, time: 1.246, data_time: 0.062, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8664, loss_cls: 1.2408, loss: 1.2408, grad_norm: 7.1723 2022-03-02 05:35:58,987 - mmaction - INFO - Epoch [329][1160/1878] lr: 1.000e-03, eta: 9 days, 3:55:59, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8781, loss_cls: 1.1909, loss: 1.1909, grad_norm: 6.7957 2022-03-02 05:36:24,288 - mmaction - INFO - Epoch [329][1180/1878] lr: 1.000e-03, eta: 9 days, 3:54:46, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8676, loss_cls: 1.2299, loss: 1.2299, grad_norm: 6.8982 2022-03-02 05:36:49,597 - mmaction - INFO - Epoch [329][1200/1878] lr: 1.000e-03, eta: 9 days, 3:53:33, time: 1.265, data_time: 0.060, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8730, loss_cls: 1.2326, loss: 1.2326, grad_norm: 7.0860 2022-03-02 05:37:14,930 - mmaction - INFO - Epoch [329][1220/1878] lr: 1.000e-03, eta: 9 days, 3:52:20, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8828, loss_cls: 1.1804, loss: 1.1804, grad_norm: 6.9597 2022-03-02 05:37:40,253 - mmaction - INFO - Epoch [329][1240/1878] lr: 1.000e-03, eta: 9 days, 3:51:07, time: 1.267, data_time: 0.060, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8707, loss_cls: 1.2097, loss: 1.2097, grad_norm: 6.9153 2022-03-02 05:38:05,513 - mmaction - INFO - Epoch [329][1260/1878] lr: 1.000e-03, eta: 9 days, 3:49:54, time: 1.262, data_time: 0.060, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8707, loss_cls: 1.2277, loss: 1.2277, grad_norm: 6.9705 2022-03-02 05:38:30,555 - mmaction - INFO - Epoch [329][1280/1878] lr: 1.000e-03, eta: 9 days, 3:48:39, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8785, loss_cls: 1.1978, loss: 1.1978, grad_norm: 6.8727 2022-03-02 05:38:56,022 - mmaction - INFO - Epoch [329][1300/1878] lr: 1.000e-03, eta: 9 days, 3:47:27, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8777, loss_cls: 1.2005, loss: 1.2005, grad_norm: 6.9777 2022-03-02 05:39:21,630 - mmaction - INFO - Epoch [329][1320/1878] lr: 1.000e-03, eta: 9 days, 3:46:16, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8762, loss_cls: 1.2145, loss: 1.2145, grad_norm: 7.0457 2022-03-02 05:39:47,028 - mmaction - INFO - Epoch [329][1340/1878] lr: 1.000e-03, eta: 9 days, 3:45:04, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.2198, loss: 1.2198, grad_norm: 6.9408 2022-03-02 05:40:12,442 - mmaction - INFO - Epoch [329][1360/1878] lr: 1.000e-03, eta: 9 days, 3:43:51, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8777, loss_cls: 1.1871, loss: 1.1871, grad_norm: 6.8530 2022-03-02 05:40:37,910 - mmaction - INFO - Epoch [329][1380/1878] lr: 1.000e-03, eta: 9 days, 3:42:39, time: 1.274, data_time: 0.072, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8797, loss_cls: 1.1961, loss: 1.1961, grad_norm: 7.0246 2022-03-02 05:41:03,597 - mmaction - INFO - Epoch [329][1400/1878] lr: 1.000e-03, eta: 9 days, 3:41:28, time: 1.284, data_time: 0.063, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8867, loss_cls: 1.1647, loss: 1.1647, grad_norm: 6.8195 2022-03-02 05:41:29,182 - mmaction - INFO - Epoch [329][1420/1878] lr: 1.000e-03, eta: 9 days, 3:40:17, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8746, loss_cls: 1.2412, loss: 1.2412, grad_norm: 7.1600 2022-03-02 05:41:54,774 - mmaction - INFO - Epoch [329][1440/1878] lr: 1.000e-03, eta: 9 days, 3:39:06, time: 1.278, data_time: 0.060, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8723, loss_cls: 1.2201, loss: 1.2201, grad_norm: 6.8821 2022-03-02 05:42:20,382 - mmaction - INFO - Epoch [329][1460/1878] lr: 1.000e-03, eta: 9 days, 3:37:54, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8805, loss_cls: 1.1864, loss: 1.1864, grad_norm: 6.9335 2022-03-02 05:42:46,029 - mmaction - INFO - Epoch [329][1480/1878] lr: 1.000e-03, eta: 9 days, 3:36:43, time: 1.282, data_time: 0.071, memory: 9654, top1_acc: 0.6973, top5_acc: 0.8672, loss_cls: 1.2708, loss: 1.2708, grad_norm: 7.0095 2022-03-02 05:43:11,588 - mmaction - INFO - Epoch [329][1500/1878] lr: 1.000e-03, eta: 9 days, 3:35:32, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8914, loss_cls: 1.1403, loss: 1.1403, grad_norm: 6.9742 2022-03-02 05:43:36,684 - mmaction - INFO - Epoch [329][1520/1878] lr: 1.000e-03, eta: 9 days, 3:34:18, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8699, loss_cls: 1.2397, loss: 1.2397, grad_norm: 6.9247 2022-03-02 05:44:02,169 - mmaction - INFO - Epoch [329][1540/1878] lr: 1.000e-03, eta: 9 days, 3:33:06, time: 1.274, data_time: 0.070, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8840, loss_cls: 1.1907, loss: 1.1907, grad_norm: 6.9901 2022-03-02 05:44:27,606 - mmaction - INFO - Epoch [329][1560/1878] lr: 1.000e-03, eta: 9 days, 3:31:55, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8879, loss_cls: 1.1879, loss: 1.1879, grad_norm: 6.9139 2022-03-02 05:44:52,813 - mmaction - INFO - Epoch [329][1580/1878] lr: 1.000e-03, eta: 9 days, 3:30:41, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8770, loss_cls: 1.2356, loss: 1.2356, grad_norm: 6.9972 2022-03-02 05:45:18,380 - mmaction - INFO - Epoch [329][1600/1878] lr: 1.000e-03, eta: 9 days, 3:29:30, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8766, loss_cls: 1.1917, loss: 1.1917, grad_norm: 6.9930 2022-03-02 05:45:43,546 - mmaction - INFO - Epoch [329][1620/1878] lr: 1.000e-03, eta: 9 days, 3:28:17, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8785, loss_cls: 1.1785, loss: 1.1785, grad_norm: 6.9040 2022-03-02 05:46:09,103 - mmaction - INFO - Epoch [329][1640/1878] lr: 1.000e-03, eta: 9 days, 3:27:05, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8801, loss_cls: 1.1679, loss: 1.1679, grad_norm: 6.7599 2022-03-02 05:46:34,529 - mmaction - INFO - Epoch [329][1660/1878] lr: 1.000e-03, eta: 9 days, 3:25:53, time: 1.271, data_time: 0.059, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8699, loss_cls: 1.2333, loss: 1.2333, grad_norm: 6.9565 2022-03-02 05:46:59,464 - mmaction - INFO - Epoch [329][1680/1878] lr: 1.000e-03, eta: 9 days, 3:24:39, time: 1.246, data_time: 0.069, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8699, loss_cls: 1.2511, loss: 1.2511, grad_norm: 7.0364 2022-03-02 05:47:24,981 - mmaction - INFO - Epoch [329][1700/1878] lr: 1.000e-03, eta: 9 days, 3:23:28, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8699, loss_cls: 1.2413, loss: 1.2413, grad_norm: 6.9935 2022-03-02 05:47:50,222 - mmaction - INFO - Epoch [329][1720/1878] lr: 1.000e-03, eta: 9 days, 3:22:15, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8668, loss_cls: 1.2484, loss: 1.2484, grad_norm: 7.0427 2022-03-02 05:48:15,199 - mmaction - INFO - Epoch [329][1740/1878] lr: 1.000e-03, eta: 9 days, 3:21:01, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8789, loss_cls: 1.2241, loss: 1.2241, grad_norm: 7.0137 2022-03-02 05:48:40,453 - mmaction - INFO - Epoch [329][1760/1878] lr: 1.000e-03, eta: 9 days, 3:19:48, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2717, loss: 1.2717, grad_norm: 7.1301 2022-03-02 05:49:05,845 - mmaction - INFO - Epoch [329][1780/1878] lr: 1.000e-03, eta: 9 days, 3:18:36, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8773, loss_cls: 1.1948, loss: 1.1948, grad_norm: 6.9483 2022-03-02 05:49:31,282 - mmaction - INFO - Epoch [329][1800/1878] lr: 1.000e-03, eta: 9 days, 3:17:24, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8824, loss_cls: 1.1564, loss: 1.1564, grad_norm: 6.8599 2022-03-02 05:49:56,462 - mmaction - INFO - Epoch [329][1820/1878] lr: 1.000e-03, eta: 9 days, 3:16:11, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8797, loss_cls: 1.2126, loss: 1.2126, grad_norm: 7.0334 2022-03-02 05:50:21,665 - mmaction - INFO - Epoch [329][1840/1878] lr: 1.000e-03, eta: 9 days, 3:14:59, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8695, loss_cls: 1.2742, loss: 1.2742, grad_norm: 7.1707 2022-03-02 05:50:47,402 - mmaction - INFO - Epoch [329][1860/1878] lr: 1.000e-03, eta: 9 days, 3:13:48, time: 1.286, data_time: 0.071, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8816, loss_cls: 1.2042, loss: 1.2042, grad_norm: 7.1547 2022-03-02 05:51:16,193 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 05:53:25,366 - mmaction - INFO - Epoch [330][20/1878] lr: 1.000e-03, eta: 9 days, 3:18:10, time: 6.457, data_time: 5.041, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8723, loss_cls: 1.2445, loss: 1.2445, grad_norm: 7.0379 2022-03-02 05:53:50,114 - mmaction - INFO - Epoch [330][40/1878] lr: 1.000e-03, eta: 9 days, 3:16:55, time: 1.237, data_time: 0.083, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8773, loss_cls: 1.1922, loss: 1.1922, grad_norm: 6.9543 2022-03-02 05:54:14,582 - mmaction - INFO - Epoch [330][60/1878] lr: 1.000e-03, eta: 9 days, 3:15:38, time: 1.224, data_time: 0.067, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8711, loss_cls: 1.2032, loss: 1.2032, grad_norm: 6.9463 2022-03-02 05:54:39,362 - mmaction - INFO - Epoch [330][80/1878] lr: 1.000e-03, eta: 9 days, 3:14:24, time: 1.239, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8820, loss_cls: 1.1810, loss: 1.1810, grad_norm: 6.9071 2022-03-02 05:55:04,588 - mmaction - INFO - Epoch [330][100/1878] lr: 1.000e-03, eta: 9 days, 3:13:11, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8742, loss_cls: 1.2168, loss: 1.2168, grad_norm: 7.0196 2022-03-02 05:55:29,456 - mmaction - INFO - Epoch [330][120/1878] lr: 1.000e-03, eta: 9 days, 3:11:56, time: 1.243, data_time: 0.072, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8684, loss_cls: 1.1968, loss: 1.1968, grad_norm: 7.0420 2022-03-02 05:55:54,605 - mmaction - INFO - Epoch [330][140/1878] lr: 1.000e-03, eta: 9 days, 3:10:43, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8762, loss_cls: 1.2143, loss: 1.2143, grad_norm: 7.1576 2022-03-02 05:56:19,562 - mmaction - INFO - Epoch [330][160/1878] lr: 1.000e-03, eta: 9 days, 3:09:29, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8777, loss_cls: 1.2146, loss: 1.2146, grad_norm: 7.1160 2022-03-02 05:56:44,806 - mmaction - INFO - Epoch [330][180/1878] lr: 1.000e-03, eta: 9 days, 3:08:17, time: 1.262, data_time: 0.070, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8809, loss_cls: 1.1938, loss: 1.1938, grad_norm: 7.0259 2022-03-02 05:57:10,470 - mmaction - INFO - Epoch [330][200/1878] lr: 1.000e-03, eta: 9 days, 3:07:06, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8684, loss_cls: 1.1987, loss: 1.1987, grad_norm: 7.0464 2022-03-02 05:57:35,800 - mmaction - INFO - Epoch [330][220/1878] lr: 1.000e-03, eta: 9 days, 3:05:54, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8742, loss_cls: 1.1887, loss: 1.1887, grad_norm: 6.8726 2022-03-02 05:58:01,174 - mmaction - INFO - Epoch [330][240/1878] lr: 1.000e-03, eta: 9 days, 3:04:42, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8785, loss_cls: 1.2061, loss: 1.2061, grad_norm: 6.8862 2022-03-02 05:58:26,515 - mmaction - INFO - Epoch [330][260/1878] lr: 1.000e-03, eta: 9 days, 3:03:30, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8770, loss_cls: 1.2474, loss: 1.2474, grad_norm: 7.2154 2022-03-02 05:58:51,978 - mmaction - INFO - Epoch [330][280/1878] lr: 1.000e-03, eta: 9 days, 3:02:19, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8801, loss_cls: 1.1735, loss: 1.1735, grad_norm: 6.8776 2022-03-02 05:59:17,466 - mmaction - INFO - Epoch [330][300/1878] lr: 1.000e-03, eta: 9 days, 3:01:08, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8758, loss_cls: 1.2024, loss: 1.2024, grad_norm: 6.9600 2022-03-02 05:59:43,040 - mmaction - INFO - Epoch [330][320/1878] lr: 1.000e-03, eta: 9 days, 2:59:57, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8805, loss_cls: 1.1880, loss: 1.1880, grad_norm: 7.0596 2022-03-02 06:00:08,509 - mmaction - INFO - Epoch [330][340/1878] lr: 1.000e-03, eta: 9 days, 2:58:46, time: 1.275, data_time: 0.069, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8664, loss_cls: 1.2590, loss: 1.2590, grad_norm: 7.1897 2022-03-02 06:00:34,119 - mmaction - INFO - Epoch [330][360/1878] lr: 1.000e-03, eta: 9 days, 2:57:35, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8750, loss_cls: 1.1797, loss: 1.1797, grad_norm: 6.8613 2022-03-02 06:00:59,961 - mmaction - INFO - Epoch [330][380/1878] lr: 1.000e-03, eta: 9 days, 2:56:26, time: 1.292, data_time: 0.072, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8688, loss_cls: 1.2058, loss: 1.2058, grad_norm: 7.0141 2022-03-02 06:01:25,490 - mmaction - INFO - Epoch [330][400/1878] lr: 1.000e-03, eta: 9 days, 2:55:15, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8809, loss_cls: 1.2112, loss: 1.2112, grad_norm: 6.9219 2022-03-02 06:01:51,080 - mmaction - INFO - Epoch [330][420/1878] lr: 1.000e-03, eta: 9 days, 2:54:04, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8762, loss_cls: 1.2019, loss: 1.2019, grad_norm: 6.9820 2022-03-02 06:02:16,671 - mmaction - INFO - Epoch [330][440/1878] lr: 1.000e-03, eta: 9 days, 2:52:53, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8707, loss_cls: 1.2274, loss: 1.2274, grad_norm: 7.0101 2022-03-02 06:02:42,340 - mmaction - INFO - Epoch [330][460/1878] lr: 1.000e-03, eta: 9 days, 2:51:43, time: 1.283, data_time: 0.063, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8863, loss_cls: 1.1406, loss: 1.1406, grad_norm: 6.8634 2022-03-02 06:03:08,014 - mmaction - INFO - Epoch [330][480/1878] lr: 1.000e-03, eta: 9 days, 2:50:33, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8777, loss_cls: 1.1831, loss: 1.1831, grad_norm: 6.9385 2022-03-02 06:03:33,826 - mmaction - INFO - Epoch [330][500/1878] lr: 1.000e-03, eta: 9 days, 2:49:24, time: 1.291, data_time: 0.070, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8773, loss_cls: 1.1871, loss: 1.1871, grad_norm: 6.9411 2022-03-02 06:03:59,497 - mmaction - INFO - Epoch [330][520/1878] lr: 1.000e-03, eta: 9 days, 2:48:13, time: 1.282, data_time: 0.065, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8742, loss_cls: 1.2420, loss: 1.2420, grad_norm: 7.1727 2022-03-02 06:04:25,080 - mmaction - INFO - Epoch [330][540/1878] lr: 1.000e-03, eta: 9 days, 2:47:03, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8793, loss_cls: 1.1942, loss: 1.1942, grad_norm: 7.0528 2022-03-02 06:04:50,719 - mmaction - INFO - Epoch [330][560/1878] lr: 1.000e-03, eta: 9 days, 2:45:53, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8703, loss_cls: 1.2346, loss: 1.2346, grad_norm: 7.0896 2022-03-02 06:05:16,470 - mmaction - INFO - Epoch [330][580/1878] lr: 1.000e-03, eta: 9 days, 2:44:43, time: 1.287, data_time: 0.068, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8871, loss_cls: 1.1464, loss: 1.1464, grad_norm: 6.9924 2022-03-02 06:05:42,285 - mmaction - INFO - Epoch [330][600/1878] lr: 1.000e-03, eta: 9 days, 2:43:34, time: 1.291, data_time: 0.065, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8875, loss_cls: 1.1626, loss: 1.1626, grad_norm: 6.9248 2022-03-02 06:06:07,809 - mmaction - INFO - Epoch [330][620/1878] lr: 1.000e-03, eta: 9 days, 2:42:23, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8816, loss_cls: 1.1891, loss: 1.1891, grad_norm: 7.1476 2022-03-02 06:06:33,312 - mmaction - INFO - Epoch [330][640/1878] lr: 1.000e-03, eta: 9 days, 2:41:12, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8824, loss_cls: 1.1567, loss: 1.1567, grad_norm: 6.8012 2022-03-02 06:06:58,832 - mmaction - INFO - Epoch [330][660/1878] lr: 1.000e-03, eta: 9 days, 2:40:01, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8734, loss_cls: 1.2154, loss: 1.2154, grad_norm: 6.9959 2022-03-02 06:07:24,331 - mmaction - INFO - Epoch [330][680/1878] lr: 1.000e-03, eta: 9 days, 2:38:50, time: 1.275, data_time: 0.060, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8695, loss_cls: 1.2280, loss: 1.2280, grad_norm: 7.1500 2022-03-02 06:07:49,691 - mmaction - INFO - Epoch [330][700/1878] lr: 1.000e-03, eta: 9 days, 2:37:39, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8785, loss_cls: 1.1835, loss: 1.1835, grad_norm: 6.9349 2022-03-02 06:08:15,151 - mmaction - INFO - Epoch [330][720/1878] lr: 1.000e-03, eta: 9 days, 2:36:28, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8730, loss_cls: 1.2175, loss: 1.2175, grad_norm: 7.0296 2022-03-02 06:08:40,480 - mmaction - INFO - Epoch [330][740/1878] lr: 1.000e-03, eta: 9 days, 2:35:16, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8898, loss_cls: 1.1525, loss: 1.1525, grad_norm: 6.8843 2022-03-02 06:09:05,777 - mmaction - INFO - Epoch [330][760/1878] lr: 1.000e-03, eta: 9 days, 2:34:05, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8863, loss_cls: 1.1663, loss: 1.1663, grad_norm: 7.0223 2022-03-02 06:09:31,266 - mmaction - INFO - Epoch [330][780/1878] lr: 1.000e-03, eta: 9 days, 2:32:54, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8809, loss_cls: 1.2163, loss: 1.2163, grad_norm: 7.0940 2022-03-02 06:09:56,645 - mmaction - INFO - Epoch [330][800/1878] lr: 1.000e-03, eta: 9 days, 2:31:43, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8746, loss_cls: 1.1857, loss: 1.1857, grad_norm: 6.7828 2022-03-02 06:10:21,840 - mmaction - INFO - Epoch [330][820/1878] lr: 1.000e-03, eta: 9 days, 2:30:30, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8785, loss_cls: 1.2004, loss: 1.2004, grad_norm: 6.9595 2022-03-02 06:10:47,882 - mmaction - INFO - Epoch [330][840/1878] lr: 1.000e-03, eta: 9 days, 2:29:22, time: 1.302, data_time: 0.060, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8715, loss_cls: 1.2272, loss: 1.2272, grad_norm: 7.1120 2022-03-02 06:11:13,231 - mmaction - INFO - Epoch [330][860/1878] lr: 1.000e-03, eta: 9 days, 2:28:11, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1785, loss: 1.1785, grad_norm: 7.0052 2022-03-02 06:11:38,556 - mmaction - INFO - Epoch [330][880/1878] lr: 1.000e-03, eta: 9 days, 2:26:59, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8812, loss_cls: 1.2347, loss: 1.2347, grad_norm: 7.2087 2022-03-02 06:12:03,701 - mmaction - INFO - Epoch [330][900/1878] lr: 1.000e-03, eta: 9 days, 2:25:47, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8758, loss_cls: 1.1729, loss: 1.1729, grad_norm: 6.9156 2022-03-02 06:12:28,811 - mmaction - INFO - Epoch [330][920/1878] lr: 1.000e-03, eta: 9 days, 2:24:35, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8750, loss_cls: 1.2273, loss: 1.2273, grad_norm: 7.1547 2022-03-02 06:12:54,277 - mmaction - INFO - Epoch [330][940/1878] lr: 1.000e-03, eta: 9 days, 2:23:24, time: 1.274, data_time: 0.070, memory: 9654, top1_acc: 0.6984, top5_acc: 0.8641, loss_cls: 1.2548, loss: 1.2548, grad_norm: 7.1845 2022-03-02 06:13:19,721 - mmaction - INFO - Epoch [330][960/1878] lr: 1.000e-03, eta: 9 days, 2:22:13, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8645, loss_cls: 1.2296, loss: 1.2296, grad_norm: 7.0291 2022-03-02 06:13:44,916 - mmaction - INFO - Epoch [330][980/1878] lr: 1.000e-03, eta: 9 days, 2:21:01, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8730, loss_cls: 1.2069, loss: 1.2069, grad_norm: 7.0476 2022-03-02 06:14:10,313 - mmaction - INFO - Epoch [330][1000/1878] lr: 1.000e-03, eta: 9 days, 2:19:50, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8926, loss_cls: 1.1740, loss: 1.1740, grad_norm: 7.1180 2022-03-02 06:14:35,417 - mmaction - INFO - Epoch [330][1020/1878] lr: 1.000e-03, eta: 9 days, 2:18:38, time: 1.255, data_time: 0.062, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8707, loss_cls: 1.2238, loss: 1.2238, grad_norm: 6.9503 2022-03-02 06:15:00,844 - mmaction - INFO - Epoch [330][1040/1878] lr: 1.000e-03, eta: 9 days, 2:17:27, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8820, loss_cls: 1.1567, loss: 1.1567, grad_norm: 6.8584 2022-03-02 06:15:25,939 - mmaction - INFO - Epoch [330][1060/1878] lr: 1.000e-03, eta: 9 days, 2:16:14, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8750, loss_cls: 1.2021, loss: 1.2021, grad_norm: 6.9903 2022-03-02 06:15:51,162 - mmaction - INFO - Epoch [330][1080/1878] lr: 1.000e-03, eta: 9 days, 2:15:02, time: 1.262, data_time: 0.072, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8781, loss_cls: 1.1814, loss: 1.1814, grad_norm: 6.9383 2022-03-02 06:16:16,458 - mmaction - INFO - Epoch [330][1100/1878] lr: 1.000e-03, eta: 9 days, 2:13:51, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8832, loss_cls: 1.1727, loss: 1.1727, grad_norm: 6.9833 2022-03-02 06:16:41,754 - mmaction - INFO - Epoch [330][1120/1878] lr: 1.000e-03, eta: 9 days, 2:12:40, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8840, loss_cls: 1.1525, loss: 1.1525, grad_norm: 6.9837 2022-03-02 06:17:07,033 - mmaction - INFO - Epoch [330][1140/1878] lr: 1.000e-03, eta: 9 days, 2:11:28, time: 1.263, data_time: 0.059, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8793, loss_cls: 1.2029, loss: 1.2029, grad_norm: 7.2183 2022-03-02 06:17:32,286 - mmaction - INFO - Epoch [330][1160/1878] lr: 1.000e-03, eta: 9 days, 2:10:17, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8773, loss_cls: 1.1588, loss: 1.1588, grad_norm: 6.9661 2022-03-02 06:17:57,781 - mmaction - INFO - Epoch [330][1180/1878] lr: 1.000e-03, eta: 9 days, 2:09:06, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8836, loss_cls: 1.1633, loss: 1.1633, grad_norm: 6.9189 2022-03-02 06:18:22,894 - mmaction - INFO - Epoch [330][1200/1878] lr: 1.000e-03, eta: 9 days, 2:07:54, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8793, loss_cls: 1.1619, loss: 1.1619, grad_norm: 7.0295 2022-03-02 06:18:48,176 - mmaction - INFO - Epoch [330][1220/1878] lr: 1.000e-03, eta: 9 days, 2:06:43, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.6984, top5_acc: 0.8676, loss_cls: 1.2579, loss: 1.2579, grad_norm: 7.3310 2022-03-02 06:19:13,601 - mmaction - INFO - Epoch [330][1240/1878] lr: 1.000e-03, eta: 9 days, 2:05:32, time: 1.271, data_time: 0.060, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8727, loss_cls: 1.1929, loss: 1.1929, grad_norm: 6.8625 2022-03-02 06:19:38,872 - mmaction - INFO - Epoch [330][1260/1878] lr: 1.000e-03, eta: 9 days, 2:04:21, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8758, loss_cls: 1.2024, loss: 1.2024, grad_norm: 7.0345 2022-03-02 06:20:04,238 - mmaction - INFO - Epoch [330][1280/1878] lr: 1.000e-03, eta: 9 days, 2:03:10, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8801, loss_cls: 1.2195, loss: 1.2195, grad_norm: 7.1253 2022-03-02 06:20:29,711 - mmaction - INFO - Epoch [330][1300/1878] lr: 1.000e-03, eta: 9 days, 2:01:59, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8684, loss_cls: 1.2126, loss: 1.2126, grad_norm: 7.0054 2022-03-02 06:20:55,507 - mmaction - INFO - Epoch [330][1320/1878] lr: 1.000e-03, eta: 9 days, 2:00:51, time: 1.290, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8762, loss_cls: 1.2122, loss: 1.2122, grad_norm: 7.0926 2022-03-02 06:21:20,931 - mmaction - INFO - Epoch [330][1340/1878] lr: 1.000e-03, eta: 9 days, 1:59:40, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8801, loss_cls: 1.1994, loss: 1.1994, grad_norm: 6.9667 2022-03-02 06:21:45,898 - mmaction - INFO - Epoch [330][1360/1878] lr: 1.000e-03, eta: 9 days, 1:58:27, time: 1.248, data_time: 0.060, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8797, loss_cls: 1.1839, loss: 1.1839, grad_norm: 6.9688 2022-03-02 06:22:11,244 - mmaction - INFO - Epoch [330][1380/1878] lr: 1.000e-03, eta: 9 days, 1:57:16, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8742, loss_cls: 1.2146, loss: 1.2146, grad_norm: 6.9501 2022-03-02 06:22:36,665 - mmaction - INFO - Epoch [330][1400/1878] lr: 1.000e-03, eta: 9 days, 1:56:06, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8801, loss_cls: 1.2066, loss: 1.2066, grad_norm: 7.2223 2022-03-02 06:23:02,164 - mmaction - INFO - Epoch [330][1420/1878] lr: 1.000e-03, eta: 9 days, 1:54:55, time: 1.274, data_time: 0.072, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8672, loss_cls: 1.2576, loss: 1.2576, grad_norm: 7.1420 2022-03-02 06:23:27,610 - mmaction - INFO - Epoch [330][1440/1878] lr: 1.000e-03, eta: 9 days, 1:53:45, time: 1.273, data_time: 0.071, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8742, loss_cls: 1.2106, loss: 1.2106, grad_norm: 7.1736 2022-03-02 06:23:52,777 - mmaction - INFO - Epoch [330][1460/1878] lr: 1.000e-03, eta: 9 days, 1:52:33, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8715, loss_cls: 1.2169, loss: 1.2169, grad_norm: 6.9685 2022-03-02 06:24:18,096 - mmaction - INFO - Epoch [330][1480/1878] lr: 1.000e-03, eta: 9 days, 1:51:23, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7000, top5_acc: 0.8680, loss_cls: 1.2485, loss: 1.2485, grad_norm: 7.1087 2022-03-02 06:24:43,616 - mmaction - INFO - Epoch [330][1500/1878] lr: 1.000e-03, eta: 9 days, 1:50:13, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8727, loss_cls: 1.2556, loss: 1.2556, grad_norm: 7.2356 2022-03-02 06:25:08,904 - mmaction - INFO - Epoch [330][1520/1878] lr: 1.000e-03, eta: 9 days, 1:49:01, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8812, loss_cls: 1.1920, loss: 1.1920, grad_norm: 6.9430 2022-03-02 06:25:34,226 - mmaction - INFO - Epoch [330][1540/1878] lr: 1.000e-03, eta: 9 days, 1:47:51, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8809, loss_cls: 1.1857, loss: 1.1857, grad_norm: 6.9968 2022-03-02 06:25:59,229 - mmaction - INFO - Epoch [330][1560/1878] lr: 1.000e-03, eta: 9 days, 1:46:38, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8738, loss_cls: 1.1965, loss: 1.1965, grad_norm: 6.9797 2022-03-02 06:26:24,222 - mmaction - INFO - Epoch [330][1580/1878] lr: 1.000e-03, eta: 9 days, 1:45:26, time: 1.249, data_time: 0.071, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8766, loss_cls: 1.2051, loss: 1.2051, grad_norm: 7.0298 2022-03-02 06:26:49,509 - mmaction - INFO - Epoch [330][1600/1878] lr: 1.000e-03, eta: 9 days, 1:44:15, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8688, loss_cls: 1.2406, loss: 1.2406, grad_norm: 7.1138 2022-03-02 06:27:14,771 - mmaction - INFO - Epoch [330][1620/1878] lr: 1.000e-03, eta: 9 days, 1:43:04, time: 1.262, data_time: 0.070, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8758, loss_cls: 1.1963, loss: 1.1963, grad_norm: 7.0200 2022-03-02 06:27:39,858 - mmaction - INFO - Epoch [330][1640/1878] lr: 1.000e-03, eta: 9 days, 1:41:52, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8734, loss_cls: 1.2226, loss: 1.2226, grad_norm: 6.9400 2022-03-02 06:28:05,140 - mmaction - INFO - Epoch [330][1660/1878] lr: 1.000e-03, eta: 9 days, 1:40:41, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8703, loss_cls: 1.2696, loss: 1.2696, grad_norm: 7.1624 2022-03-02 06:28:30,390 - mmaction - INFO - Epoch [330][1680/1878] lr: 1.000e-03, eta: 9 days, 1:39:30, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8742, loss_cls: 1.2276, loss: 1.2276, grad_norm: 7.1055 2022-03-02 06:28:55,454 - mmaction - INFO - Epoch [330][1700/1878] lr: 1.000e-03, eta: 9 days, 1:38:18, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8727, loss_cls: 1.2150, loss: 1.2150, grad_norm: 7.0061 2022-03-02 06:29:20,783 - mmaction - INFO - Epoch [330][1720/1878] lr: 1.000e-03, eta: 9 days, 1:37:07, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8832, loss_cls: 1.1974, loss: 1.1974, grad_norm: 7.0348 2022-03-02 06:29:46,167 - mmaction - INFO - Epoch [330][1740/1878] lr: 1.000e-03, eta: 9 days, 1:35:56, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8785, loss_cls: 1.2109, loss: 1.2109, grad_norm: 7.2947 2022-03-02 06:30:11,682 - mmaction - INFO - Epoch [330][1760/1878] lr: 1.000e-03, eta: 9 days, 1:34:47, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8770, loss_cls: 1.1827, loss: 1.1827, grad_norm: 6.9103 2022-03-02 06:30:37,269 - mmaction - INFO - Epoch [330][1780/1878] lr: 1.000e-03, eta: 9 days, 1:33:37, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8844, loss_cls: 1.1572, loss: 1.1572, grad_norm: 7.0710 2022-03-02 06:31:03,260 - mmaction - INFO - Epoch [330][1800/1878] lr: 1.000e-03, eta: 9 days, 1:32:30, time: 1.300, data_time: 0.072, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8602, loss_cls: 1.2780, loss: 1.2780, grad_norm: 7.1262 2022-03-02 06:31:28,386 - mmaction - INFO - Epoch [330][1820/1878] lr: 1.000e-03, eta: 9 days, 1:31:19, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8785, loss_cls: 1.1670, loss: 1.1670, grad_norm: 6.8757 2022-03-02 06:31:53,344 - mmaction - INFO - Epoch [330][1840/1878] lr: 1.000e-03, eta: 9 days, 1:30:06, time: 1.247, data_time: 0.063, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8719, loss_cls: 1.2293, loss: 1.2293, grad_norm: 7.0457 2022-03-02 06:32:18,671 - mmaction - INFO - Epoch [330][1860/1878] lr: 1.000e-03, eta: 9 days, 1:28:56, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8734, loss_cls: 1.2526, loss: 1.2526, grad_norm: 7.1324 2022-03-02 06:32:45,520 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 06:32:45,598 - mmaction - INFO - 110 BN found 2022-03-02 06:37:36,973 - mmaction - INFO - BN stats updated 2022-03-02 06:37:38,978 - mmaction - INFO - Saving checkpoint at 330 epochs 2022-03-02 06:41:02,796 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-02 06:41:03,635 - mmaction - INFO - top1_acc 0.6991 top5_acc 0.8827 2022-03-02 06:41:03,635 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-02 06:41:03,667 - mmaction - INFO - mean_acc 0.6990 2022-03-02 06:41:03,669 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_324.pth was removed 2022-03-02 06:41:05,126 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_330.pth. 2022-03-02 06:41:05,126 - mmaction - INFO - Best top1_acc is 0.6991 at 330 epoch. 2022-03-02 06:41:05,134 - mmaction - INFO - Epoch(val) [330][155] top1_acc: 0.6991, top5_acc: 0.8827, mean_class_accuracy: 0.6990 2022-03-02 06:41:06,023 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 06:42:33,251 - mmaction - INFO - Epoch [331][20/1878] lr: 1.000e-03, eta: 9 days, 1:29:50, time: 4.361, data_time: 3.061, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8852, loss_cls: 1.1641, loss: 1.1641, grad_norm: 6.8484 2022-03-02 06:42:59,271 - mmaction - INFO - Epoch [331][40/1878] lr: 1.000e-03, eta: 9 days, 1:28:42, time: 1.301, data_time: 0.070, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8742, loss_cls: 1.2082, loss: 1.2082, grad_norm: 7.1042 2022-03-02 06:43:23,748 - mmaction - INFO - Epoch [331][60/1878] lr: 1.000e-03, eta: 9 days, 1:27:28, time: 1.224, data_time: 0.066, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8738, loss_cls: 1.2274, loss: 1.2274, grad_norm: 6.9861 2022-03-02 06:43:48,686 - mmaction - INFO - Epoch [331][80/1878] lr: 1.000e-03, eta: 9 days, 1:26:15, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8781, loss_cls: 1.2021, loss: 1.2021, grad_norm: 7.0372 2022-03-02 06:44:13,692 - mmaction - INFO - Epoch [331][100/1878] lr: 1.000e-03, eta: 9 days, 1:25:03, time: 1.250, data_time: 0.070, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8645, loss_cls: 1.2413, loss: 1.2413, grad_norm: 7.0836 2022-03-02 06:44:38,679 - mmaction - INFO - Epoch [331][120/1878] lr: 1.000e-03, eta: 9 days, 1:23:51, time: 1.250, data_time: 0.070, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8801, loss_cls: 1.1672, loss: 1.1672, grad_norm: 7.0727 2022-03-02 06:45:03,789 - mmaction - INFO - Epoch [331][140/1878] lr: 1.000e-03, eta: 9 days, 1:22:40, time: 1.255, data_time: 0.070, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8824, loss_cls: 1.1637, loss: 1.1637, grad_norm: 6.9111 2022-03-02 06:45:28,590 - mmaction - INFO - Epoch [331][160/1878] lr: 1.000e-03, eta: 9 days, 1:21:27, time: 1.239, data_time: 0.063, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8887, loss_cls: 1.1623, loss: 1.1623, grad_norm: 7.0525 2022-03-02 06:45:53,629 - mmaction - INFO - Epoch [331][180/1878] lr: 1.000e-03, eta: 9 days, 1:20:15, time: 1.252, data_time: 0.069, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8715, loss_cls: 1.1961, loss: 1.1961, grad_norm: 6.9991 2022-03-02 06:46:18,803 - mmaction - INFO - Epoch [331][200/1878] lr: 1.000e-03, eta: 9 days, 1:19:04, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8840, loss_cls: 1.1588, loss: 1.1588, grad_norm: 6.9288 2022-03-02 06:46:44,082 - mmaction - INFO - Epoch [331][220/1878] lr: 1.000e-03, eta: 9 days, 1:17:53, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8680, loss_cls: 1.1893, loss: 1.1893, grad_norm: 7.0123 2022-03-02 06:47:09,213 - mmaction - INFO - Epoch [331][240/1878] lr: 1.000e-03, eta: 9 days, 1:16:42, time: 1.256, data_time: 0.059, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8852, loss_cls: 1.1514, loss: 1.1514, grad_norm: 7.0243 2022-03-02 06:47:34,462 - mmaction - INFO - Epoch [331][260/1878] lr: 1.000e-03, eta: 9 days, 1:15:31, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8695, loss_cls: 1.2484, loss: 1.2484, grad_norm: 7.2400 2022-03-02 06:47:59,767 - mmaction - INFO - Epoch [331][280/1878] lr: 1.000e-03, eta: 9 days, 1:14:21, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8852, loss_cls: 1.1768, loss: 1.1768, grad_norm: 7.1420 2022-03-02 06:48:25,073 - mmaction - INFO - Epoch [331][300/1878] lr: 1.000e-03, eta: 9 days, 1:13:10, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8750, loss_cls: 1.2033, loss: 1.2033, grad_norm: 6.9343 2022-03-02 06:48:50,444 - mmaction - INFO - Epoch [331][320/1878] lr: 1.000e-03, eta: 9 days, 1:12:00, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8734, loss_cls: 1.2301, loss: 1.2301, grad_norm: 7.2480 2022-03-02 06:49:15,845 - mmaction - INFO - Epoch [331][340/1878] lr: 1.000e-03, eta: 9 days, 1:10:50, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8668, loss_cls: 1.2070, loss: 1.2070, grad_norm: 7.1078 2022-03-02 06:49:41,124 - mmaction - INFO - Epoch [331][360/1878] lr: 1.000e-03, eta: 9 days, 1:09:40, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8805, loss_cls: 1.1911, loss: 1.1911, grad_norm: 7.0478 2022-03-02 06:50:06,481 - mmaction - INFO - Epoch [331][380/1878] lr: 1.000e-03, eta: 9 days, 1:08:30, time: 1.268, data_time: 0.072, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8836, loss_cls: 1.1572, loss: 1.1572, grad_norm: 6.9270 2022-03-02 06:50:31,891 - mmaction - INFO - Epoch [331][400/1878] lr: 1.000e-03, eta: 9 days, 1:07:20, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8789, loss_cls: 1.1745, loss: 1.1745, grad_norm: 6.9994 2022-03-02 06:50:57,740 - mmaction - INFO - Epoch [331][420/1878] lr: 1.000e-03, eta: 9 days, 1:06:12, time: 1.293, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8785, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.0088 2022-03-02 06:51:22,978 - mmaction - INFO - Epoch [331][440/1878] lr: 1.000e-03, eta: 9 days, 1:05:01, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8789, loss_cls: 1.1744, loss: 1.1744, grad_norm: 7.1202 2022-03-02 06:51:48,500 - mmaction - INFO - Epoch [331][460/1878] lr: 1.000e-03, eta: 9 days, 1:03:52, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8691, loss_cls: 1.2333, loss: 1.2333, grad_norm: 7.1911 2022-03-02 06:52:14,167 - mmaction - INFO - Epoch [331][480/1878] lr: 1.000e-03, eta: 9 days, 1:02:44, time: 1.283, data_time: 0.067, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8805, loss_cls: 1.1888, loss: 1.1888, grad_norm: 7.1558 2022-03-02 06:52:39,387 - mmaction - INFO - Epoch [331][500/1878] lr: 1.000e-03, eta: 9 days, 1:01:33, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8691, loss_cls: 1.2433, loss: 1.2433, grad_norm: 7.2077 2022-03-02 06:53:05,049 - mmaction - INFO - Epoch [331][520/1878] lr: 1.000e-03, eta: 9 days, 1:00:25, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8797, loss_cls: 1.1926, loss: 1.1926, grad_norm: 7.2078 2022-03-02 06:53:30,796 - mmaction - INFO - Epoch [331][540/1878] lr: 1.000e-03, eta: 9 days, 0:59:17, time: 1.288, data_time: 0.066, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8719, loss_cls: 1.1946, loss: 1.1946, grad_norm: 7.0214 2022-03-02 06:53:56,517 - mmaction - INFO - Epoch [331][560/1878] lr: 1.000e-03, eta: 9 days, 0:58:08, time: 1.286, data_time: 0.069, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8855, loss_cls: 1.1904, loss: 1.1904, grad_norm: 7.0817 2022-03-02 06:54:22,186 - mmaction - INFO - Epoch [331][580/1878] lr: 1.000e-03, eta: 9 days, 0:57:00, time: 1.284, data_time: 0.063, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8836, loss_cls: 1.1410, loss: 1.1410, grad_norm: 6.9768 2022-03-02 06:54:47,688 - mmaction - INFO - Epoch [331][600/1878] lr: 1.000e-03, eta: 9 days, 0:55:51, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8723, loss_cls: 1.1924, loss: 1.1924, grad_norm: 7.0234 2022-03-02 06:55:12,762 - mmaction - INFO - Epoch [331][620/1878] lr: 1.000e-03, eta: 9 days, 0:54:39, time: 1.254, data_time: 0.062, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8867, loss_cls: 1.1414, loss: 1.1414, grad_norm: 6.8183 2022-03-02 06:55:38,130 - mmaction - INFO - Epoch [331][640/1878] lr: 1.000e-03, eta: 9 days, 0:53:30, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8746, loss_cls: 1.2176, loss: 1.2176, grad_norm: 7.1082 2022-03-02 06:56:03,353 - mmaction - INFO - Epoch [331][660/1878] lr: 1.000e-03, eta: 9 days, 0:52:19, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8750, loss_cls: 1.2023, loss: 1.2023, grad_norm: 7.0399 2022-03-02 06:56:28,276 - mmaction - INFO - Epoch [331][680/1878] lr: 1.000e-03, eta: 9 days, 0:51:07, time: 1.247, data_time: 0.069, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8656, loss_cls: 1.2697, loss: 1.2697, grad_norm: 7.1149 2022-03-02 06:56:53,546 - mmaction - INFO - Epoch [331][700/1878] lr: 1.000e-03, eta: 9 days, 0:49:57, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8852, loss_cls: 1.2056, loss: 1.2056, grad_norm: 7.2226 2022-03-02 06:57:18,775 - mmaction - INFO - Epoch [331][720/1878] lr: 1.000e-03, eta: 9 days, 0:48:47, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8852, loss_cls: 1.1669, loss: 1.1669, grad_norm: 7.0114 2022-03-02 06:57:44,254 - mmaction - INFO - Epoch [331][740/1878] lr: 1.000e-03, eta: 9 days, 0:47:37, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8750, loss_cls: 1.1978, loss: 1.1978, grad_norm: 7.0259 2022-03-02 06:58:09,820 - mmaction - INFO - Epoch [331][760/1878] lr: 1.000e-03, eta: 9 days, 0:46:29, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8684, loss_cls: 1.2283, loss: 1.2283, grad_norm: 7.1829 2022-03-02 06:58:35,360 - mmaction - INFO - Epoch [331][780/1878] lr: 1.000e-03, eta: 9 days, 0:45:20, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8781, loss_cls: 1.1870, loss: 1.1870, grad_norm: 7.0670 2022-03-02 06:59:01,041 - mmaction - INFO - Epoch [331][800/1878] lr: 1.000e-03, eta: 9 days, 0:44:12, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8781, loss_cls: 1.2071, loss: 1.2071, grad_norm: 7.0036 2022-03-02 06:59:26,457 - mmaction - INFO - Epoch [331][820/1878] lr: 1.000e-03, eta: 9 days, 0:43:02, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8723, loss_cls: 1.2200, loss: 1.2200, grad_norm: 7.0448 2022-03-02 06:59:51,843 - mmaction - INFO - Epoch [331][840/1878] lr: 1.000e-03, eta: 9 days, 0:41:53, time: 1.269, data_time: 0.075, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8727, loss_cls: 1.2037, loss: 1.2037, grad_norm: 6.9952 2022-03-02 07:00:17,006 - mmaction - INFO - Epoch [331][860/1878] lr: 1.000e-03, eta: 9 days, 0:40:42, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8871, loss_cls: 1.1603, loss: 1.1603, grad_norm: 7.1400 2022-03-02 07:00:42,891 - mmaction - INFO - Epoch [331][880/1878] lr: 1.000e-03, eta: 9 days, 0:39:35, time: 1.293, data_time: 0.064, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8770, loss_cls: 1.2067, loss: 1.2067, grad_norm: 7.1532 2022-03-02 07:01:08,620 - mmaction - INFO - Epoch [331][900/1878] lr: 1.000e-03, eta: 9 days, 0:38:27, time: 1.288, data_time: 0.067, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8801, loss_cls: 1.2297, loss: 1.2297, grad_norm: 7.2142 2022-03-02 07:01:33,955 - mmaction - INFO - Epoch [331][920/1878] lr: 1.000e-03, eta: 9 days, 0:37:17, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8781, loss_cls: 1.1963, loss: 1.1963, grad_norm: 6.9847 2022-03-02 07:01:59,141 - mmaction - INFO - Epoch [331][940/1878] lr: 1.000e-03, eta: 9 days, 0:36:07, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1801, loss: 1.1801, grad_norm: 7.1356 2022-03-02 07:02:24,121 - mmaction - INFO - Epoch [331][960/1878] lr: 1.000e-03, eta: 9 days, 0:34:56, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.2350, loss: 1.2350, grad_norm: 7.0545 2022-03-02 07:02:49,626 - mmaction - INFO - Epoch [331][980/1878] lr: 1.000e-03, eta: 9 days, 0:33:47, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8875, loss_cls: 1.1401, loss: 1.1401, grad_norm: 6.9238 2022-03-02 07:03:14,705 - mmaction - INFO - Epoch [331][1000/1878] lr: 1.000e-03, eta: 9 days, 0:32:36, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8770, loss_cls: 1.2025, loss: 1.2025, grad_norm: 7.0916 2022-03-02 07:03:39,809 - mmaction - INFO - Epoch [331][1020/1878] lr: 1.000e-03, eta: 9 days, 0:31:25, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8758, loss_cls: 1.2028, loss: 1.2028, grad_norm: 7.0978 2022-03-02 07:04:05,088 - mmaction - INFO - Epoch [331][1040/1878] lr: 1.000e-03, eta: 9 days, 0:30:15, time: 1.263, data_time: 0.070, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8707, loss_cls: 1.2156, loss: 1.2156, grad_norm: 6.8070 2022-03-02 07:04:30,247 - mmaction - INFO - Epoch [331][1060/1878] lr: 1.000e-03, eta: 9 days, 0:29:05, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.6902, top5_acc: 0.8586, loss_cls: 1.3052, loss: 1.3052, grad_norm: 7.2728 2022-03-02 07:04:55,303 - mmaction - INFO - Epoch [331][1080/1878] lr: 1.000e-03, eta: 9 days, 0:27:54, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8660, loss_cls: 1.2695, loss: 1.2695, grad_norm: 7.2091 2022-03-02 07:05:20,533 - mmaction - INFO - Epoch [331][1100/1878] lr: 1.000e-03, eta: 9 days, 0:26:44, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8816, loss_cls: 1.1508, loss: 1.1508, grad_norm: 6.9501 2022-03-02 07:05:45,879 - mmaction - INFO - Epoch [331][1120/1878] lr: 1.000e-03, eta: 9 days, 0:25:34, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8887, loss_cls: 1.1415, loss: 1.1415, grad_norm: 6.9628 2022-03-02 07:06:10,977 - mmaction - INFO - Epoch [331][1140/1878] lr: 1.000e-03, eta: 9 days, 0:24:24, time: 1.255, data_time: 0.071, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8832, loss_cls: 1.2026, loss: 1.2026, grad_norm: 7.0598 2022-03-02 07:06:36,598 - mmaction - INFO - Epoch [331][1160/1878] lr: 1.000e-03, eta: 9 days, 0:23:15, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8824, loss_cls: 1.1547, loss: 1.1547, grad_norm: 7.0068 2022-03-02 07:07:02,013 - mmaction - INFO - Epoch [331][1180/1878] lr: 1.000e-03, eta: 9 days, 0:22:06, time: 1.271, data_time: 0.071, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8750, loss_cls: 1.1724, loss: 1.1724, grad_norm: 7.1645 2022-03-02 07:07:27,238 - mmaction - INFO - Epoch [331][1200/1878] lr: 1.000e-03, eta: 9 days, 0:20:56, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8859, loss_cls: 1.1330, loss: 1.1330, grad_norm: 6.9457 2022-03-02 07:07:52,457 - mmaction - INFO - Epoch [331][1220/1878] lr: 1.000e-03, eta: 9 days, 0:19:46, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8836, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.1912 2022-03-02 07:08:18,000 - mmaction - INFO - Epoch [331][1240/1878] lr: 1.000e-03, eta: 9 days, 0:18:38, time: 1.279, data_time: 0.061, memory: 9654, top1_acc: 0.6930, top5_acc: 0.8652, loss_cls: 1.2700, loss: 1.2700, grad_norm: 7.2213 2022-03-02 07:08:43,191 - mmaction - INFO - Epoch [331][1260/1878] lr: 1.000e-03, eta: 9 days, 0:17:28, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8609, loss_cls: 1.2425, loss: 1.2425, grad_norm: 7.1365 2022-03-02 07:09:08,751 - mmaction - INFO - Epoch [331][1280/1878] lr: 1.000e-03, eta: 9 days, 0:16:20, time: 1.278, data_time: 0.059, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8785, loss_cls: 1.1846, loss: 1.1846, grad_norm: 7.0044 2022-03-02 07:09:33,653 - mmaction - INFO - Epoch [331][1300/1878] lr: 1.000e-03, eta: 9 days, 0:15:08, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8852, loss_cls: 1.1517, loss: 1.1517, grad_norm: 7.1268 2022-03-02 07:09:59,133 - mmaction - INFO - Epoch [331][1320/1878] lr: 1.000e-03, eta: 9 days, 0:13:59, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8797, loss_cls: 1.1679, loss: 1.1679, grad_norm: 6.8140 2022-03-02 07:10:24,501 - mmaction - INFO - Epoch [331][1340/1878] lr: 1.000e-03, eta: 9 days, 0:12:50, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8793, loss_cls: 1.1863, loss: 1.1863, grad_norm: 7.0859 2022-03-02 07:10:49,756 - mmaction - INFO - Epoch [331][1360/1878] lr: 1.000e-03, eta: 9 days, 0:11:41, time: 1.262, data_time: 0.062, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8668, loss_cls: 1.2043, loss: 1.2043, grad_norm: 6.9346 2022-03-02 07:11:15,298 - mmaction - INFO - Epoch [331][1380/1878] lr: 1.000e-03, eta: 9 days, 0:10:32, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8805, loss_cls: 1.2054, loss: 1.2054, grad_norm: 7.1532 2022-03-02 07:11:40,933 - mmaction - INFO - Epoch [331][1400/1878] lr: 1.000e-03, eta: 9 days, 0:09:24, time: 1.283, data_time: 0.068, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8762, loss_cls: 1.1819, loss: 1.1819, grad_norm: 6.9145 2022-03-02 07:12:05,953 - mmaction - INFO - Epoch [331][1420/1878] lr: 1.000e-03, eta: 9 days, 0:08:13, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8707, loss_cls: 1.2318, loss: 1.2318, grad_norm: 7.1612 2022-03-02 07:12:31,050 - mmaction - INFO - Epoch [331][1440/1878] lr: 1.000e-03, eta: 9 days, 0:07:03, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8840, loss_cls: 1.1764, loss: 1.1764, grad_norm: 7.0647 2022-03-02 07:12:56,262 - mmaction - INFO - Epoch [331][1460/1878] lr: 1.000e-03, eta: 9 days, 0:05:53, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1889, loss: 1.1889, grad_norm: 7.1412 2022-03-02 07:13:21,668 - mmaction - INFO - Epoch [331][1480/1878] lr: 1.000e-03, eta: 9 days, 0:04:45, time: 1.271, data_time: 0.072, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8793, loss_cls: 1.2178, loss: 1.2178, grad_norm: 7.2735 2022-03-02 07:13:46,921 - mmaction - INFO - Epoch [331][1500/1878] lr: 1.000e-03, eta: 9 days, 0:03:35, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8766, loss_cls: 1.2009, loss: 1.2009, grad_norm: 7.2584 2022-03-02 07:14:11,924 - mmaction - INFO - Epoch [331][1520/1878] lr: 1.000e-03, eta: 9 days, 0:02:24, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8695, loss_cls: 1.2616, loss: 1.2616, grad_norm: 7.1671 2022-03-02 07:14:37,052 - mmaction - INFO - Epoch [331][1540/1878] lr: 1.000e-03, eta: 9 days, 0:01:14, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8746, loss_cls: 1.1917, loss: 1.1917, grad_norm: 7.1179 2022-03-02 07:15:02,152 - mmaction - INFO - Epoch [331][1560/1878] lr: 1.000e-03, eta: 9 days, 0:00:04, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8762, loss_cls: 1.1759, loss: 1.1759, grad_norm: 6.9523 2022-03-02 07:15:27,074 - mmaction - INFO - Epoch [331][1580/1878] lr: 1.000e-03, eta: 8 days, 23:58:53, time: 1.246, data_time: 0.069, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8648, loss_cls: 1.2288, loss: 1.2288, grad_norm: 7.1106 2022-03-02 07:15:52,339 - mmaction - INFO - Epoch [331][1600/1878] lr: 1.000e-03, eta: 8 days, 23:57:43, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8859, loss_cls: 1.1657, loss: 1.1657, grad_norm: 7.1269 2022-03-02 07:16:17,144 - mmaction - INFO - Epoch [331][1620/1878] lr: 1.000e-03, eta: 8 days, 23:56:32, time: 1.241, data_time: 0.066, memory: 9654, top1_acc: 0.6969, top5_acc: 0.8680, loss_cls: 1.2670, loss: 1.2670, grad_norm: 7.2480 2022-03-02 07:16:42,456 - mmaction - INFO - Epoch [331][1640/1878] lr: 1.000e-03, eta: 8 days, 23:55:22, time: 1.266, data_time: 0.060, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8789, loss_cls: 1.1954, loss: 1.1954, grad_norm: 7.1084 2022-03-02 07:17:07,624 - mmaction - INFO - Epoch [331][1660/1878] lr: 1.000e-03, eta: 8 days, 23:54:13, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8730, loss_cls: 1.1791, loss: 1.1791, grad_norm: 7.0036 2022-03-02 07:17:32,626 - mmaction - INFO - Epoch [331][1680/1878] lr: 1.000e-03, eta: 8 days, 23:53:02, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8883, loss_cls: 1.1323, loss: 1.1323, grad_norm: 7.1624 2022-03-02 07:17:57,860 - mmaction - INFO - Epoch [331][1700/1878] lr: 1.000e-03, eta: 8 days, 23:51:52, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8793, loss_cls: 1.1717, loss: 1.1717, grad_norm: 7.0246 2022-03-02 07:18:22,866 - mmaction - INFO - Epoch [331][1720/1878] lr: 1.000e-03, eta: 8 days, 23:50:42, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8898, loss_cls: 1.1388, loss: 1.1388, grad_norm: 7.0434 2022-03-02 07:18:47,974 - mmaction - INFO - Epoch [331][1740/1878] lr: 1.000e-03, eta: 8 days, 23:49:32, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8668, loss_cls: 1.2553, loss: 1.2553, grad_norm: 7.2110 2022-03-02 07:19:13,007 - mmaction - INFO - Epoch [331][1760/1878] lr: 1.000e-03, eta: 8 days, 23:48:21, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8730, loss_cls: 1.1903, loss: 1.1903, grad_norm: 7.1253 2022-03-02 07:19:38,223 - mmaction - INFO - Epoch [331][1780/1878] lr: 1.000e-03, eta: 8 days, 23:47:12, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8730, loss_cls: 1.2026, loss: 1.2026, grad_norm: 7.0537 2022-03-02 07:20:03,224 - mmaction - INFO - Epoch [331][1800/1878] lr: 1.000e-03, eta: 8 days, 23:46:01, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.2095, loss: 1.2095, grad_norm: 7.1132 2022-03-02 07:20:28,347 - mmaction - INFO - Epoch [331][1820/1878] lr: 1.000e-03, eta: 8 days, 23:44:52, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8684, loss_cls: 1.2541, loss: 1.2541, grad_norm: 7.2625 2022-03-02 07:20:54,635 - mmaction - INFO - Epoch [331][1840/1878] lr: 1.000e-03, eta: 8 days, 23:43:47, time: 1.314, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8789, loss_cls: 1.1786, loss: 1.1786, grad_norm: 7.0552 2022-03-02 07:21:19,952 - mmaction - INFO - Epoch [331][1860/1878] lr: 1.000e-03, eta: 8 days, 23:42:38, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8758, loss_cls: 1.2260, loss: 1.2260, grad_norm: 7.1809 2022-03-02 07:21:45,522 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 07:23:18,849 - mmaction - INFO - Epoch [332][20/1878] lr: 1.000e-03, eta: 8 days, 23:44:00, time: 4.665, data_time: 3.387, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8832, loss_cls: 1.1490, loss: 1.1490, grad_norm: 6.8208 2022-03-02 07:23:44,244 - mmaction - INFO - Epoch [332][40/1878] lr: 1.000e-03, eta: 8 days, 23:42:51, time: 1.271, data_time: 0.074, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1992, loss: 1.1992, grad_norm: 7.1600 2022-03-02 07:24:08,945 - mmaction - INFO - Epoch [332][60/1878] lr: 1.000e-03, eta: 8 days, 23:41:39, time: 1.235, data_time: 0.070, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8766, loss_cls: 1.2200, loss: 1.2200, grad_norm: 7.0513 2022-03-02 07:24:33,875 - mmaction - INFO - Epoch [332][80/1878] lr: 1.000e-03, eta: 8 days, 23:40:28, time: 1.246, data_time: 0.072, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8844, loss_cls: 1.1302, loss: 1.1302, grad_norm: 6.6732 2022-03-02 07:24:59,269 - mmaction - INFO - Epoch [332][100/1878] lr: 1.000e-03, eta: 8 days, 23:39:20, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8816, loss_cls: 1.1816, loss: 1.1816, grad_norm: 7.0564 2022-03-02 07:25:24,058 - mmaction - INFO - Epoch [332][120/1878] lr: 1.000e-03, eta: 8 days, 23:38:09, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8824, loss_cls: 1.1646, loss: 1.1646, grad_norm: 7.0463 2022-03-02 07:25:49,106 - mmaction - INFO - Epoch [332][140/1878] lr: 1.000e-03, eta: 8 days, 23:36:58, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8930, loss_cls: 1.1219, loss: 1.1219, grad_norm: 7.0462 2022-03-02 07:26:14,176 - mmaction - INFO - Epoch [332][160/1878] lr: 1.000e-03, eta: 8 days, 23:35:48, time: 1.253, data_time: 0.070, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8895, loss_cls: 1.1112, loss: 1.1112, grad_norm: 7.0112 2022-03-02 07:26:39,507 - mmaction - INFO - Epoch [332][180/1878] lr: 1.000e-03, eta: 8 days, 23:34:40, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8723, loss_cls: 1.2068, loss: 1.2068, grad_norm: 7.1893 2022-03-02 07:27:04,749 - mmaction - INFO - Epoch [332][200/1878] lr: 1.000e-03, eta: 8 days, 23:33:30, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8871, loss_cls: 1.1352, loss: 1.1352, grad_norm: 7.0092 2022-03-02 07:27:29,749 - mmaction - INFO - Epoch [332][220/1878] lr: 1.000e-03, eta: 8 days, 23:32:20, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8797, loss_cls: 1.2018, loss: 1.2018, grad_norm: 7.2677 2022-03-02 07:27:54,887 - mmaction - INFO - Epoch [332][240/1878] lr: 1.000e-03, eta: 8 days, 23:31:10, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8750, loss_cls: 1.1622, loss: 1.1622, grad_norm: 7.0337 2022-03-02 07:28:20,016 - mmaction - INFO - Epoch [332][260/1878] lr: 1.000e-03, eta: 8 days, 23:30:01, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8777, loss_cls: 1.2009, loss: 1.2009, grad_norm: 7.0364 2022-03-02 07:28:44,788 - mmaction - INFO - Epoch [332][280/1878] lr: 1.000e-03, eta: 8 days, 23:28:49, time: 1.238, data_time: 0.063, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8668, loss_cls: 1.2475, loss: 1.2475, grad_norm: 7.0764 2022-03-02 07:29:09,618 - mmaction - INFO - Epoch [332][300/1878] lr: 1.000e-03, eta: 8 days, 23:27:38, time: 1.241, data_time: 0.065, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8738, loss_cls: 1.2208, loss: 1.2208, grad_norm: 7.2736 2022-03-02 07:29:34,341 - mmaction - INFO - Epoch [332][320/1878] lr: 1.000e-03, eta: 8 days, 23:26:27, time: 1.236, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8848, loss_cls: 1.1326, loss: 1.1326, grad_norm: 6.9604 2022-03-02 07:29:59,281 - mmaction - INFO - Epoch [332][340/1878] lr: 1.000e-03, eta: 8 days, 23:25:17, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8805, loss_cls: 1.1747, loss: 1.1747, grad_norm: 7.2617 2022-03-02 07:30:25,041 - mmaction - INFO - Epoch [332][360/1878] lr: 1.000e-03, eta: 8 days, 23:24:10, time: 1.287, data_time: 0.066, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8848, loss_cls: 1.1735, loss: 1.1735, grad_norm: 7.1602 2022-03-02 07:30:50,561 - mmaction - INFO - Epoch [332][380/1878] lr: 1.000e-03, eta: 8 days, 23:23:02, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8746, loss_cls: 1.1968, loss: 1.1968, grad_norm: 7.2066 2022-03-02 07:31:16,031 - mmaction - INFO - Epoch [332][400/1878] lr: 1.000e-03, eta: 8 days, 23:21:54, time: 1.272, data_time: 0.072, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8707, loss_cls: 1.2255, loss: 1.2255, grad_norm: 7.2292 2022-03-02 07:31:41,161 - mmaction - INFO - Epoch [332][420/1878] lr: 1.000e-03, eta: 8 days, 23:20:45, time: 1.257, data_time: 0.070, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8750, loss_cls: 1.1861, loss: 1.1861, grad_norm: 7.2886 2022-03-02 07:32:06,762 - mmaction - INFO - Epoch [332][440/1878] lr: 1.000e-03, eta: 8 days, 23:19:37, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8902, loss_cls: 1.1297, loss: 1.1297, grad_norm: 7.0596 2022-03-02 07:32:32,121 - mmaction - INFO - Epoch [332][460/1878] lr: 1.000e-03, eta: 8 days, 23:18:29, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8867, loss_cls: 1.1590, loss: 1.1590, grad_norm: 7.0627 2022-03-02 07:32:57,345 - mmaction - INFO - Epoch [332][480/1878] lr: 1.000e-03, eta: 8 days, 23:17:20, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8809, loss_cls: 1.1460, loss: 1.1460, grad_norm: 7.0581 2022-03-02 07:33:22,987 - mmaction - INFO - Epoch [332][500/1878] lr: 1.000e-03, eta: 8 days, 23:16:13, time: 1.282, data_time: 0.067, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8777, loss_cls: 1.1636, loss: 1.1636, grad_norm: 7.1219 2022-03-02 07:33:47,970 - mmaction - INFO - Epoch [332][520/1878] lr: 1.000e-03, eta: 8 days, 23:15:03, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8742, loss_cls: 1.1964, loss: 1.1964, grad_norm: 7.0949 2022-03-02 07:34:13,044 - mmaction - INFO - Epoch [332][540/1878] lr: 1.000e-03, eta: 8 days, 23:13:53, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8676, loss_cls: 1.2376, loss: 1.2376, grad_norm: 7.1911 2022-03-02 07:34:37,884 - mmaction - INFO - Epoch [332][560/1878] lr: 1.000e-03, eta: 8 days, 23:12:42, time: 1.242, data_time: 0.063, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8809, loss_cls: 1.2053, loss: 1.2053, grad_norm: 7.2444 2022-03-02 07:35:03,192 - mmaction - INFO - Epoch [332][580/1878] lr: 1.000e-03, eta: 8 days, 23:11:34, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8672, loss_cls: 1.2314, loss: 1.2314, grad_norm: 7.0116 2022-03-02 07:35:28,075 - mmaction - INFO - Epoch [332][600/1878] lr: 1.000e-03, eta: 8 days, 23:10:23, time: 1.245, data_time: 0.063, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8820, loss_cls: 1.1630, loss: 1.1630, grad_norm: 7.0191 2022-03-02 07:35:53,258 - mmaction - INFO - Epoch [332][620/1878] lr: 1.000e-03, eta: 8 days, 23:09:14, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8715, loss_cls: 1.2690, loss: 1.2690, grad_norm: 7.3469 2022-03-02 07:36:18,509 - mmaction - INFO - Epoch [332][640/1878] lr: 1.000e-03, eta: 8 days, 23:08:05, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8848, loss_cls: 1.1722, loss: 1.1722, grad_norm: 7.3059 2022-03-02 07:36:43,755 - mmaction - INFO - Epoch [332][660/1878] lr: 1.000e-03, eta: 8 days, 23:06:57, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8793, loss_cls: 1.1595, loss: 1.1595, grad_norm: 6.9980 2022-03-02 07:37:09,394 - mmaction - INFO - Epoch [332][680/1878] lr: 1.000e-03, eta: 8 days, 23:05:50, time: 1.282, data_time: 0.071, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8809, loss_cls: 1.1577, loss: 1.1577, grad_norm: 7.0112 2022-03-02 07:37:34,389 - mmaction - INFO - Epoch [332][700/1878] lr: 1.000e-03, eta: 8 days, 23:04:40, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8793, loss_cls: 1.1874, loss: 1.1874, grad_norm: 7.1603 2022-03-02 07:37:59,701 - mmaction - INFO - Epoch [332][720/1878] lr: 1.000e-03, eta: 8 days, 23:03:32, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8766, loss_cls: 1.2080, loss: 1.2080, grad_norm: 7.3006 2022-03-02 07:38:25,358 - mmaction - INFO - Epoch [332][740/1878] lr: 1.000e-03, eta: 8 days, 23:02:25, time: 1.283, data_time: 0.060, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8691, loss_cls: 1.2249, loss: 1.2249, grad_norm: 7.1618 2022-03-02 07:38:50,848 - mmaction - INFO - Epoch [332][760/1878] lr: 1.000e-03, eta: 8 days, 23:01:17, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8723, loss_cls: 1.2369, loss: 1.2369, grad_norm: 7.3140 2022-03-02 07:39:16,256 - mmaction - INFO - Epoch [332][780/1878] lr: 1.000e-03, eta: 8 days, 23:00:09, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8668, loss_cls: 1.2451, loss: 1.2451, grad_norm: 7.2966 2022-03-02 07:39:41,403 - mmaction - INFO - Epoch [332][800/1878] lr: 1.000e-03, eta: 8 days, 22:59:00, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8801, loss_cls: 1.1812, loss: 1.1812, grad_norm: 7.1364 2022-03-02 07:40:06,416 - mmaction - INFO - Epoch [332][820/1878] lr: 1.000e-03, eta: 8 days, 22:57:50, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8742, loss_cls: 1.2053, loss: 1.2053, grad_norm: 7.0830 2022-03-02 07:40:31,848 - mmaction - INFO - Epoch [332][840/1878] lr: 1.000e-03, eta: 8 days, 22:56:43, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8750, loss_cls: 1.1686, loss: 1.1686, grad_norm: 7.0747 2022-03-02 07:40:57,624 - mmaction - INFO - Epoch [332][860/1878] lr: 1.000e-03, eta: 8 days, 22:55:37, time: 1.289, data_time: 0.068, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8859, loss_cls: 1.1904, loss: 1.1904, grad_norm: 7.1464 2022-03-02 07:41:22,779 - mmaction - INFO - Epoch [332][880/1878] lr: 1.000e-03, eta: 8 days, 22:54:28, time: 1.257, data_time: 0.070, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8730, loss_cls: 1.2472, loss: 1.2472, grad_norm: 7.2343 2022-03-02 07:41:47,785 - mmaction - INFO - Epoch [332][900/1878] lr: 1.000e-03, eta: 8 days, 22:53:18, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8836, loss_cls: 1.1622, loss: 1.1622, grad_norm: 7.1987 2022-03-02 07:42:13,044 - mmaction - INFO - Epoch [332][920/1878] lr: 1.000e-03, eta: 8 days, 22:52:09, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8824, loss_cls: 1.1888, loss: 1.1888, grad_norm: 7.1035 2022-03-02 07:42:37,964 - mmaction - INFO - Epoch [332][940/1878] lr: 1.000e-03, eta: 8 days, 22:50:59, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8793, loss_cls: 1.1720, loss: 1.1720, grad_norm: 7.0843 2022-03-02 07:43:03,708 - mmaction - INFO - Epoch [332][960/1878] lr: 1.000e-03, eta: 8 days, 22:49:53, time: 1.287, data_time: 0.068, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8746, loss_cls: 1.1875, loss: 1.1875, grad_norm: 7.0520 2022-03-02 07:43:29,284 - mmaction - INFO - Epoch [332][980/1878] lr: 1.000e-03, eta: 8 days, 22:48:46, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8805, loss_cls: 1.1917, loss: 1.1917, grad_norm: 7.1090 2022-03-02 07:43:54,436 - mmaction - INFO - Epoch [332][1000/1878] lr: 1.000e-03, eta: 8 days, 22:47:37, time: 1.258, data_time: 0.059, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8773, loss_cls: 1.1662, loss: 1.1662, grad_norm: 7.1182 2022-03-02 07:44:19,761 - mmaction - INFO - Epoch [332][1020/1878] lr: 1.000e-03, eta: 8 days, 22:46:29, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8727, loss_cls: 1.2153, loss: 1.2153, grad_norm: 7.3360 2022-03-02 07:44:45,056 - mmaction - INFO - Epoch [332][1040/1878] lr: 1.000e-03, eta: 8 days, 22:45:21, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8766, loss_cls: 1.1992, loss: 1.1992, grad_norm: 7.0512 2022-03-02 07:45:10,491 - mmaction - INFO - Epoch [332][1060/1878] lr: 1.000e-03, eta: 8 days, 22:44:14, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8801, loss_cls: 1.2005, loss: 1.2005, grad_norm: 7.2092 2022-03-02 07:45:35,801 - mmaction - INFO - Epoch [332][1080/1878] lr: 1.000e-03, eta: 8 days, 22:43:06, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8766, loss_cls: 1.2210, loss: 1.2210, grad_norm: 7.1271 2022-03-02 07:46:01,022 - mmaction - INFO - Epoch [332][1100/1878] lr: 1.000e-03, eta: 8 days, 22:41:57, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8832, loss_cls: 1.1309, loss: 1.1309, grad_norm: 6.9489 2022-03-02 07:46:25,964 - mmaction - INFO - Epoch [332][1120/1878] lr: 1.000e-03, eta: 8 days, 22:40:47, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8738, loss_cls: 1.2027, loss: 1.2027, grad_norm: 7.1841 2022-03-02 07:46:50,938 - mmaction - INFO - Epoch [332][1140/1878] lr: 1.000e-03, eta: 8 days, 22:39:38, time: 1.248, data_time: 0.069, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8758, loss_cls: 1.1809, loss: 1.1809, grad_norm: 7.1964 2022-03-02 07:47:16,109 - mmaction - INFO - Epoch [332][1160/1878] lr: 1.000e-03, eta: 8 days, 22:38:29, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8746, loss_cls: 1.2172, loss: 1.2172, grad_norm: 7.1259 2022-03-02 07:47:40,996 - mmaction - INFO - Epoch [332][1180/1878] lr: 1.000e-03, eta: 8 days, 22:37:19, time: 1.244, data_time: 0.064, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8789, loss_cls: 1.2123, loss: 1.2123, grad_norm: 7.1924 2022-03-02 07:48:05,926 - mmaction - INFO - Epoch [332][1200/1878] lr: 1.000e-03, eta: 8 days, 22:36:09, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8941, loss_cls: 1.1218, loss: 1.1218, grad_norm: 6.9674 2022-03-02 07:48:30,853 - mmaction - INFO - Epoch [332][1220/1878] lr: 1.000e-03, eta: 8 days, 22:34:59, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8738, loss_cls: 1.2279, loss: 1.2279, grad_norm: 7.2503 2022-03-02 07:48:55,967 - mmaction - INFO - Epoch [332][1240/1878] lr: 1.000e-03, eta: 8 days, 22:33:51, time: 1.255, data_time: 0.071, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8758, loss_cls: 1.2361, loss: 1.2361, grad_norm: 7.2947 2022-03-02 07:49:21,362 - mmaction - INFO - Epoch [332][1260/1878] lr: 1.000e-03, eta: 8 days, 22:32:43, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8695, loss_cls: 1.1939, loss: 1.1939, grad_norm: 7.0424 2022-03-02 07:49:46,389 - mmaction - INFO - Epoch [332][1280/1878] lr: 1.000e-03, eta: 8 days, 22:31:34, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8766, loss_cls: 1.2297, loss: 1.2297, grad_norm: 7.2009 2022-03-02 07:50:11,551 - mmaction - INFO - Epoch [332][1300/1878] lr: 1.000e-03, eta: 8 days, 22:30:25, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.6996, top5_acc: 0.8672, loss_cls: 1.2444, loss: 1.2444, grad_norm: 7.2314 2022-03-02 07:50:36,849 - mmaction - INFO - Epoch [332][1320/1878] lr: 1.000e-03, eta: 8 days, 22:29:17, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8863, loss_cls: 1.1585, loss: 1.1585, grad_norm: 7.0556 2022-03-02 07:51:02,251 - mmaction - INFO - Epoch [332][1340/1878] lr: 1.000e-03, eta: 8 days, 22:28:10, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8859, loss_cls: 1.1750, loss: 1.1750, grad_norm: 7.1080 2022-03-02 07:51:27,351 - mmaction - INFO - Epoch [332][1360/1878] lr: 1.000e-03, eta: 8 days, 22:27:01, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8793, loss_cls: 1.1639, loss: 1.1639, grad_norm: 7.1848 2022-03-02 07:51:52,637 - mmaction - INFO - Epoch [332][1380/1878] lr: 1.000e-03, eta: 8 days, 22:25:53, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1618, loss: 1.1618, grad_norm: 7.1465 2022-03-02 07:52:17,613 - mmaction - INFO - Epoch [332][1400/1878] lr: 1.000e-03, eta: 8 days, 22:24:44, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8832, loss_cls: 1.2048, loss: 1.2048, grad_norm: 7.2928 2022-03-02 07:52:42,700 - mmaction - INFO - Epoch [332][1420/1878] lr: 1.000e-03, eta: 8 days, 22:23:35, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8836, loss_cls: 1.1753, loss: 1.1753, grad_norm: 7.1106 2022-03-02 07:53:07,731 - mmaction - INFO - Epoch [332][1440/1878] lr: 1.000e-03, eta: 8 days, 22:22:26, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8805, loss_cls: 1.1933, loss: 1.1933, grad_norm: 7.2036 2022-03-02 07:53:32,906 - mmaction - INFO - Epoch [332][1460/1878] lr: 1.000e-03, eta: 8 days, 22:21:17, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8828, loss_cls: 1.1854, loss: 1.1854, grad_norm: 7.1782 2022-03-02 07:53:58,249 - mmaction - INFO - Epoch [332][1480/1878] lr: 1.000e-03, eta: 8 days, 22:20:10, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8809, loss_cls: 1.1700, loss: 1.1700, grad_norm: 6.9424 2022-03-02 07:54:23,294 - mmaction - INFO - Epoch [332][1500/1878] lr: 1.000e-03, eta: 8 days, 22:19:01, time: 1.252, data_time: 0.062, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8832, loss_cls: 1.1598, loss: 1.1598, grad_norm: 7.0178 2022-03-02 07:54:48,578 - mmaction - INFO - Epoch [332][1520/1878] lr: 1.000e-03, eta: 8 days, 22:17:53, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8824, loss_cls: 1.1940, loss: 1.1940, grad_norm: 7.3045 2022-03-02 07:55:13,630 - mmaction - INFO - Epoch [332][1540/1878] lr: 1.000e-03, eta: 8 days, 22:16:44, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8797, loss_cls: 1.1688, loss: 1.1688, grad_norm: 7.2183 2022-03-02 07:55:38,821 - mmaction - INFO - Epoch [332][1560/1878] lr: 1.000e-03, eta: 8 days, 22:15:36, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8887, loss_cls: 1.1697, loss: 1.1697, grad_norm: 7.1222 2022-03-02 07:56:04,493 - mmaction - INFO - Epoch [332][1580/1878] lr: 1.000e-03, eta: 8 days, 22:14:30, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8852, loss_cls: 1.1828, loss: 1.1828, grad_norm: 7.2886 2022-03-02 07:56:29,675 - mmaction - INFO - Epoch [332][1600/1878] lr: 1.000e-03, eta: 8 days, 22:13:21, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8672, loss_cls: 1.2326, loss: 1.2326, grad_norm: 7.2738 2022-03-02 07:56:54,647 - mmaction - INFO - Epoch [332][1620/1878] lr: 1.000e-03, eta: 8 days, 22:12:12, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8879, loss_cls: 1.1352, loss: 1.1352, grad_norm: 7.0667 2022-03-02 07:57:19,482 - mmaction - INFO - Epoch [332][1640/1878] lr: 1.000e-03, eta: 8 days, 22:11:02, time: 1.240, data_time: 0.067, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8773, loss_cls: 1.1798, loss: 1.1798, grad_norm: 7.1966 2022-03-02 07:57:44,657 - mmaction - INFO - Epoch [332][1660/1878] lr: 1.000e-03, eta: 8 days, 22:09:54, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8664, loss_cls: 1.2397, loss: 1.2397, grad_norm: 7.2626 2022-03-02 07:58:09,766 - mmaction - INFO - Epoch [332][1680/1878] lr: 1.000e-03, eta: 8 days, 22:08:46, time: 1.256, data_time: 0.064, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8645, loss_cls: 1.2244, loss: 1.2244, grad_norm: 7.1832 2022-03-02 07:58:34,549 - mmaction - INFO - Epoch [332][1700/1878] lr: 1.000e-03, eta: 8 days, 22:07:35, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8789, loss_cls: 1.1796, loss: 1.1796, grad_norm: 7.0131 2022-03-02 07:58:59,626 - mmaction - INFO - Epoch [332][1720/1878] lr: 1.000e-03, eta: 8 days, 22:06:27, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8699, loss_cls: 1.1956, loss: 1.1956, grad_norm: 7.0167 2022-03-02 07:59:24,544 - mmaction - INFO - Epoch [332][1740/1878] lr: 1.000e-03, eta: 8 days, 22:05:18, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8750, loss_cls: 1.1828, loss: 1.1828, grad_norm: 7.0720 2022-03-02 07:59:49,545 - mmaction - INFO - Epoch [332][1760/1878] lr: 1.000e-03, eta: 8 days, 22:04:09, time: 1.250, data_time: 0.062, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8816, loss_cls: 1.1697, loss: 1.1697, grad_norm: 7.1261 2022-03-02 08:00:15,130 - mmaction - INFO - Epoch [332][1780/1878] lr: 1.000e-03, eta: 8 days, 22:03:02, time: 1.275, data_time: 0.072, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8754, loss_cls: 1.2030, loss: 1.2030, grad_norm: 7.2468 2022-03-02 08:00:40,726 - mmaction - INFO - Epoch [332][1800/1878] lr: 1.000e-03, eta: 8 days, 22:01:56, time: 1.283, data_time: 0.074, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8828, loss_cls: 1.1825, loss: 1.1825, grad_norm: 7.1933 2022-03-02 08:01:06,110 - mmaction - INFO - Epoch [332][1820/1878] lr: 1.000e-03, eta: 8 days, 22:00:49, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8789, loss_cls: 1.1961, loss: 1.1961, grad_norm: 7.3115 2022-03-02 08:01:31,247 - mmaction - INFO - Epoch [332][1840/1878] lr: 1.000e-03, eta: 8 days, 21:59:41, time: 1.257, data_time: 0.074, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8703, loss_cls: 1.2035, loss: 1.2035, grad_norm: 7.2007 2022-03-02 08:01:56,349 - mmaction - INFO - Epoch [332][1860/1878] lr: 1.000e-03, eta: 8 days, 21:58:32, time: 1.255, data_time: 0.070, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8738, loss_cls: 1.1824, loss: 1.1824, grad_norm: 6.9450 2022-03-02 08:02:31,999 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 08:05:00,136 - mmaction - INFO - Epoch [333][20/1878] lr: 1.000e-03, eta: 8 days, 22:04:04, time: 7.406, data_time: 5.897, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8832, loss_cls: 1.1929, loss: 1.1929, grad_norm: 7.3648 2022-03-02 08:05:25,487 - mmaction - INFO - Epoch [333][40/1878] lr: 1.000e-03, eta: 8 days, 22:02:57, time: 1.268, data_time: 0.087, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8762, loss_cls: 1.2111, loss: 1.2111, grad_norm: 7.2750 2022-03-02 08:05:50,278 - mmaction - INFO - Epoch [333][60/1878] lr: 1.000e-03, eta: 8 days, 22:01:47, time: 1.238, data_time: 0.065, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8766, loss_cls: 1.1978, loss: 1.1978, grad_norm: 7.0307 2022-03-02 08:06:15,006 - mmaction - INFO - Epoch [333][80/1878] lr: 1.000e-03, eta: 8 days, 22:00:37, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8949, loss_cls: 1.0681, loss: 1.0681, grad_norm: 6.8149 2022-03-02 08:06:40,041 - mmaction - INFO - Epoch [333][100/1878] lr: 1.000e-03, eta: 8 days, 21:59:28, time: 1.252, data_time: 0.067, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8746, loss_cls: 1.2011, loss: 1.2011, grad_norm: 7.2598 2022-03-02 08:07:04,786 - mmaction - INFO - Epoch [333][120/1878] lr: 1.000e-03, eta: 8 days, 21:58:18, time: 1.237, data_time: 0.076, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8762, loss_cls: 1.1976, loss: 1.1976, grad_norm: 7.2109 2022-03-02 08:07:29,760 - mmaction - INFO - Epoch [333][140/1878] lr: 1.000e-03, eta: 8 days, 21:57:09, time: 1.249, data_time: 0.062, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8684, loss_cls: 1.2571, loss: 1.2571, grad_norm: 7.4467 2022-03-02 08:07:55,036 - mmaction - INFO - Epoch [333][160/1878] lr: 1.000e-03, eta: 8 days, 21:56:01, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8750, loss_cls: 1.2187, loss: 1.2187, grad_norm: 7.4286 2022-03-02 08:08:20,125 - mmaction - INFO - Epoch [333][180/1878] lr: 1.000e-03, eta: 8 days, 21:54:53, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8828, loss_cls: 1.1657, loss: 1.1657, grad_norm: 7.3475 2022-03-02 08:08:45,150 - mmaction - INFO - Epoch [333][200/1878] lr: 1.000e-03, eta: 8 days, 21:53:44, time: 1.251, data_time: 0.067, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8777, loss_cls: 1.2159, loss: 1.2159, grad_norm: 7.3761 2022-03-02 08:09:10,408 - mmaction - INFO - Epoch [333][220/1878] lr: 1.000e-03, eta: 8 days, 21:52:37, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8770, loss_cls: 1.1801, loss: 1.1801, grad_norm: 7.1777 2022-03-02 08:09:35,742 - mmaction - INFO - Epoch [333][240/1878] lr: 1.000e-03, eta: 8 days, 21:51:30, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8699, loss_cls: 1.2270, loss: 1.2270, grad_norm: 7.1253 2022-03-02 08:10:01,229 - mmaction - INFO - Epoch [333][260/1878] lr: 1.000e-03, eta: 8 days, 21:50:23, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8758, loss_cls: 1.2027, loss: 1.2027, grad_norm: 7.2288 2022-03-02 08:10:27,150 - mmaction - INFO - Epoch [333][280/1878] lr: 1.000e-03, eta: 8 days, 21:49:18, time: 1.296, data_time: 0.066, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8793, loss_cls: 1.1730, loss: 1.1730, grad_norm: 7.1404 2022-03-02 08:10:53,065 - mmaction - INFO - Epoch [333][300/1878] lr: 1.000e-03, eta: 8 days, 21:48:14, time: 1.296, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8879, loss_cls: 1.1411, loss: 1.1411, grad_norm: 7.2082 2022-03-02 08:11:18,433 - mmaction - INFO - Epoch [333][320/1878] lr: 1.000e-03, eta: 8 days, 21:47:07, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8688, loss_cls: 1.2191, loss: 1.2191, grad_norm: 7.1807 2022-03-02 08:11:43,668 - mmaction - INFO - Epoch [333][340/1878] lr: 1.000e-03, eta: 8 days, 21:45:59, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8762, loss_cls: 1.1838, loss: 1.1838, grad_norm: 7.0803 2022-03-02 08:12:08,927 - mmaction - INFO - Epoch [333][360/1878] lr: 1.000e-03, eta: 8 days, 21:44:52, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8906, loss_cls: 1.1252, loss: 1.1252, grad_norm: 6.9940 2022-03-02 08:12:34,415 - mmaction - INFO - Epoch [333][380/1878] lr: 1.000e-03, eta: 8 days, 21:43:45, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8727, loss_cls: 1.2186, loss: 1.2186, grad_norm: 7.2232 2022-03-02 08:12:59,465 - mmaction - INFO - Epoch [333][400/1878] lr: 1.000e-03, eta: 8 days, 21:42:37, time: 1.253, data_time: 0.070, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8734, loss_cls: 1.2085, loss: 1.2085, grad_norm: 7.2879 2022-03-02 08:13:24,451 - mmaction - INFO - Epoch [333][420/1878] lr: 1.000e-03, eta: 8 days, 21:41:28, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8863, loss_cls: 1.1466, loss: 1.1466, grad_norm: 7.0740 2022-03-02 08:13:49,606 - mmaction - INFO - Epoch [333][440/1878] lr: 1.000e-03, eta: 8 days, 21:40:20, time: 1.257, data_time: 0.071, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8875, loss_cls: 1.2082, loss: 1.2082, grad_norm: 7.3366 2022-03-02 08:14:15,248 - mmaction - INFO - Epoch [333][460/1878] lr: 1.000e-03, eta: 8 days, 21:39:15, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8859, loss_cls: 1.1618, loss: 1.1618, grad_norm: 7.2785 2022-03-02 08:14:40,678 - mmaction - INFO - Epoch [333][480/1878] lr: 1.000e-03, eta: 8 days, 21:38:08, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8898, loss_cls: 1.1472, loss: 1.1472, grad_norm: 7.0817 2022-03-02 08:15:06,075 - mmaction - INFO - Epoch [333][500/1878] lr: 1.000e-03, eta: 8 days, 21:37:02, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8758, loss_cls: 1.1924, loss: 1.1924, grad_norm: 7.1847 2022-03-02 08:15:31,393 - mmaction - INFO - Epoch [333][520/1878] lr: 1.000e-03, eta: 8 days, 21:35:54, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8777, loss_cls: 1.1558, loss: 1.1558, grad_norm: 7.0050 2022-03-02 08:15:56,629 - mmaction - INFO - Epoch [333][540/1878] lr: 1.000e-03, eta: 8 days, 21:34:47, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8910, loss_cls: 1.1094, loss: 1.1094, grad_norm: 6.9716 2022-03-02 08:16:21,674 - mmaction - INFO - Epoch [333][560/1878] lr: 1.000e-03, eta: 8 days, 21:33:39, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8668, loss_cls: 1.2173, loss: 1.2173, grad_norm: 7.0677 2022-03-02 08:16:47,040 - mmaction - INFO - Epoch [333][580/1878] lr: 1.000e-03, eta: 8 days, 21:32:32, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8672, loss_cls: 1.2255, loss: 1.2255, grad_norm: 7.2816 2022-03-02 08:17:11,845 - mmaction - INFO - Epoch [333][600/1878] lr: 1.000e-03, eta: 8 days, 21:31:23, time: 1.241, data_time: 0.071, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8742, loss_cls: 1.1812, loss: 1.1812, grad_norm: 7.1856 2022-03-02 08:17:36,904 - mmaction - INFO - Epoch [333][620/1878] lr: 1.000e-03, eta: 8 days, 21:30:14, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8922, loss_cls: 1.0922, loss: 1.0922, grad_norm: 7.0353 2022-03-02 08:18:02,007 - mmaction - INFO - Epoch [333][640/1878] lr: 1.000e-03, eta: 8 days, 21:29:06, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8750, loss_cls: 1.2219, loss: 1.2219, grad_norm: 7.4155 2022-03-02 08:18:27,064 - mmaction - INFO - Epoch [333][660/1878] lr: 1.000e-03, eta: 8 days, 21:27:58, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8766, loss_cls: 1.1869, loss: 1.1869, grad_norm: 7.1955 2022-03-02 08:18:51,917 - mmaction - INFO - Epoch [333][680/1878] lr: 1.000e-03, eta: 8 days, 21:26:49, time: 1.243, data_time: 0.065, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8711, loss_cls: 1.2390, loss: 1.2390, grad_norm: 7.4152 2022-03-02 08:19:16,932 - mmaction - INFO - Epoch [333][700/1878] lr: 1.000e-03, eta: 8 days, 21:25:41, time: 1.251, data_time: 0.070, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8840, loss_cls: 1.1602, loss: 1.1602, grad_norm: 7.3371 2022-03-02 08:19:42,107 - mmaction - INFO - Epoch [333][720/1878] lr: 1.000e-03, eta: 8 days, 21:24:33, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8707, loss_cls: 1.1894, loss: 1.1894, grad_norm: 7.3593 2022-03-02 08:20:07,191 - mmaction - INFO - Epoch [333][740/1878] lr: 1.000e-03, eta: 8 days, 21:23:25, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8781, loss_cls: 1.1901, loss: 1.1901, grad_norm: 7.2360 2022-03-02 08:20:32,648 - mmaction - INFO - Epoch [333][760/1878] lr: 1.000e-03, eta: 8 days, 21:22:19, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8805, loss_cls: 1.1789, loss: 1.1789, grad_norm: 7.3504 2022-03-02 08:20:58,159 - mmaction - INFO - Epoch [333][780/1878] lr: 1.000e-03, eta: 8 days, 21:21:13, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8797, loss_cls: 1.1716, loss: 1.1716, grad_norm: 7.2891 2022-03-02 08:21:23,118 - mmaction - INFO - Epoch [333][800/1878] lr: 1.000e-03, eta: 8 days, 21:20:05, time: 1.248, data_time: 0.070, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8750, loss_cls: 1.2066, loss: 1.2066, grad_norm: 7.3487 2022-03-02 08:21:48,759 - mmaction - INFO - Epoch [333][820/1878] lr: 1.000e-03, eta: 8 days, 21:18:59, time: 1.283, data_time: 0.072, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8793, loss_cls: 1.1927, loss: 1.1927, grad_norm: 7.2210 2022-03-02 08:22:13,649 - mmaction - INFO - Epoch [333][840/1878] lr: 1.000e-03, eta: 8 days, 21:17:51, time: 1.244, data_time: 0.065, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8789, loss_cls: 1.1774, loss: 1.1774, grad_norm: 7.2810 2022-03-02 08:22:38,976 - mmaction - INFO - Epoch [333][860/1878] lr: 1.000e-03, eta: 8 days, 21:16:44, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7102, top5_acc: 0.8852, loss_cls: 1.1791, loss: 1.1791, grad_norm: 7.2564 2022-03-02 08:23:04,428 - mmaction - INFO - Epoch [333][880/1878] lr: 1.000e-03, eta: 8 days, 21:15:38, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8684, loss_cls: 1.2433, loss: 1.2433, grad_norm: 7.3883 2022-03-02 08:23:29,564 - mmaction - INFO - Epoch [333][900/1878] lr: 1.000e-03, eta: 8 days, 21:14:30, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8816, loss_cls: 1.1952, loss: 1.1952, grad_norm: 7.3929 2022-03-02 08:23:54,609 - mmaction - INFO - Epoch [333][920/1878] lr: 1.000e-03, eta: 8 days, 21:13:22, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8695, loss_cls: 1.2317, loss: 1.2317, grad_norm: 7.2944 2022-03-02 08:24:19,561 - mmaction - INFO - Epoch [333][940/1878] lr: 1.000e-03, eta: 8 days, 21:12:14, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8836, loss_cls: 1.1540, loss: 1.1540, grad_norm: 7.2000 2022-03-02 08:24:44,665 - mmaction - INFO - Epoch [333][960/1878] lr: 1.000e-03, eta: 8 days, 21:11:06, time: 1.254, data_time: 0.061, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8797, loss_cls: 1.2135, loss: 1.2135, grad_norm: 7.4598 2022-03-02 08:25:09,855 - mmaction - INFO - Epoch [333][980/1878] lr: 1.000e-03, eta: 8 days, 21:09:59, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8789, loss_cls: 1.1923, loss: 1.1923, grad_norm: 7.2315 2022-03-02 08:25:34,819 - mmaction - INFO - Epoch [333][1000/1878] lr: 1.000e-03, eta: 8 days, 21:08:50, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8855, loss_cls: 1.1964, loss: 1.1964, grad_norm: 7.3066 2022-03-02 08:26:00,164 - mmaction - INFO - Epoch [333][1020/1878] lr: 1.000e-03, eta: 8 days, 21:07:44, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8801, loss_cls: 1.1690, loss: 1.1690, grad_norm: 7.2697 2022-03-02 08:26:25,489 - mmaction - INFO - Epoch [333][1040/1878] lr: 1.000e-03, eta: 8 days, 21:06:37, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8785, loss_cls: 1.1806, loss: 1.1806, grad_norm: 7.1340 2022-03-02 08:26:50,414 - mmaction - INFO - Epoch [333][1060/1878] lr: 1.000e-03, eta: 8 days, 21:05:29, time: 1.246, data_time: 0.070, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8871, loss_cls: 1.1176, loss: 1.1176, grad_norm: 6.9710 2022-03-02 08:27:15,662 - mmaction - INFO - Epoch [333][1080/1878] lr: 1.000e-03, eta: 8 days, 21:04:22, time: 1.262, data_time: 0.073, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8875, loss_cls: 1.1403, loss: 1.1403, grad_norm: 7.1153 2022-03-02 08:27:40,355 - mmaction - INFO - Epoch [333][1100/1878] lr: 1.000e-03, eta: 8 days, 21:03:12, time: 1.235, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8777, loss_cls: 1.1901, loss: 1.1901, grad_norm: 7.3135 2022-03-02 08:28:05,272 - mmaction - INFO - Epoch [333][1120/1878] lr: 1.000e-03, eta: 8 days, 21:02:04, time: 1.245, data_time: 0.063, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8715, loss_cls: 1.2119, loss: 1.2119, grad_norm: 7.2476 2022-03-02 08:28:29,934 - mmaction - INFO - Epoch [333][1140/1878] lr: 1.000e-03, eta: 8 days, 21:00:55, time: 1.235, data_time: 0.074, memory: 9654, top1_acc: 0.6992, top5_acc: 0.8676, loss_cls: 1.2392, loss: 1.2392, grad_norm: 7.3548 2022-03-02 08:28:54,931 - mmaction - INFO - Epoch [333][1160/1878] lr: 1.000e-03, eta: 8 days, 20:59:46, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7020, top5_acc: 0.8621, loss_cls: 1.2857, loss: 1.2857, grad_norm: 7.2879 2022-03-02 08:29:19,644 - mmaction - INFO - Epoch [333][1180/1878] lr: 1.000e-03, eta: 8 days, 20:58:37, time: 1.235, data_time: 0.068, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8789, loss_cls: 1.2176, loss: 1.2176, grad_norm: 7.2752 2022-03-02 08:29:44,704 - mmaction - INFO - Epoch [333][1200/1878] lr: 1.000e-03, eta: 8 days, 20:57:29, time: 1.254, data_time: 0.072, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8875, loss_cls: 1.1406, loss: 1.1406, grad_norm: 7.1271 2022-03-02 08:30:10,383 - mmaction - INFO - Epoch [333][1220/1878] lr: 1.000e-03, eta: 8 days, 20:56:25, time: 1.283, data_time: 0.064, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8812, loss_cls: 1.1902, loss: 1.1902, grad_norm: 7.3542 2022-03-02 08:30:36,147 - mmaction - INFO - Epoch [333][1240/1878] lr: 1.000e-03, eta: 8 days, 20:55:20, time: 1.287, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8898, loss_cls: 1.1731, loss: 1.1731, grad_norm: 7.3483 2022-03-02 08:31:02,184 - mmaction - INFO - Epoch [333][1260/1878] lr: 1.000e-03, eta: 8 days, 20:54:17, time: 1.304, data_time: 0.071, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8859, loss_cls: 1.1449, loss: 1.1449, grad_norm: 6.9346 2022-03-02 08:31:27,346 - mmaction - INFO - Epoch [333][1280/1878] lr: 1.000e-03, eta: 8 days, 20:53:10, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8781, loss_cls: 1.1408, loss: 1.1408, grad_norm: 7.1097 2022-03-02 08:31:52,261 - mmaction - INFO - Epoch [333][1300/1878] lr: 1.000e-03, eta: 8 days, 20:52:01, time: 1.245, data_time: 0.066, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8789, loss_cls: 1.1790, loss: 1.1790, grad_norm: 7.1290 2022-03-02 08:32:17,464 - mmaction - INFO - Epoch [333][1320/1878] lr: 1.000e-03, eta: 8 days, 20:50:55, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8766, loss_cls: 1.1996, loss: 1.1996, grad_norm: 7.2247 2022-03-02 08:32:42,071 - mmaction - INFO - Epoch [333][1340/1878] lr: 1.000e-03, eta: 8 days, 20:49:45, time: 1.230, data_time: 0.067, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8695, loss_cls: 1.2130, loss: 1.2130, grad_norm: 7.4067 2022-03-02 08:33:06,841 - mmaction - INFO - Epoch [333][1360/1878] lr: 1.000e-03, eta: 8 days, 20:48:36, time: 1.240, data_time: 0.071, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8824, loss_cls: 1.1879, loss: 1.1879, grad_norm: 7.2067 2022-03-02 08:33:32,082 - mmaction - INFO - Epoch [333][1380/1878] lr: 1.000e-03, eta: 8 days, 20:47:29, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8738, loss_cls: 1.1919, loss: 1.1919, grad_norm: 7.1809 2022-03-02 08:33:57,229 - mmaction - INFO - Epoch [333][1400/1878] lr: 1.000e-03, eta: 8 days, 20:46:22, time: 1.257, data_time: 0.072, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8801, loss_cls: 1.1661, loss: 1.1661, grad_norm: 7.2056 2022-03-02 08:34:22,259 - mmaction - INFO - Epoch [333][1420/1878] lr: 1.000e-03, eta: 8 days, 20:45:15, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8762, loss_cls: 1.2061, loss: 1.2061, grad_norm: 7.1931 2022-03-02 08:34:47,013 - mmaction - INFO - Epoch [333][1440/1878] lr: 1.000e-03, eta: 8 days, 20:44:06, time: 1.237, data_time: 0.068, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8887, loss_cls: 1.1415, loss: 1.1415, grad_norm: 7.2308 2022-03-02 08:35:12,009 - mmaction - INFO - Epoch [333][1460/1878] lr: 1.000e-03, eta: 8 days, 20:42:58, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8656, loss_cls: 1.2012, loss: 1.2012, grad_norm: 7.1997 2022-03-02 08:35:37,009 - mmaction - INFO - Epoch [333][1480/1878] lr: 1.000e-03, eta: 8 days, 20:41:50, time: 1.251, data_time: 0.072, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8812, loss_cls: 1.1947, loss: 1.1947, grad_norm: 7.2623 2022-03-02 08:36:01,920 - mmaction - INFO - Epoch [333][1500/1878] lr: 1.000e-03, eta: 8 days, 20:40:42, time: 1.245, data_time: 0.071, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8738, loss_cls: 1.2206, loss: 1.2206, grad_norm: 7.2587 2022-03-02 08:36:26,797 - mmaction - INFO - Epoch [333][1520/1878] lr: 1.000e-03, eta: 8 days, 20:39:34, time: 1.244, data_time: 0.067, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8750, loss_cls: 1.1843, loss: 1.1843, grad_norm: 7.2770 2022-03-02 08:36:51,956 - mmaction - INFO - Epoch [333][1540/1878] lr: 1.000e-03, eta: 8 days, 20:38:27, time: 1.258, data_time: 0.071, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8762, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.2683 2022-03-02 08:37:16,984 - mmaction - INFO - Epoch [333][1560/1878] lr: 1.000e-03, eta: 8 days, 20:37:19, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8770, loss_cls: 1.2118, loss: 1.2118, grad_norm: 7.2285 2022-03-02 08:37:41,927 - mmaction - INFO - Epoch [333][1580/1878] lr: 1.000e-03, eta: 8 days, 20:36:11, time: 1.247, data_time: 0.065, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8875, loss_cls: 1.1585, loss: 1.1585, grad_norm: 7.2293 2022-03-02 08:38:07,056 - mmaction - INFO - Epoch [333][1600/1878] lr: 1.000e-03, eta: 8 days, 20:35:04, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8762, loss_cls: 1.1772, loss: 1.1772, grad_norm: 7.2382 2022-03-02 08:38:31,881 - mmaction - INFO - Epoch [333][1620/1878] lr: 1.000e-03, eta: 8 days, 20:33:56, time: 1.242, data_time: 0.067, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8855, loss_cls: 1.1657, loss: 1.1657, grad_norm: 7.2675 2022-03-02 08:38:57,096 - mmaction - INFO - Epoch [333][1640/1878] lr: 1.000e-03, eta: 8 days, 20:32:49, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8930, loss_cls: 1.1309, loss: 1.1309, grad_norm: 7.0768 2022-03-02 08:39:22,120 - mmaction - INFO - Epoch [333][1660/1878] lr: 1.000e-03, eta: 8 days, 20:31:42, time: 1.251, data_time: 0.063, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8770, loss_cls: 1.1904, loss: 1.1904, grad_norm: 7.2159 2022-03-02 08:39:47,217 - mmaction - INFO - Epoch [333][1680/1878] lr: 1.000e-03, eta: 8 days, 20:30:35, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8703, loss_cls: 1.2576, loss: 1.2576, grad_norm: 7.5931 2022-03-02 08:40:12,275 - mmaction - INFO - Epoch [333][1700/1878] lr: 1.000e-03, eta: 8 days, 20:29:27, time: 1.252, data_time: 0.062, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8812, loss_cls: 1.1831, loss: 1.1831, grad_norm: 7.3870 2022-03-02 08:40:37,868 - mmaction - INFO - Epoch [333][1720/1878] lr: 1.000e-03, eta: 8 days, 20:28:22, time: 1.279, data_time: 0.072, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8723, loss_cls: 1.2207, loss: 1.2207, grad_norm: 7.3096 2022-03-02 08:41:03,277 - mmaction - INFO - Epoch [333][1740/1878] lr: 1.000e-03, eta: 8 days, 20:27:17, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8777, loss_cls: 1.1598, loss: 1.1598, grad_norm: 7.1388 2022-03-02 08:41:28,246 - mmaction - INFO - Epoch [333][1760/1878] lr: 1.000e-03, eta: 8 days, 20:26:09, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8648, loss_cls: 1.2662, loss: 1.2662, grad_norm: 7.3531 2022-03-02 08:41:53,409 - mmaction - INFO - Epoch [333][1780/1878] lr: 1.000e-03, eta: 8 days, 20:25:02, time: 1.258, data_time: 0.073, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8582, loss_cls: 1.2693, loss: 1.2693, grad_norm: 7.2392 2022-03-02 08:42:18,559 - mmaction - INFO - Epoch [333][1800/1878] lr: 1.000e-03, eta: 8 days, 20:23:56, time: 1.258, data_time: 0.071, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8805, loss_cls: 1.1619, loss: 1.1619, grad_norm: 7.1271 2022-03-02 08:42:44,060 - mmaction - INFO - Epoch [333][1820/1878] lr: 1.000e-03, eta: 8 days, 20:22:50, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8766, loss_cls: 1.1666, loss: 1.1666, grad_norm: 7.0436 2022-03-02 08:43:09,057 - mmaction - INFO - Epoch [333][1840/1878] lr: 1.000e-03, eta: 8 days, 20:21:43, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8789, loss_cls: 1.1694, loss: 1.1694, grad_norm: 7.0041 2022-03-02 08:43:34,582 - mmaction - INFO - Epoch [333][1860/1878] lr: 1.000e-03, eta: 8 days, 20:20:38, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8742, loss_cls: 1.2078, loss: 1.2078, grad_norm: 7.2968 2022-03-02 08:44:01,470 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 08:44:01,550 - mmaction - INFO - 110 BN found 2022-03-02 08:48:31,596 - mmaction - INFO - BN stats updated 2022-03-02 08:48:33,602 - mmaction - INFO - Saving checkpoint at 333 epochs 2022-03-02 08:48:36,270 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 08:50:02,118 - mmaction - INFO - Epoch [334][20/1878] lr: 1.000e-03, eta: 8 days, 20:21:22, time: 4.292, data_time: 2.992, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8867, loss_cls: 1.1640, loss: 1.1640, grad_norm: 7.2757 2022-03-02 08:50:26,522 - mmaction - INFO - Epoch [334][40/1878] lr: 1.000e-03, eta: 8 days, 20:20:12, time: 1.221, data_time: 0.078, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.1861, loss: 1.1861, grad_norm: 7.1798 2022-03-02 08:50:51,244 - mmaction - INFO - Epoch [334][60/1878] lr: 1.000e-03, eta: 8 days, 20:19:03, time: 1.235, data_time: 0.073, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8766, loss_cls: 1.1772, loss: 1.1772, grad_norm: 7.1171 2022-03-02 08:51:15,807 - mmaction - INFO - Epoch [334][80/1878] lr: 1.000e-03, eta: 8 days, 20:17:54, time: 1.228, data_time: 0.062, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8746, loss_cls: 1.1914, loss: 1.1914, grad_norm: 7.2063 2022-03-02 08:51:40,998 - mmaction - INFO - Epoch [334][100/1878] lr: 1.000e-03, eta: 8 days, 20:16:48, time: 1.261, data_time: 0.070, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8824, loss_cls: 1.1952, loss: 1.1952, grad_norm: 7.3352 2022-03-02 08:52:06,178 - mmaction - INFO - Epoch [334][120/1878] lr: 1.000e-03, eta: 8 days, 20:15:41, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8797, loss_cls: 1.2162, loss: 1.2162, grad_norm: 7.4030 2022-03-02 08:52:31,427 - mmaction - INFO - Epoch [334][140/1878] lr: 1.000e-03, eta: 8 days, 20:14:35, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8895, loss_cls: 1.1536, loss: 1.1536, grad_norm: 7.1803 2022-03-02 08:52:56,967 - mmaction - INFO - Epoch [334][160/1878] lr: 1.000e-03, eta: 8 days, 20:13:30, time: 1.280, data_time: 0.062, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8809, loss_cls: 1.1573, loss: 1.1573, grad_norm: 7.2598 2022-03-02 08:53:21,775 - mmaction - INFO - Epoch [334][180/1878] lr: 1.000e-03, eta: 8 days, 20:12:22, time: 1.240, data_time: 0.066, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8754, loss_cls: 1.2200, loss: 1.2200, grad_norm: 7.2732 2022-03-02 08:53:46,878 - mmaction - INFO - Epoch [334][200/1878] lr: 1.000e-03, eta: 8 days, 20:11:15, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8758, loss_cls: 1.2003, loss: 1.2003, grad_norm: 7.3510 2022-03-02 08:54:11,938 - mmaction - INFO - Epoch [334][220/1878] lr: 1.000e-03, eta: 8 days, 20:10:08, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8898, loss_cls: 1.1755, loss: 1.1755, grad_norm: 7.2145 2022-03-02 08:54:36,905 - mmaction - INFO - Epoch [334][240/1878] lr: 1.000e-03, eta: 8 days, 20:09:01, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8766, loss_cls: 1.1773, loss: 1.1773, grad_norm: 7.2176 2022-03-02 08:55:02,116 - mmaction - INFO - Epoch [334][260/1878] lr: 1.000e-03, eta: 8 days, 20:07:54, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8887, loss_cls: 1.1005, loss: 1.1005, grad_norm: 7.0970 2022-03-02 08:55:27,092 - mmaction - INFO - Epoch [334][280/1878] lr: 1.000e-03, eta: 8 days, 20:06:47, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8801, loss_cls: 1.2050, loss: 1.2050, grad_norm: 7.3499 2022-03-02 08:55:52,029 - mmaction - INFO - Epoch [334][300/1878] lr: 1.000e-03, eta: 8 days, 20:05:39, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8793, loss_cls: 1.1985, loss: 1.1985, grad_norm: 7.4122 2022-03-02 08:56:16,863 - mmaction - INFO - Epoch [334][320/1878] lr: 1.000e-03, eta: 8 days, 20:04:32, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8887, loss_cls: 1.1525, loss: 1.1525, grad_norm: 7.1335 2022-03-02 08:56:41,781 - mmaction - INFO - Epoch [334][340/1878] lr: 1.000e-03, eta: 8 days, 20:03:24, time: 1.245, data_time: 0.064, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.2095, loss: 1.2095, grad_norm: 7.2254 2022-03-02 08:57:06,975 - mmaction - INFO - Epoch [334][360/1878] lr: 1.000e-03, eta: 8 days, 20:02:18, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8773, loss_cls: 1.2079, loss: 1.2079, grad_norm: 7.4663 2022-03-02 08:57:32,451 - mmaction - INFO - Epoch [334][380/1878] lr: 1.000e-03, eta: 8 days, 20:01:13, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8898, loss_cls: 1.1423, loss: 1.1423, grad_norm: 7.3270 2022-03-02 08:57:57,313 - mmaction - INFO - Epoch [334][400/1878] lr: 1.000e-03, eta: 8 days, 20:00:05, time: 1.244, data_time: 0.067, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8832, loss_cls: 1.2182, loss: 1.2182, grad_norm: 7.3824 2022-03-02 08:58:22,433 - mmaction - INFO - Epoch [334][420/1878] lr: 1.000e-03, eta: 8 days, 19:58:58, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8781, loss_cls: 1.1754, loss: 1.1754, grad_norm: 7.3354 2022-03-02 08:58:47,182 - mmaction - INFO - Epoch [334][440/1878] lr: 1.000e-03, eta: 8 days, 19:57:50, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8816, loss_cls: 1.1938, loss: 1.1938, grad_norm: 7.4258 2022-03-02 08:59:12,324 - mmaction - INFO - Epoch [334][460/1878] lr: 1.000e-03, eta: 8 days, 19:56:44, time: 1.256, data_time: 0.071, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8766, loss_cls: 1.1746, loss: 1.1746, grad_norm: 7.2524 2022-03-02 08:59:37,376 - mmaction - INFO - Epoch [334][480/1878] lr: 1.000e-03, eta: 8 days, 19:55:37, time: 1.253, data_time: 0.072, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8684, loss_cls: 1.2163, loss: 1.2163, grad_norm: 7.4032 2022-03-02 09:00:02,365 - mmaction - INFO - Epoch [334][500/1878] lr: 1.000e-03, eta: 8 days, 19:54:30, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8762, loss_cls: 1.2283, loss: 1.2283, grad_norm: 7.4334 2022-03-02 09:00:28,121 - mmaction - INFO - Epoch [334][520/1878] lr: 1.000e-03, eta: 8 days, 19:53:26, time: 1.287, data_time: 0.068, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8863, loss_cls: 1.1355, loss: 1.1355, grad_norm: 7.2725 2022-03-02 09:00:54,000 - mmaction - INFO - Epoch [334][540/1878] lr: 1.000e-03, eta: 8 days, 19:52:23, time: 1.294, data_time: 0.072, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8879, loss_cls: 1.1023, loss: 1.1023, grad_norm: 7.1073 2022-03-02 09:01:19,029 - mmaction - INFO - Epoch [334][560/1878] lr: 1.000e-03, eta: 8 days, 19:51:16, time: 1.252, data_time: 0.062, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8887, loss_cls: 1.2126, loss: 1.2126, grad_norm: 7.5399 2022-03-02 09:01:44,318 - mmaction - INFO - Epoch [334][580/1878] lr: 1.000e-03, eta: 8 days, 19:50:11, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8855, loss_cls: 1.1651, loss: 1.1651, grad_norm: 7.2332 2022-03-02 09:02:09,425 - mmaction - INFO - Epoch [334][600/1878] lr: 1.000e-03, eta: 8 days, 19:49:04, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8844, loss_cls: 1.1346, loss: 1.1346, grad_norm: 7.1672 2022-03-02 09:02:35,068 - mmaction - INFO - Epoch [334][620/1878] lr: 1.000e-03, eta: 8 days, 19:48:00, time: 1.284, data_time: 0.067, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8793, loss_cls: 1.2054, loss: 1.2054, grad_norm: 7.2322 2022-03-02 09:03:00,514 - mmaction - INFO - Epoch [334][640/1878] lr: 1.000e-03, eta: 8 days, 19:46:55, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8848, loss_cls: 1.1872, loss: 1.1872, grad_norm: 7.2633 2022-03-02 09:03:25,794 - mmaction - INFO - Epoch [334][660/1878] lr: 1.000e-03, eta: 8 days, 19:45:49, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8703, loss_cls: 1.1977, loss: 1.1977, grad_norm: 7.4623 2022-03-02 09:03:51,215 - mmaction - INFO - Epoch [334][680/1878] lr: 1.000e-03, eta: 8 days, 19:44:44, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.2037, loss: 1.2037, grad_norm: 7.3418 2022-03-02 09:04:16,557 - mmaction - INFO - Epoch [334][700/1878] lr: 1.000e-03, eta: 8 days, 19:43:39, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8727, loss_cls: 1.2026, loss: 1.2026, grad_norm: 7.3095 2022-03-02 09:04:41,290 - mmaction - INFO - Epoch [334][720/1878] lr: 1.000e-03, eta: 8 days, 19:42:31, time: 1.236, data_time: 0.064, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8809, loss_cls: 1.1874, loss: 1.1874, grad_norm: 7.4231 2022-03-02 09:05:06,742 - mmaction - INFO - Epoch [334][740/1878] lr: 1.000e-03, eta: 8 days, 19:41:26, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8832, loss_cls: 1.1447, loss: 1.1447, grad_norm: 7.2718 2022-03-02 09:05:32,132 - mmaction - INFO - Epoch [334][760/1878] lr: 1.000e-03, eta: 8 days, 19:40:21, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8758, loss_cls: 1.1684, loss: 1.1684, grad_norm: 7.3055 2022-03-02 09:05:57,590 - mmaction - INFO - Epoch [334][780/1878] lr: 1.000e-03, eta: 8 days, 19:39:16, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8770, loss_cls: 1.1941, loss: 1.1941, grad_norm: 7.3089 2022-03-02 09:06:22,582 - mmaction - INFO - Epoch [334][800/1878] lr: 1.000e-03, eta: 8 days, 19:38:09, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8836, loss_cls: 1.1547, loss: 1.1547, grad_norm: 7.3658 2022-03-02 09:06:47,625 - mmaction - INFO - Epoch [334][820/1878] lr: 1.000e-03, eta: 8 days, 19:37:03, time: 1.252, data_time: 0.067, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8848, loss_cls: 1.1688, loss: 1.1688, grad_norm: 7.3199 2022-03-02 09:07:12,652 - mmaction - INFO - Epoch [334][840/1878] lr: 1.000e-03, eta: 8 days, 19:35:56, time: 1.251, data_time: 0.067, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8734, loss_cls: 1.1781, loss: 1.1781, grad_norm: 7.0439 2022-03-02 09:07:38,086 - mmaction - INFO - Epoch [334][860/1878] lr: 1.000e-03, eta: 8 days, 19:34:51, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8719, loss_cls: 1.2135, loss: 1.2135, grad_norm: 7.3000 2022-03-02 09:08:03,450 - mmaction - INFO - Epoch [334][880/1878] lr: 1.000e-03, eta: 8 days, 19:33:46, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8734, loss_cls: 1.1602, loss: 1.1602, grad_norm: 7.1217 2022-03-02 09:08:28,844 - mmaction - INFO - Epoch [334][900/1878] lr: 1.000e-03, eta: 8 days, 19:32:41, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8742, loss_cls: 1.2330, loss: 1.2330, grad_norm: 7.2781 2022-03-02 09:08:54,079 - mmaction - INFO - Epoch [334][920/1878] lr: 1.000e-03, eta: 8 days, 19:31:35, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8738, loss_cls: 1.1801, loss: 1.1801, grad_norm: 7.1111 2022-03-02 09:09:19,281 - mmaction - INFO - Epoch [334][940/1878] lr: 1.000e-03, eta: 8 days, 19:30:30, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8695, loss_cls: 1.2215, loss: 1.2215, grad_norm: 7.2783 2022-03-02 09:09:44,350 - mmaction - INFO - Epoch [334][960/1878] lr: 1.000e-03, eta: 8 days, 19:29:23, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8738, loss_cls: 1.1979, loss: 1.1979, grad_norm: 7.3370 2022-03-02 09:10:09,542 - mmaction - INFO - Epoch [334][980/1878] lr: 1.000e-03, eta: 8 days, 19:28:17, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.6961, top5_acc: 0.8707, loss_cls: 1.2603, loss: 1.2603, grad_norm: 7.4809 2022-03-02 09:10:34,782 - mmaction - INFO - Epoch [334][1000/1878] lr: 1.000e-03, eta: 8 days, 19:27:12, time: 1.261, data_time: 0.072, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8773, loss_cls: 1.2036, loss: 1.2036, grad_norm: 7.3780 2022-03-02 09:11:00,048 - mmaction - INFO - Epoch [334][1020/1878] lr: 1.000e-03, eta: 8 days, 19:26:06, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8801, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.2542 2022-03-02 09:11:25,039 - mmaction - INFO - Epoch [334][1040/1878] lr: 1.000e-03, eta: 8 days, 19:25:00, time: 1.249, data_time: 0.062, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8832, loss_cls: 1.1206, loss: 1.1206, grad_norm: 7.1814 2022-03-02 09:11:50,062 - mmaction - INFO - Epoch [334][1060/1878] lr: 1.000e-03, eta: 8 days, 19:23:53, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8836, loss_cls: 1.1491, loss: 1.1491, grad_norm: 7.0988 2022-03-02 09:12:15,282 - mmaction - INFO - Epoch [334][1080/1878] lr: 1.000e-03, eta: 8 days, 19:22:48, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8762, loss_cls: 1.1788, loss: 1.1788, grad_norm: 7.3211 2022-03-02 09:12:40,599 - mmaction - INFO - Epoch [334][1100/1878] lr: 1.000e-03, eta: 8 days, 19:21:43, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8758, loss_cls: 1.2295, loss: 1.2295, grad_norm: 7.4051 2022-03-02 09:13:05,753 - mmaction - INFO - Epoch [334][1120/1878] lr: 1.000e-03, eta: 8 days, 19:20:37, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8824, loss_cls: 1.1744, loss: 1.1744, grad_norm: 7.2160 2022-03-02 09:13:31,151 - mmaction - INFO - Epoch [334][1140/1878] lr: 1.000e-03, eta: 8 days, 19:19:32, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8867, loss_cls: 1.1503, loss: 1.1503, grad_norm: 7.2827 2022-03-02 09:13:56,503 - mmaction - INFO - Epoch [334][1160/1878] lr: 1.000e-03, eta: 8 days, 19:18:27, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8871, loss_cls: 1.1576, loss: 1.1576, grad_norm: 7.2849 2022-03-02 09:14:21,814 - mmaction - INFO - Epoch [334][1180/1878] lr: 1.000e-03, eta: 8 days, 19:17:22, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8738, loss_cls: 1.2186, loss: 1.2186, grad_norm: 7.1518 2022-03-02 09:14:46,797 - mmaction - INFO - Epoch [334][1200/1878] lr: 1.000e-03, eta: 8 days, 19:16:15, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8828, loss_cls: 1.1909, loss: 1.1909, grad_norm: 7.1824 2022-03-02 09:15:12,072 - mmaction - INFO - Epoch [334][1220/1878] lr: 1.000e-03, eta: 8 days, 19:15:10, time: 1.264, data_time: 0.075, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8758, loss_cls: 1.1914, loss: 1.1914, grad_norm: 7.2628 2022-03-02 09:15:37,085 - mmaction - INFO - Epoch [334][1240/1878] lr: 1.000e-03, eta: 8 days, 19:14:03, time: 1.249, data_time: 0.062, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8805, loss_cls: 1.1753, loss: 1.1753, grad_norm: 7.2546 2022-03-02 09:16:02,115 - mmaction - INFO - Epoch [334][1260/1878] lr: 1.000e-03, eta: 8 days, 19:12:57, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8809, loss_cls: 1.1952, loss: 1.1952, grad_norm: 7.2712 2022-03-02 09:16:27,408 - mmaction - INFO - Epoch [334][1280/1878] lr: 1.000e-03, eta: 8 days, 19:11:52, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8867, loss_cls: 1.1563, loss: 1.1563, grad_norm: 7.2343 2022-03-02 09:16:52,447 - mmaction - INFO - Epoch [334][1300/1878] lr: 1.000e-03, eta: 8 days, 19:10:46, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8848, loss_cls: 1.1636, loss: 1.1636, grad_norm: 7.2542 2022-03-02 09:17:17,684 - mmaction - INFO - Epoch [334][1320/1878] lr: 1.000e-03, eta: 8 days, 19:09:40, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8816, loss_cls: 1.1418, loss: 1.1418, grad_norm: 7.1997 2022-03-02 09:17:42,556 - mmaction - INFO - Epoch [334][1340/1878] lr: 1.000e-03, eta: 8 days, 19:08:34, time: 1.244, data_time: 0.066, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8770, loss_cls: 1.1829, loss: 1.1829, grad_norm: 7.2838 2022-03-02 09:18:07,634 - mmaction - INFO - Epoch [334][1360/1878] lr: 1.000e-03, eta: 8 days, 19:07:27, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8750, loss_cls: 1.1475, loss: 1.1475, grad_norm: 7.1515 2022-03-02 09:18:32,708 - mmaction - INFO - Epoch [334][1380/1878] lr: 1.000e-03, eta: 8 days, 19:06:22, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8707, loss_cls: 1.2096, loss: 1.2096, grad_norm: 7.3796 2022-03-02 09:18:58,031 - mmaction - INFO - Epoch [334][1400/1878] lr: 1.000e-03, eta: 8 days, 19:05:17, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8746, loss_cls: 1.2168, loss: 1.2168, grad_norm: 7.3813 2022-03-02 09:19:23,353 - mmaction - INFO - Epoch [334][1420/1878] lr: 1.000e-03, eta: 8 days, 19:04:12, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8914, loss_cls: 1.1213, loss: 1.1213, grad_norm: 7.0907 2022-03-02 09:19:48,323 - mmaction - INFO - Epoch [334][1440/1878] lr: 1.000e-03, eta: 8 days, 19:03:05, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8859, loss_cls: 1.1385, loss: 1.1385, grad_norm: 7.2306 2022-03-02 09:20:13,579 - mmaction - INFO - Epoch [334][1460/1878] lr: 1.000e-03, eta: 8 days, 19:02:00, time: 1.263, data_time: 0.070, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8824, loss_cls: 1.1587, loss: 1.1587, grad_norm: 7.2568 2022-03-02 09:20:39,404 - mmaction - INFO - Epoch [334][1480/1878] lr: 1.000e-03, eta: 8 days, 19:00:57, time: 1.290, data_time: 0.073, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8852, loss_cls: 1.1790, loss: 1.1790, grad_norm: 7.3109 2022-03-02 09:21:04,563 - mmaction - INFO - Epoch [334][1500/1878] lr: 1.000e-03, eta: 8 days, 18:59:52, time: 1.259, data_time: 0.073, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8824, loss_cls: 1.1835, loss: 1.1835, grad_norm: 7.3258 2022-03-02 09:21:29,853 - mmaction - INFO - Epoch [334][1520/1878] lr: 1.000e-03, eta: 8 days, 18:58:47, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8824, loss_cls: 1.1693, loss: 1.1693, grad_norm: 7.3243 2022-03-02 09:21:55,071 - mmaction - INFO - Epoch [334][1540/1878] lr: 1.000e-03, eta: 8 days, 18:57:42, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8766, loss_cls: 1.1699, loss: 1.1699, grad_norm: 7.2115 2022-03-02 09:22:20,623 - mmaction - INFO - Epoch [334][1560/1878] lr: 1.000e-03, eta: 8 days, 18:56:38, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.6977, top5_acc: 0.8723, loss_cls: 1.2686, loss: 1.2686, grad_norm: 7.3998 2022-03-02 09:22:45,619 - mmaction - INFO - Epoch [334][1580/1878] lr: 1.000e-03, eta: 8 days, 18:55:32, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8766, loss_cls: 1.2178, loss: 1.2178, grad_norm: 7.4271 2022-03-02 09:23:10,869 - mmaction - INFO - Epoch [334][1600/1878] lr: 1.000e-03, eta: 8 days, 18:54:27, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8738, loss_cls: 1.1783, loss: 1.1783, grad_norm: 7.2900 2022-03-02 09:23:36,310 - mmaction - INFO - Epoch [334][1620/1878] lr: 1.000e-03, eta: 8 days, 18:53:22, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8742, loss_cls: 1.2098, loss: 1.2098, grad_norm: 7.3858 2022-03-02 09:24:01,545 - mmaction - INFO - Epoch [334][1640/1878] lr: 1.000e-03, eta: 8 days, 18:52:17, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8828, loss_cls: 1.1631, loss: 1.1631, grad_norm: 7.2094 2022-03-02 09:24:26,524 - mmaction - INFO - Epoch [334][1660/1878] lr: 1.000e-03, eta: 8 days, 18:51:11, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8961, loss_cls: 1.1153, loss: 1.1153, grad_norm: 7.2313 2022-03-02 09:24:51,794 - mmaction - INFO - Epoch [334][1680/1878] lr: 1.000e-03, eta: 8 days, 18:50:06, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8840, loss_cls: 1.1703, loss: 1.1703, grad_norm: 7.4151 2022-03-02 09:25:16,995 - mmaction - INFO - Epoch [334][1700/1878] lr: 1.000e-03, eta: 8 days, 18:49:01, time: 1.260, data_time: 0.060, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8910, loss_cls: 1.1229, loss: 1.1229, grad_norm: 7.1644 2022-03-02 09:25:42,014 - mmaction - INFO - Epoch [334][1720/1878] lr: 1.000e-03, eta: 8 days, 18:47:55, time: 1.250, data_time: 0.058, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8785, loss_cls: 1.1695, loss: 1.1695, grad_norm: 7.1594 2022-03-02 09:26:07,286 - mmaction - INFO - Epoch [334][1740/1878] lr: 1.000e-03, eta: 8 days, 18:46:50, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8957, loss_cls: 1.1076, loss: 1.1076, grad_norm: 7.1302 2022-03-02 09:26:32,343 - mmaction - INFO - Epoch [334][1760/1878] lr: 1.000e-03, eta: 8 days, 18:45:44, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8879, loss_cls: 1.1163, loss: 1.1163, grad_norm: 7.0881 2022-03-02 09:26:57,473 - mmaction - INFO - Epoch [334][1780/1878] lr: 1.000e-03, eta: 8 days, 18:44:39, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.6988, top5_acc: 0.8641, loss_cls: 1.2696, loss: 1.2696, grad_norm: 7.5955 2022-03-02 09:27:22,424 - mmaction - INFO - Epoch [334][1800/1878] lr: 1.000e-03, eta: 8 days, 18:43:32, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8801, loss_cls: 1.1592, loss: 1.1592, grad_norm: 7.4001 2022-03-02 09:27:47,817 - mmaction - INFO - Epoch [334][1820/1878] lr: 1.000e-03, eta: 8 days, 18:42:28, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8766, loss_cls: 1.2083, loss: 1.2083, grad_norm: 7.2337 2022-03-02 09:28:12,870 - mmaction - INFO - Epoch [334][1840/1878] lr: 1.000e-03, eta: 8 days, 18:41:22, time: 1.253, data_time: 0.060, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8637, loss_cls: 1.2612, loss: 1.2612, grad_norm: 7.4965 2022-03-02 09:28:37,959 - mmaction - INFO - Epoch [334][1860/1878] lr: 1.000e-03, eta: 8 days, 18:40:17, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8859, loss_cls: 1.1894, loss: 1.1894, grad_norm: 7.4485 2022-03-02 09:29:06,274 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 09:31:19,678 - mmaction - INFO - Epoch [335][20/1878] lr: 1.000e-03, eta: 8 days, 18:44:29, time: 6.670, data_time: 5.287, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8852, loss_cls: 1.1344, loss: 1.1344, grad_norm: 7.1969 2022-03-02 09:31:44,272 - mmaction - INFO - Epoch [335][40/1878] lr: 1.000e-03, eta: 8 days, 18:43:21, time: 1.229, data_time: 0.070, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8812, loss_cls: 1.1478, loss: 1.1478, grad_norm: 7.1147 2022-03-02 09:32:08,876 - mmaction - INFO - Epoch [335][60/1878] lr: 1.000e-03, eta: 8 days, 18:42:14, time: 1.230, data_time: 0.068, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8777, loss_cls: 1.2084, loss: 1.2084, grad_norm: 7.4590 2022-03-02 09:32:33,394 - mmaction - INFO - Epoch [335][80/1878] lr: 1.000e-03, eta: 8 days, 18:41:05, time: 1.226, data_time: 0.066, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8953, loss_cls: 1.0822, loss: 1.0822, grad_norm: 6.9966 2022-03-02 09:32:58,307 - mmaction - INFO - Epoch [335][100/1878] lr: 1.000e-03, eta: 8 days, 18:39:59, time: 1.246, data_time: 0.072, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8852, loss_cls: 1.1782, loss: 1.1782, grad_norm: 7.1983 2022-03-02 09:33:23,429 - mmaction - INFO - Epoch [335][120/1878] lr: 1.000e-03, eta: 8 days, 18:38:54, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8762, loss_cls: 1.1936, loss: 1.1936, grad_norm: 7.3165 2022-03-02 09:33:48,607 - mmaction - INFO - Epoch [335][140/1878] lr: 1.000e-03, eta: 8 days, 18:37:48, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8824, loss_cls: 1.1424, loss: 1.1424, grad_norm: 7.1791 2022-03-02 09:34:13,657 - mmaction - INFO - Epoch [335][160/1878] lr: 1.000e-03, eta: 8 days, 18:36:43, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8902, loss_cls: 1.1388, loss: 1.1388, grad_norm: 7.1778 2022-03-02 09:34:38,690 - mmaction - INFO - Epoch [335][180/1878] lr: 1.000e-03, eta: 8 days, 18:35:37, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8797, loss_cls: 1.1728, loss: 1.1728, grad_norm: 7.4426 2022-03-02 09:35:03,925 - mmaction - INFO - Epoch [335][200/1878] lr: 1.000e-03, eta: 8 days, 18:34:32, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8852, loss_cls: 1.1647, loss: 1.1647, grad_norm: 7.1310 2022-03-02 09:35:29,148 - mmaction - INFO - Epoch [335][220/1878] lr: 1.000e-03, eta: 8 days, 18:33:27, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8836, loss_cls: 1.1491, loss: 1.1491, grad_norm: 7.1851 2022-03-02 09:35:54,277 - mmaction - INFO - Epoch [335][240/1878] lr: 1.000e-03, eta: 8 days, 18:32:22, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8773, loss_cls: 1.1839, loss: 1.1839, grad_norm: 7.4834 2022-03-02 09:36:19,863 - mmaction - INFO - Epoch [335][260/1878] lr: 1.000e-03, eta: 8 days, 18:31:19, time: 1.280, data_time: 0.072, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8777, loss_cls: 1.1997, loss: 1.1997, grad_norm: 7.2040 2022-03-02 09:36:45,073 - mmaction - INFO - Epoch [335][280/1878] lr: 1.000e-03, eta: 8 days, 18:30:14, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8801, loss_cls: 1.1751, loss: 1.1751, grad_norm: 7.2937 2022-03-02 09:37:10,646 - mmaction - INFO - Epoch [335][300/1878] lr: 1.000e-03, eta: 8 days, 18:29:10, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8719, loss_cls: 1.2210, loss: 1.2210, grad_norm: 7.4519 2022-03-02 09:37:35,879 - mmaction - INFO - Epoch [335][320/1878] lr: 1.000e-03, eta: 8 days, 18:28:06, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8805, loss_cls: 1.2183, loss: 1.2183, grad_norm: 7.4221 2022-03-02 09:38:01,095 - mmaction - INFO - Epoch [335][340/1878] lr: 1.000e-03, eta: 8 days, 18:27:01, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8797, loss_cls: 1.1831, loss: 1.1831, grad_norm: 7.5011 2022-03-02 09:38:26,322 - mmaction - INFO - Epoch [335][360/1878] lr: 1.000e-03, eta: 8 days, 18:25:56, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8809, loss_cls: 1.1694, loss: 1.1694, grad_norm: 7.3075 2022-03-02 09:38:51,813 - mmaction - INFO - Epoch [335][380/1878] lr: 1.000e-03, eta: 8 days, 18:24:52, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8781, loss_cls: 1.1277, loss: 1.1277, grad_norm: 7.1786 2022-03-02 09:39:17,267 - mmaction - INFO - Epoch [335][400/1878] lr: 1.000e-03, eta: 8 days, 18:23:49, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8789, loss_cls: 1.1603, loss: 1.1603, grad_norm: 7.1705 2022-03-02 09:39:42,791 - mmaction - INFO - Epoch [335][420/1878] lr: 1.000e-03, eta: 8 days, 18:22:45, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8723, loss_cls: 1.1934, loss: 1.1934, grad_norm: 7.2816 2022-03-02 09:40:08,335 - mmaction - INFO - Epoch [335][440/1878] lr: 1.000e-03, eta: 8 days, 18:21:42, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8781, loss_cls: 1.1668, loss: 1.1668, grad_norm: 7.2675 2022-03-02 09:40:33,658 - mmaction - INFO - Epoch [335][460/1878] lr: 1.000e-03, eta: 8 days, 18:20:38, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8930, loss_cls: 1.0891, loss: 1.0891, grad_norm: 7.0873 2022-03-02 09:40:59,437 - mmaction - INFO - Epoch [335][480/1878] lr: 1.000e-03, eta: 8 days, 18:19:35, time: 1.289, data_time: 0.063, memory: 9654, top1_acc: 0.7051, top5_acc: 0.8684, loss_cls: 1.2480, loss: 1.2480, grad_norm: 7.4564 2022-03-02 09:41:25,020 - mmaction - INFO - Epoch [335][500/1878] lr: 1.000e-03, eta: 8 days, 18:18:32, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8820, loss_cls: 1.1879, loss: 1.1879, grad_norm: 7.3212 2022-03-02 09:41:50,351 - mmaction - INFO - Epoch [335][520/1878] lr: 1.000e-03, eta: 8 days, 18:17:28, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8793, loss_cls: 1.1942, loss: 1.1942, grad_norm: 7.2061 2022-03-02 09:42:15,911 - mmaction - INFO - Epoch [335][540/1878] lr: 1.000e-03, eta: 8 days, 18:16:25, time: 1.278, data_time: 0.064, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8684, loss_cls: 1.2368, loss: 1.2368, grad_norm: 7.3764 2022-03-02 09:42:41,413 - mmaction - INFO - Epoch [335][560/1878] lr: 1.000e-03, eta: 8 days, 18:15:21, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8840, loss_cls: 1.1331, loss: 1.1331, grad_norm: 7.2322 2022-03-02 09:43:07,219 - mmaction - INFO - Epoch [335][580/1878] lr: 1.000e-03, eta: 8 days, 18:14:19, time: 1.290, data_time: 0.072, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8828, loss_cls: 1.1484, loss: 1.1484, grad_norm: 7.1971 2022-03-02 09:43:32,225 - mmaction - INFO - Epoch [335][600/1878] lr: 1.000e-03, eta: 8 days, 18:13:14, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8914, loss_cls: 1.1224, loss: 1.1224, grad_norm: 7.1649 2022-03-02 09:43:57,634 - mmaction - INFO - Epoch [335][620/1878] lr: 1.000e-03, eta: 8 days, 18:12:10, time: 1.270, data_time: 0.060, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8730, loss_cls: 1.1805, loss: 1.1805, grad_norm: 7.3980 2022-03-02 09:44:23,399 - mmaction - INFO - Epoch [335][640/1878] lr: 1.000e-03, eta: 8 days, 18:11:07, time: 1.288, data_time: 0.072, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8828, loss_cls: 1.1331, loss: 1.1331, grad_norm: 7.2092 2022-03-02 09:44:48,865 - mmaction - INFO - Epoch [335][660/1878] lr: 1.000e-03, eta: 8 days, 18:10:04, time: 1.273, data_time: 0.070, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8656, loss_cls: 1.2007, loss: 1.2007, grad_norm: 7.2762 2022-03-02 09:45:14,103 - mmaction - INFO - Epoch [335][680/1878] lr: 1.000e-03, eta: 8 days, 18:09:00, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8863, loss_cls: 1.1608, loss: 1.1608, grad_norm: 7.4046 2022-03-02 09:45:39,323 - mmaction - INFO - Epoch [335][700/1878] lr: 1.000e-03, eta: 8 days, 18:07:55, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8793, loss_cls: 1.1389, loss: 1.1389, grad_norm: 6.9419 2022-03-02 09:46:04,738 - mmaction - INFO - Epoch [335][720/1878] lr: 1.000e-03, eta: 8 days, 18:06:51, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8828, loss_cls: 1.1638, loss: 1.1638, grad_norm: 7.2188 2022-03-02 09:46:30,003 - mmaction - INFO - Epoch [335][740/1878] lr: 1.000e-03, eta: 8 days, 18:05:47, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8754, loss_cls: 1.1783, loss: 1.1783, grad_norm: 7.3005 2022-03-02 09:46:55,438 - mmaction - INFO - Epoch [335][760/1878] lr: 1.000e-03, eta: 8 days, 18:04:43, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8797, loss_cls: 1.2042, loss: 1.2042, grad_norm: 7.4697 2022-03-02 09:47:20,903 - mmaction - INFO - Epoch [335][780/1878] lr: 1.000e-03, eta: 8 days, 18:03:40, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8711, loss_cls: 1.2182, loss: 1.2182, grad_norm: 7.4535 2022-03-02 09:47:45,962 - mmaction - INFO - Epoch [335][800/1878] lr: 1.000e-03, eta: 8 days, 18:02:35, time: 1.253, data_time: 0.067, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8762, loss_cls: 1.1827, loss: 1.1827, grad_norm: 7.2656 2022-03-02 09:48:11,137 - mmaction - INFO - Epoch [335][820/1878] lr: 1.000e-03, eta: 8 days, 18:01:30, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8934, loss_cls: 1.1156, loss: 1.1156, grad_norm: 7.0365 2022-03-02 09:48:36,343 - mmaction - INFO - Epoch [335][840/1878] lr: 1.000e-03, eta: 8 days, 18:00:25, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8922, loss_cls: 1.1349, loss: 1.1349, grad_norm: 7.3055 2022-03-02 09:49:01,931 - mmaction - INFO - Epoch [335][860/1878] lr: 1.000e-03, eta: 8 days, 17:59:23, time: 1.280, data_time: 0.066, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8875, loss_cls: 1.1468, loss: 1.1468, grad_norm: 7.1858 2022-03-02 09:49:27,229 - mmaction - INFO - Epoch [335][880/1878] lr: 1.000e-03, eta: 8 days, 17:58:18, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8734, loss_cls: 1.2375, loss: 1.2375, grad_norm: 7.6533 2022-03-02 09:49:52,422 - mmaction - INFO - Epoch [335][900/1878] lr: 1.000e-03, eta: 8 days, 17:57:14, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8738, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.2506 2022-03-02 09:50:17,978 - mmaction - INFO - Epoch [335][920/1878] lr: 1.000e-03, eta: 8 days, 17:56:11, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8910, loss_cls: 1.1280, loss: 1.1280, grad_norm: 7.3470 2022-03-02 09:50:43,587 - mmaction - INFO - Epoch [335][940/1878] lr: 1.000e-03, eta: 8 days, 17:55:08, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8805, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.1786 2022-03-02 09:51:08,839 - mmaction - INFO - Epoch [335][960/1878] lr: 1.000e-03, eta: 8 days, 17:54:04, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8699, loss_cls: 1.2136, loss: 1.2136, grad_norm: 7.3956 2022-03-02 09:51:34,529 - mmaction - INFO - Epoch [335][980/1878] lr: 1.000e-03, eta: 8 days, 17:53:02, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8820, loss_cls: 1.1806, loss: 1.1806, grad_norm: 7.2699 2022-03-02 09:52:00,171 - mmaction - INFO - Epoch [335][1000/1878] lr: 1.000e-03, eta: 8 days, 17:51:59, time: 1.283, data_time: 0.069, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8766, loss_cls: 1.2054, loss: 1.2054, grad_norm: 7.5075 2022-03-02 09:52:25,205 - mmaction - INFO - Epoch [335][1020/1878] lr: 1.000e-03, eta: 8 days, 17:50:54, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8828, loss_cls: 1.1717, loss: 1.1717, grad_norm: 7.4108 2022-03-02 09:52:50,683 - mmaction - INFO - Epoch [335][1040/1878] lr: 1.000e-03, eta: 8 days, 17:49:51, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8781, loss_cls: 1.1819, loss: 1.1819, grad_norm: 7.1416 2022-03-02 09:53:16,311 - mmaction - INFO - Epoch [335][1060/1878] lr: 1.000e-03, eta: 8 days, 17:48:48, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8867, loss_cls: 1.1231, loss: 1.1231, grad_norm: 7.2103 2022-03-02 09:53:41,562 - mmaction - INFO - Epoch [335][1080/1878] lr: 1.000e-03, eta: 8 days, 17:47:44, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8727, loss_cls: 1.2121, loss: 1.2121, grad_norm: 7.3952 2022-03-02 09:54:06,882 - mmaction - INFO - Epoch [335][1100/1878] lr: 1.000e-03, eta: 8 days, 17:46:40, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8770, loss_cls: 1.1715, loss: 1.1715, grad_norm: 7.4022 2022-03-02 09:54:32,220 - mmaction - INFO - Epoch [335][1120/1878] lr: 1.000e-03, eta: 8 days, 17:45:37, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8785, loss_cls: 1.1706, loss: 1.1706, grad_norm: 7.4425 2022-03-02 09:54:57,609 - mmaction - INFO - Epoch [335][1140/1878] lr: 1.000e-03, eta: 8 days, 17:44:33, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8777, loss_cls: 1.1646, loss: 1.1646, grad_norm: 7.2475 2022-03-02 09:55:22,853 - mmaction - INFO - Epoch [335][1160/1878] lr: 1.000e-03, eta: 8 days, 17:43:29, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8652, loss_cls: 1.2457, loss: 1.2457, grad_norm: 7.4638 2022-03-02 09:55:48,226 - mmaction - INFO - Epoch [335][1180/1878] lr: 1.000e-03, eta: 8 days, 17:42:25, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8836, loss_cls: 1.1601, loss: 1.1601, grad_norm: 7.2907 2022-03-02 09:56:13,570 - mmaction - INFO - Epoch [335][1200/1878] lr: 1.000e-03, eta: 8 days, 17:41:22, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8824, loss_cls: 1.1288, loss: 1.1288, grad_norm: 7.2549 2022-03-02 09:56:38,765 - mmaction - INFO - Epoch [335][1220/1878] lr: 1.000e-03, eta: 8 days, 17:40:17, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.6902, top5_acc: 0.8609, loss_cls: 1.3054, loss: 1.3054, grad_norm: 7.7561 2022-03-02 09:57:04,336 - mmaction - INFO - Epoch [335][1240/1878] lr: 1.000e-03, eta: 8 days, 17:39:15, time: 1.279, data_time: 0.059, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2199, loss: 1.2199, grad_norm: 7.5053 2022-03-02 09:57:29,633 - mmaction - INFO - Epoch [335][1260/1878] lr: 1.000e-03, eta: 8 days, 17:38:11, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8832, loss_cls: 1.1486, loss: 1.1486, grad_norm: 7.2552 2022-03-02 09:57:54,945 - mmaction - INFO - Epoch [335][1280/1878] lr: 1.000e-03, eta: 8 days, 17:37:07, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8738, loss_cls: 1.2375, loss: 1.2375, grad_norm: 7.4569 2022-03-02 09:58:20,263 - mmaction - INFO - Epoch [335][1300/1878] lr: 1.000e-03, eta: 8 days, 17:36:03, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8789, loss_cls: 1.1813, loss: 1.1813, grad_norm: 7.3870 2022-03-02 09:58:45,034 - mmaction - INFO - Epoch [335][1320/1878] lr: 1.000e-03, eta: 8 days, 17:34:57, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.1746, loss: 1.1746, grad_norm: 7.3100 2022-03-02 09:59:10,427 - mmaction - INFO - Epoch [335][1340/1878] lr: 1.000e-03, eta: 8 days, 17:33:54, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8867, loss_cls: 1.1897, loss: 1.1897, grad_norm: 7.4653 2022-03-02 09:59:35,735 - mmaction - INFO - Epoch [335][1360/1878] lr: 1.000e-03, eta: 8 days, 17:32:50, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8926, loss_cls: 1.1338, loss: 1.1338, grad_norm: 7.3179 2022-03-02 10:00:01,075 - mmaction - INFO - Epoch [335][1380/1878] lr: 1.000e-03, eta: 8 days, 17:31:47, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8746, loss_cls: 1.1891, loss: 1.1891, grad_norm: 7.3145 2022-03-02 10:00:26,726 - mmaction - INFO - Epoch [335][1400/1878] lr: 1.000e-03, eta: 8 days, 17:30:45, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8754, loss_cls: 1.1969, loss: 1.1969, grad_norm: 7.3813 2022-03-02 10:00:52,566 - mmaction - INFO - Epoch [335][1420/1878] lr: 1.000e-03, eta: 8 days, 17:29:43, time: 1.290, data_time: 0.067, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8613, loss_cls: 1.2382, loss: 1.2382, grad_norm: 7.5274 2022-03-02 10:01:18,096 - mmaction - INFO - Epoch [335][1440/1878] lr: 1.000e-03, eta: 8 days, 17:28:41, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8887, loss_cls: 1.1326, loss: 1.1326, grad_norm: 7.3033 2022-03-02 10:01:43,281 - mmaction - INFO - Epoch [335][1460/1878] lr: 1.000e-03, eta: 8 days, 17:27:36, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8773, loss_cls: 1.1899, loss: 1.1899, grad_norm: 7.3757 2022-03-02 10:02:08,391 - mmaction - INFO - Epoch [335][1480/1878] lr: 1.000e-03, eta: 8 days, 17:26:32, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8715, loss_cls: 1.1829, loss: 1.1829, grad_norm: 7.1894 2022-03-02 10:02:33,416 - mmaction - INFO - Epoch [335][1500/1878] lr: 1.000e-03, eta: 8 days, 17:25:27, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8805, loss_cls: 1.1999, loss: 1.1999, grad_norm: 7.5000 2022-03-02 10:02:58,802 - mmaction - INFO - Epoch [335][1520/1878] lr: 1.000e-03, eta: 8 days, 17:24:24, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8855, loss_cls: 1.1295, loss: 1.1295, grad_norm: 7.1904 2022-03-02 10:03:24,173 - mmaction - INFO - Epoch [335][1540/1878] lr: 1.000e-03, eta: 8 days, 17:23:21, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8668, loss_cls: 1.2344, loss: 1.2344, grad_norm: 7.4083 2022-03-02 10:03:49,404 - mmaction - INFO - Epoch [335][1560/1878] lr: 1.000e-03, eta: 8 days, 17:22:16, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8828, loss_cls: 1.1615, loss: 1.1615, grad_norm: 7.2970 2022-03-02 10:04:14,673 - mmaction - INFO - Epoch [335][1580/1878] lr: 1.000e-03, eta: 8 days, 17:21:13, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8754, loss_cls: 1.2107, loss: 1.2107, grad_norm: 7.4044 2022-03-02 10:04:40,226 - mmaction - INFO - Epoch [335][1600/1878] lr: 1.000e-03, eta: 8 days, 17:20:10, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8762, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.2579 2022-03-02 10:05:05,425 - mmaction - INFO - Epoch [335][1620/1878] lr: 1.000e-03, eta: 8 days, 17:19:06, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8867, loss_cls: 1.1757, loss: 1.1757, grad_norm: 7.4178 2022-03-02 10:05:31,282 - mmaction - INFO - Epoch [335][1640/1878] lr: 1.000e-03, eta: 8 days, 17:18:05, time: 1.293, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.1686, loss: 1.1686, grad_norm: 7.2872 2022-03-02 10:05:56,879 - mmaction - INFO - Epoch [335][1660/1878] lr: 1.000e-03, eta: 8 days, 17:17:03, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8762, loss_cls: 1.1417, loss: 1.1417, grad_norm: 7.2206 2022-03-02 10:06:22,207 - mmaction - INFO - Epoch [335][1680/1878] lr: 1.000e-03, eta: 8 days, 17:16:00, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8812, loss_cls: 1.2014, loss: 1.2014, grad_norm: 7.4805 2022-03-02 10:06:47,567 - mmaction - INFO - Epoch [335][1700/1878] lr: 1.000e-03, eta: 8 days, 17:14:56, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8812, loss_cls: 1.1324, loss: 1.1324, grad_norm: 7.2827 2022-03-02 10:07:13,176 - mmaction - INFO - Epoch [335][1720/1878] lr: 1.000e-03, eta: 8 days, 17:13:54, time: 1.281, data_time: 0.072, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8770, loss_cls: 1.1844, loss: 1.1844, grad_norm: 7.3193 2022-03-02 10:07:38,800 - mmaction - INFO - Epoch [335][1740/1878] lr: 1.000e-03, eta: 8 days, 17:12:52, time: 1.282, data_time: 0.071, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8887, loss_cls: 1.1272, loss: 1.1272, grad_norm: 7.2219 2022-03-02 10:08:04,238 - mmaction - INFO - Epoch [335][1760/1878] lr: 1.000e-03, eta: 8 days, 17:11:49, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8883, loss_cls: 1.1621, loss: 1.1621, grad_norm: 7.2858 2022-03-02 10:08:29,864 - mmaction - INFO - Epoch [335][1780/1878] lr: 1.000e-03, eta: 8 days, 17:10:47, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8719, loss_cls: 1.2458, loss: 1.2458, grad_norm: 7.5081 2022-03-02 10:08:55,352 - mmaction - INFO - Epoch [335][1800/1878] lr: 1.000e-03, eta: 8 days, 17:09:45, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8785, loss_cls: 1.2076, loss: 1.2076, grad_norm: 7.5511 2022-03-02 10:09:20,637 - mmaction - INFO - Epoch [335][1820/1878] lr: 1.000e-03, eta: 8 days, 17:08:41, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8797, loss_cls: 1.1976, loss: 1.1976, grad_norm: 7.5245 2022-03-02 10:09:45,730 - mmaction - INFO - Epoch [335][1840/1878] lr: 1.000e-03, eta: 8 days, 17:07:37, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8723, loss_cls: 1.2071, loss: 1.2071, grad_norm: 7.3720 2022-03-02 10:10:11,381 - mmaction - INFO - Epoch [335][1860/1878] lr: 1.000e-03, eta: 8 days, 17:06:35, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8809, loss_cls: 1.1985, loss: 1.1985, grad_norm: 7.5683 2022-03-02 10:10:36,433 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 10:12:06,784 - mmaction - INFO - Epoch [336][20/1878] lr: 1.000e-03, eta: 8 days, 17:07:36, time: 4.517, data_time: 3.288, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8816, loss_cls: 1.1613, loss: 1.1613, grad_norm: 7.4494 2022-03-02 10:12:32,343 - mmaction - INFO - Epoch [336][40/1878] lr: 1.000e-03, eta: 8 days, 17:06:34, time: 1.276, data_time: 0.101, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8855, loss_cls: 1.1340, loss: 1.1340, grad_norm: 7.3211 2022-03-02 10:12:57,001 - mmaction - INFO - Epoch [336][60/1878] lr: 1.000e-03, eta: 8 days, 17:05:28, time: 1.235, data_time: 0.068, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8887, loss_cls: 1.0912, loss: 1.0912, grad_norm: 7.1157 2022-03-02 10:13:22,028 - mmaction - INFO - Epoch [336][80/1878] lr: 1.000e-03, eta: 8 days, 17:04:23, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8891, loss_cls: 1.1301, loss: 1.1301, grad_norm: 7.2902 2022-03-02 10:13:47,205 - mmaction - INFO - Epoch [336][100/1878] lr: 1.000e-03, eta: 8 days, 17:03:19, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8773, loss_cls: 1.1842, loss: 1.1842, grad_norm: 7.3702 2022-03-02 10:14:12,879 - mmaction - INFO - Epoch [336][120/1878] lr: 1.000e-03, eta: 8 days, 17:02:18, time: 1.282, data_time: 0.064, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8855, loss_cls: 1.1113, loss: 1.1113, grad_norm: 7.2057 2022-03-02 10:14:38,189 - mmaction - INFO - Epoch [336][140/1878] lr: 1.000e-03, eta: 8 days, 17:01:14, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8840, loss_cls: 1.1728, loss: 1.1728, grad_norm: 7.4394 2022-03-02 10:15:03,333 - mmaction - INFO - Epoch [336][160/1878] lr: 1.000e-03, eta: 8 days, 17:00:10, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8766, loss_cls: 1.1666, loss: 1.1666, grad_norm: 7.2828 2022-03-02 10:15:28,595 - mmaction - INFO - Epoch [336][180/1878] lr: 1.000e-03, eta: 8 days, 16:59:07, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8742, loss_cls: 1.1626, loss: 1.1626, grad_norm: 7.2697 2022-03-02 10:15:53,913 - mmaction - INFO - Epoch [336][200/1878] lr: 1.000e-03, eta: 8 days, 16:58:04, time: 1.266, data_time: 0.070, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8715, loss_cls: 1.2257, loss: 1.2257, grad_norm: 7.4407 2022-03-02 10:16:19,374 - mmaction - INFO - Epoch [336][220/1878] lr: 1.000e-03, eta: 8 days, 16:57:01, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8695, loss_cls: 1.2251, loss: 1.2251, grad_norm: 7.5436 2022-03-02 10:16:44,379 - mmaction - INFO - Epoch [336][240/1878] lr: 1.000e-03, eta: 8 days, 16:55:57, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8855, loss_cls: 1.1286, loss: 1.1286, grad_norm: 7.2362 2022-03-02 10:17:09,983 - mmaction - INFO - Epoch [336][260/1878] lr: 1.000e-03, eta: 8 days, 16:54:55, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8844, loss_cls: 1.1757, loss: 1.1757, grad_norm: 7.3694 2022-03-02 10:17:35,376 - mmaction - INFO - Epoch [336][280/1878] lr: 1.000e-03, eta: 8 days, 16:53:52, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8750, loss_cls: 1.1781, loss: 1.1781, grad_norm: 7.3148 2022-03-02 10:18:00,995 - mmaction - INFO - Epoch [336][300/1878] lr: 1.000e-03, eta: 8 days, 16:52:50, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8863, loss_cls: 1.1251, loss: 1.1251, grad_norm: 7.1515 2022-03-02 10:18:26,450 - mmaction - INFO - Epoch [336][320/1878] lr: 1.000e-03, eta: 8 days, 16:51:48, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8750, loss_cls: 1.1916, loss: 1.1916, grad_norm: 7.4159 2022-03-02 10:18:51,961 - mmaction - INFO - Epoch [336][340/1878] lr: 1.000e-03, eta: 8 days, 16:50:45, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8805, loss_cls: 1.1637, loss: 1.1637, grad_norm: 7.3142 2022-03-02 10:19:17,134 - mmaction - INFO - Epoch [336][360/1878] lr: 1.000e-03, eta: 8 days, 16:49:42, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8762, loss_cls: 1.1733, loss: 1.1733, grad_norm: 7.3276 2022-03-02 10:19:42,682 - mmaction - INFO - Epoch [336][380/1878] lr: 1.000e-03, eta: 8 days, 16:48:40, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8953, loss_cls: 1.1057, loss: 1.1057, grad_norm: 7.3244 2022-03-02 10:20:07,811 - mmaction - INFO - Epoch [336][400/1878] lr: 1.000e-03, eta: 8 days, 16:47:36, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8727, loss_cls: 1.2227, loss: 1.2227, grad_norm: 7.5651 2022-03-02 10:20:33,277 - mmaction - INFO - Epoch [336][420/1878] lr: 1.000e-03, eta: 8 days, 16:46:33, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8754, loss_cls: 1.1859, loss: 1.1859, grad_norm: 7.3621 2022-03-02 10:20:59,138 - mmaction - INFO - Epoch [336][440/1878] lr: 1.000e-03, eta: 8 days, 16:45:33, time: 1.295, data_time: 0.072, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8883, loss_cls: 1.1607, loss: 1.1607, grad_norm: 7.5173 2022-03-02 10:21:24,782 - mmaction - INFO - Epoch [336][460/1878] lr: 1.000e-03, eta: 8 days, 16:44:31, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8711, loss_cls: 1.2339, loss: 1.2339, grad_norm: 7.5589 2022-03-02 10:21:50,116 - mmaction - INFO - Epoch [336][480/1878] lr: 1.000e-03, eta: 8 days, 16:43:28, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8895, loss_cls: 1.0922, loss: 1.0922, grad_norm: 7.1185 2022-03-02 10:22:15,612 - mmaction - INFO - Epoch [336][500/1878] lr: 1.000e-03, eta: 8 days, 16:42:26, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8809, loss_cls: 1.1656, loss: 1.1656, grad_norm: 7.3597 2022-03-02 10:22:40,904 - mmaction - INFO - Epoch [336][520/1878] lr: 1.000e-03, eta: 8 days, 16:41:23, time: 1.263, data_time: 0.059, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8750, loss_cls: 1.1943, loss: 1.1943, grad_norm: 7.5229 2022-03-02 10:23:05,990 - mmaction - INFO - Epoch [336][540/1878] lr: 1.000e-03, eta: 8 days, 16:40:19, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8742, loss_cls: 1.2293, loss: 1.2293, grad_norm: 7.4400 2022-03-02 10:23:31,502 - mmaction - INFO - Epoch [336][560/1878] lr: 1.000e-03, eta: 8 days, 16:39:16, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8879, loss_cls: 1.1206, loss: 1.1206, grad_norm: 7.3485 2022-03-02 10:23:56,896 - mmaction - INFO - Epoch [336][580/1878] lr: 1.000e-03, eta: 8 days, 16:38:14, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8793, loss_cls: 1.1630, loss: 1.1630, grad_norm: 7.2324 2022-03-02 10:24:22,549 - mmaction - INFO - Epoch [336][600/1878] lr: 1.000e-03, eta: 8 days, 16:37:12, time: 1.281, data_time: 0.072, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8793, loss_cls: 1.1657, loss: 1.1657, grad_norm: 7.3590 2022-03-02 10:24:47,683 - mmaction - INFO - Epoch [336][620/1878] lr: 1.000e-03, eta: 8 days, 16:36:09, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8914, loss_cls: 1.1565, loss: 1.1565, grad_norm: 7.4621 2022-03-02 10:25:13,488 - mmaction - INFO - Epoch [336][640/1878] lr: 1.000e-03, eta: 8 days, 16:35:08, time: 1.290, data_time: 0.065, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8766, loss_cls: 1.2236, loss: 1.2236, grad_norm: 7.4745 2022-03-02 10:25:38,830 - mmaction - INFO - Epoch [336][660/1878] lr: 1.000e-03, eta: 8 days, 16:34:05, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8758, loss_cls: 1.1754, loss: 1.1754, grad_norm: 7.4398 2022-03-02 10:26:04,330 - mmaction - INFO - Epoch [336][680/1878] lr: 1.000e-03, eta: 8 days, 16:33:03, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8891, loss_cls: 1.1255, loss: 1.1255, grad_norm: 7.2782 2022-03-02 10:26:29,492 - mmaction - INFO - Epoch [336][700/1878] lr: 1.000e-03, eta: 8 days, 16:32:00, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8750, loss_cls: 1.1685, loss: 1.1685, grad_norm: 7.4776 2022-03-02 10:26:55,103 - mmaction - INFO - Epoch [336][720/1878] lr: 1.000e-03, eta: 8 days, 16:30:58, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8734, loss_cls: 1.1815, loss: 1.1815, grad_norm: 7.2745 2022-03-02 10:27:20,382 - mmaction - INFO - Epoch [336][740/1878] lr: 1.000e-03, eta: 8 days, 16:29:55, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8824, loss_cls: 1.1979, loss: 1.1979, grad_norm: 7.5686 2022-03-02 10:27:45,339 - mmaction - INFO - Epoch [336][760/1878] lr: 1.000e-03, eta: 8 days, 16:28:51, time: 1.247, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8766, loss_cls: 1.2049, loss: 1.2049, grad_norm: 7.4077 2022-03-02 10:28:10,415 - mmaction - INFO - Epoch [336][780/1878] lr: 1.000e-03, eta: 8 days, 16:27:47, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8848, loss_cls: 1.1635, loss: 1.1635, grad_norm: 7.4061 2022-03-02 10:28:35,677 - mmaction - INFO - Epoch [336][800/1878] lr: 1.000e-03, eta: 8 days, 16:26:44, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8801, loss_cls: 1.1779, loss: 1.1779, grad_norm: 7.4238 2022-03-02 10:29:01,283 - mmaction - INFO - Epoch [336][820/1878] lr: 1.000e-03, eta: 8 days, 16:25:42, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.7031, top5_acc: 0.8789, loss_cls: 1.2083, loss: 1.2083, grad_norm: 7.5431 2022-03-02 10:29:26,725 - mmaction - INFO - Epoch [336][840/1878] lr: 1.000e-03, eta: 8 days, 16:24:40, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8699, loss_cls: 1.2196, loss: 1.2196, grad_norm: 7.4006 2022-03-02 10:29:52,099 - mmaction - INFO - Epoch [336][860/1878] lr: 1.000e-03, eta: 8 days, 16:23:37, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8824, loss_cls: 1.1801, loss: 1.1801, grad_norm: 7.6345 2022-03-02 10:30:17,766 - mmaction - INFO - Epoch [336][880/1878] lr: 1.000e-03, eta: 8 days, 16:22:36, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8680, loss_cls: 1.2362, loss: 1.2362, grad_norm: 7.4730 2022-03-02 10:30:43,561 - mmaction - INFO - Epoch [336][900/1878] lr: 1.000e-03, eta: 8 days, 16:21:36, time: 1.291, data_time: 0.069, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8703, loss_cls: 1.2163, loss: 1.2163, grad_norm: 7.4835 2022-03-02 10:31:09,415 - mmaction - INFO - Epoch [336][920/1878] lr: 1.000e-03, eta: 8 days, 16:20:35, time: 1.293, data_time: 0.065, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8809, loss_cls: 1.1651, loss: 1.1651, grad_norm: 7.3091 2022-03-02 10:31:34,465 - mmaction - INFO - Epoch [336][940/1878] lr: 1.000e-03, eta: 8 days, 16:19:31, time: 1.252, data_time: 0.069, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8910, loss_cls: 1.1033, loss: 1.1033, grad_norm: 7.4035 2022-03-02 10:31:59,705 - mmaction - INFO - Epoch [336][960/1878] lr: 1.000e-03, eta: 8 days, 16:18:28, time: 1.263, data_time: 0.061, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8688, loss_cls: 1.2208, loss: 1.2208, grad_norm: 7.4675 2022-03-02 10:32:25,089 - mmaction - INFO - Epoch [336][980/1878] lr: 1.000e-03, eta: 8 days, 16:17:26, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8805, loss_cls: 1.1597, loss: 1.1597, grad_norm: 7.4086 2022-03-02 10:32:50,681 - mmaction - INFO - Epoch [336][1000/1878] lr: 1.000e-03, eta: 8 days, 16:16:24, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8820, loss_cls: 1.1874, loss: 1.1874, grad_norm: 7.5011 2022-03-02 10:33:16,078 - mmaction - INFO - Epoch [336][1020/1878] lr: 1.000e-03, eta: 8 days, 16:15:22, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8719, loss_cls: 1.1984, loss: 1.1984, grad_norm: 7.3812 2022-03-02 10:33:41,323 - mmaction - INFO - Epoch [336][1040/1878] lr: 1.000e-03, eta: 8 days, 16:14:19, time: 1.262, data_time: 0.061, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8918, loss_cls: 1.0918, loss: 1.0918, grad_norm: 7.2978 2022-03-02 10:34:06,490 - mmaction - INFO - Epoch [336][1060/1878] lr: 1.000e-03, eta: 8 days, 16:13:16, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8652, loss_cls: 1.2134, loss: 1.2134, grad_norm: 7.4755 2022-03-02 10:34:31,890 - mmaction - INFO - Epoch [336][1080/1878] lr: 1.000e-03, eta: 8 days, 16:12:14, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8824, loss_cls: 1.1425, loss: 1.1425, grad_norm: 7.3191 2022-03-02 10:34:57,619 - mmaction - INFO - Epoch [336][1100/1878] lr: 1.000e-03, eta: 8 days, 16:11:13, time: 1.284, data_time: 0.070, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8801, loss_cls: 1.1987, loss: 1.1987, grad_norm: 7.6510 2022-03-02 10:35:23,164 - mmaction - INFO - Epoch [336][1120/1878] lr: 1.000e-03, eta: 8 days, 16:10:11, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8855, loss_cls: 1.1909, loss: 1.1909, grad_norm: 7.6546 2022-03-02 10:35:48,743 - mmaction - INFO - Epoch [336][1140/1878] lr: 1.000e-03, eta: 8 days, 16:09:10, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8840, loss_cls: 1.1823, loss: 1.1823, grad_norm: 7.3754 2022-03-02 10:36:14,078 - mmaction - INFO - Epoch [336][1160/1878] lr: 1.000e-03, eta: 8 days, 16:08:07, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8695, loss_cls: 1.2490, loss: 1.2490, grad_norm: 7.6429 2022-03-02 10:36:39,429 - mmaction - INFO - Epoch [336][1180/1878] lr: 1.000e-03, eta: 8 days, 16:07:05, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8742, loss_cls: 1.2084, loss: 1.2084, grad_norm: 7.4874 2022-03-02 10:37:04,805 - mmaction - INFO - Epoch [336][1200/1878] lr: 1.000e-03, eta: 8 days, 16:06:03, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8875, loss_cls: 1.1277, loss: 1.1277, grad_norm: 7.2403 2022-03-02 10:37:29,797 - mmaction - INFO - Epoch [336][1220/1878] lr: 1.000e-03, eta: 8 days, 16:04:59, time: 1.248, data_time: 0.062, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8863, loss_cls: 1.1415, loss: 1.1415, grad_norm: 7.4278 2022-03-02 10:37:55,190 - mmaction - INFO - Epoch [336][1240/1878] lr: 1.000e-03, eta: 8 days, 16:03:57, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8746, loss_cls: 1.1938, loss: 1.1938, grad_norm: 7.4934 2022-03-02 10:38:20,635 - mmaction - INFO - Epoch [336][1260/1878] lr: 1.000e-03, eta: 8 days, 16:02:55, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8789, loss_cls: 1.1962, loss: 1.1962, grad_norm: 7.5418 2022-03-02 10:38:46,151 - mmaction - INFO - Epoch [336][1280/1878] lr: 1.000e-03, eta: 8 days, 16:01:53, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8887, loss_cls: 1.1161, loss: 1.1161, grad_norm: 7.3720 2022-03-02 10:39:11,733 - mmaction - INFO - Epoch [336][1300/1878] lr: 1.000e-03, eta: 8 days, 16:00:52, time: 1.280, data_time: 0.066, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8809, loss_cls: 1.1568, loss: 1.1568, grad_norm: 7.3838 2022-03-02 10:39:36,979 - mmaction - INFO - Epoch [336][1320/1878] lr: 1.000e-03, eta: 8 days, 15:59:49, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8809, loss_cls: 1.1674, loss: 1.1674, grad_norm: 7.3255 2022-03-02 10:40:02,195 - mmaction - INFO - Epoch [336][1340/1878] lr: 1.000e-03, eta: 8 days, 15:58:46, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8719, loss_cls: 1.1728, loss: 1.1728, grad_norm: 7.1841 2022-03-02 10:40:27,855 - mmaction - INFO - Epoch [336][1360/1878] lr: 1.000e-03, eta: 8 days, 15:57:45, time: 1.283, data_time: 0.073, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8738, loss_cls: 1.1918, loss: 1.1918, grad_norm: 7.5323 2022-03-02 10:40:53,229 - mmaction - INFO - Epoch [336][1380/1878] lr: 1.000e-03, eta: 8 days, 15:56:43, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8684, loss_cls: 1.2298, loss: 1.2298, grad_norm: 7.5586 2022-03-02 10:41:18,479 - mmaction - INFO - Epoch [336][1400/1878] lr: 1.000e-03, eta: 8 days, 15:55:40, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8746, loss_cls: 1.2015, loss: 1.2015, grad_norm: 7.5303 2022-03-02 10:41:43,684 - mmaction - INFO - Epoch [336][1420/1878] lr: 1.000e-03, eta: 8 days, 15:54:37, time: 1.260, data_time: 0.071, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8660, loss_cls: 1.2224, loss: 1.2224, grad_norm: 7.4355 2022-03-02 10:42:09,115 - mmaction - INFO - Epoch [336][1440/1878] lr: 1.000e-03, eta: 8 days, 15:53:36, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8812, loss_cls: 1.1474, loss: 1.1474, grad_norm: 7.3283 2022-03-02 10:42:34,260 - mmaction - INFO - Epoch [336][1460/1878] lr: 1.000e-03, eta: 8 days, 15:52:32, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8848, loss_cls: 1.1460, loss: 1.1460, grad_norm: 7.3362 2022-03-02 10:42:59,984 - mmaction - INFO - Epoch [336][1480/1878] lr: 1.000e-03, eta: 8 days, 15:51:32, time: 1.287, data_time: 0.069, memory: 9654, top1_acc: 0.7086, top5_acc: 0.8793, loss_cls: 1.2199, loss: 1.2199, grad_norm: 7.5339 2022-03-02 10:43:24,956 - mmaction - INFO - Epoch [336][1500/1878] lr: 1.000e-03, eta: 8 days, 15:50:28, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8871, loss_cls: 1.1344, loss: 1.1344, grad_norm: 7.2942 2022-03-02 10:43:50,467 - mmaction - INFO - Epoch [336][1520/1878] lr: 1.000e-03, eta: 8 days, 15:49:27, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8840, loss_cls: 1.1509, loss: 1.1509, grad_norm: 7.3393 2022-03-02 10:44:15,604 - mmaction - INFO - Epoch [336][1540/1878] lr: 1.000e-03, eta: 8 days, 15:48:24, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8754, loss_cls: 1.1864, loss: 1.1864, grad_norm: 7.4550 2022-03-02 10:44:40,883 - mmaction - INFO - Epoch [336][1560/1878] lr: 1.000e-03, eta: 8 days, 15:47:21, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8766, loss_cls: 1.1886, loss: 1.1886, grad_norm: 7.5147 2022-03-02 10:45:05,979 - mmaction - INFO - Epoch [336][1580/1878] lr: 1.000e-03, eta: 8 days, 15:46:18, time: 1.256, data_time: 0.059, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1630, loss: 1.1630, grad_norm: 7.4734 2022-03-02 10:45:31,142 - mmaction - INFO - Epoch [336][1600/1878] lr: 1.000e-03, eta: 8 days, 15:45:15, time: 1.258, data_time: 0.072, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8875, loss_cls: 1.1011, loss: 1.1011, grad_norm: 7.2720 2022-03-02 10:45:56,452 - mmaction - INFO - Epoch [336][1620/1878] lr: 1.000e-03, eta: 8 days, 15:44:13, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8805, loss_cls: 1.1361, loss: 1.1361, grad_norm: 7.3456 2022-03-02 10:46:21,607 - mmaction - INFO - Epoch [336][1640/1878] lr: 1.000e-03, eta: 8 days, 15:43:10, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8852, loss_cls: 1.1580, loss: 1.1580, grad_norm: 7.3167 2022-03-02 10:46:46,876 - mmaction - INFO - Epoch [336][1660/1878] lr: 1.000e-03, eta: 8 days, 15:42:08, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8824, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.2685 2022-03-02 10:47:12,137 - mmaction - INFO - Epoch [336][1680/1878] lr: 1.000e-03, eta: 8 days, 15:41:05, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8895, loss_cls: 1.1448, loss: 1.1448, grad_norm: 7.3886 2022-03-02 10:47:37,369 - mmaction - INFO - Epoch [336][1700/1878] lr: 1.000e-03, eta: 8 days, 15:40:03, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8766, loss_cls: 1.1822, loss: 1.1822, grad_norm: 7.5701 2022-03-02 10:48:02,786 - mmaction - INFO - Epoch [336][1720/1878] lr: 1.000e-03, eta: 8 days, 15:39:01, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8754, loss_cls: 1.1700, loss: 1.1700, grad_norm: 7.4197 2022-03-02 10:48:27,521 - mmaction - INFO - Epoch [336][1740/1878] lr: 1.000e-03, eta: 8 days, 15:37:56, time: 1.236, data_time: 0.062, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8828, loss_cls: 1.1664, loss: 1.1664, grad_norm: 7.5042 2022-03-02 10:48:52,610 - mmaction - INFO - Epoch [336][1760/1878] lr: 1.000e-03, eta: 8 days, 15:36:53, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8812, loss_cls: 1.2068, loss: 1.2068, grad_norm: 7.4220 2022-03-02 10:49:17,860 - mmaction - INFO - Epoch [336][1780/1878] lr: 1.000e-03, eta: 8 days, 15:35:51, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8746, loss_cls: 1.2130, loss: 1.2130, grad_norm: 7.4736 2022-03-02 10:49:43,543 - mmaction - INFO - Epoch [336][1800/1878] lr: 1.000e-03, eta: 8 days, 15:34:50, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8836, loss_cls: 1.1571, loss: 1.1571, grad_norm: 7.2529 2022-03-02 10:50:08,707 - mmaction - INFO - Epoch [336][1820/1878] lr: 1.000e-03, eta: 8 days, 15:33:47, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8828, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.5008 2022-03-02 10:50:34,143 - mmaction - INFO - Epoch [336][1840/1878] lr: 1.000e-03, eta: 8 days, 15:32:46, time: 1.273, data_time: 0.074, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8742, loss_cls: 1.2060, loss: 1.2060, grad_norm: 7.5293 2022-03-02 10:50:59,387 - mmaction - INFO - Epoch [336][1860/1878] lr: 1.000e-03, eta: 8 days, 15:31:43, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8766, loss_cls: 1.1550, loss: 1.1550, grad_norm: 7.2859 2022-03-02 10:51:31,494 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 10:51:31,585 - mmaction - INFO - 110 BN found 2022-03-02 10:56:43,834 - mmaction - INFO - BN stats updated 2022-03-02 10:56:45,839 - mmaction - INFO - Saving checkpoint at 336 epochs 2022-03-02 11:00:12,672 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-02 11:00:13,580 - mmaction - INFO - top1_acc 0.6937 top5_acc 0.8811 2022-03-02 11:00:13,581 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-02 11:00:13,625 - mmaction - INFO - mean_acc 0.6937 2022-03-02 11:00:13,638 - mmaction - INFO - Epoch(val) [336][155] top1_acc: 0.6937, top5_acc: 0.8811, mean_class_accuracy: 0.6937 2022-03-02 11:00:14,494 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 11:01:48,293 - mmaction - INFO - Epoch [337][20/1878] lr: 1.000e-03, eta: 8 days, 15:32:58, time: 4.688, data_time: 3.422, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8855, loss_cls: 1.1241, loss: 1.1241, grad_norm: 7.1457 2022-03-02 11:02:13,277 - mmaction - INFO - Epoch [337][40/1878] lr: 1.000e-03, eta: 8 days, 15:31:54, time: 1.250, data_time: 0.073, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8781, loss_cls: 1.1819, loss: 1.1819, grad_norm: 7.1895 2022-03-02 11:02:38,643 - mmaction - INFO - Epoch [337][60/1878] lr: 1.000e-03, eta: 8 days, 15:30:53, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8793, loss_cls: 1.1682, loss: 1.1682, grad_norm: 7.5364 2022-03-02 11:03:03,154 - mmaction - INFO - Epoch [337][80/1878] lr: 1.000e-03, eta: 8 days, 15:29:47, time: 1.225, data_time: 0.071, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8684, loss_cls: 1.2198, loss: 1.2198, grad_norm: 7.5774 2022-03-02 11:03:27,763 - mmaction - INFO - Epoch [337][100/1878] lr: 1.000e-03, eta: 8 days, 15:28:42, time: 1.230, data_time: 0.069, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8793, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.4690 2022-03-02 11:03:52,906 - mmaction - INFO - Epoch [337][120/1878] lr: 1.000e-03, eta: 8 days, 15:27:39, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8824, loss_cls: 1.1647, loss: 1.1647, grad_norm: 7.3105 2022-03-02 11:04:17,867 - mmaction - INFO - Epoch [337][140/1878] lr: 1.000e-03, eta: 8 days, 15:26:36, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8883, loss_cls: 1.0980, loss: 1.0980, grad_norm: 7.2851 2022-03-02 11:04:42,673 - mmaction - INFO - Epoch [337][160/1878] lr: 1.000e-03, eta: 8 days, 15:25:32, time: 1.240, data_time: 0.062, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8832, loss_cls: 1.1591, loss: 1.1591, grad_norm: 7.5103 2022-03-02 11:05:07,801 - mmaction - INFO - Epoch [337][180/1878] lr: 1.000e-03, eta: 8 days, 15:24:29, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8801, loss_cls: 1.1593, loss: 1.1593, grad_norm: 7.3927 2022-03-02 11:05:32,657 - mmaction - INFO - Epoch [337][200/1878] lr: 1.000e-03, eta: 8 days, 15:23:25, time: 1.242, data_time: 0.069, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8816, loss_cls: 1.1782, loss: 1.1782, grad_norm: 7.6138 2022-03-02 11:05:58,123 - mmaction - INFO - Epoch [337][220/1878] lr: 1.000e-03, eta: 8 days, 15:22:24, time: 1.274, data_time: 0.070, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8910, loss_cls: 1.1284, loss: 1.1284, grad_norm: 7.3546 2022-03-02 11:06:23,473 - mmaction - INFO - Epoch [337][240/1878] lr: 1.000e-03, eta: 8 days, 15:21:22, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8805, loss_cls: 1.1343, loss: 1.1343, grad_norm: 7.4056 2022-03-02 11:06:48,704 - mmaction - INFO - Epoch [337][260/1878] lr: 1.000e-03, eta: 8 days, 15:20:20, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8836, loss_cls: 1.1481, loss: 1.1481, grad_norm: 7.4751 2022-03-02 11:07:13,986 - mmaction - INFO - Epoch [337][280/1878] lr: 1.000e-03, eta: 8 days, 15:19:18, time: 1.263, data_time: 0.059, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8758, loss_cls: 1.1878, loss: 1.1878, grad_norm: 7.5359 2022-03-02 11:07:39,214 - mmaction - INFO - Epoch [337][300/1878] lr: 1.000e-03, eta: 8 days, 15:18:15, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8926, loss_cls: 1.1432, loss: 1.1432, grad_norm: 7.4590 2022-03-02 11:08:04,627 - mmaction - INFO - Epoch [337][320/1878] lr: 1.000e-03, eta: 8 days, 15:17:14, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7070, top5_acc: 0.8730, loss_cls: 1.2423, loss: 1.2423, grad_norm: 7.5219 2022-03-02 11:08:29,977 - mmaction - INFO - Epoch [337][340/1878] lr: 1.000e-03, eta: 8 days, 15:16:12, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8820, loss_cls: 1.1822, loss: 1.1822, grad_norm: 7.3090 2022-03-02 11:08:55,247 - mmaction - INFO - Epoch [337][360/1878] lr: 1.000e-03, eta: 8 days, 15:15:10, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8754, loss_cls: 1.1877, loss: 1.1877, grad_norm: 7.5179 2022-03-02 11:09:20,459 - mmaction - INFO - Epoch [337][380/1878] lr: 1.000e-03, eta: 8 days, 15:14:08, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8867, loss_cls: 1.1524, loss: 1.1524, grad_norm: 7.4582 2022-03-02 11:09:45,343 - mmaction - INFO - Epoch [337][400/1878] lr: 1.000e-03, eta: 8 days, 15:13:04, time: 1.245, data_time: 0.062, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8785, loss_cls: 1.1579, loss: 1.1579, grad_norm: 7.4303 2022-03-02 11:10:10,768 - mmaction - INFO - Epoch [337][420/1878] lr: 1.000e-03, eta: 8 days, 15:12:03, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8793, loss_cls: 1.1799, loss: 1.1799, grad_norm: 7.4558 2022-03-02 11:10:35,987 - mmaction - INFO - Epoch [337][440/1878] lr: 1.000e-03, eta: 8 days, 15:11:01, time: 1.263, data_time: 0.076, memory: 9654, top1_acc: 0.7055, top5_acc: 0.8773, loss_cls: 1.1781, loss: 1.1781, grad_norm: 7.4621 2022-03-02 11:11:01,524 - mmaction - INFO - Epoch [337][460/1878] lr: 1.000e-03, eta: 8 days, 15:10:00, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8867, loss_cls: 1.1497, loss: 1.1497, grad_norm: 7.4121 2022-03-02 11:11:26,765 - mmaction - INFO - Epoch [337][480/1878] lr: 1.000e-03, eta: 8 days, 15:08:58, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8938, loss_cls: 1.1086, loss: 1.1086, grad_norm: 7.3399 2022-03-02 11:11:51,758 - mmaction - INFO - Epoch [337][500/1878] lr: 1.000e-03, eta: 8 days, 15:07:55, time: 1.250, data_time: 0.072, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8902, loss_cls: 1.1563, loss: 1.1563, grad_norm: 7.3752 2022-03-02 11:12:17,171 - mmaction - INFO - Epoch [337][520/1878] lr: 1.000e-03, eta: 8 days, 15:06:53, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8695, loss_cls: 1.2053, loss: 1.2053, grad_norm: 7.3614 2022-03-02 11:12:42,127 - mmaction - INFO - Epoch [337][540/1878] lr: 1.000e-03, eta: 8 days, 15:05:50, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8773, loss_cls: 1.1858, loss: 1.1858, grad_norm: 7.3777 2022-03-02 11:13:07,706 - mmaction - INFO - Epoch [337][560/1878] lr: 1.000e-03, eta: 8 days, 15:04:49, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8762, loss_cls: 1.1777, loss: 1.1777, grad_norm: 7.3361 2022-03-02 11:13:33,022 - mmaction - INFO - Epoch [337][580/1878] lr: 1.000e-03, eta: 8 days, 15:03:48, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8727, loss_cls: 1.1843, loss: 1.1843, grad_norm: 7.6148 2022-03-02 11:13:58,310 - mmaction - INFO - Epoch [337][600/1878] lr: 1.000e-03, eta: 8 days, 15:02:46, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8781, loss_cls: 1.1754, loss: 1.1754, grad_norm: 7.4891 2022-03-02 11:14:23,644 - mmaction - INFO - Epoch [337][620/1878] lr: 1.000e-03, eta: 8 days, 15:01:44, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8875, loss_cls: 1.1471, loss: 1.1471, grad_norm: 7.4276 2022-03-02 11:14:49,187 - mmaction - INFO - Epoch [337][640/1878] lr: 1.000e-03, eta: 8 days, 15:00:43, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8863, loss_cls: 1.1372, loss: 1.1372, grad_norm: 7.5019 2022-03-02 11:15:14,176 - mmaction - INFO - Epoch [337][660/1878] lr: 1.000e-03, eta: 8 days, 14:59:40, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8828, loss_cls: 1.1146, loss: 1.1146, grad_norm: 7.0603 2022-03-02 11:15:39,448 - mmaction - INFO - Epoch [337][680/1878] lr: 1.000e-03, eta: 8 days, 14:58:39, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8836, loss_cls: 1.1702, loss: 1.1702, grad_norm: 7.3652 2022-03-02 11:16:05,120 - mmaction - INFO - Epoch [337][700/1878] lr: 1.000e-03, eta: 8 days, 14:57:38, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8672, loss_cls: 1.2234, loss: 1.2234, grad_norm: 7.6239 2022-03-02 11:16:30,078 - mmaction - INFO - Epoch [337][720/1878] lr: 1.000e-03, eta: 8 days, 14:56:35, time: 1.248, data_time: 0.061, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8621, loss_cls: 1.2559, loss: 1.2559, grad_norm: 7.5683 2022-03-02 11:16:55,729 - mmaction - INFO - Epoch [337][740/1878] lr: 1.000e-03, eta: 8 days, 14:55:35, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8812, loss_cls: 1.1977, loss: 1.1977, grad_norm: 7.5284 2022-03-02 11:17:21,261 - mmaction - INFO - Epoch [337][760/1878] lr: 1.000e-03, eta: 8 days, 14:54:34, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8758, loss_cls: 1.2256, loss: 1.2256, grad_norm: 7.3792 2022-03-02 11:17:46,325 - mmaction - INFO - Epoch [337][780/1878] lr: 1.000e-03, eta: 8 days, 14:53:32, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8902, loss_cls: 1.1499, loss: 1.1499, grad_norm: 7.2833 2022-03-02 11:18:11,392 - mmaction - INFO - Epoch [337][800/1878] lr: 1.000e-03, eta: 8 days, 14:52:29, time: 1.254, data_time: 0.071, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8852, loss_cls: 1.1501, loss: 1.1501, grad_norm: 7.4738 2022-03-02 11:18:36,772 - mmaction - INFO - Epoch [337][820/1878] lr: 1.000e-03, eta: 8 days, 14:51:28, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8895, loss_cls: 1.1458, loss: 1.1458, grad_norm: 7.3963 2022-03-02 11:19:02,150 - mmaction - INFO - Epoch [337][840/1878] lr: 1.000e-03, eta: 8 days, 14:50:27, time: 1.269, data_time: 0.073, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8922, loss_cls: 1.1296, loss: 1.1296, grad_norm: 7.4110 2022-03-02 11:19:26,970 - mmaction - INFO - Epoch [337][860/1878] lr: 1.000e-03, eta: 8 days, 14:49:23, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8789, loss_cls: 1.1954, loss: 1.1954, grad_norm: 7.5485 2022-03-02 11:19:52,267 - mmaction - INFO - Epoch [337][880/1878] lr: 1.000e-03, eta: 8 days, 14:48:21, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8770, loss_cls: 1.1676, loss: 1.1676, grad_norm: 7.4328 2022-03-02 11:20:17,436 - mmaction - INFO - Epoch [337][900/1878] lr: 1.000e-03, eta: 8 days, 14:47:19, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8824, loss_cls: 1.1448, loss: 1.1448, grad_norm: 7.3400 2022-03-02 11:20:43,107 - mmaction - INFO - Epoch [337][920/1878] lr: 1.000e-03, eta: 8 days, 14:46:19, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8715, loss_cls: 1.1912, loss: 1.1912, grad_norm: 7.3752 2022-03-02 11:21:08,382 - mmaction - INFO - Epoch [337][940/1878] lr: 1.000e-03, eta: 8 days, 14:45:18, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8848, loss_cls: 1.1715, loss: 1.1715, grad_norm: 7.4366 2022-03-02 11:21:33,979 - mmaction - INFO - Epoch [337][960/1878] lr: 1.000e-03, eta: 8 days, 14:44:17, time: 1.280, data_time: 0.060, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8879, loss_cls: 1.1632, loss: 1.1632, grad_norm: 7.5161 2022-03-02 11:21:59,542 - mmaction - INFO - Epoch [337][980/1878] lr: 1.000e-03, eta: 8 days, 14:43:17, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8777, loss_cls: 1.1687, loss: 1.1687, grad_norm: 7.4230 2022-03-02 11:22:24,355 - mmaction - INFO - Epoch [337][1000/1878] lr: 1.000e-03, eta: 8 days, 14:42:13, time: 1.240, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8820, loss_cls: 1.1683, loss: 1.1683, grad_norm: 7.4323 2022-03-02 11:22:49,506 - mmaction - INFO - Epoch [337][1020/1878] lr: 1.000e-03, eta: 8 days, 14:41:11, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8934, loss_cls: 1.1364, loss: 1.1364, grad_norm: 7.4876 2022-03-02 11:23:15,100 - mmaction - INFO - Epoch [337][1040/1878] lr: 1.000e-03, eta: 8 days, 14:40:11, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8844, loss_cls: 1.1842, loss: 1.1842, grad_norm: 7.6084 2022-03-02 11:23:40,348 - mmaction - INFO - Epoch [337][1060/1878] lr: 1.000e-03, eta: 8 days, 14:39:09, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8809, loss_cls: 1.1914, loss: 1.1914, grad_norm: 7.5095 2022-03-02 11:24:05,320 - mmaction - INFO - Epoch [337][1080/1878] lr: 1.000e-03, eta: 8 days, 14:38:06, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8910, loss_cls: 1.1235, loss: 1.1235, grad_norm: 7.3108 2022-03-02 11:24:30,846 - mmaction - INFO - Epoch [337][1100/1878] lr: 1.000e-03, eta: 8 days, 14:37:06, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8859, loss_cls: 1.1614, loss: 1.1614, grad_norm: 7.4441 2022-03-02 11:24:56,344 - mmaction - INFO - Epoch [337][1120/1878] lr: 1.000e-03, eta: 8 days, 14:36:05, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8914, loss_cls: 1.1251, loss: 1.1251, grad_norm: 7.4540 2022-03-02 11:25:21,694 - mmaction - INFO - Epoch [337][1140/1878] lr: 1.000e-03, eta: 8 days, 14:35:04, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8828, loss_cls: 1.1731, loss: 1.1731, grad_norm: 7.5299 2022-03-02 11:25:47,377 - mmaction - INFO - Epoch [337][1160/1878] lr: 1.000e-03, eta: 8 days, 14:34:04, time: 1.283, data_time: 0.068, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8652, loss_cls: 1.2521, loss: 1.2521, grad_norm: 7.4957 2022-03-02 11:26:12,859 - mmaction - INFO - Epoch [337][1180/1878] lr: 1.000e-03, eta: 8 days, 14:33:04, time: 1.275, data_time: 0.072, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8914, loss_cls: 1.1335, loss: 1.1335, grad_norm: 7.2339 2022-03-02 11:26:37,933 - mmaction - INFO - Epoch [337][1200/1878] lr: 1.000e-03, eta: 8 days, 14:32:01, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8656, loss_cls: 1.2057, loss: 1.2057, grad_norm: 7.4495 2022-03-02 11:27:03,302 - mmaction - INFO - Epoch [337][1220/1878] lr: 1.000e-03, eta: 8 days, 14:31:00, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8871, loss_cls: 1.1476, loss: 1.1476, grad_norm: 7.4084 2022-03-02 11:27:28,763 - mmaction - INFO - Epoch [337][1240/1878] lr: 1.000e-03, eta: 8 days, 14:30:00, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8859, loss_cls: 1.1513, loss: 1.1513, grad_norm: 7.5219 2022-03-02 11:27:54,049 - mmaction - INFO - Epoch [337][1260/1878] lr: 1.000e-03, eta: 8 days, 14:28:58, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7109, top5_acc: 0.8801, loss_cls: 1.1935, loss: 1.1935, grad_norm: 7.5207 2022-03-02 11:28:19,106 - mmaction - INFO - Epoch [337][1280/1878] lr: 1.000e-03, eta: 8 days, 14:27:56, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8812, loss_cls: 1.1496, loss: 1.1496, grad_norm: 7.4368 2022-03-02 11:28:44,073 - mmaction - INFO - Epoch [337][1300/1878] lr: 1.000e-03, eta: 8 days, 14:26:53, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8777, loss_cls: 1.1932, loss: 1.1932, grad_norm: 7.6103 2022-03-02 11:29:09,285 - mmaction - INFO - Epoch [337][1320/1878] lr: 1.000e-03, eta: 8 days, 14:25:52, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8887, loss_cls: 1.1196, loss: 1.1196, grad_norm: 7.3847 2022-03-02 11:29:34,359 - mmaction - INFO - Epoch [337][1340/1878] lr: 1.000e-03, eta: 8 days, 14:24:49, time: 1.254, data_time: 0.069, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8820, loss_cls: 1.1918, loss: 1.1918, grad_norm: 7.7214 2022-03-02 11:29:59,507 - mmaction - INFO - Epoch [337][1360/1878] lr: 1.000e-03, eta: 8 days, 14:23:47, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8758, loss_cls: 1.1969, loss: 1.1969, grad_norm: 7.5475 2022-03-02 11:30:25,017 - mmaction - INFO - Epoch [337][1380/1878] lr: 1.000e-03, eta: 8 days, 14:22:47, time: 1.275, data_time: 0.070, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8840, loss_cls: 1.1854, loss: 1.1854, grad_norm: 7.4911 2022-03-02 11:30:50,974 - mmaction - INFO - Epoch [337][1400/1878] lr: 1.000e-03, eta: 8 days, 14:21:49, time: 1.298, data_time: 0.067, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8824, loss_cls: 1.1782, loss: 1.1782, grad_norm: 7.5239 2022-03-02 11:31:16,939 - mmaction - INFO - Epoch [337][1420/1878] lr: 1.000e-03, eta: 8 days, 14:20:50, time: 1.299, data_time: 0.067, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8832, loss_cls: 1.1842, loss: 1.1842, grad_norm: 7.5517 2022-03-02 11:31:42,271 - mmaction - INFO - Epoch [337][1440/1878] lr: 1.000e-03, eta: 8 days, 14:19:49, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8859, loss_cls: 1.1522, loss: 1.1522, grad_norm: 7.5289 2022-03-02 11:32:07,052 - mmaction - INFO - Epoch [337][1460/1878] lr: 1.000e-03, eta: 8 days, 14:18:46, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8871, loss_cls: 1.1542, loss: 1.1542, grad_norm: 7.4313 2022-03-02 11:32:32,706 - mmaction - INFO - Epoch [337][1480/1878] lr: 1.000e-03, eta: 8 days, 14:17:46, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8793, loss_cls: 1.1882, loss: 1.1882, grad_norm: 7.4060 2022-03-02 11:32:57,811 - mmaction - INFO - Epoch [337][1500/1878] lr: 1.000e-03, eta: 8 days, 14:16:44, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8727, loss_cls: 1.2276, loss: 1.2276, grad_norm: 7.7572 2022-03-02 11:33:22,962 - mmaction - INFO - Epoch [337][1520/1878] lr: 1.000e-03, eta: 8 days, 14:15:42, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8754, loss_cls: 1.1842, loss: 1.1842, grad_norm: 7.5996 2022-03-02 11:33:48,582 - mmaction - INFO - Epoch [337][1540/1878] lr: 1.000e-03, eta: 8 days, 14:14:42, time: 1.280, data_time: 0.066, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8734, loss_cls: 1.1737, loss: 1.1737, grad_norm: 7.4339 2022-03-02 11:34:14,492 - mmaction - INFO - Epoch [337][1560/1878] lr: 1.000e-03, eta: 8 days, 14:13:44, time: 1.296, data_time: 0.066, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8801, loss_cls: 1.1862, loss: 1.1862, grad_norm: 7.5838 2022-03-02 11:34:39,952 - mmaction - INFO - Epoch [337][1580/1878] lr: 1.000e-03, eta: 8 days, 14:12:43, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8840, loss_cls: 1.1494, loss: 1.1494, grad_norm: 7.4544 2022-03-02 11:35:05,199 - mmaction - INFO - Epoch [337][1600/1878] lr: 1.000e-03, eta: 8 days, 14:11:42, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8816, loss_cls: 1.1331, loss: 1.1331, grad_norm: 7.3748 2022-03-02 11:35:30,689 - mmaction - INFO - Epoch [337][1620/1878] lr: 1.000e-03, eta: 8 days, 14:10:42, time: 1.276, data_time: 0.072, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8809, loss_cls: 1.1583, loss: 1.1583, grad_norm: 7.5313 2022-03-02 11:35:56,022 - mmaction - INFO - Epoch [337][1640/1878] lr: 1.000e-03, eta: 8 days, 14:09:41, time: 1.266, data_time: 0.070, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8758, loss_cls: 1.2096, loss: 1.2096, grad_norm: 7.7020 2022-03-02 11:36:21,175 - mmaction - INFO - Epoch [337][1660/1878] lr: 1.000e-03, eta: 8 days, 14:08:39, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7090, top5_acc: 0.8773, loss_cls: 1.2070, loss: 1.2070, grad_norm: 7.8890 2022-03-02 11:36:46,186 - mmaction - INFO - Epoch [337][1680/1878] lr: 1.000e-03, eta: 8 days, 14:07:37, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8801, loss_cls: 1.1753, loss: 1.1753, grad_norm: 7.6156 2022-03-02 11:37:11,782 - mmaction - INFO - Epoch [337][1700/1878] lr: 1.000e-03, eta: 8 days, 14:06:37, time: 1.280, data_time: 0.070, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8820, loss_cls: 1.1533, loss: 1.1533, grad_norm: 7.5775 2022-03-02 11:37:37,248 - mmaction - INFO - Epoch [337][1720/1878] lr: 1.000e-03, eta: 8 days, 14:05:36, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8773, loss_cls: 1.2038, loss: 1.2038, grad_norm: 7.6933 2022-03-02 11:38:02,326 - mmaction - INFO - Epoch [337][1740/1878] lr: 1.000e-03, eta: 8 days, 14:04:35, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8703, loss_cls: 1.1834, loss: 1.1834, grad_norm: 7.3891 2022-03-02 11:38:27,582 - mmaction - INFO - Epoch [337][1760/1878] lr: 1.000e-03, eta: 8 days, 14:03:33, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8852, loss_cls: 1.1913, loss: 1.1913, grad_norm: 7.5695 2022-03-02 11:38:52,706 - mmaction - INFO - Epoch [337][1780/1878] lr: 1.000e-03, eta: 8 days, 14:02:32, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8801, loss_cls: 1.1322, loss: 1.1322, grad_norm: 7.2995 2022-03-02 11:39:18,176 - mmaction - INFO - Epoch [337][1800/1878] lr: 1.000e-03, eta: 8 days, 14:01:31, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8855, loss_cls: 1.1295, loss: 1.1295, grad_norm: 7.3419 2022-03-02 11:39:43,602 - mmaction - INFO - Epoch [337][1820/1878] lr: 1.000e-03, eta: 8 days, 14:00:31, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8750, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.5117 2022-03-02 11:40:08,983 - mmaction - INFO - Epoch [337][1840/1878] lr: 1.000e-03, eta: 8 days, 13:59:30, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8871, loss_cls: 1.1189, loss: 1.1189, grad_norm: 7.1842 2022-03-02 11:40:34,687 - mmaction - INFO - Epoch [337][1860/1878] lr: 1.000e-03, eta: 8 days, 13:58:31, time: 1.285, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8758, loss_cls: 1.1960, loss: 1.1960, grad_norm: 7.4778 2022-03-02 11:41:03,675 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 11:43:07,553 - mmaction - INFO - Epoch [338][20/1878] lr: 1.000e-03, eta: 8 days, 14:01:48, time: 6.193, data_time: 4.936, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8797, loss_cls: 1.1888, loss: 1.1888, grad_norm: 7.5172 2022-03-02 11:43:32,248 - mmaction - INFO - Epoch [338][40/1878] lr: 1.000e-03, eta: 8 days, 14:00:44, time: 1.235, data_time: 0.086, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8766, loss_cls: 1.1479, loss: 1.1479, grad_norm: 7.4840 2022-03-02 11:43:58,303 - mmaction - INFO - Epoch [338][60/1878] lr: 1.000e-03, eta: 8 days, 13:59:46, time: 1.302, data_time: 0.071, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8766, loss_cls: 1.1761, loss: 1.1761, grad_norm: 7.5372 2022-03-02 11:44:22,695 - mmaction - INFO - Epoch [338][80/1878] lr: 1.000e-03, eta: 8 days, 13:58:42, time: 1.219, data_time: 0.065, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8711, loss_cls: 1.1875, loss: 1.1875, grad_norm: 7.3923 2022-03-02 11:44:47,917 - mmaction - INFO - Epoch [338][100/1878] lr: 1.000e-03, eta: 8 days, 13:57:40, time: 1.261, data_time: 0.076, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.1927, loss: 1.1927, grad_norm: 7.5869 2022-03-02 11:45:13,295 - mmaction - INFO - Epoch [338][120/1878] lr: 1.000e-03, eta: 8 days, 13:56:40, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8770, loss_cls: 1.2041, loss: 1.2041, grad_norm: 7.6412 2022-03-02 11:45:38,105 - mmaction - INFO - Epoch [338][140/1878] lr: 1.000e-03, eta: 8 days, 13:55:37, time: 1.241, data_time: 0.069, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8820, loss_cls: 1.1636, loss: 1.1636, grad_norm: 7.5933 2022-03-02 11:46:03,280 - mmaction - INFO - Epoch [338][160/1878] lr: 1.000e-03, eta: 8 days, 13:54:36, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8836, loss_cls: 1.1535, loss: 1.1535, grad_norm: 7.3653 2022-03-02 11:46:28,459 - mmaction - INFO - Epoch [338][180/1878] lr: 1.000e-03, eta: 8 days, 13:53:34, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8812, loss_cls: 1.1311, loss: 1.1311, grad_norm: 7.3066 2022-03-02 11:46:53,278 - mmaction - INFO - Epoch [338][200/1878] lr: 1.000e-03, eta: 8 days, 13:52:31, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8691, loss_cls: 1.2171, loss: 1.2171, grad_norm: 7.4674 2022-03-02 11:47:18,167 - mmaction - INFO - Epoch [338][220/1878] lr: 1.000e-03, eta: 8 days, 13:51:29, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8867, loss_cls: 1.1371, loss: 1.1371, grad_norm: 7.3273 2022-03-02 11:47:43,407 - mmaction - INFO - Epoch [338][240/1878] lr: 1.000e-03, eta: 8 days, 13:50:27, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8773, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.4408 2022-03-02 11:48:08,635 - mmaction - INFO - Epoch [338][260/1878] lr: 1.000e-03, eta: 8 days, 13:49:26, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8832, loss_cls: 1.1823, loss: 1.1823, grad_norm: 7.5178 2022-03-02 11:48:33,977 - mmaction - INFO - Epoch [338][280/1878] lr: 1.000e-03, eta: 8 days, 13:48:26, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8863, loss_cls: 1.1610, loss: 1.1610, grad_norm: 7.6511 2022-03-02 11:48:59,444 - mmaction - INFO - Epoch [338][300/1878] lr: 1.000e-03, eta: 8 days, 13:47:26, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8895, loss_cls: 1.1487, loss: 1.1487, grad_norm: 7.5683 2022-03-02 11:49:24,804 - mmaction - INFO - Epoch [338][320/1878] lr: 1.000e-03, eta: 8 days, 13:46:25, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8766, loss_cls: 1.1998, loss: 1.1998, grad_norm: 7.7101 2022-03-02 11:49:50,229 - mmaction - INFO - Epoch [338][340/1878] lr: 1.000e-03, eta: 8 days, 13:45:25, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8863, loss_cls: 1.1594, loss: 1.1594, grad_norm: 7.6121 2022-03-02 11:50:15,644 - mmaction - INFO - Epoch [338][360/1878] lr: 1.000e-03, eta: 8 days, 13:44:25, time: 1.271, data_time: 0.071, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8824, loss_cls: 1.1601, loss: 1.1601, grad_norm: 7.4866 2022-03-02 11:50:41,235 - mmaction - INFO - Epoch [338][380/1878] lr: 1.000e-03, eta: 8 days, 13:43:25, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8875, loss_cls: 1.1328, loss: 1.1328, grad_norm: 7.3047 2022-03-02 11:51:06,647 - mmaction - INFO - Epoch [338][400/1878] lr: 1.000e-03, eta: 8 days, 13:42:25, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8832, loss_cls: 1.1546, loss: 1.1546, grad_norm: 7.6708 2022-03-02 11:51:32,338 - mmaction - INFO - Epoch [338][420/1878] lr: 1.000e-03, eta: 8 days, 13:41:25, time: 1.283, data_time: 0.065, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1384, loss: 1.1384, grad_norm: 7.5215 2022-03-02 11:51:57,623 - mmaction - INFO - Epoch [338][440/1878] lr: 1.000e-03, eta: 8 days, 13:40:25, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8855, loss_cls: 1.1752, loss: 1.1752, grad_norm: 7.4720 2022-03-02 11:52:23,021 - mmaction - INFO - Epoch [338][460/1878] lr: 1.000e-03, eta: 8 days, 13:39:24, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8828, loss_cls: 1.1992, loss: 1.1992, grad_norm: 7.6538 2022-03-02 11:52:48,139 - mmaction - INFO - Epoch [338][480/1878] lr: 1.000e-03, eta: 8 days, 13:38:23, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8938, loss_cls: 1.1089, loss: 1.1089, grad_norm: 7.3533 2022-03-02 11:53:13,139 - mmaction - INFO - Epoch [338][500/1878] lr: 1.000e-03, eta: 8 days, 13:37:21, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8898, loss_cls: 1.1177, loss: 1.1177, grad_norm: 7.4225 2022-03-02 11:53:38,189 - mmaction - INFO - Epoch [338][520/1878] lr: 1.000e-03, eta: 8 days, 13:36:19, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8770, loss_cls: 1.1594, loss: 1.1594, grad_norm: 7.5180 2022-03-02 11:54:03,522 - mmaction - INFO - Epoch [338][540/1878] lr: 1.000e-03, eta: 8 days, 13:35:19, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.1032, loss: 1.1032, grad_norm: 7.4178 2022-03-02 11:54:28,721 - mmaction - INFO - Epoch [338][560/1878] lr: 1.000e-03, eta: 8 days, 13:34:18, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8707, loss_cls: 1.1910, loss: 1.1910, grad_norm: 7.6468 2022-03-02 11:54:53,703 - mmaction - INFO - Epoch [338][580/1878] lr: 1.000e-03, eta: 8 days, 13:33:16, time: 1.249, data_time: 0.067, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8945, loss_cls: 1.1234, loss: 1.1234, grad_norm: 7.6150 2022-03-02 11:55:18,923 - mmaction - INFO - Epoch [338][600/1878] lr: 1.000e-03, eta: 8 days, 13:32:15, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8797, loss_cls: 1.1751, loss: 1.1751, grad_norm: 7.6333 2022-03-02 11:55:43,708 - mmaction - INFO - Epoch [338][620/1878] lr: 1.000e-03, eta: 8 days, 13:31:12, time: 1.239, data_time: 0.069, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8738, loss_cls: 1.1855, loss: 1.1855, grad_norm: 7.4463 2022-03-02 11:56:09,155 - mmaction - INFO - Epoch [338][640/1878] lr: 1.000e-03, eta: 8 days, 13:30:12, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8902, loss_cls: 1.1067, loss: 1.1067, grad_norm: 7.3514 2022-03-02 11:56:34,335 - mmaction - INFO - Epoch [338][660/1878] lr: 1.000e-03, eta: 8 days, 13:29:11, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8730, loss_cls: 1.2157, loss: 1.2157, grad_norm: 7.5275 2022-03-02 11:56:59,687 - mmaction - INFO - Epoch [338][680/1878] lr: 1.000e-03, eta: 8 days, 13:28:11, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8871, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.4419 2022-03-02 11:57:24,673 - mmaction - INFO - Epoch [338][700/1878] lr: 1.000e-03, eta: 8 days, 13:27:09, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8879, loss_cls: 1.1245, loss: 1.1245, grad_norm: 7.4738 2022-03-02 11:57:49,900 - mmaction - INFO - Epoch [338][720/1878] lr: 1.000e-03, eta: 8 days, 13:26:08, time: 1.262, data_time: 0.060, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8793, loss_cls: 1.1703, loss: 1.1703, grad_norm: 7.5534 2022-03-02 11:58:15,208 - mmaction - INFO - Epoch [338][740/1878] lr: 1.000e-03, eta: 8 days, 13:25:07, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8867, loss_cls: 1.1403, loss: 1.1403, grad_norm: 7.4312 2022-03-02 11:58:40,013 - mmaction - INFO - Epoch [338][760/1878] lr: 1.000e-03, eta: 8 days, 13:24:05, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8855, loss_cls: 1.1385, loss: 1.1385, grad_norm: 7.5021 2022-03-02 11:59:05,209 - mmaction - INFO - Epoch [338][780/1878] lr: 1.000e-03, eta: 8 days, 13:23:04, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8820, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.5759 2022-03-02 11:59:30,636 - mmaction - INFO - Epoch [338][800/1878] lr: 1.000e-03, eta: 8 days, 13:22:04, time: 1.272, data_time: 0.076, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8758, loss_cls: 1.1651, loss: 1.1651, grad_norm: 7.5814 2022-03-02 11:59:55,393 - mmaction - INFO - Epoch [338][820/1878] lr: 1.000e-03, eta: 8 days, 13:21:01, time: 1.237, data_time: 0.069, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8902, loss_cls: 1.1301, loss: 1.1301, grad_norm: 7.5097 2022-03-02 12:00:20,873 - mmaction - INFO - Epoch [338][840/1878] lr: 1.000e-03, eta: 8 days, 13:20:01, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8805, loss_cls: 1.1749, loss: 1.1749, grad_norm: 7.6128 2022-03-02 12:00:46,651 - mmaction - INFO - Epoch [338][860/1878] lr: 1.000e-03, eta: 8 days, 13:19:03, time: 1.290, data_time: 0.071, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8906, loss_cls: 1.1246, loss: 1.1246, grad_norm: 7.5180 2022-03-02 12:01:12,402 - mmaction - INFO - Epoch [338][880/1878] lr: 1.000e-03, eta: 8 days, 13:18:04, time: 1.287, data_time: 0.072, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8785, loss_cls: 1.1683, loss: 1.1683, grad_norm: 7.6241 2022-03-02 12:01:37,330 - mmaction - INFO - Epoch [338][900/1878] lr: 1.000e-03, eta: 8 days, 13:17:03, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8801, loss_cls: 1.1685, loss: 1.1685, grad_norm: 7.5620 2022-03-02 12:02:02,841 - mmaction - INFO - Epoch [338][920/1878] lr: 1.000e-03, eta: 8 days, 13:16:03, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8723, loss_cls: 1.1945, loss: 1.1945, grad_norm: 7.5422 2022-03-02 12:02:28,407 - mmaction - INFO - Epoch [338][940/1878] lr: 1.000e-03, eta: 8 days, 13:15:04, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8770, loss_cls: 1.1654, loss: 1.1654, grad_norm: 7.5485 2022-03-02 12:02:53,591 - mmaction - INFO - Epoch [338][960/1878] lr: 1.000e-03, eta: 8 days, 13:14:03, time: 1.260, data_time: 0.070, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8938, loss_cls: 1.1049, loss: 1.1049, grad_norm: 7.4043 2022-03-02 12:03:19,063 - mmaction - INFO - Epoch [338][980/1878] lr: 1.000e-03, eta: 8 days, 13:13:03, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8707, loss_cls: 1.1900, loss: 1.1900, grad_norm: 7.4875 2022-03-02 12:03:44,457 - mmaction - INFO - Epoch [338][1000/1878] lr: 1.000e-03, eta: 8 days, 13:12:03, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8746, loss_cls: 1.2030, loss: 1.2030, grad_norm: 7.6361 2022-03-02 12:04:09,511 - mmaction - INFO - Epoch [338][1020/1878] lr: 1.000e-03, eta: 8 days, 13:11:02, time: 1.253, data_time: 0.069, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8836, loss_cls: 1.1521, loss: 1.1521, grad_norm: 7.3877 2022-03-02 12:04:34,822 - mmaction - INFO - Epoch [338][1040/1878] lr: 1.000e-03, eta: 8 days, 13:10:01, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7027, top5_acc: 0.8672, loss_cls: 1.2485, loss: 1.2485, grad_norm: 7.6819 2022-03-02 12:04:59,940 - mmaction - INFO - Epoch [338][1060/1878] lr: 1.000e-03, eta: 8 days, 13:09:00, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8816, loss_cls: 1.1729, loss: 1.1729, grad_norm: 7.3442 2022-03-02 12:05:25,415 - mmaction - INFO - Epoch [338][1080/1878] lr: 1.000e-03, eta: 8 days, 13:08:01, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8855, loss_cls: 1.1574, loss: 1.1574, grad_norm: 7.4731 2022-03-02 12:05:50,598 - mmaction - INFO - Epoch [338][1100/1878] lr: 1.000e-03, eta: 8 days, 13:07:00, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8777, loss_cls: 1.2002, loss: 1.2002, grad_norm: 7.7287 2022-03-02 12:06:16,136 - mmaction - INFO - Epoch [338][1120/1878] lr: 1.000e-03, eta: 8 days, 13:06:01, time: 1.277, data_time: 0.069, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8723, loss_cls: 1.2161, loss: 1.2161, grad_norm: 7.6138 2022-03-02 12:06:41,301 - mmaction - INFO - Epoch [338][1140/1878] lr: 1.000e-03, eta: 8 days, 13:05:00, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8758, loss_cls: 1.1924, loss: 1.1924, grad_norm: 7.6629 2022-03-02 12:07:06,521 - mmaction - INFO - Epoch [338][1160/1878] lr: 1.000e-03, eta: 8 days, 13:03:59, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8684, loss_cls: 1.2269, loss: 1.2269, grad_norm: 7.6091 2022-03-02 12:07:31,538 - mmaction - INFO - Epoch [338][1180/1878] lr: 1.000e-03, eta: 8 days, 13:02:58, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8848, loss_cls: 1.1354, loss: 1.1354, grad_norm: 7.5367 2022-03-02 12:07:56,956 - mmaction - INFO - Epoch [338][1200/1878] lr: 1.000e-03, eta: 8 days, 13:01:58, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8742, loss_cls: 1.1886, loss: 1.1886, grad_norm: 7.6039 2022-03-02 12:08:22,063 - mmaction - INFO - Epoch [338][1220/1878] lr: 1.000e-03, eta: 8 days, 13:00:57, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8703, loss_cls: 1.2107, loss: 1.2107, grad_norm: 7.5819 2022-03-02 12:08:47,340 - mmaction - INFO - Epoch [338][1240/1878] lr: 1.000e-03, eta: 8 days, 12:59:57, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.1952, loss: 1.1952, grad_norm: 7.6364 2022-03-02 12:09:12,505 - mmaction - INFO - Epoch [338][1260/1878] lr: 1.000e-03, eta: 8 days, 12:58:56, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8742, loss_cls: 1.2050, loss: 1.2050, grad_norm: 7.5328 2022-03-02 12:09:37,521 - mmaction - INFO - Epoch [338][1280/1878] lr: 1.000e-03, eta: 8 days, 12:57:54, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8789, loss_cls: 1.1946, loss: 1.1946, grad_norm: 7.3991 2022-03-02 12:10:03,073 - mmaction - INFO - Epoch [338][1300/1878] lr: 1.000e-03, eta: 8 days, 12:56:55, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8828, loss_cls: 1.1470, loss: 1.1470, grad_norm: 7.3556 2022-03-02 12:10:28,385 - mmaction - INFO - Epoch [338][1320/1878] lr: 1.000e-03, eta: 8 days, 12:55:55, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8793, loss_cls: 1.1417, loss: 1.1417, grad_norm: 7.3086 2022-03-02 12:10:53,934 - mmaction - INFO - Epoch [338][1340/1878] lr: 1.000e-03, eta: 8 days, 12:54:56, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8852, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.1952 2022-03-02 12:11:19,056 - mmaction - INFO - Epoch [338][1360/1878] lr: 1.000e-03, eta: 8 days, 12:53:55, time: 1.256, data_time: 0.064, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8820, loss_cls: 1.1624, loss: 1.1624, grad_norm: 7.3833 2022-03-02 12:11:44,271 - mmaction - INFO - Epoch [338][1380/1878] lr: 1.000e-03, eta: 8 days, 12:52:55, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8836, loss_cls: 1.1722, loss: 1.1722, grad_norm: 7.4436 2022-03-02 12:12:09,616 - mmaction - INFO - Epoch [338][1400/1878] lr: 1.000e-03, eta: 8 days, 12:51:55, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8832, loss_cls: 1.1468, loss: 1.1468, grad_norm: 7.6054 2022-03-02 12:12:35,005 - mmaction - INFO - Epoch [338][1420/1878] lr: 1.000e-03, eta: 8 days, 12:50:55, time: 1.268, data_time: 0.070, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8773, loss_cls: 1.1961, loss: 1.1961, grad_norm: 7.6826 2022-03-02 12:13:00,473 - mmaction - INFO - Epoch [338][1440/1878] lr: 1.000e-03, eta: 8 days, 12:49:56, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8801, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.7187 2022-03-02 12:13:25,747 - mmaction - INFO - Epoch [338][1460/1878] lr: 1.000e-03, eta: 8 days, 12:48:55, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8805, loss_cls: 1.1557, loss: 1.1557, grad_norm: 7.4008 2022-03-02 12:13:50,801 - mmaction - INFO - Epoch [338][1480/1878] lr: 1.000e-03, eta: 8 days, 12:47:54, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8840, loss_cls: 1.1552, loss: 1.1552, grad_norm: 7.4622 2022-03-02 12:14:16,452 - mmaction - INFO - Epoch [338][1500/1878] lr: 1.000e-03, eta: 8 days, 12:46:56, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8891, loss_cls: 1.1609, loss: 1.1609, grad_norm: 7.4402 2022-03-02 12:14:42,019 - mmaction - INFO - Epoch [338][1520/1878] lr: 1.000e-03, eta: 8 days, 12:45:57, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8727, loss_cls: 1.2026, loss: 1.2026, grad_norm: 7.6741 2022-03-02 12:15:07,123 - mmaction - INFO - Epoch [338][1540/1878] lr: 1.000e-03, eta: 8 days, 12:44:56, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8746, loss_cls: 1.1788, loss: 1.1788, grad_norm: 7.4749 2022-03-02 12:15:32,186 - mmaction - INFO - Epoch [338][1560/1878] lr: 1.000e-03, eta: 8 days, 12:43:55, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8688, loss_cls: 1.2340, loss: 1.2340, grad_norm: 7.6725 2022-03-02 12:15:57,821 - mmaction - INFO - Epoch [338][1580/1878] lr: 1.000e-03, eta: 8 days, 12:42:56, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8789, loss_cls: 1.2084, loss: 1.2084, grad_norm: 7.4978 2022-03-02 12:16:23,158 - mmaction - INFO - Epoch [338][1600/1878] lr: 1.000e-03, eta: 8 days, 12:41:56, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8887, loss_cls: 1.1333, loss: 1.1333, grad_norm: 7.5814 2022-03-02 12:16:48,173 - mmaction - INFO - Epoch [338][1620/1878] lr: 1.000e-03, eta: 8 days, 12:40:55, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8883, loss_cls: 1.1640, loss: 1.1640, grad_norm: 7.5316 2022-03-02 12:17:13,342 - mmaction - INFO - Epoch [338][1640/1878] lr: 1.000e-03, eta: 8 days, 12:39:55, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8742, loss_cls: 1.2147, loss: 1.2147, grad_norm: 7.6542 2022-03-02 12:17:38,454 - mmaction - INFO - Epoch [338][1660/1878] lr: 1.000e-03, eta: 8 days, 12:38:54, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8797, loss_cls: 1.1645, loss: 1.1645, grad_norm: 7.5638 2022-03-02 12:18:03,919 - mmaction - INFO - Epoch [338][1680/1878] lr: 1.000e-03, eta: 8 days, 12:37:55, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8820, loss_cls: 1.1379, loss: 1.1379, grad_norm: 7.6157 2022-03-02 12:18:28,973 - mmaction - INFO - Epoch [338][1700/1878] lr: 1.000e-03, eta: 8 days, 12:36:54, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8820, loss_cls: 1.1480, loss: 1.1480, grad_norm: 7.3900 2022-03-02 12:18:54,243 - mmaction - INFO - Epoch [338][1720/1878] lr: 1.000e-03, eta: 8 days, 12:35:54, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8816, loss_cls: 1.2125, loss: 1.2125, grad_norm: 7.7979 2022-03-02 12:19:19,356 - mmaction - INFO - Epoch [338][1740/1878] lr: 1.000e-03, eta: 8 days, 12:34:53, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8883, loss_cls: 1.1216, loss: 1.1216, grad_norm: 7.4898 2022-03-02 12:19:44,744 - mmaction - INFO - Epoch [338][1760/1878] lr: 1.000e-03, eta: 8 days, 12:33:54, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8805, loss_cls: 1.1648, loss: 1.1648, grad_norm: 7.4867 2022-03-02 12:20:10,242 - mmaction - INFO - Epoch [338][1780/1878] lr: 1.000e-03, eta: 8 days, 12:32:54, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8867, loss_cls: 1.1349, loss: 1.1349, grad_norm: 7.4845 2022-03-02 12:20:36,013 - mmaction - INFO - Epoch [338][1800/1878] lr: 1.000e-03, eta: 8 days, 12:31:56, time: 1.289, data_time: 0.063, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8762, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.5625 2022-03-02 12:21:01,720 - mmaction - INFO - Epoch [338][1820/1878] lr: 1.000e-03, eta: 8 days, 12:30:58, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8832, loss_cls: 1.1367, loss: 1.1367, grad_norm: 7.5868 2022-03-02 12:21:26,909 - mmaction - INFO - Epoch [338][1840/1878] lr: 1.000e-03, eta: 8 days, 12:29:58, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8867, loss_cls: 1.1482, loss: 1.1482, grad_norm: 7.5029 2022-03-02 12:21:52,090 - mmaction - INFO - Epoch [338][1860/1878] lr: 1.000e-03, eta: 8 days, 12:28:58, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8711, loss_cls: 1.1904, loss: 1.1904, grad_norm: 7.5165 2022-03-02 12:22:19,203 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 12:24:04,852 - mmaction - INFO - Epoch [339][20/1878] lr: 1.000e-03, eta: 8 days, 12:30:56, time: 5.282, data_time: 4.151, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8828, loss_cls: 1.1374, loss: 1.1374, grad_norm: 7.4952 2022-03-02 12:24:29,293 - mmaction - INFO - Epoch [339][40/1878] lr: 1.000e-03, eta: 8 days, 12:29:53, time: 1.222, data_time: 0.068, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8859, loss_cls: 1.1395, loss: 1.1395, grad_norm: 7.3741 2022-03-02 12:24:53,949 - mmaction - INFO - Epoch [339][60/1878] lr: 1.000e-03, eta: 8 days, 12:28:51, time: 1.233, data_time: 0.064, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8762, loss_cls: 1.1842, loss: 1.1842, grad_norm: 7.3769 2022-03-02 12:25:18,856 - mmaction - INFO - Epoch [339][80/1878] lr: 1.000e-03, eta: 8 days, 12:27:49, time: 1.244, data_time: 0.069, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8699, loss_cls: 1.2084, loss: 1.2084, grad_norm: 7.4281 2022-03-02 12:25:43,743 - mmaction - INFO - Epoch [339][100/1878] lr: 1.000e-03, eta: 8 days, 12:26:48, time: 1.245, data_time: 0.067, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1341, loss: 1.1341, grad_norm: 7.6325 2022-03-02 12:26:08,464 - mmaction - INFO - Epoch [339][120/1878] lr: 1.000e-03, eta: 8 days, 12:25:46, time: 1.236, data_time: 0.068, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8824, loss_cls: 1.1358, loss: 1.1358, grad_norm: 7.5821 2022-03-02 12:26:34,037 - mmaction - INFO - Epoch [339][140/1878] lr: 1.000e-03, eta: 8 days, 12:24:47, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8934, loss_cls: 1.1060, loss: 1.1060, grad_norm: 7.4459 2022-03-02 12:26:59,342 - mmaction - INFO - Epoch [339][160/1878] lr: 1.000e-03, eta: 8 days, 12:23:47, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8832, loss_cls: 1.1344, loss: 1.1344, grad_norm: 7.2828 2022-03-02 12:27:24,834 - mmaction - INFO - Epoch [339][180/1878] lr: 1.000e-03, eta: 8 days, 12:22:48, time: 1.275, data_time: 0.069, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8785, loss_cls: 1.1639, loss: 1.1639, grad_norm: 7.5385 2022-03-02 12:27:50,163 - mmaction - INFO - Epoch [339][200/1878] lr: 1.000e-03, eta: 8 days, 12:21:48, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8836, loss_cls: 1.1694, loss: 1.1694, grad_norm: 7.4407 2022-03-02 12:28:15,316 - mmaction - INFO - Epoch [339][220/1878] lr: 1.000e-03, eta: 8 days, 12:20:48, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8797, loss_cls: 1.1811, loss: 1.1811, grad_norm: 7.4836 2022-03-02 12:28:40,819 - mmaction - INFO - Epoch [339][240/1878] lr: 1.000e-03, eta: 8 days, 12:19:49, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8727, loss_cls: 1.1779, loss: 1.1779, grad_norm: 7.5264 2022-03-02 12:29:05,847 - mmaction - INFO - Epoch [339][260/1878] lr: 1.000e-03, eta: 8 days, 12:18:48, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8828, loss_cls: 1.1430, loss: 1.1430, grad_norm: 7.3802 2022-03-02 12:29:31,380 - mmaction - INFO - Epoch [339][280/1878] lr: 1.000e-03, eta: 8 days, 12:17:50, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8801, loss_cls: 1.1512, loss: 1.1512, grad_norm: 7.5735 2022-03-02 12:29:56,658 - mmaction - INFO - Epoch [339][300/1878] lr: 1.000e-03, eta: 8 days, 12:16:50, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8754, loss_cls: 1.1715, loss: 1.1715, grad_norm: 7.5640 2022-03-02 12:30:22,141 - mmaction - INFO - Epoch [339][320/1878] lr: 1.000e-03, eta: 8 days, 12:15:51, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8875, loss_cls: 1.1278, loss: 1.1278, grad_norm: 7.3953 2022-03-02 12:30:48,244 - mmaction - INFO - Epoch [339][340/1878] lr: 1.000e-03, eta: 8 days, 12:14:55, time: 1.307, data_time: 0.070, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8828, loss_cls: 1.1324, loss: 1.1324, grad_norm: 7.3243 2022-03-02 12:31:14,124 - mmaction - INFO - Epoch [339][360/1878] lr: 1.000e-03, eta: 8 days, 12:13:57, time: 1.293, data_time: 0.064, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8848, loss_cls: 1.1420, loss: 1.1420, grad_norm: 7.4163 2022-03-02 12:31:39,359 - mmaction - INFO - Epoch [339][380/1878] lr: 1.000e-03, eta: 8 days, 12:12:57, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8816, loss_cls: 1.1797, loss: 1.1797, grad_norm: 7.6565 2022-03-02 12:32:04,521 - mmaction - INFO - Epoch [339][400/1878] lr: 1.000e-03, eta: 8 days, 12:11:57, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8766, loss_cls: 1.2033, loss: 1.2033, grad_norm: 7.7052 2022-03-02 12:32:29,903 - mmaction - INFO - Epoch [339][420/1878] lr: 1.000e-03, eta: 8 days, 12:10:58, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8781, loss_cls: 1.1915, loss: 1.1915, grad_norm: 7.4732 2022-03-02 12:32:55,436 - mmaction - INFO - Epoch [339][440/1878] lr: 1.000e-03, eta: 8 days, 12:09:59, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8793, loss_cls: 1.1825, loss: 1.1825, grad_norm: 7.5964 2022-03-02 12:33:21,156 - mmaction - INFO - Epoch [339][460/1878] lr: 1.000e-03, eta: 8 days, 12:09:01, time: 1.286, data_time: 0.064, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8812, loss_cls: 1.1494, loss: 1.1494, grad_norm: 7.5163 2022-03-02 12:33:46,605 - mmaction - INFO - Epoch [339][480/1878] lr: 1.000e-03, eta: 8 days, 12:08:02, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8852, loss_cls: 1.1752, loss: 1.1752, grad_norm: 7.5228 2022-03-02 12:34:12,023 - mmaction - INFO - Epoch [339][500/1878] lr: 1.000e-03, eta: 8 days, 12:07:03, time: 1.271, data_time: 0.071, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8730, loss_cls: 1.1883, loss: 1.1883, grad_norm: 7.6739 2022-03-02 12:34:37,057 - mmaction - INFO - Epoch [339][520/1878] lr: 1.000e-03, eta: 8 days, 12:06:02, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8781, loss_cls: 1.1837, loss: 1.1837, grad_norm: 7.6589 2022-03-02 12:35:02,529 - mmaction - INFO - Epoch [339][540/1878] lr: 1.000e-03, eta: 8 days, 12:05:04, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8988, loss_cls: 1.1507, loss: 1.1507, grad_norm: 7.7780 2022-03-02 12:35:28,118 - mmaction - INFO - Epoch [339][560/1878] lr: 1.000e-03, eta: 8 days, 12:04:05, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8828, loss_cls: 1.1652, loss: 1.1652, grad_norm: 7.6495 2022-03-02 12:35:53,453 - mmaction - INFO - Epoch [339][580/1878] lr: 1.000e-03, eta: 8 days, 12:03:06, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8898, loss_cls: 1.1560, loss: 1.1560, grad_norm: 7.6508 2022-03-02 12:36:18,649 - mmaction - INFO - Epoch [339][600/1878] lr: 1.000e-03, eta: 8 days, 12:02:06, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8941, loss_cls: 1.1264, loss: 1.1264, grad_norm: 7.3831 2022-03-02 12:36:44,209 - mmaction - INFO - Epoch [339][620/1878] lr: 1.000e-03, eta: 8 days, 12:01:07, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8805, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.6070 2022-03-02 12:37:09,641 - mmaction - INFO - Epoch [339][640/1878] lr: 1.000e-03, eta: 8 days, 12:00:08, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8777, loss_cls: 1.1619, loss: 1.1619, grad_norm: 7.4857 2022-03-02 12:37:34,652 - mmaction - INFO - Epoch [339][660/1878] lr: 1.000e-03, eta: 8 days, 11:59:08, time: 1.251, data_time: 0.067, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8738, loss_cls: 1.2308, loss: 1.2308, grad_norm: 7.7493 2022-03-02 12:37:59,691 - mmaction - INFO - Epoch [339][680/1878] lr: 1.000e-03, eta: 8 days, 11:58:07, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8801, loss_cls: 1.1609, loss: 1.1609, grad_norm: 7.4985 2022-03-02 12:38:24,914 - mmaction - INFO - Epoch [339][700/1878] lr: 1.000e-03, eta: 8 days, 11:57:08, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8871, loss_cls: 1.1658, loss: 1.1658, grad_norm: 7.7713 2022-03-02 12:38:50,408 - mmaction - INFO - Epoch [339][720/1878] lr: 1.000e-03, eta: 8 days, 11:56:09, time: 1.274, data_time: 0.071, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8797, loss_cls: 1.1702, loss: 1.1702, grad_norm: 7.4466 2022-03-02 12:39:15,585 - mmaction - INFO - Epoch [339][740/1878] lr: 1.000e-03, eta: 8 days, 11:55:09, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8758, loss_cls: 1.1765, loss: 1.1765, grad_norm: 7.6464 2022-03-02 12:39:41,389 - mmaction - INFO - Epoch [339][760/1878] lr: 1.000e-03, eta: 8 days, 11:54:11, time: 1.290, data_time: 0.062, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8863, loss_cls: 1.0992, loss: 1.0992, grad_norm: 7.5014 2022-03-02 12:40:06,284 - mmaction - INFO - Epoch [339][780/1878] lr: 1.000e-03, eta: 8 days, 11:53:10, time: 1.245, data_time: 0.070, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8793, loss_cls: 1.1783, loss: 1.1783, grad_norm: 7.6587 2022-03-02 12:40:31,296 - mmaction - INFO - Epoch [339][800/1878] lr: 1.000e-03, eta: 8 days, 11:52:10, time: 1.251, data_time: 0.061, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8707, loss_cls: 1.1920, loss: 1.1920, grad_norm: 7.4007 2022-03-02 12:40:57,343 - mmaction - INFO - Epoch [339][820/1878] lr: 1.000e-03, eta: 8 days, 11:51:13, time: 1.301, data_time: 0.066, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8754, loss_cls: 1.1797, loss: 1.1797, grad_norm: 7.6548 2022-03-02 12:41:22,541 - mmaction - INFO - Epoch [339][840/1878] lr: 1.000e-03, eta: 8 days, 11:50:14, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8863, loss_cls: 1.1168, loss: 1.1168, grad_norm: 7.4282 2022-03-02 12:41:48,062 - mmaction - INFO - Epoch [339][860/1878] lr: 1.000e-03, eta: 8 days, 11:49:15, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8875, loss_cls: 1.1733, loss: 1.1733, grad_norm: 7.6790 2022-03-02 12:42:13,188 - mmaction - INFO - Epoch [339][880/1878] lr: 1.000e-03, eta: 8 days, 11:48:15, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8809, loss_cls: 1.1932, loss: 1.1932, grad_norm: 7.6143 2022-03-02 12:42:38,795 - mmaction - INFO - Epoch [339][900/1878] lr: 1.000e-03, eta: 8 days, 11:47:17, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8848, loss_cls: 1.1376, loss: 1.1376, grad_norm: 7.3957 2022-03-02 12:43:03,941 - mmaction - INFO - Epoch [339][920/1878] lr: 1.000e-03, eta: 8 days, 11:46:17, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8902, loss_cls: 1.0962, loss: 1.0962, grad_norm: 7.4372 2022-03-02 12:43:29,152 - mmaction - INFO - Epoch [339][940/1878] lr: 1.000e-03, eta: 8 days, 11:45:17, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7066, top5_acc: 0.8836, loss_cls: 1.1626, loss: 1.1626, grad_norm: 7.7180 2022-03-02 12:43:54,289 - mmaction - INFO - Epoch [339][960/1878] lr: 1.000e-03, eta: 8 days, 11:44:17, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8883, loss_cls: 1.1013, loss: 1.1013, grad_norm: 7.3692 2022-03-02 12:44:19,641 - mmaction - INFO - Epoch [339][980/1878] lr: 1.000e-03, eta: 8 days, 11:43:18, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8789, loss_cls: 1.1285, loss: 1.1285, grad_norm: 7.4672 2022-03-02 12:44:44,914 - mmaction - INFO - Epoch [339][1000/1878] lr: 1.000e-03, eta: 8 days, 11:42:19, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8789, loss_cls: 1.1706, loss: 1.1706, grad_norm: 7.5743 2022-03-02 12:45:10,687 - mmaction - INFO - Epoch [339][1020/1878] lr: 1.000e-03, eta: 8 days, 11:41:22, time: 1.289, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8797, loss_cls: 1.1549, loss: 1.1549, grad_norm: 7.4734 2022-03-02 12:45:36,175 - mmaction - INFO - Epoch [339][1040/1878] lr: 1.000e-03, eta: 8 days, 11:40:23, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8871, loss_cls: 1.1075, loss: 1.1075, grad_norm: 7.2472 2022-03-02 12:46:01,811 - mmaction - INFO - Epoch [339][1060/1878] lr: 1.000e-03, eta: 8 days, 11:39:25, time: 1.283, data_time: 0.067, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8734, loss_cls: 1.1911, loss: 1.1911, grad_norm: 7.6695 2022-03-02 12:46:27,230 - mmaction - INFO - Epoch [339][1080/1878] lr: 1.000e-03, eta: 8 days, 11:38:26, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8766, loss_cls: 1.1685, loss: 1.1685, grad_norm: 7.6813 2022-03-02 12:46:52,768 - mmaction - INFO - Epoch [339][1100/1878] lr: 1.000e-03, eta: 8 days, 11:37:28, time: 1.276, data_time: 0.061, memory: 9654, top1_acc: 0.7082, top5_acc: 0.8715, loss_cls: 1.2380, loss: 1.2380, grad_norm: 7.7725 2022-03-02 12:47:17,794 - mmaction - INFO - Epoch [339][1120/1878] lr: 1.000e-03, eta: 8 days, 11:36:28, time: 1.252, data_time: 0.061, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8801, loss_cls: 1.1444, loss: 1.1444, grad_norm: 7.3925 2022-03-02 12:47:43,052 - mmaction - INFO - Epoch [339][1140/1878] lr: 1.000e-03, eta: 8 days, 11:35:28, time: 1.263, data_time: 0.060, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8762, loss_cls: 1.1897, loss: 1.1897, grad_norm: 7.8002 2022-03-02 12:48:08,280 - mmaction - INFO - Epoch [339][1160/1878] lr: 1.000e-03, eta: 8 days, 11:34:29, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8836, loss_cls: 1.1835, loss: 1.1835, grad_norm: 7.4960 2022-03-02 12:48:33,895 - mmaction - INFO - Epoch [339][1180/1878] lr: 1.000e-03, eta: 8 days, 11:33:31, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8809, loss_cls: 1.1556, loss: 1.1556, grad_norm: 7.5594 2022-03-02 12:48:59,059 - mmaction - INFO - Epoch [339][1200/1878] lr: 1.000e-03, eta: 8 days, 11:32:31, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8828, loss_cls: 1.1652, loss: 1.1652, grad_norm: 7.5767 2022-03-02 12:49:24,272 - mmaction - INFO - Epoch [339][1220/1878] lr: 1.000e-03, eta: 8 days, 11:31:32, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8684, loss_cls: 1.2349, loss: 1.2349, grad_norm: 7.8273 2022-03-02 12:49:49,699 - mmaction - INFO - Epoch [339][1240/1878] lr: 1.000e-03, eta: 8 days, 11:30:33, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8852, loss_cls: 1.1752, loss: 1.1752, grad_norm: 7.6356 2022-03-02 12:50:15,205 - mmaction - INFO - Epoch [339][1260/1878] lr: 1.000e-03, eta: 8 days, 11:29:35, time: 1.275, data_time: 0.059, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8828, loss_cls: 1.1528, loss: 1.1528, grad_norm: 7.6020 2022-03-02 12:50:40,859 - mmaction - INFO - Epoch [339][1280/1878] lr: 1.000e-03, eta: 8 days, 11:28:37, time: 1.284, data_time: 0.069, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8703, loss_cls: 1.2000, loss: 1.2000, grad_norm: 7.5869 2022-03-02 12:51:06,072 - mmaction - INFO - Epoch [339][1300/1878] lr: 1.000e-03, eta: 8 days, 11:27:38, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8820, loss_cls: 1.1655, loss: 1.1655, grad_norm: 7.5379 2022-03-02 12:51:31,397 - mmaction - INFO - Epoch [339][1320/1878] lr: 1.000e-03, eta: 8 days, 11:26:39, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8867, loss_cls: 1.1576, loss: 1.1576, grad_norm: 7.6463 2022-03-02 12:51:56,776 - mmaction - INFO - Epoch [339][1340/1878] lr: 1.000e-03, eta: 8 days, 11:25:40, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8832, loss_cls: 1.1411, loss: 1.1411, grad_norm: 7.5390 2022-03-02 12:52:22,396 - mmaction - INFO - Epoch [339][1360/1878] lr: 1.000e-03, eta: 8 days, 11:24:42, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8797, loss_cls: 1.1812, loss: 1.1812, grad_norm: 7.7524 2022-03-02 12:52:47,638 - mmaction - INFO - Epoch [339][1380/1878] lr: 1.000e-03, eta: 8 days, 11:23:43, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8832, loss_cls: 1.1581, loss: 1.1581, grad_norm: 7.5127 2022-03-02 12:53:13,401 - mmaction - INFO - Epoch [339][1400/1878] lr: 1.000e-03, eta: 8 days, 11:22:46, time: 1.288, data_time: 0.067, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8727, loss_cls: 1.1833, loss: 1.1833, grad_norm: 7.5350 2022-03-02 12:53:38,935 - mmaction - INFO - Epoch [339][1420/1878] lr: 1.000e-03, eta: 8 days, 11:21:48, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8867, loss_cls: 1.1524, loss: 1.1524, grad_norm: 7.5684 2022-03-02 12:54:04,250 - mmaction - INFO - Epoch [339][1440/1878] lr: 1.000e-03, eta: 8 days, 11:20:49, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7098, top5_acc: 0.8758, loss_cls: 1.1970, loss: 1.1970, grad_norm: 7.7725 2022-03-02 12:54:29,385 - mmaction - INFO - Epoch [339][1460/1878] lr: 1.000e-03, eta: 8 days, 11:19:49, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8766, loss_cls: 1.1788, loss: 1.1788, grad_norm: 7.6910 2022-03-02 12:54:54,398 - mmaction - INFO - Epoch [339][1480/1878] lr: 1.000e-03, eta: 8 days, 11:18:49, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8820, loss_cls: 1.1366, loss: 1.1366, grad_norm: 7.3497 2022-03-02 12:55:19,716 - mmaction - INFO - Epoch [339][1500/1878] lr: 1.000e-03, eta: 8 days, 11:17:50, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8867, loss_cls: 1.1507, loss: 1.1507, grad_norm: 7.6144 2022-03-02 12:55:45,154 - mmaction - INFO - Epoch [339][1520/1878] lr: 1.000e-03, eta: 8 days, 11:16:51, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8816, loss_cls: 1.1669, loss: 1.1669, grad_norm: 7.6897 2022-03-02 12:56:10,363 - mmaction - INFO - Epoch [339][1540/1878] lr: 1.000e-03, eta: 8 days, 11:15:52, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8805, loss_cls: 1.1873, loss: 1.1873, grad_norm: 7.6710 2022-03-02 12:56:35,974 - mmaction - INFO - Epoch [339][1560/1878] lr: 1.000e-03, eta: 8 days, 11:14:55, time: 1.281, data_time: 0.067, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8836, loss_cls: 1.1394, loss: 1.1394, grad_norm: 7.5201 2022-03-02 12:57:01,241 - mmaction - INFO - Epoch [339][1580/1878] lr: 1.000e-03, eta: 8 days, 11:13:55, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8879, loss_cls: 1.0862, loss: 1.0862, grad_norm: 7.3034 2022-03-02 12:57:26,792 - mmaction - INFO - Epoch [339][1600/1878] lr: 1.000e-03, eta: 8 days, 11:12:57, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8934, loss_cls: 1.0871, loss: 1.0871, grad_norm: 7.5691 2022-03-02 12:57:51,908 - mmaction - INFO - Epoch [339][1620/1878] lr: 1.000e-03, eta: 8 days, 11:11:58, time: 1.257, data_time: 0.061, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8867, loss_cls: 1.1571, loss: 1.1571, grad_norm: 7.6530 2022-03-02 12:58:17,488 - mmaction - INFO - Epoch [339][1640/1878] lr: 1.000e-03, eta: 8 days, 11:11:00, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8793, loss_cls: 1.1381, loss: 1.1381, grad_norm: 7.4045 2022-03-02 12:58:42,768 - mmaction - INFO - Epoch [339][1660/1878] lr: 1.000e-03, eta: 8 days, 11:10:01, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8840, loss_cls: 1.1311, loss: 1.1311, grad_norm: 7.4661 2022-03-02 12:59:07,936 - mmaction - INFO - Epoch [339][1680/1878] lr: 1.000e-03, eta: 8 days, 11:09:02, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8793, loss_cls: 1.2030, loss: 1.2030, grad_norm: 7.7205 2022-03-02 12:59:33,504 - mmaction - INFO - Epoch [339][1700/1878] lr: 1.000e-03, eta: 8 days, 11:08:04, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7039, top5_acc: 0.8758, loss_cls: 1.2205, loss: 1.2205, grad_norm: 7.7948 2022-03-02 12:59:58,809 - mmaction - INFO - Epoch [339][1720/1878] lr: 1.000e-03, eta: 8 days, 11:07:05, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8746, loss_cls: 1.1885, loss: 1.1885, grad_norm: 7.6433 2022-03-02 13:00:24,504 - mmaction - INFO - Epoch [339][1740/1878] lr: 1.000e-03, eta: 8 days, 11:06:08, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8852, loss_cls: 1.1688, loss: 1.1688, grad_norm: 7.4993 2022-03-02 13:00:50,508 - mmaction - INFO - Epoch [339][1760/1878] lr: 1.000e-03, eta: 8 days, 11:05:12, time: 1.300, data_time: 0.067, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8809, loss_cls: 1.1423, loss: 1.1423, grad_norm: 7.5853 2022-03-02 13:01:16,169 - mmaction - INFO - Epoch [339][1780/1878] lr: 1.000e-03, eta: 8 days, 11:04:14, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8832, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.6910 2022-03-02 13:01:41,352 - mmaction - INFO - Epoch [339][1800/1878] lr: 1.000e-03, eta: 8 days, 11:03:15, time: 1.260, data_time: 0.070, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8762, loss_cls: 1.1728, loss: 1.1728, grad_norm: 7.5482 2022-03-02 13:02:06,961 - mmaction - INFO - Epoch [339][1820/1878] lr: 1.000e-03, eta: 8 days, 11:02:17, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8910, loss_cls: 1.1013, loss: 1.1013, grad_norm: 7.2831 2022-03-02 13:02:32,456 - mmaction - INFO - Epoch [339][1840/1878] lr: 1.000e-03, eta: 8 days, 11:01:19, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8820, loss_cls: 1.1740, loss: 1.1740, grad_norm: 7.4872 2022-03-02 13:02:58,297 - mmaction - INFO - Epoch [339][1860/1878] lr: 1.000e-03, eta: 8 days, 11:00:23, time: 1.292, data_time: 0.063, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8848, loss_cls: 1.1430, loss: 1.1430, grad_norm: 7.4379 2022-03-02 13:03:26,539 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 13:03:26,659 - mmaction - INFO - 110 BN found 2022-03-02 13:08:09,318 - mmaction - INFO - BN stats updated 2022-03-02 13:08:11,323 - mmaction - INFO - Saving checkpoint at 339 epochs 2022-03-02 13:08:14,492 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 13:09:45,227 - mmaction - INFO - Epoch [340][20/1878] lr: 1.000e-03, eta: 8 days, 11:01:20, time: 4.535, data_time: 3.264, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8773, loss_cls: 1.1575, loss: 1.1575, grad_norm: 7.4289 2022-03-02 13:10:10,756 - mmaction - INFO - Epoch [340][40/1878] lr: 1.000e-03, eta: 8 days, 11:00:22, time: 1.277, data_time: 0.074, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8816, loss_cls: 1.1446, loss: 1.1446, grad_norm: 7.4952 2022-03-02 13:10:35,956 - mmaction - INFO - Epoch [340][60/1878] lr: 1.000e-03, eta: 8 days, 10:59:23, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8906, loss_cls: 1.1302, loss: 1.1302, grad_norm: 7.6171 2022-03-02 13:11:01,696 - mmaction - INFO - Epoch [340][80/1878] lr: 1.000e-03, eta: 8 days, 10:58:26, time: 1.288, data_time: 0.067, memory: 9654, top1_acc: 0.7078, top5_acc: 0.8773, loss_cls: 1.2121, loss: 1.2121, grad_norm: 7.7925 2022-03-02 13:11:26,759 - mmaction - INFO - Epoch [340][100/1878] lr: 1.000e-03, eta: 8 days, 10:57:26, time: 1.254, data_time: 0.071, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8785, loss_cls: 1.1887, loss: 1.1887, grad_norm: 7.5835 2022-03-02 13:11:51,677 - mmaction - INFO - Epoch [340][120/1878] lr: 1.000e-03, eta: 8 days, 10:56:26, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8910, loss_cls: 1.0861, loss: 1.0861, grad_norm: 7.1655 2022-03-02 13:12:16,758 - mmaction - INFO - Epoch [340][140/1878] lr: 1.000e-03, eta: 8 days, 10:55:26, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8914, loss_cls: 1.1397, loss: 1.1397, grad_norm: 7.4726 2022-03-02 13:12:41,811 - mmaction - INFO - Epoch [340][160/1878] lr: 1.000e-03, eta: 8 days, 10:54:27, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8969, loss_cls: 1.0527, loss: 1.0527, grad_norm: 7.2374 2022-03-02 13:13:06,634 - mmaction - INFO - Epoch [340][180/1878] lr: 1.000e-03, eta: 8 days, 10:53:26, time: 1.241, data_time: 0.063, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8797, loss_cls: 1.1627, loss: 1.1627, grad_norm: 7.7151 2022-03-02 13:13:31,843 - mmaction - INFO - Epoch [340][200/1878] lr: 1.000e-03, eta: 8 days, 10:52:27, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8793, loss_cls: 1.1686, loss: 1.1686, grad_norm: 7.6125 2022-03-02 13:13:56,958 - mmaction - INFO - Epoch [340][220/1878] lr: 1.000e-03, eta: 8 days, 10:51:28, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8844, loss_cls: 1.1743, loss: 1.1743, grad_norm: 7.5930 2022-03-02 13:14:22,141 - mmaction - INFO - Epoch [340][240/1878] lr: 1.000e-03, eta: 8 days, 10:50:28, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7063, top5_acc: 0.8742, loss_cls: 1.1819, loss: 1.1819, grad_norm: 7.5349 2022-03-02 13:14:47,046 - mmaction - INFO - Epoch [340][260/1878] lr: 1.000e-03, eta: 8 days, 10:49:28, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8742, loss_cls: 1.1755, loss: 1.1755, grad_norm: 7.5355 2022-03-02 13:15:12,389 - mmaction - INFO - Epoch [340][280/1878] lr: 1.000e-03, eta: 8 days, 10:48:30, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8781, loss_cls: 1.1850, loss: 1.1850, grad_norm: 7.6627 2022-03-02 13:15:37,295 - mmaction - INFO - Epoch [340][300/1878] lr: 1.000e-03, eta: 8 days, 10:47:30, time: 1.245, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8715, loss_cls: 1.1869, loss: 1.1869, grad_norm: 7.6109 2022-03-02 13:16:02,535 - mmaction - INFO - Epoch [340][320/1878] lr: 1.000e-03, eta: 8 days, 10:46:31, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7160, top5_acc: 0.8832, loss_cls: 1.1821, loss: 1.1821, grad_norm: 7.6261 2022-03-02 13:16:27,698 - mmaction - INFO - Epoch [340][340/1878] lr: 1.000e-03, eta: 8 days, 10:45:32, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8836, loss_cls: 1.1389, loss: 1.1389, grad_norm: 7.5845 2022-03-02 13:16:52,677 - mmaction - INFO - Epoch [340][360/1878] lr: 1.000e-03, eta: 8 days, 10:44:32, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8891, loss_cls: 1.1397, loss: 1.1397, grad_norm: 7.5664 2022-03-02 13:17:17,895 - mmaction - INFO - Epoch [340][380/1878] lr: 1.000e-03, eta: 8 days, 10:43:33, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8777, loss_cls: 1.2131, loss: 1.2131, grad_norm: 7.6807 2022-03-02 13:17:43,139 - mmaction - INFO - Epoch [340][400/1878] lr: 1.000e-03, eta: 8 days, 10:42:34, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7035, top5_acc: 0.8750, loss_cls: 1.2166, loss: 1.2166, grad_norm: 7.8436 2022-03-02 13:18:08,528 - mmaction - INFO - Epoch [340][420/1878] lr: 1.000e-03, eta: 8 days, 10:41:36, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8895, loss_cls: 1.1050, loss: 1.1050, grad_norm: 7.3524 2022-03-02 13:18:33,817 - mmaction - INFO - Epoch [340][440/1878] lr: 1.000e-03, eta: 8 days, 10:40:37, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8703, loss_cls: 1.2487, loss: 1.2487, grad_norm: 7.9257 2022-03-02 13:18:59,063 - mmaction - INFO - Epoch [340][460/1878] lr: 1.000e-03, eta: 8 days, 10:39:38, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8926, loss_cls: 1.1504, loss: 1.1504, grad_norm: 7.4896 2022-03-02 13:19:24,348 - mmaction - INFO - Epoch [340][480/1878] lr: 1.000e-03, eta: 8 days, 10:38:40, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8723, loss_cls: 1.2089, loss: 1.2089, grad_norm: 7.6278 2022-03-02 13:19:49,266 - mmaction - INFO - Epoch [340][500/1878] lr: 1.000e-03, eta: 8 days, 10:37:40, time: 1.246, data_time: 0.070, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8867, loss_cls: 1.1223, loss: 1.1223, grad_norm: 7.3581 2022-03-02 13:20:14,672 - mmaction - INFO - Epoch [340][520/1878] lr: 1.000e-03, eta: 8 days, 10:36:42, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8871, loss_cls: 1.1441, loss: 1.1441, grad_norm: 7.6688 2022-03-02 13:20:40,359 - mmaction - INFO - Epoch [340][540/1878] lr: 1.000e-03, eta: 8 days, 10:35:45, time: 1.284, data_time: 0.063, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8848, loss_cls: 1.1779, loss: 1.1779, grad_norm: 7.6341 2022-03-02 13:21:05,605 - mmaction - INFO - Epoch [340][560/1878] lr: 1.000e-03, eta: 8 days, 10:34:46, time: 1.262, data_time: 0.061, memory: 9654, top1_acc: 0.7121, top5_acc: 0.8793, loss_cls: 1.1989, loss: 1.1989, grad_norm: 7.8149 2022-03-02 13:21:31,372 - mmaction - INFO - Epoch [340][580/1878] lr: 1.000e-03, eta: 8 days, 10:33:49, time: 1.287, data_time: 0.061, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8758, loss_cls: 1.1887, loss: 1.1887, grad_norm: 7.6811 2022-03-02 13:21:56,551 - mmaction - INFO - Epoch [340][600/1878] lr: 1.000e-03, eta: 8 days, 10:32:50, time: 1.259, data_time: 0.060, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8895, loss_cls: 1.1162, loss: 1.1162, grad_norm: 7.5368 2022-03-02 13:22:21,863 - mmaction - INFO - Epoch [340][620/1878] lr: 1.000e-03, eta: 8 days, 10:31:52, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8840, loss_cls: 1.1266, loss: 1.1266, grad_norm: 7.4286 2022-03-02 13:22:47,366 - mmaction - INFO - Epoch [340][640/1878] lr: 1.000e-03, eta: 8 days, 10:30:54, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8871, loss_cls: 1.1244, loss: 1.1244, grad_norm: 7.5088 2022-03-02 13:23:12,359 - mmaction - INFO - Epoch [340][660/1878] lr: 1.000e-03, eta: 8 days, 10:29:55, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8809, loss_cls: 1.1627, loss: 1.1627, grad_norm: 7.5302 2022-03-02 13:23:37,315 - mmaction - INFO - Epoch [340][680/1878] lr: 1.000e-03, eta: 8 days, 10:28:55, time: 1.247, data_time: 0.071, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8812, loss_cls: 1.1600, loss: 1.1600, grad_norm: 7.5994 2022-03-02 13:24:02,621 - mmaction - INFO - Epoch [340][700/1878] lr: 1.000e-03, eta: 8 days, 10:27:57, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8938, loss_cls: 1.0841, loss: 1.0841, grad_norm: 7.3449 2022-03-02 13:24:27,650 - mmaction - INFO - Epoch [340][720/1878] lr: 1.000e-03, eta: 8 days, 10:26:57, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8973, loss_cls: 1.1128, loss: 1.1128, grad_norm: 7.4902 2022-03-02 13:24:53,236 - mmaction - INFO - Epoch [340][740/1878] lr: 1.000e-03, eta: 8 days, 10:26:00, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8863, loss_cls: 1.1532, loss: 1.1532, grad_norm: 7.6773 2022-03-02 13:25:18,811 - mmaction - INFO - Epoch [340][760/1878] lr: 1.000e-03, eta: 8 days, 10:25:03, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8762, loss_cls: 1.1995, loss: 1.1995, grad_norm: 7.6613 2022-03-02 13:25:43,578 - mmaction - INFO - Epoch [340][780/1878] lr: 1.000e-03, eta: 8 days, 10:24:02, time: 1.239, data_time: 0.064, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8777, loss_cls: 1.1877, loss: 1.1877, grad_norm: 7.6688 2022-03-02 13:26:08,788 - mmaction - INFO - Epoch [340][800/1878] lr: 1.000e-03, eta: 8 days, 10:23:04, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8859, loss_cls: 1.1246, loss: 1.1246, grad_norm: 7.5554 2022-03-02 13:26:33,840 - mmaction - INFO - Epoch [340][820/1878] lr: 1.000e-03, eta: 8 days, 10:22:04, time: 1.252, data_time: 0.068, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8773, loss_cls: 1.2034, loss: 1.2034, grad_norm: 7.7156 2022-03-02 13:26:59,077 - mmaction - INFO - Epoch [340][840/1878] lr: 1.000e-03, eta: 8 days, 10:21:06, time: 1.262, data_time: 0.062, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8832, loss_cls: 1.1526, loss: 1.1526, grad_norm: 7.7256 2022-03-02 13:27:24,375 - mmaction - INFO - Epoch [340][860/1878] lr: 1.000e-03, eta: 8 days, 10:20:07, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8891, loss_cls: 1.1531, loss: 1.1531, grad_norm: 7.7141 2022-03-02 13:27:49,397 - mmaction - INFO - Epoch [340][880/1878] lr: 1.000e-03, eta: 8 days, 10:19:08, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8828, loss_cls: 1.1559, loss: 1.1559, grad_norm: 7.5608 2022-03-02 13:28:14,773 - mmaction - INFO - Epoch [340][900/1878] lr: 1.000e-03, eta: 8 days, 10:18:10, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8828, loss_cls: 1.1659, loss: 1.1659, grad_norm: 7.7996 2022-03-02 13:28:40,132 - mmaction - INFO - Epoch [340][920/1878] lr: 1.000e-03, eta: 8 days, 10:17:12, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8836, loss_cls: 1.1512, loss: 1.1512, grad_norm: 7.5536 2022-03-02 13:29:05,301 - mmaction - INFO - Epoch [340][940/1878] lr: 1.000e-03, eta: 8 days, 10:16:13, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8828, loss_cls: 1.1507, loss: 1.1507, grad_norm: 7.6095 2022-03-02 13:29:30,792 - mmaction - INFO - Epoch [340][960/1878] lr: 1.000e-03, eta: 8 days, 10:15:16, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8777, loss_cls: 1.1641, loss: 1.1641, grad_norm: 7.6029 2022-03-02 13:29:56,123 - mmaction - INFO - Epoch [340][980/1878] lr: 1.000e-03, eta: 8 days, 10:14:18, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8801, loss_cls: 1.1469, loss: 1.1469, grad_norm: 7.7061 2022-03-02 13:30:21,584 - mmaction - INFO - Epoch [340][1000/1878] lr: 1.000e-03, eta: 8 days, 10:13:20, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8797, loss_cls: 1.1571, loss: 1.1571, grad_norm: 7.5983 2022-03-02 13:30:47,273 - mmaction - INFO - Epoch [340][1020/1878] lr: 1.000e-03, eta: 8 days, 10:12:23, time: 1.285, data_time: 0.070, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8887, loss_cls: 1.0994, loss: 1.0994, grad_norm: 7.5770 2022-03-02 13:31:12,958 - mmaction - INFO - Epoch [340][1040/1878] lr: 1.000e-03, eta: 8 days, 10:11:27, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8820, loss_cls: 1.1652, loss: 1.1652, grad_norm: 7.6015 2022-03-02 13:31:38,392 - mmaction - INFO - Epoch [340][1060/1878] lr: 1.000e-03, eta: 8 days, 10:10:29, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8844, loss_cls: 1.1213, loss: 1.1213, grad_norm: 7.6906 2022-03-02 13:32:03,867 - mmaction - INFO - Epoch [340][1080/1878] lr: 1.000e-03, eta: 8 days, 10:09:31, time: 1.274, data_time: 0.059, memory: 9654, top1_acc: 0.7094, top5_acc: 0.8734, loss_cls: 1.2114, loss: 1.2114, grad_norm: 7.8188 2022-03-02 13:32:29,183 - mmaction - INFO - Epoch [340][1100/1878] lr: 1.000e-03, eta: 8 days, 10:08:33, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8773, loss_cls: 1.1708, loss: 1.1708, grad_norm: 7.5371 2022-03-02 13:32:54,541 - mmaction - INFO - Epoch [340][1120/1878] lr: 1.000e-03, eta: 8 days, 10:07:35, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8777, loss_cls: 1.1954, loss: 1.1954, grad_norm: 7.6929 2022-03-02 13:33:19,907 - mmaction - INFO - Epoch [340][1140/1878] lr: 1.000e-03, eta: 8 days, 10:06:37, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8855, loss_cls: 1.1536, loss: 1.1536, grad_norm: 7.6555 2022-03-02 13:33:45,265 - mmaction - INFO - Epoch [340][1160/1878] lr: 1.000e-03, eta: 8 days, 10:05:39, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8926, loss_cls: 1.1122, loss: 1.1122, grad_norm: 7.5786 2022-03-02 13:34:10,841 - mmaction - INFO - Epoch [340][1180/1878] lr: 1.000e-03, eta: 8 days, 10:04:42, time: 1.279, data_time: 0.074, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8805, loss_cls: 1.1795, loss: 1.1795, grad_norm: 7.5906 2022-03-02 13:34:36,294 - mmaction - INFO - Epoch [340][1200/1878] lr: 1.000e-03, eta: 8 days, 10:03:45, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8918, loss_cls: 1.1575, loss: 1.1575, grad_norm: 7.7282 2022-03-02 13:35:01,648 - mmaction - INFO - Epoch [340][1220/1878] lr: 1.000e-03, eta: 8 days, 10:02:47, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8867, loss_cls: 1.1442, loss: 1.1442, grad_norm: 7.7891 2022-03-02 13:35:26,872 - mmaction - INFO - Epoch [340][1240/1878] lr: 1.000e-03, eta: 8 days, 10:01:49, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8828, loss_cls: 1.1457, loss: 1.1457, grad_norm: 7.7197 2022-03-02 13:35:52,001 - mmaction - INFO - Epoch [340][1260/1878] lr: 1.000e-03, eta: 8 days, 10:00:50, time: 1.256, data_time: 0.060, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8855, loss_cls: 1.1133, loss: 1.1133, grad_norm: 7.4573 2022-03-02 13:36:17,487 - mmaction - INFO - Epoch [340][1280/1878] lr: 1.000e-03, eta: 8 days, 9:59:53, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8902, loss_cls: 1.1047, loss: 1.1047, grad_norm: 7.3709 2022-03-02 13:36:42,653 - mmaction - INFO - Epoch [340][1300/1878] lr: 1.000e-03, eta: 8 days, 9:58:54, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8801, loss_cls: 1.1618, loss: 1.1618, grad_norm: 7.6368 2022-03-02 13:37:08,121 - mmaction - INFO - Epoch [340][1320/1878] lr: 1.000e-03, eta: 8 days, 9:57:57, time: 1.272, data_time: 0.060, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8820, loss_cls: 1.1894, loss: 1.1894, grad_norm: 7.6182 2022-03-02 13:37:33,425 - mmaction - INFO - Epoch [340][1340/1878] lr: 1.000e-03, eta: 8 days, 9:56:59, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8840, loss_cls: 1.1614, loss: 1.1614, grad_norm: 7.8041 2022-03-02 13:37:59,092 - mmaction - INFO - Epoch [340][1360/1878] lr: 1.000e-03, eta: 8 days, 9:56:02, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8855, loss_cls: 1.1585, loss: 1.1585, grad_norm: 7.7747 2022-03-02 13:38:24,467 - mmaction - INFO - Epoch [340][1380/1878] lr: 1.000e-03, eta: 8 days, 9:55:04, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8754, loss_cls: 1.1487, loss: 1.1487, grad_norm: 7.6722 2022-03-02 13:38:49,892 - mmaction - INFO - Epoch [340][1400/1878] lr: 1.000e-03, eta: 8 days, 9:54:07, time: 1.272, data_time: 0.072, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8809, loss_cls: 1.1658, loss: 1.1658, grad_norm: 7.7344 2022-03-02 13:39:15,270 - mmaction - INFO - Epoch [340][1420/1878] lr: 1.000e-03, eta: 8 days, 9:53:09, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8828, loss_cls: 1.1580, loss: 1.1580, grad_norm: 7.6210 2022-03-02 13:39:40,934 - mmaction - INFO - Epoch [340][1440/1878] lr: 1.000e-03, eta: 8 days, 9:52:12, time: 1.283, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8820, loss_cls: 1.1678, loss: 1.1678, grad_norm: 7.7378 2022-03-02 13:40:06,346 - mmaction - INFO - Epoch [340][1460/1878] lr: 1.000e-03, eta: 8 days, 9:51:15, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8789, loss_cls: 1.1776, loss: 1.1776, grad_norm: 7.6871 2022-03-02 13:40:31,710 - mmaction - INFO - Epoch [340][1480/1878] lr: 1.000e-03, eta: 8 days, 9:50:17, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7043, top5_acc: 0.8695, loss_cls: 1.2446, loss: 1.2446, grad_norm: 7.8626 2022-03-02 13:40:57,551 - mmaction - INFO - Epoch [340][1500/1878] lr: 1.000e-03, eta: 8 days, 9:49:21, time: 1.290, data_time: 0.064, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8754, loss_cls: 1.2413, loss: 1.2413, grad_norm: 7.9064 2022-03-02 13:41:22,696 - mmaction - INFO - Epoch [340][1520/1878] lr: 1.000e-03, eta: 8 days, 9:48:23, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8793, loss_cls: 1.1520, loss: 1.1520, grad_norm: 7.6782 2022-03-02 13:41:48,374 - mmaction - INFO - Epoch [340][1540/1878] lr: 1.000e-03, eta: 8 days, 9:47:26, time: 1.283, data_time: 0.063, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8582, loss_cls: 1.2925, loss: 1.2925, grad_norm: 7.8620 2022-03-02 13:42:13,682 - mmaction - INFO - Epoch [340][1560/1878] lr: 1.000e-03, eta: 8 days, 9:46:28, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8762, loss_cls: 1.1917, loss: 1.1917, grad_norm: 7.7330 2022-03-02 13:42:39,295 - mmaction - INFO - Epoch [340][1580/1878] lr: 1.000e-03, eta: 8 days, 9:45:32, time: 1.281, data_time: 0.062, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8738, loss_cls: 1.1695, loss: 1.1695, grad_norm: 7.6967 2022-03-02 13:43:04,751 - mmaction - INFO - Epoch [340][1600/1878] lr: 1.000e-03, eta: 8 days, 9:44:34, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8969, loss_cls: 1.0938, loss: 1.0938, grad_norm: 7.4693 2022-03-02 13:43:30,084 - mmaction - INFO - Epoch [340][1620/1878] lr: 1.000e-03, eta: 8 days, 9:43:37, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8852, loss_cls: 1.1308, loss: 1.1308, grad_norm: 7.6405 2022-03-02 13:43:55,460 - mmaction - INFO - Epoch [340][1640/1878] lr: 1.000e-03, eta: 8 days, 9:42:39, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8867, loss_cls: 1.1228, loss: 1.1228, grad_norm: 7.5000 2022-03-02 13:44:20,999 - mmaction - INFO - Epoch [340][1660/1878] lr: 1.000e-03, eta: 8 days, 9:41:42, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8902, loss_cls: 1.1021, loss: 1.1021, grad_norm: 7.6992 2022-03-02 13:44:46,424 - mmaction - INFO - Epoch [340][1680/1878] lr: 1.000e-03, eta: 8 days, 9:40:45, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8895, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.6348 2022-03-02 13:45:11,817 - mmaction - INFO - Epoch [340][1700/1878] lr: 1.000e-03, eta: 8 days, 9:39:47, time: 1.269, data_time: 0.059, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8762, loss_cls: 1.1575, loss: 1.1575, grad_norm: 7.5843 2022-03-02 13:45:37,390 - mmaction - INFO - Epoch [340][1720/1878] lr: 1.000e-03, eta: 8 days, 9:38:51, time: 1.278, data_time: 0.064, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8770, loss_cls: 1.1665, loss: 1.1665, grad_norm: 7.6678 2022-03-02 13:46:02,770 - mmaction - INFO - Epoch [340][1740/1878] lr: 1.000e-03, eta: 8 days, 9:37:53, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1563, loss: 1.1563, grad_norm: 7.6350 2022-03-02 13:46:28,109 - mmaction - INFO - Epoch [340][1760/1878] lr: 1.000e-03, eta: 8 days, 9:36:55, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8730, loss_cls: 1.1950, loss: 1.1950, grad_norm: 7.7143 2022-03-02 13:46:53,433 - mmaction - INFO - Epoch [340][1780/1878] lr: 1.000e-03, eta: 8 days, 9:35:58, time: 1.266, data_time: 0.061, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8758, loss_cls: 1.2088, loss: 1.2088, grad_norm: 7.7489 2022-03-02 13:47:18,998 - mmaction - INFO - Epoch [340][1800/1878] lr: 1.000e-03, eta: 8 days, 9:35:01, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8844, loss_cls: 1.1255, loss: 1.1255, grad_norm: 7.4644 2022-03-02 13:47:44,462 - mmaction - INFO - Epoch [340][1820/1878] lr: 1.000e-03, eta: 8 days, 9:34:04, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8941, loss_cls: 1.1315, loss: 1.1315, grad_norm: 7.7152 2022-03-02 13:48:09,738 - mmaction - INFO - Epoch [340][1840/1878] lr: 1.000e-03, eta: 8 days, 9:33:06, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8812, loss_cls: 1.1292, loss: 1.1292, grad_norm: 7.6247 2022-03-02 13:48:35,175 - mmaction - INFO - Epoch [340][1860/1878] lr: 1.000e-03, eta: 8 days, 9:32:09, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8895, loss_cls: 1.1197, loss: 1.1197, grad_norm: 7.6331 2022-03-02 13:49:00,555 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 13:50:31,103 - mmaction - INFO - Epoch [341][20/1878] lr: 1.000e-03, eta: 8 days, 9:33:04, time: 4.525, data_time: 3.233, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8879, loss_cls: 1.1460, loss: 1.1460, grad_norm: 7.7824 2022-03-02 13:50:56,747 - mmaction - INFO - Epoch [341][40/1878] lr: 1.000e-03, eta: 8 days, 9:32:07, time: 1.282, data_time: 0.079, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8832, loss_cls: 1.1423, loss: 1.1423, grad_norm: 7.5438 2022-03-02 13:51:21,343 - mmaction - INFO - Epoch [341][60/1878] lr: 1.000e-03, eta: 8 days, 9:31:07, time: 1.230, data_time: 0.066, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8852, loss_cls: 1.1804, loss: 1.1804, grad_norm: 7.7488 2022-03-02 13:51:46,564 - mmaction - INFO - Epoch [341][80/1878] lr: 1.000e-03, eta: 8 days, 9:30:09, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8859, loss_cls: 1.1169, loss: 1.1169, grad_norm: 7.6061 2022-03-02 13:52:11,572 - mmaction - INFO - Epoch [341][100/1878] lr: 1.000e-03, eta: 8 days, 9:29:10, time: 1.251, data_time: 0.072, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8852, loss_cls: 1.1516, loss: 1.1516, grad_norm: 7.7902 2022-03-02 13:52:37,189 - mmaction - INFO - Epoch [341][120/1878] lr: 1.000e-03, eta: 8 days, 9:28:13, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8762, loss_cls: 1.1900, loss: 1.1900, grad_norm: 7.9329 2022-03-02 13:53:02,635 - mmaction - INFO - Epoch [341][140/1878] lr: 1.000e-03, eta: 8 days, 9:27:16, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8797, loss_cls: 1.1478, loss: 1.1478, grad_norm: 7.6021 2022-03-02 13:53:27,838 - mmaction - INFO - Epoch [341][160/1878] lr: 1.000e-03, eta: 8 days, 9:26:18, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8789, loss_cls: 1.2037, loss: 1.2037, grad_norm: 7.8000 2022-03-02 13:53:53,253 - mmaction - INFO - Epoch [341][180/1878] lr: 1.000e-03, eta: 8 days, 9:25:21, time: 1.274, data_time: 0.072, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8883, loss_cls: 1.1520, loss: 1.1520, grad_norm: 7.5892 2022-03-02 13:54:18,850 - mmaction - INFO - Epoch [341][200/1878] lr: 1.000e-03, eta: 8 days, 9:24:24, time: 1.279, data_time: 0.066, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8805, loss_cls: 1.1795, loss: 1.1795, grad_norm: 7.8880 2022-03-02 13:54:43,958 - mmaction - INFO - Epoch [341][220/1878] lr: 1.000e-03, eta: 8 days, 9:23:26, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8891, loss_cls: 1.1162, loss: 1.1162, grad_norm: 7.5644 2022-03-02 13:55:09,500 - mmaction - INFO - Epoch [341][240/1878] lr: 1.000e-03, eta: 8 days, 9:22:29, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8781, loss_cls: 1.1587, loss: 1.1587, grad_norm: 7.6231 2022-03-02 13:55:34,876 - mmaction - INFO - Epoch [341][260/1878] lr: 1.000e-03, eta: 8 days, 9:21:32, time: 1.268, data_time: 0.070, memory: 9654, top1_acc: 0.7004, top5_acc: 0.8746, loss_cls: 1.2328, loss: 1.2328, grad_norm: 7.9645 2022-03-02 13:56:00,189 - mmaction - INFO - Epoch [341][280/1878] lr: 1.000e-03, eta: 8 days, 9:20:34, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8785, loss_cls: 1.1476, loss: 1.1476, grad_norm: 7.5512 2022-03-02 13:56:25,949 - mmaction - INFO - Epoch [341][300/1878] lr: 1.000e-03, eta: 8 days, 9:19:39, time: 1.287, data_time: 0.071, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8816, loss_cls: 1.1525, loss: 1.1525, grad_norm: 7.5987 2022-03-02 13:56:51,495 - mmaction - INFO - Epoch [341][320/1878] lr: 1.000e-03, eta: 8 days, 9:18:42, time: 1.277, data_time: 0.069, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8887, loss_cls: 1.1230, loss: 1.1230, grad_norm: 7.6972 2022-03-02 13:57:17,016 - mmaction - INFO - Epoch [341][340/1878] lr: 1.000e-03, eta: 8 days, 9:17:45, time: 1.277, data_time: 0.060, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8895, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.5667 2022-03-02 13:57:42,264 - mmaction - INFO - Epoch [341][360/1878] lr: 1.000e-03, eta: 8 days, 9:16:47, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8828, loss_cls: 1.1303, loss: 1.1303, grad_norm: 7.6031 2022-03-02 13:58:07,731 - mmaction - INFO - Epoch [341][380/1878] lr: 1.000e-03, eta: 8 days, 9:15:50, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8832, loss_cls: 1.1329, loss: 1.1329, grad_norm: 7.5077 2022-03-02 13:58:33,419 - mmaction - INFO - Epoch [341][400/1878] lr: 1.000e-03, eta: 8 days, 9:14:54, time: 1.285, data_time: 0.072, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8812, loss_cls: 1.1533, loss: 1.1533, grad_norm: 7.5411 2022-03-02 13:58:58,926 - mmaction - INFO - Epoch [341][420/1878] lr: 1.000e-03, eta: 8 days, 9:13:58, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8922, loss_cls: 1.1181, loss: 1.1181, grad_norm: 7.5777 2022-03-02 13:59:24,390 - mmaction - INFO - Epoch [341][440/1878] lr: 1.000e-03, eta: 8 days, 9:13:01, time: 1.274, data_time: 0.075, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8824, loss_cls: 1.1593, loss: 1.1593, grad_norm: 7.5726 2022-03-02 13:59:49,768 - mmaction - INFO - Epoch [341][460/1878] lr: 1.000e-03, eta: 8 days, 9:12:04, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8836, loss_cls: 1.1263, loss: 1.1263, grad_norm: 7.3879 2022-03-02 14:00:15,201 - mmaction - INFO - Epoch [341][480/1878] lr: 1.000e-03, eta: 8 days, 9:11:07, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8766, loss_cls: 1.1779, loss: 1.1779, grad_norm: 7.6861 2022-03-02 14:00:40,471 - mmaction - INFO - Epoch [341][500/1878] lr: 1.000e-03, eta: 8 days, 9:10:09, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8820, loss_cls: 1.1569, loss: 1.1569, grad_norm: 7.6335 2022-03-02 14:01:06,242 - mmaction - INFO - Epoch [341][520/1878] lr: 1.000e-03, eta: 8 days, 9:09:13, time: 1.289, data_time: 0.071, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8754, loss_cls: 1.1638, loss: 1.1638, grad_norm: 7.6304 2022-03-02 14:01:32,264 - mmaction - INFO - Epoch [341][540/1878] lr: 1.000e-03, eta: 8 days, 9:08:19, time: 1.300, data_time: 0.066, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8863, loss_cls: 1.1010, loss: 1.1010, grad_norm: 7.4441 2022-03-02 14:01:57,697 - mmaction - INFO - Epoch [341][560/1878] lr: 1.000e-03, eta: 8 days, 9:07:22, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8828, loss_cls: 1.1500, loss: 1.1500, grad_norm: 7.6047 2022-03-02 14:02:22,871 - mmaction - INFO - Epoch [341][580/1878] lr: 1.000e-03, eta: 8 days, 9:06:24, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8902, loss_cls: 1.1440, loss: 1.1440, grad_norm: 7.6722 2022-03-02 14:02:48,311 - mmaction - INFO - Epoch [341][600/1878] lr: 1.000e-03, eta: 8 days, 9:05:27, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8844, loss_cls: 1.1333, loss: 1.1333, grad_norm: 7.5139 2022-03-02 14:03:13,799 - mmaction - INFO - Epoch [341][620/1878] lr: 1.000e-03, eta: 8 days, 9:04:30, time: 1.276, data_time: 0.070, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8926, loss_cls: 1.1146, loss: 1.1146, grad_norm: 7.7309 2022-03-02 14:03:39,440 - mmaction - INFO - Epoch [341][640/1878] lr: 1.000e-03, eta: 8 days, 9:03:34, time: 1.282, data_time: 0.071, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8918, loss_cls: 1.0922, loss: 1.0922, grad_norm: 7.4760 2022-03-02 14:04:04,762 - mmaction - INFO - Epoch [341][660/1878] lr: 1.000e-03, eta: 8 days, 9:02:37, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.7113, top5_acc: 0.8785, loss_cls: 1.1839, loss: 1.1839, grad_norm: 7.8551 2022-03-02 14:04:30,231 - mmaction - INFO - Epoch [341][680/1878] lr: 1.000e-03, eta: 8 days, 9:01:40, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8820, loss_cls: 1.1073, loss: 1.1073, grad_norm: 7.5980 2022-03-02 14:04:55,845 - mmaction - INFO - Epoch [341][700/1878] lr: 1.000e-03, eta: 8 days, 9:00:44, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8785, loss_cls: 1.1687, loss: 1.1687, grad_norm: 7.6597 2022-03-02 14:05:21,340 - mmaction - INFO - Epoch [341][720/1878] lr: 1.000e-03, eta: 8 days, 8:59:47, time: 1.273, data_time: 0.071, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8809, loss_cls: 1.1644, loss: 1.1644, grad_norm: 7.7637 2022-03-02 14:05:46,850 - mmaction - INFO - Epoch [341][740/1878] lr: 1.000e-03, eta: 8 days, 8:58:51, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8836, loss_cls: 1.1574, loss: 1.1574, grad_norm: 7.7664 2022-03-02 14:06:12,291 - mmaction - INFO - Epoch [341][760/1878] lr: 1.000e-03, eta: 8 days, 8:57:54, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8758, loss_cls: 1.1925, loss: 1.1925, grad_norm: 7.6868 2022-03-02 14:06:37,986 - mmaction - INFO - Epoch [341][780/1878] lr: 1.000e-03, eta: 8 days, 8:56:58, time: 1.285, data_time: 0.075, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8914, loss_cls: 1.1088, loss: 1.1088, grad_norm: 7.4955 2022-03-02 14:07:03,514 - mmaction - INFO - Epoch [341][800/1878] lr: 1.000e-03, eta: 8 days, 8:56:01, time: 1.276, data_time: 0.062, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8801, loss_cls: 1.1672, loss: 1.1672, grad_norm: 7.6451 2022-03-02 14:07:28,701 - mmaction - INFO - Epoch [341][820/1878] lr: 1.000e-03, eta: 8 days, 8:55:04, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8914, loss_cls: 1.1169, loss: 1.1169, grad_norm: 7.7313 2022-03-02 14:07:54,357 - mmaction - INFO - Epoch [341][840/1878] lr: 1.000e-03, eta: 8 days, 8:54:08, time: 1.282, data_time: 0.065, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8902, loss_cls: 1.1452, loss: 1.1452, grad_norm: 7.7252 2022-03-02 14:08:19,905 - mmaction - INFO - Epoch [341][860/1878] lr: 1.000e-03, eta: 8 days, 8:53:11, time: 1.278, data_time: 0.070, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8723, loss_cls: 1.1729, loss: 1.1729, grad_norm: 7.7902 2022-03-02 14:08:45,387 - mmaction - INFO - Epoch [341][880/1878] lr: 1.000e-03, eta: 8 days, 8:52:15, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8781, loss_cls: 1.1627, loss: 1.1627, grad_norm: 7.5819 2022-03-02 14:09:11,117 - mmaction - INFO - Epoch [341][900/1878] lr: 1.000e-03, eta: 8 days, 8:51:19, time: 1.287, data_time: 0.066, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8805, loss_cls: 1.1865, loss: 1.1865, grad_norm: 7.8326 2022-03-02 14:09:36,616 - mmaction - INFO - Epoch [341][920/1878] lr: 1.000e-03, eta: 8 days, 8:50:22, time: 1.274, data_time: 0.072, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8891, loss_cls: 1.1406, loss: 1.1406, grad_norm: 7.6582 2022-03-02 14:10:02,380 - mmaction - INFO - Epoch [341][940/1878] lr: 1.000e-03, eta: 8 days, 8:49:27, time: 1.288, data_time: 0.063, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8754, loss_cls: 1.1780, loss: 1.1780, grad_norm: 7.8120 2022-03-02 14:10:28,133 - mmaction - INFO - Epoch [341][960/1878] lr: 1.000e-03, eta: 8 days, 8:48:32, time: 1.289, data_time: 0.067, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8918, loss_cls: 1.0914, loss: 1.0914, grad_norm: 7.4892 2022-03-02 14:10:53,844 - mmaction - INFO - Epoch [341][980/1878] lr: 1.000e-03, eta: 8 days, 8:47:36, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8859, loss_cls: 1.1384, loss: 1.1384, grad_norm: 7.6887 2022-03-02 14:11:19,107 - mmaction - INFO - Epoch [341][1000/1878] lr: 1.000e-03, eta: 8 days, 8:46:38, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8805, loss_cls: 1.1502, loss: 1.1502, grad_norm: 7.7881 2022-03-02 14:11:44,641 - mmaction - INFO - Epoch [341][1020/1878] lr: 1.000e-03, eta: 8 days, 8:45:42, time: 1.276, data_time: 0.069, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8832, loss_cls: 1.1321, loss: 1.1321, grad_norm: 7.5891 2022-03-02 14:12:10,101 - mmaction - INFO - Epoch [341][1040/1878] lr: 1.000e-03, eta: 8 days, 8:44:46, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8801, loss_cls: 1.1865, loss: 1.1865, grad_norm: 7.7060 2022-03-02 14:12:35,499 - mmaction - INFO - Epoch [341][1060/1878] lr: 1.000e-03, eta: 8 days, 8:43:49, time: 1.269, data_time: 0.075, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8867, loss_cls: 1.1521, loss: 1.1521, grad_norm: 7.6750 2022-03-02 14:13:00,930 - mmaction - INFO - Epoch [341][1080/1878] lr: 1.000e-03, eta: 8 days, 8:42:52, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8941, loss_cls: 1.1311, loss: 1.1311, grad_norm: 7.6499 2022-03-02 14:13:26,398 - mmaction - INFO - Epoch [341][1100/1878] lr: 1.000e-03, eta: 8 days, 8:41:55, time: 1.273, data_time: 0.064, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8871, loss_cls: 1.1380, loss: 1.1380, grad_norm: 7.5887 2022-03-02 14:13:51,976 - mmaction - INFO - Epoch [341][1120/1878] lr: 1.000e-03, eta: 8 days, 8:40:59, time: 1.279, data_time: 0.073, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8809, loss_cls: 1.2013, loss: 1.2013, grad_norm: 7.8739 2022-03-02 14:14:17,462 - mmaction - INFO - Epoch [341][1140/1878] lr: 1.000e-03, eta: 8 days, 8:40:03, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8809, loss_cls: 1.1484, loss: 1.1484, grad_norm: 7.6725 2022-03-02 14:14:42,773 - mmaction - INFO - Epoch [341][1160/1878] lr: 1.000e-03, eta: 8 days, 8:39:06, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8844, loss_cls: 1.1474, loss: 1.1474, grad_norm: 7.7661 2022-03-02 14:15:08,289 - mmaction - INFO - Epoch [341][1180/1878] lr: 1.000e-03, eta: 8 days, 8:38:09, time: 1.277, data_time: 0.069, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8836, loss_cls: 1.1042, loss: 1.1042, grad_norm: 7.5283 2022-03-02 14:15:34,000 - mmaction - INFO - Epoch [341][1200/1878] lr: 1.000e-03, eta: 8 days, 8:37:14, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8832, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.9085 2022-03-02 14:15:59,468 - mmaction - INFO - Epoch [341][1220/1878] lr: 1.000e-03, eta: 8 days, 8:36:17, time: 1.274, data_time: 0.069, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8812, loss_cls: 1.1385, loss: 1.1385, grad_norm: 7.5688 2022-03-02 14:16:24,776 - mmaction - INFO - Epoch [341][1240/1878] lr: 1.000e-03, eta: 8 days, 8:35:20, time: 1.266, data_time: 0.069, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8711, loss_cls: 1.1882, loss: 1.1882, grad_norm: 7.5840 2022-03-02 14:16:50,372 - mmaction - INFO - Epoch [341][1260/1878] lr: 1.000e-03, eta: 8 days, 8:34:24, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8832, loss_cls: 1.1600, loss: 1.1600, grad_norm: 7.7813 2022-03-02 14:17:15,850 - mmaction - INFO - Epoch [341][1280/1878] lr: 1.000e-03, eta: 8 days, 8:33:28, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8832, loss_cls: 1.1557, loss: 1.1557, grad_norm: 7.7190 2022-03-02 14:17:41,361 - mmaction - INFO - Epoch [341][1300/1878] lr: 1.000e-03, eta: 8 days, 8:32:32, time: 1.276, data_time: 0.069, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8809, loss_cls: 1.1974, loss: 1.1974, grad_norm: 7.8367 2022-03-02 14:18:06,792 - mmaction - INFO - Epoch [341][1320/1878] lr: 1.000e-03, eta: 8 days, 8:31:35, time: 1.271, data_time: 0.062, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8871, loss_cls: 1.1485, loss: 1.1485, grad_norm: 7.5679 2022-03-02 14:18:32,283 - mmaction - INFO - Epoch [341][1340/1878] lr: 1.000e-03, eta: 8 days, 8:30:39, time: 1.274, data_time: 0.061, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8961, loss_cls: 1.1108, loss: 1.1108, grad_norm: 7.6963 2022-03-02 14:18:57,364 - mmaction - INFO - Epoch [341][1360/1878] lr: 1.000e-03, eta: 8 days, 8:29:41, time: 1.254, data_time: 0.062, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8777, loss_cls: 1.1615, loss: 1.1615, grad_norm: 7.6906 2022-03-02 14:19:22,883 - mmaction - INFO - Epoch [341][1380/1878] lr: 1.000e-03, eta: 8 days, 8:28:45, time: 1.277, data_time: 0.072, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8941, loss_cls: 1.0943, loss: 1.0943, grad_norm: 7.5184 2022-03-02 14:19:48,501 - mmaction - INFO - Epoch [341][1400/1878] lr: 1.000e-03, eta: 8 days, 8:27:49, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8781, loss_cls: 1.1838, loss: 1.1838, grad_norm: 7.7633 2022-03-02 14:20:13,957 - mmaction - INFO - Epoch [341][1420/1878] lr: 1.000e-03, eta: 8 days, 8:26:53, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8953, loss_cls: 1.1084, loss: 1.1084, grad_norm: 7.6114 2022-03-02 14:20:39,782 - mmaction - INFO - Epoch [341][1440/1878] lr: 1.000e-03, eta: 8 days, 8:25:58, time: 1.291, data_time: 0.070, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8773, loss_cls: 1.1744, loss: 1.1744, grad_norm: 7.6503 2022-03-02 14:21:05,261 - mmaction - INFO - Epoch [341][1460/1878] lr: 1.000e-03, eta: 8 days, 8:25:01, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8832, loss_cls: 1.1454, loss: 1.1454, grad_norm: 7.6949 2022-03-02 14:21:30,499 - mmaction - INFO - Epoch [341][1480/1878] lr: 1.000e-03, eta: 8 days, 8:24:04, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8949, loss_cls: 1.1014, loss: 1.1014, grad_norm: 7.5415 2022-03-02 14:21:55,741 - mmaction - INFO - Epoch [341][1500/1878] lr: 1.000e-03, eta: 8 days, 8:23:07, time: 1.262, data_time: 0.062, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8746, loss_cls: 1.2160, loss: 1.2160, grad_norm: 7.9690 2022-03-02 14:22:20,920 - mmaction - INFO - Epoch [341][1520/1878] lr: 1.000e-03, eta: 8 days, 8:22:09, time: 1.259, data_time: 0.071, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8879, loss_cls: 1.1167, loss: 1.1167, grad_norm: 7.5314 2022-03-02 14:22:46,173 - mmaction - INFO - Epoch [341][1540/1878] lr: 1.000e-03, eta: 8 days, 8:21:12, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8902, loss_cls: 1.1408, loss: 1.1408, grad_norm: 7.6906 2022-03-02 14:23:11,421 - mmaction - INFO - Epoch [341][1560/1878] lr: 1.000e-03, eta: 8 days, 8:20:15, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8762, loss_cls: 1.1815, loss: 1.1815, grad_norm: 7.7734 2022-03-02 14:23:36,777 - mmaction - INFO - Epoch [341][1580/1878] lr: 1.000e-03, eta: 8 days, 8:19:18, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7180, top5_acc: 0.8746, loss_cls: 1.2226, loss: 1.2226, grad_norm: 7.8117 2022-03-02 14:24:01,917 - mmaction - INFO - Epoch [341][1600/1878] lr: 1.000e-03, eta: 8 days, 8:18:21, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8812, loss_cls: 1.1427, loss: 1.1427, grad_norm: 7.5786 2022-03-02 14:24:27,030 - mmaction - INFO - Epoch [341][1620/1878] lr: 1.000e-03, eta: 8 days, 8:17:23, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8848, loss_cls: 1.1629, loss: 1.1629, grad_norm: 7.7057 2022-03-02 14:24:52,116 - mmaction - INFO - Epoch [341][1640/1878] lr: 1.000e-03, eta: 8 days, 8:16:26, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8855, loss_cls: 1.1507, loss: 1.1507, grad_norm: 7.6940 2022-03-02 14:25:17,374 - mmaction - INFO - Epoch [341][1660/1878] lr: 1.000e-03, eta: 8 days, 8:15:28, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8855, loss_cls: 1.1316, loss: 1.1316, grad_norm: 7.5399 2022-03-02 14:25:42,597 - mmaction - INFO - Epoch [341][1680/1878] lr: 1.000e-03, eta: 8 days, 8:14:31, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8863, loss_cls: 1.1478, loss: 1.1478, grad_norm: 7.6874 2022-03-02 14:26:08,197 - mmaction - INFO - Epoch [341][1700/1878] lr: 1.000e-03, eta: 8 days, 8:13:36, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8785, loss_cls: 1.1881, loss: 1.1881, grad_norm: 7.8946 2022-03-02 14:26:33,252 - mmaction - INFO - Epoch [341][1720/1878] lr: 1.000e-03, eta: 8 days, 8:12:38, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7023, top5_acc: 0.8703, loss_cls: 1.2291, loss: 1.2291, grad_norm: 7.8968 2022-03-02 14:26:58,325 - mmaction - INFO - Epoch [341][1740/1878] lr: 1.000e-03, eta: 8 days, 8:11:40, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8852, loss_cls: 1.1621, loss: 1.1621, grad_norm: 7.5206 2022-03-02 14:27:23,696 - mmaction - INFO - Epoch [341][1760/1878] lr: 1.000e-03, eta: 8 days, 8:10:44, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8879, loss_cls: 1.1174, loss: 1.1174, grad_norm: 7.3447 2022-03-02 14:27:48,705 - mmaction - INFO - Epoch [341][1780/1878] lr: 1.000e-03, eta: 8 days, 8:09:46, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8930, loss_cls: 1.1100, loss: 1.1100, grad_norm: 7.6393 2022-03-02 14:28:14,053 - mmaction - INFO - Epoch [341][1800/1878] lr: 1.000e-03, eta: 8 days, 8:08:49, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8941, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.4565 2022-03-02 14:28:38,798 - mmaction - INFO - Epoch [341][1820/1878] lr: 1.000e-03, eta: 8 days, 8:07:50, time: 1.239, data_time: 0.068, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8816, loss_cls: 1.1602, loss: 1.1602, grad_norm: 7.6419 2022-03-02 14:29:04,068 - mmaction - INFO - Epoch [341][1840/1878] lr: 1.000e-03, eta: 8 days, 8:06:53, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8781, loss_cls: 1.2000, loss: 1.2000, grad_norm: 7.9418 2022-03-02 14:29:29,251 - mmaction - INFO - Epoch [341][1860/1878] lr: 1.000e-03, eta: 8 days, 8:05:56, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8742, loss_cls: 1.1800, loss: 1.1800, grad_norm: 7.7100 2022-03-02 14:29:53,657 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 14:31:23,058 - mmaction - INFO - Epoch [342][20/1878] lr: 1.000e-03, eta: 8 days, 8:06:45, time: 4.470, data_time: 3.214, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8824, loss_cls: 1.1560, loss: 1.1560, grad_norm: 7.5950 2022-03-02 14:31:47,954 - mmaction - INFO - Epoch [342][40/1878] lr: 1.000e-03, eta: 8 days, 8:05:47, time: 1.244, data_time: 0.077, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8785, loss_cls: 1.1667, loss: 1.1667, grad_norm: 7.7145 2022-03-02 14:32:13,106 - mmaction - INFO - Epoch [342][60/1878] lr: 1.000e-03, eta: 8 days, 8:04:49, time: 1.257, data_time: 0.076, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8770, loss_cls: 1.1595, loss: 1.1595, grad_norm: 7.6279 2022-03-02 14:32:38,321 - mmaction - INFO - Epoch [342][80/1878] lr: 1.000e-03, eta: 8 days, 8:03:52, time: 1.260, data_time: 0.070, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8801, loss_cls: 1.1769, loss: 1.1769, grad_norm: 7.6724 2022-03-02 14:33:03,425 - mmaction - INFO - Epoch [342][100/1878] lr: 1.000e-03, eta: 8 days, 8:02:55, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8820, loss_cls: 1.1563, loss: 1.1563, grad_norm: 7.6963 2022-03-02 14:33:28,696 - mmaction - INFO - Epoch [342][120/1878] lr: 1.000e-03, eta: 8 days, 8:01:58, time: 1.263, data_time: 0.072, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8809, loss_cls: 1.1552, loss: 1.1552, grad_norm: 7.5854 2022-03-02 14:33:54,058 - mmaction - INFO - Epoch [342][140/1878] lr: 1.000e-03, eta: 8 days, 8:01:02, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8969, loss_cls: 1.0577, loss: 1.0577, grad_norm: 7.4645 2022-03-02 14:34:19,241 - mmaction - INFO - Epoch [342][160/1878] lr: 1.000e-03, eta: 8 days, 8:00:04, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8816, loss_cls: 1.1640, loss: 1.1640, grad_norm: 7.6733 2022-03-02 14:34:44,329 - mmaction - INFO - Epoch [342][180/1878] lr: 1.000e-03, eta: 8 days, 7:59:07, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8855, loss_cls: 1.1135, loss: 1.1135, grad_norm: 7.5219 2022-03-02 14:35:09,608 - mmaction - INFO - Epoch [342][200/1878] lr: 1.000e-03, eta: 8 days, 7:58:10, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7016, top5_acc: 0.8703, loss_cls: 1.2242, loss: 1.2242, grad_norm: 7.8012 2022-03-02 14:35:34,747 - mmaction - INFO - Epoch [342][220/1878] lr: 1.000e-03, eta: 8 days, 7:57:13, time: 1.257, data_time: 0.071, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8797, loss_cls: 1.1617, loss: 1.1617, grad_norm: 7.6279 2022-03-02 14:36:00,183 - mmaction - INFO - Epoch [342][240/1878] lr: 1.000e-03, eta: 8 days, 7:56:17, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8762, loss_cls: 1.1553, loss: 1.1553, grad_norm: 7.6372 2022-03-02 14:36:25,579 - mmaction - INFO - Epoch [342][260/1878] lr: 1.000e-03, eta: 8 days, 7:55:20, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8797, loss_cls: 1.1424, loss: 1.1424, grad_norm: 7.6204 2022-03-02 14:36:50,723 - mmaction - INFO - Epoch [342][280/1878] lr: 1.000e-03, eta: 8 days, 7:54:23, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8895, loss_cls: 1.1118, loss: 1.1118, grad_norm: 7.6980 2022-03-02 14:37:15,848 - mmaction - INFO - Epoch [342][300/1878] lr: 1.000e-03, eta: 8 days, 7:53:26, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8660, loss_cls: 1.2282, loss: 1.2282, grad_norm: 7.8306 2022-03-02 14:37:41,027 - mmaction - INFO - Epoch [342][320/1878] lr: 1.000e-03, eta: 8 days, 7:52:29, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8781, loss_cls: 1.1587, loss: 1.1587, grad_norm: 7.6592 2022-03-02 14:38:06,445 - mmaction - INFO - Epoch [342][340/1878] lr: 1.000e-03, eta: 8 days, 7:51:33, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8809, loss_cls: 1.1917, loss: 1.1917, grad_norm: 7.9616 2022-03-02 14:38:31,523 - mmaction - INFO - Epoch [342][360/1878] lr: 1.000e-03, eta: 8 days, 7:50:35, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8863, loss_cls: 1.1324, loss: 1.1324, grad_norm: 7.6753 2022-03-02 14:38:57,004 - mmaction - INFO - Epoch [342][380/1878] lr: 1.000e-03, eta: 8 days, 7:49:39, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8762, loss_cls: 1.1940, loss: 1.1940, grad_norm: 7.9155 2022-03-02 14:39:22,215 - mmaction - INFO - Epoch [342][400/1878] lr: 1.000e-03, eta: 8 days, 7:48:42, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8805, loss_cls: 1.1873, loss: 1.1873, grad_norm: 7.8285 2022-03-02 14:39:47,360 - mmaction - INFO - Epoch [342][420/1878] lr: 1.000e-03, eta: 8 days, 7:47:45, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8887, loss_cls: 1.1341, loss: 1.1341, grad_norm: 7.7425 2022-03-02 14:40:12,825 - mmaction - INFO - Epoch [342][440/1878] lr: 1.000e-03, eta: 8 days, 7:46:49, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8859, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.7210 2022-03-02 14:40:38,485 - mmaction - INFO - Epoch [342][460/1878] lr: 1.000e-03, eta: 8 days, 7:45:54, time: 1.283, data_time: 0.062, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8871, loss_cls: 1.1033, loss: 1.1033, grad_norm: 7.5640 2022-03-02 14:41:04,053 - mmaction - INFO - Epoch [342][480/1878] lr: 1.000e-03, eta: 8 days, 7:44:58, time: 1.278, data_time: 0.062, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8914, loss_cls: 1.1116, loss: 1.1116, grad_norm: 7.7527 2022-03-02 14:41:29,225 - mmaction - INFO - Epoch [342][500/1878] lr: 1.000e-03, eta: 8 days, 7:44:01, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8754, loss_cls: 1.1950, loss: 1.1950, grad_norm: 7.8674 2022-03-02 14:41:54,476 - mmaction - INFO - Epoch [342][520/1878] lr: 1.000e-03, eta: 8 days, 7:43:05, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8754, loss_cls: 1.1991, loss: 1.1991, grad_norm: 7.6724 2022-03-02 14:42:19,988 - mmaction - INFO - Epoch [342][540/1878] lr: 1.000e-03, eta: 8 days, 7:42:09, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8789, loss_cls: 1.1482, loss: 1.1482, grad_norm: 7.8006 2022-03-02 14:42:45,208 - mmaction - INFO - Epoch [342][560/1878] lr: 1.000e-03, eta: 8 days, 7:41:12, time: 1.260, data_time: 0.058, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8824, loss_cls: 1.1770, loss: 1.1770, grad_norm: 7.7631 2022-03-02 14:43:10,834 - mmaction - INFO - Epoch [342][580/1878] lr: 1.000e-03, eta: 8 days, 7:40:17, time: 1.283, data_time: 0.064, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8832, loss_cls: 1.1554, loss: 1.1554, grad_norm: 7.7865 2022-03-02 14:43:36,169 - mmaction - INFO - Epoch [342][600/1878] lr: 1.000e-03, eta: 8 days, 7:39:21, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8785, loss_cls: 1.1402, loss: 1.1402, grad_norm: 7.4156 2022-03-02 14:44:01,536 - mmaction - INFO - Epoch [342][620/1878] lr: 1.000e-03, eta: 8 days, 7:38:24, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8812, loss_cls: 1.1636, loss: 1.1636, grad_norm: 7.6963 2022-03-02 14:44:27,046 - mmaction - INFO - Epoch [342][640/1878] lr: 1.000e-03, eta: 8 days, 7:37:29, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8930, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.6590 2022-03-02 14:44:52,782 - mmaction - INFO - Epoch [342][660/1878] lr: 1.000e-03, eta: 8 days, 7:36:34, time: 1.287, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8930, loss_cls: 1.0705, loss: 1.0705, grad_norm: 7.3168 2022-03-02 14:45:18,350 - mmaction - INFO - Epoch [342][680/1878] lr: 1.000e-03, eta: 8 days, 7:35:38, time: 1.278, data_time: 0.062, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8875, loss_cls: 1.1479, loss: 1.1479, grad_norm: 7.7371 2022-03-02 14:45:43,610 - mmaction - INFO - Epoch [342][700/1878] lr: 1.000e-03, eta: 8 days, 7:34:42, time: 1.262, data_time: 0.059, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8785, loss_cls: 1.1460, loss: 1.1460, grad_norm: 7.6279 2022-03-02 14:46:09,199 - mmaction - INFO - Epoch [342][720/1878] lr: 1.000e-03, eta: 8 days, 7:33:46, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8848, loss_cls: 1.1606, loss: 1.1606, grad_norm: 7.6724 2022-03-02 14:46:34,604 - mmaction - INFO - Epoch [342][740/1878] lr: 1.000e-03, eta: 8 days, 7:32:50, time: 1.271, data_time: 0.068, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8902, loss_cls: 1.0966, loss: 1.0966, grad_norm: 7.6708 2022-03-02 14:47:00,024 - mmaction - INFO - Epoch [342][760/1878] lr: 1.000e-03, eta: 8 days, 7:31:54, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8793, loss_cls: 1.2004, loss: 1.2004, grad_norm: 7.9325 2022-03-02 14:47:25,174 - mmaction - INFO - Epoch [342][780/1878] lr: 1.000e-03, eta: 8 days, 7:30:58, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8781, loss_cls: 1.2099, loss: 1.2099, grad_norm: 7.9123 2022-03-02 14:47:50,659 - mmaction - INFO - Epoch [342][800/1878] lr: 1.000e-03, eta: 8 days, 7:30:02, time: 1.275, data_time: 0.071, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8945, loss_cls: 1.1115, loss: 1.1115, grad_norm: 7.6891 2022-03-02 14:48:15,595 - mmaction - INFO - Epoch [342][820/1878] lr: 1.000e-03, eta: 8 days, 7:29:04, time: 1.246, data_time: 0.063, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8848, loss_cls: 1.1167, loss: 1.1167, grad_norm: 7.7291 2022-03-02 14:48:40,678 - mmaction - INFO - Epoch [342][840/1878] lr: 1.000e-03, eta: 8 days, 7:28:07, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8891, loss_cls: 1.1226, loss: 1.1226, grad_norm: 7.5951 2022-03-02 14:49:05,967 - mmaction - INFO - Epoch [342][860/1878] lr: 1.000e-03, eta: 8 days, 7:27:11, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8766, loss_cls: 1.1333, loss: 1.1333, grad_norm: 7.5807 2022-03-02 14:49:31,299 - mmaction - INFO - Epoch [342][880/1878] lr: 1.000e-03, eta: 8 days, 7:26:14, time: 1.267, data_time: 0.060, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8969, loss_cls: 1.0814, loss: 1.0814, grad_norm: 7.5409 2022-03-02 14:49:56,329 - mmaction - INFO - Epoch [342][900/1878] lr: 1.000e-03, eta: 8 days, 7:25:17, time: 1.251, data_time: 0.070, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8977, loss_cls: 1.1120, loss: 1.1120, grad_norm: 7.8138 2022-03-02 14:50:21,747 - mmaction - INFO - Epoch [342][920/1878] lr: 1.000e-03, eta: 8 days, 7:24:21, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8762, loss_cls: 1.1827, loss: 1.1827, grad_norm: 7.7470 2022-03-02 14:50:46,990 - mmaction - INFO - Epoch [342][940/1878] lr: 1.000e-03, eta: 8 days, 7:23:25, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8805, loss_cls: 1.1528, loss: 1.1528, grad_norm: 7.6305 2022-03-02 14:51:12,403 - mmaction - INFO - Epoch [342][960/1878] lr: 1.000e-03, eta: 8 days, 7:22:29, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8812, loss_cls: 1.2027, loss: 1.2027, grad_norm: 7.7921 2022-03-02 14:51:37,652 - mmaction - INFO - Epoch [342][980/1878] lr: 1.000e-03, eta: 8 days, 7:21:32, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8863, loss_cls: 1.1083, loss: 1.1083, grad_norm: 7.7478 2022-03-02 14:52:03,035 - mmaction - INFO - Epoch [342][1000/1878] lr: 1.000e-03, eta: 8 days, 7:20:36, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8844, loss_cls: 1.1079, loss: 1.1079, grad_norm: 7.5750 2022-03-02 14:52:28,123 - mmaction - INFO - Epoch [342][1020/1878] lr: 1.000e-03, eta: 8 days, 7:19:39, time: 1.254, data_time: 0.068, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8852, loss_cls: 1.1137, loss: 1.1137, grad_norm: 7.6369 2022-03-02 14:52:53,196 - mmaction - INFO - Epoch [342][1040/1878] lr: 1.000e-03, eta: 8 days, 7:18:42, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8859, loss_cls: 1.1551, loss: 1.1551, grad_norm: 7.7341 2022-03-02 14:53:18,325 - mmaction - INFO - Epoch [342][1060/1878] lr: 1.000e-03, eta: 8 days, 7:17:45, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8840, loss_cls: 1.1670, loss: 1.1670, grad_norm: 7.6706 2022-03-02 14:53:43,656 - mmaction - INFO - Epoch [342][1080/1878] lr: 1.000e-03, eta: 8 days, 7:16:49, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8977, loss_cls: 1.0775, loss: 1.0775, grad_norm: 7.6340 2022-03-02 14:54:09,044 - mmaction - INFO - Epoch [342][1100/1878] lr: 1.000e-03, eta: 8 days, 7:15:53, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8859, loss_cls: 1.1638, loss: 1.1638, grad_norm: 7.8092 2022-03-02 14:54:34,375 - mmaction - INFO - Epoch [342][1120/1878] lr: 1.000e-03, eta: 8 days, 7:14:57, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8773, loss_cls: 1.1649, loss: 1.1649, grad_norm: 7.6612 2022-03-02 14:54:59,780 - mmaction - INFO - Epoch [342][1140/1878] lr: 1.000e-03, eta: 8 days, 7:14:01, time: 1.270, data_time: 0.062, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8879, loss_cls: 1.1122, loss: 1.1122, grad_norm: 7.7185 2022-03-02 14:55:25,178 - mmaction - INFO - Epoch [342][1160/1878] lr: 1.000e-03, eta: 8 days, 7:13:05, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8895, loss_cls: 1.1540, loss: 1.1540, grad_norm: 7.8573 2022-03-02 14:55:50,424 - mmaction - INFO - Epoch [342][1180/1878] lr: 1.000e-03, eta: 8 days, 7:12:09, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8879, loss_cls: 1.1299, loss: 1.1299, grad_norm: 7.7043 2022-03-02 14:56:15,757 - mmaction - INFO - Epoch [342][1200/1878] lr: 1.000e-03, eta: 8 days, 7:11:13, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8832, loss_cls: 1.1244, loss: 1.1244, grad_norm: 7.5421 2022-03-02 14:56:41,013 - mmaction - INFO - Epoch [342][1220/1878] lr: 1.000e-03, eta: 8 days, 7:10:17, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8746, loss_cls: 1.1704, loss: 1.1704, grad_norm: 7.7031 2022-03-02 14:57:06,163 - mmaction - INFO - Epoch [342][1240/1878] lr: 1.000e-03, eta: 8 days, 7:09:20, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8684, loss_cls: 1.2264, loss: 1.2264, grad_norm: 7.9172 2022-03-02 14:57:31,814 - mmaction - INFO - Epoch [342][1260/1878] lr: 1.000e-03, eta: 8 days, 7:08:25, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8754, loss_cls: 1.1712, loss: 1.1712, grad_norm: 7.6303 2022-03-02 14:57:57,129 - mmaction - INFO - Epoch [342][1280/1878] lr: 1.000e-03, eta: 8 days, 7:07:29, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8707, loss_cls: 1.2177, loss: 1.2177, grad_norm: 8.0261 2022-03-02 14:58:22,129 - mmaction - INFO - Epoch [342][1300/1878] lr: 1.000e-03, eta: 8 days, 7:06:32, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8863, loss_cls: 1.1612, loss: 1.1612, grad_norm: 7.8004 2022-03-02 14:58:47,501 - mmaction - INFO - Epoch [342][1320/1878] lr: 1.000e-03, eta: 8 days, 7:05:36, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8875, loss_cls: 1.1576, loss: 1.1576, grad_norm: 7.9079 2022-03-02 14:59:12,482 - mmaction - INFO - Epoch [342][1340/1878] lr: 1.000e-03, eta: 8 days, 7:04:39, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8742, loss_cls: 1.1712, loss: 1.1712, grad_norm: 7.7541 2022-03-02 14:59:37,869 - mmaction - INFO - Epoch [342][1360/1878] lr: 1.000e-03, eta: 8 days, 7:03:43, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8836, loss_cls: 1.0999, loss: 1.0999, grad_norm: 7.1860 2022-03-02 15:00:02,840 - mmaction - INFO - Epoch [342][1380/1878] lr: 1.000e-03, eta: 8 days, 7:02:46, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8727, loss_cls: 1.2078, loss: 1.2078, grad_norm: 7.7594 2022-03-02 15:00:28,386 - mmaction - INFO - Epoch [342][1400/1878] lr: 1.000e-03, eta: 8 days, 7:01:50, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8836, loss_cls: 1.1372, loss: 1.1372, grad_norm: 7.5037 2022-03-02 15:00:53,928 - mmaction - INFO - Epoch [342][1420/1878] lr: 1.000e-03, eta: 8 days, 7:00:55, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8961, loss_cls: 1.0793, loss: 1.0793, grad_norm: 7.5132 2022-03-02 15:01:19,282 - mmaction - INFO - Epoch [342][1440/1878] lr: 1.000e-03, eta: 8 days, 6:59:59, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8910, loss_cls: 1.1369, loss: 1.1369, grad_norm: 7.6695 2022-03-02 15:01:44,359 - mmaction - INFO - Epoch [342][1460/1878] lr: 1.000e-03, eta: 8 days, 6:59:02, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8938, loss_cls: 1.1183, loss: 1.1183, grad_norm: 7.8118 2022-03-02 15:02:09,575 - mmaction - INFO - Epoch [342][1480/1878] lr: 1.000e-03, eta: 8 days, 6:58:06, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8855, loss_cls: 1.1645, loss: 1.1645, grad_norm: 7.7560 2022-03-02 15:02:35,066 - mmaction - INFO - Epoch [342][1500/1878] lr: 1.000e-03, eta: 8 days, 6:57:11, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8855, loss_cls: 1.1387, loss: 1.1387, grad_norm: 7.6155 2022-03-02 15:03:00,300 - mmaction - INFO - Epoch [342][1520/1878] lr: 1.000e-03, eta: 8 days, 6:56:15, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7059, top5_acc: 0.8734, loss_cls: 1.2516, loss: 1.2516, grad_norm: 8.1253 2022-03-02 15:03:25,294 - mmaction - INFO - Epoch [342][1540/1878] lr: 1.000e-03, eta: 8 days, 6:55:17, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8691, loss_cls: 1.2176, loss: 1.2176, grad_norm: 7.8996 2022-03-02 15:03:50,650 - mmaction - INFO - Epoch [342][1560/1878] lr: 1.000e-03, eta: 8 days, 6:54:22, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8727, loss_cls: 1.2009, loss: 1.2009, grad_norm: 7.8501 2022-03-02 15:04:15,577 - mmaction - INFO - Epoch [342][1580/1878] lr: 1.000e-03, eta: 8 days, 6:53:24, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8871, loss_cls: 1.1473, loss: 1.1473, grad_norm: 7.8662 2022-03-02 15:04:40,802 - mmaction - INFO - Epoch [342][1600/1878] lr: 1.000e-03, eta: 8 days, 6:52:28, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8711, loss_cls: 1.1858, loss: 1.1858, grad_norm: 7.9087 2022-03-02 15:05:05,968 - mmaction - INFO - Epoch [342][1620/1878] lr: 1.000e-03, eta: 8 days, 6:51:32, time: 1.258, data_time: 0.060, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8750, loss_cls: 1.1796, loss: 1.1796, grad_norm: 7.7548 2022-03-02 15:05:31,143 - mmaction - INFO - Epoch [342][1640/1878] lr: 1.000e-03, eta: 8 days, 6:50:35, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8879, loss_cls: 1.0914, loss: 1.0914, grad_norm: 7.4358 2022-03-02 15:05:56,204 - mmaction - INFO - Epoch [342][1660/1878] lr: 1.000e-03, eta: 8 days, 6:49:38, time: 1.253, data_time: 0.070, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8770, loss_cls: 1.2057, loss: 1.2057, grad_norm: 7.7563 2022-03-02 15:06:21,322 - mmaction - INFO - Epoch [342][1680/1878] lr: 1.000e-03, eta: 8 days, 6:48:42, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8746, loss_cls: 1.1921, loss: 1.1921, grad_norm: 7.7132 2022-03-02 15:06:46,467 - mmaction - INFO - Epoch [342][1700/1878] lr: 1.000e-03, eta: 8 days, 6:47:45, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8855, loss_cls: 1.0979, loss: 1.0979, grad_norm: 7.5778 2022-03-02 15:07:11,575 - mmaction - INFO - Epoch [342][1720/1878] lr: 1.000e-03, eta: 8 days, 6:46:49, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8801, loss_cls: 1.1305, loss: 1.1305, grad_norm: 7.6344 2022-03-02 15:07:36,879 - mmaction - INFO - Epoch [342][1740/1878] lr: 1.000e-03, eta: 8 days, 6:45:53, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8824, loss_cls: 1.1483, loss: 1.1483, grad_norm: 7.8402 2022-03-02 15:08:01,871 - mmaction - INFO - Epoch [342][1760/1878] lr: 1.000e-03, eta: 8 days, 6:44:56, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8766, loss_cls: 1.1465, loss: 1.1465, grad_norm: 7.6629 2022-03-02 15:08:27,062 - mmaction - INFO - Epoch [342][1780/1878] lr: 1.000e-03, eta: 8 days, 6:43:59, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7105, top5_acc: 0.8742, loss_cls: 1.1733, loss: 1.1733, grad_norm: 7.8853 2022-03-02 15:08:52,292 - mmaction - INFO - Epoch [342][1800/1878] lr: 1.000e-03, eta: 8 days, 6:43:03, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8809, loss_cls: 1.1542, loss: 1.1542, grad_norm: 7.7358 2022-03-02 15:09:17,161 - mmaction - INFO - Epoch [342][1820/1878] lr: 1.000e-03, eta: 8 days, 6:42:06, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1869, loss: 1.1869, grad_norm: 7.7168 2022-03-02 15:09:42,049 - mmaction - INFO - Epoch [342][1840/1878] lr: 1.000e-03, eta: 8 days, 6:41:08, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8863, loss_cls: 1.1336, loss: 1.1336, grad_norm: 7.8044 2022-03-02 15:10:07,474 - mmaction - INFO - Epoch [342][1860/1878] lr: 1.000e-03, eta: 8 days, 6:40:13, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8875, loss_cls: 1.1493, loss: 1.1493, grad_norm: 7.6823 2022-03-02 15:10:35,035 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 15:10:35,164 - mmaction - INFO - 110 BN found 2022-03-02 15:15:10,509 - mmaction - INFO - BN stats updated 2022-03-02 15:15:12,516 - mmaction - INFO - Saving checkpoint at 342 epochs 2022-03-02 15:18:37,259 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-02 15:18:38,157 - mmaction - INFO - top1_acc 0.6933 top5_acc 0.8830 2022-03-02 15:18:38,157 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-02 15:18:38,191 - mmaction - INFO - mean_acc 0.6932 2022-03-02 15:18:38,199 - mmaction - INFO - Epoch(val) [342][155] top1_acc: 0.6933, top5_acc: 0.8830, mean_class_accuracy: 0.6932 2022-03-02 15:18:38,985 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 15:20:18,499 - mmaction - INFO - Epoch [343][20/1878] lr: 1.000e-03, eta: 8 days, 6:41:38, time: 4.974, data_time: 3.692, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8848, loss_cls: 1.1327, loss: 1.1327, grad_norm: 7.6839 2022-03-02 15:20:43,636 - mmaction - INFO - Epoch [343][40/1878] lr: 1.000e-03, eta: 8 days, 6:40:42, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8754, loss_cls: 1.1834, loss: 1.1834, grad_norm: 7.8988 2022-03-02 15:21:08,551 - mmaction - INFO - Epoch [343][60/1878] lr: 1.000e-03, eta: 8 days, 6:39:45, time: 1.247, data_time: 0.067, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8797, loss_cls: 1.1502, loss: 1.1502, grad_norm: 7.8551 2022-03-02 15:21:33,755 - mmaction - INFO - Epoch [343][80/1878] lr: 1.000e-03, eta: 8 days, 6:38:49, time: 1.259, data_time: 0.068, memory: 9654, top1_acc: 0.7207, top5_acc: 0.8836, loss_cls: 1.1612, loss: 1.1612, grad_norm: 7.7843 2022-03-02 15:21:58,936 - mmaction - INFO - Epoch [343][100/1878] lr: 1.000e-03, eta: 8 days, 6:37:52, time: 1.259, data_time: 0.071, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8812, loss_cls: 1.1326, loss: 1.1326, grad_norm: 7.7626 2022-03-02 15:22:23,795 - mmaction - INFO - Epoch [343][120/1878] lr: 1.000e-03, eta: 8 days, 6:36:55, time: 1.243, data_time: 0.069, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8715, loss_cls: 1.1755, loss: 1.1755, grad_norm: 7.7603 2022-03-02 15:22:48,578 - mmaction - INFO - Epoch [343][140/1878] lr: 1.000e-03, eta: 8 days, 6:35:57, time: 1.238, data_time: 0.069, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8906, loss_cls: 1.1283, loss: 1.1283, grad_norm: 7.7815 2022-03-02 15:23:13,636 - mmaction - INFO - Epoch [343][160/1878] lr: 1.000e-03, eta: 8 days, 6:35:01, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8832, loss_cls: 1.1495, loss: 1.1495, grad_norm: 7.6478 2022-03-02 15:23:38,827 - mmaction - INFO - Epoch [343][180/1878] lr: 1.000e-03, eta: 8 days, 6:34:04, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8891, loss_cls: 1.1415, loss: 1.1415, grad_norm: 7.8323 2022-03-02 15:24:04,198 - mmaction - INFO - Epoch [343][200/1878] lr: 1.000e-03, eta: 8 days, 6:33:09, time: 1.269, data_time: 0.074, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8930, loss_cls: 1.1276, loss: 1.1276, grad_norm: 7.9180 2022-03-02 15:24:28,941 - mmaction - INFO - Epoch [343][220/1878] lr: 1.000e-03, eta: 8 days, 6:32:11, time: 1.238, data_time: 0.066, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8781, loss_cls: 1.1368, loss: 1.1368, grad_norm: 7.6522 2022-03-02 15:24:54,218 - mmaction - INFO - Epoch [343][240/1878] lr: 1.000e-03, eta: 8 days, 6:31:15, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8789, loss_cls: 1.1500, loss: 1.1500, grad_norm: 7.6309 2022-03-02 15:25:19,346 - mmaction - INFO - Epoch [343][260/1878] lr: 1.000e-03, eta: 8 days, 6:30:19, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7188, top5_acc: 0.8770, loss_cls: 1.1761, loss: 1.1761, grad_norm: 7.7740 2022-03-02 15:25:44,167 - mmaction - INFO - Epoch [343][280/1878] lr: 1.000e-03, eta: 8 days, 6:29:21, time: 1.241, data_time: 0.068, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8766, loss_cls: 1.1574, loss: 1.1574, grad_norm: 7.6743 2022-03-02 15:26:09,403 - mmaction - INFO - Epoch [343][300/1878] lr: 1.000e-03, eta: 8 days, 6:28:25, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8875, loss_cls: 1.1096, loss: 1.1096, grad_norm: 7.6270 2022-03-02 15:26:34,663 - mmaction - INFO - Epoch [343][320/1878] lr: 1.000e-03, eta: 8 days, 6:27:29, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8836, loss_cls: 1.1512, loss: 1.1512, grad_norm: 7.7187 2022-03-02 15:26:59,953 - mmaction - INFO - Epoch [343][340/1878] lr: 1.000e-03, eta: 8 days, 6:26:34, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8797, loss_cls: 1.1186, loss: 1.1186, grad_norm: 7.5799 2022-03-02 15:27:25,087 - mmaction - INFO - Epoch [343][360/1878] lr: 1.000e-03, eta: 8 days, 6:25:37, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8883, loss_cls: 1.0733, loss: 1.0733, grad_norm: 7.4971 2022-03-02 15:27:50,464 - mmaction - INFO - Epoch [343][380/1878] lr: 1.000e-03, eta: 8 days, 6:24:42, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7074, top5_acc: 0.8816, loss_cls: 1.1863, loss: 1.1863, grad_norm: 7.9119 2022-03-02 15:28:15,733 - mmaction - INFO - Epoch [343][400/1878] lr: 1.000e-03, eta: 8 days, 6:23:46, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8809, loss_cls: 1.1542, loss: 1.1542, grad_norm: 7.8255 2022-03-02 15:28:41,211 - mmaction - INFO - Epoch [343][420/1878] lr: 1.000e-03, eta: 8 days, 6:22:51, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8840, loss_cls: 1.1545, loss: 1.1545, grad_norm: 7.7625 2022-03-02 15:29:06,714 - mmaction - INFO - Epoch [343][440/1878] lr: 1.000e-03, eta: 8 days, 6:21:56, time: 1.276, data_time: 0.070, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8773, loss_cls: 1.1700, loss: 1.1700, grad_norm: 8.0082 2022-03-02 15:29:31,916 - mmaction - INFO - Epoch [343][460/1878] lr: 1.000e-03, eta: 8 days, 6:21:00, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8840, loss_cls: 1.1786, loss: 1.1786, grad_norm: 7.8867 2022-03-02 15:29:57,484 - mmaction - INFO - Epoch [343][480/1878] lr: 1.000e-03, eta: 8 days, 6:20:06, time: 1.278, data_time: 0.061, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8938, loss_cls: 1.0827, loss: 1.0827, grad_norm: 7.7634 2022-03-02 15:30:22,986 - mmaction - INFO - Epoch [343][500/1878] lr: 1.000e-03, eta: 8 days, 6:19:11, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8836, loss_cls: 1.1614, loss: 1.1614, grad_norm: 7.7601 2022-03-02 15:30:48,862 - mmaction - INFO - Epoch [343][520/1878] lr: 1.000e-03, eta: 8 days, 6:18:17, time: 1.293, data_time: 0.066, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8840, loss_cls: 1.1432, loss: 1.1432, grad_norm: 7.7276 2022-03-02 15:31:14,443 - mmaction - INFO - Epoch [343][540/1878] lr: 1.000e-03, eta: 8 days, 6:17:23, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8859, loss_cls: 1.1562, loss: 1.1562, grad_norm: 7.9071 2022-03-02 15:31:39,672 - mmaction - INFO - Epoch [343][560/1878] lr: 1.000e-03, eta: 8 days, 6:16:27, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8922, loss_cls: 1.1309, loss: 1.1309, grad_norm: 7.8246 2022-03-02 15:32:05,126 - mmaction - INFO - Epoch [343][580/1878] lr: 1.000e-03, eta: 8 days, 6:15:32, time: 1.272, data_time: 0.072, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8836, loss_cls: 1.1632, loss: 1.1632, grad_norm: 7.8393 2022-03-02 15:32:30,366 - mmaction - INFO - Epoch [343][600/1878] lr: 1.000e-03, eta: 8 days, 6:14:36, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8797, loss_cls: 1.1651, loss: 1.1651, grad_norm: 7.8027 2022-03-02 15:32:55,649 - mmaction - INFO - Epoch [343][620/1878] lr: 1.000e-03, eta: 8 days, 6:13:41, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7129, top5_acc: 0.8820, loss_cls: 1.1709, loss: 1.1709, grad_norm: 7.9220 2022-03-02 15:33:20,625 - mmaction - INFO - Epoch [343][640/1878] lr: 1.000e-03, eta: 8 days, 6:12:44, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8855, loss_cls: 1.1318, loss: 1.1318, grad_norm: 7.6287 2022-03-02 15:33:45,879 - mmaction - INFO - Epoch [343][660/1878] lr: 1.000e-03, eta: 8 days, 6:11:48, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8809, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.6870 2022-03-02 15:34:11,105 - mmaction - INFO - Epoch [343][680/1878] lr: 1.000e-03, eta: 8 days, 6:10:52, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8875, loss_cls: 1.1358, loss: 1.1358, grad_norm: 7.7350 2022-03-02 15:34:36,723 - mmaction - INFO - Epoch [343][700/1878] lr: 1.000e-03, eta: 8 days, 6:09:58, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8793, loss_cls: 1.1085, loss: 1.1085, grad_norm: 7.5178 2022-03-02 15:35:01,888 - mmaction - INFO - Epoch [343][720/1878] lr: 1.000e-03, eta: 8 days, 6:09:02, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7191, top5_acc: 0.8762, loss_cls: 1.1891, loss: 1.1891, grad_norm: 7.8257 2022-03-02 15:35:27,320 - mmaction - INFO - Epoch [343][740/1878] lr: 1.000e-03, eta: 8 days, 6:08:07, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8824, loss_cls: 1.1193, loss: 1.1193, grad_norm: 7.6577 2022-03-02 15:35:52,717 - mmaction - INFO - Epoch [343][760/1878] lr: 1.000e-03, eta: 8 days, 6:07:12, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8895, loss_cls: 1.1091, loss: 1.1091, grad_norm: 7.5779 2022-03-02 15:36:18,294 - mmaction - INFO - Epoch [343][780/1878] lr: 1.000e-03, eta: 8 days, 6:06:17, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8848, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.7770 2022-03-02 15:36:43,579 - mmaction - INFO - Epoch [343][800/1878] lr: 1.000e-03, eta: 8 days, 6:05:22, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8773, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.7402 2022-03-02 15:37:08,945 - mmaction - INFO - Epoch [343][820/1878] lr: 1.000e-03, eta: 8 days, 6:04:27, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8875, loss_cls: 1.1061, loss: 1.1061, grad_norm: 7.5660 2022-03-02 15:37:34,120 - mmaction - INFO - Epoch [343][840/1878] lr: 1.000e-03, eta: 8 days, 6:03:31, time: 1.259, data_time: 0.069, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8914, loss_cls: 1.1536, loss: 1.1536, grad_norm: 7.7133 2022-03-02 15:37:59,462 - mmaction - INFO - Epoch [343][860/1878] lr: 1.000e-03, eta: 8 days, 6:02:36, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8867, loss_cls: 1.1059, loss: 1.1059, grad_norm: 7.4816 2022-03-02 15:38:24,719 - mmaction - INFO - Epoch [343][880/1878] lr: 1.000e-03, eta: 8 days, 6:01:40, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8883, loss_cls: 1.0983, loss: 1.0983, grad_norm: 7.5652 2022-03-02 15:38:49,822 - mmaction - INFO - Epoch [343][900/1878] lr: 1.000e-03, eta: 8 days, 6:00:44, time: 1.255, data_time: 0.074, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8883, loss_cls: 1.1108, loss: 1.1108, grad_norm: 7.6308 2022-03-02 15:39:15,289 - mmaction - INFO - Epoch [343][920/1878] lr: 1.000e-03, eta: 8 days, 5:59:49, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8797, loss_cls: 1.1381, loss: 1.1381, grad_norm: 7.8379 2022-03-02 15:39:40,547 - mmaction - INFO - Epoch [343][940/1878] lr: 1.000e-03, eta: 8 days, 5:58:53, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8859, loss_cls: 1.1049, loss: 1.1049, grad_norm: 7.5479 2022-03-02 15:40:05,708 - mmaction - INFO - Epoch [343][960/1878] lr: 1.000e-03, eta: 8 days, 5:57:58, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8863, loss_cls: 1.1295, loss: 1.1295, grad_norm: 7.7568 2022-03-02 15:40:31,322 - mmaction - INFO - Epoch [343][980/1878] lr: 1.000e-03, eta: 8 days, 5:57:03, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8781, loss_cls: 1.1700, loss: 1.1700, grad_norm: 7.7216 2022-03-02 15:40:56,502 - mmaction - INFO - Epoch [343][1000/1878] lr: 1.000e-03, eta: 8 days, 5:56:07, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8941, loss_cls: 1.0925, loss: 1.0925, grad_norm: 7.6476 2022-03-02 15:41:21,671 - mmaction - INFO - Epoch [343][1020/1878] lr: 1.000e-03, eta: 8 days, 5:55:12, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8875, loss_cls: 1.1185, loss: 1.1185, grad_norm: 7.6073 2022-03-02 15:41:47,071 - mmaction - INFO - Epoch [343][1040/1878] lr: 1.000e-03, eta: 8 days, 5:54:17, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8941, loss_cls: 1.0618, loss: 1.0618, grad_norm: 7.4684 2022-03-02 15:42:12,660 - mmaction - INFO - Epoch [343][1060/1878] lr: 1.000e-03, eta: 8 days, 5:53:22, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8816, loss_cls: 1.1630, loss: 1.1630, grad_norm: 7.7989 2022-03-02 15:42:37,974 - mmaction - INFO - Epoch [343][1080/1878] lr: 1.000e-03, eta: 8 days, 5:52:27, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8812, loss_cls: 1.1473, loss: 1.1473, grad_norm: 7.9736 2022-03-02 15:43:03,305 - mmaction - INFO - Epoch [343][1100/1878] lr: 1.000e-03, eta: 8 days, 5:51:32, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8801, loss_cls: 1.1829, loss: 1.1829, grad_norm: 7.8603 2022-03-02 15:43:28,593 - mmaction - INFO - Epoch [343][1120/1878] lr: 1.000e-03, eta: 8 days, 5:50:37, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8758, loss_cls: 1.1869, loss: 1.1869, grad_norm: 7.7948 2022-03-02 15:43:54,004 - mmaction - INFO - Epoch [343][1140/1878] lr: 1.000e-03, eta: 8 days, 5:49:42, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8816, loss_cls: 1.1752, loss: 1.1752, grad_norm: 7.7810 2022-03-02 15:44:18,868 - mmaction - INFO - Epoch [343][1160/1878] lr: 1.000e-03, eta: 8 days, 5:48:45, time: 1.244, data_time: 0.063, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8781, loss_cls: 1.1740, loss: 1.1740, grad_norm: 7.9217 2022-03-02 15:44:44,251 - mmaction - INFO - Epoch [343][1180/1878] lr: 1.000e-03, eta: 8 days, 5:47:50, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7164, top5_acc: 0.8812, loss_cls: 1.1715, loss: 1.1715, grad_norm: 8.0076 2022-03-02 15:45:09,265 - mmaction - INFO - Epoch [343][1200/1878] lr: 1.000e-03, eta: 8 days, 5:46:54, time: 1.252, data_time: 0.072, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8805, loss_cls: 1.1648, loss: 1.1648, grad_norm: 7.7476 2022-03-02 15:45:34,162 - mmaction - INFO - Epoch [343][1220/1878] lr: 1.000e-03, eta: 8 days, 5:45:57, time: 1.244, data_time: 0.070, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8766, loss_cls: 1.1736, loss: 1.1736, grad_norm: 7.6756 2022-03-02 15:45:59,800 - mmaction - INFO - Epoch [343][1240/1878] lr: 1.000e-03, eta: 8 days, 5:45:03, time: 1.283, data_time: 0.067, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8883, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.9695 2022-03-02 15:46:25,121 - mmaction - INFO - Epoch [343][1260/1878] lr: 1.000e-03, eta: 8 days, 5:44:08, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8836, loss_cls: 1.1271, loss: 1.1271, grad_norm: 7.8475 2022-03-02 15:46:50,173 - mmaction - INFO - Epoch [343][1280/1878] lr: 1.000e-03, eta: 8 days, 5:43:11, time: 1.253, data_time: 0.062, memory: 9654, top1_acc: 0.7047, top5_acc: 0.8652, loss_cls: 1.2482, loss: 1.2482, grad_norm: 8.0404 2022-03-02 15:47:15,388 - mmaction - INFO - Epoch [343][1300/1878] lr: 1.000e-03, eta: 8 days, 5:42:16, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8879, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.6792 2022-03-02 15:47:40,244 - mmaction - INFO - Epoch [343][1320/1878] lr: 1.000e-03, eta: 8 days, 5:41:19, time: 1.243, data_time: 0.071, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8711, loss_cls: 1.2084, loss: 1.2084, grad_norm: 8.0661 2022-03-02 15:48:05,493 - mmaction - INFO - Epoch [343][1340/1878] lr: 1.000e-03, eta: 8 days, 5:40:24, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8820, loss_cls: 1.1379, loss: 1.1379, grad_norm: 7.7695 2022-03-02 15:48:30,869 - mmaction - INFO - Epoch [343][1360/1878] lr: 1.000e-03, eta: 8 days, 5:39:29, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8859, loss_cls: 1.1149, loss: 1.1149, grad_norm: 7.7826 2022-03-02 15:48:56,369 - mmaction - INFO - Epoch [343][1380/1878] lr: 1.000e-03, eta: 8 days, 5:38:34, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8770, loss_cls: 1.1723, loss: 1.1723, grad_norm: 7.7928 2022-03-02 15:49:21,506 - mmaction - INFO - Epoch [343][1400/1878] lr: 1.000e-03, eta: 8 days, 5:37:39, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8809, loss_cls: 1.1865, loss: 1.1865, grad_norm: 7.7670 2022-03-02 15:49:46,860 - mmaction - INFO - Epoch [343][1420/1878] lr: 1.000e-03, eta: 8 days, 5:36:44, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8883, loss_cls: 1.1253, loss: 1.1253, grad_norm: 7.7237 2022-03-02 15:50:12,013 - mmaction - INFO - Epoch [343][1440/1878] lr: 1.000e-03, eta: 8 days, 5:35:48, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8887, loss_cls: 1.1336, loss: 1.1336, grad_norm: 7.7277 2022-03-02 15:50:37,636 - mmaction - INFO - Epoch [343][1460/1878] lr: 1.000e-03, eta: 8 days, 5:34:54, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8824, loss_cls: 1.1231, loss: 1.1231, grad_norm: 7.6251 2022-03-02 15:51:03,178 - mmaction - INFO - Epoch [343][1480/1878] lr: 1.000e-03, eta: 8 days, 5:34:00, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8891, loss_cls: 1.1175, loss: 1.1175, grad_norm: 7.4736 2022-03-02 15:51:28,126 - mmaction - INFO - Epoch [343][1500/1878] lr: 1.000e-03, eta: 8 days, 5:33:03, time: 1.248, data_time: 0.073, memory: 9654, top1_acc: 0.7195, top5_acc: 0.8770, loss_cls: 1.1568, loss: 1.1568, grad_norm: 8.0047 2022-03-02 15:51:53,551 - mmaction - INFO - Epoch [343][1520/1878] lr: 1.000e-03, eta: 8 days, 5:32:09, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7117, top5_acc: 0.8703, loss_cls: 1.2147, loss: 1.2147, grad_norm: 7.9633 2022-03-02 15:52:18,792 - mmaction - INFO - Epoch [343][1540/1878] lr: 1.000e-03, eta: 8 days, 5:31:13, time: 1.263, data_time: 0.070, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8840, loss_cls: 1.1327, loss: 1.1327, grad_norm: 7.7927 2022-03-02 15:52:44,114 - mmaction - INFO - Epoch [343][1560/1878] lr: 1.000e-03, eta: 8 days, 5:30:18, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8777, loss_cls: 1.1750, loss: 1.1750, grad_norm: 7.9699 2022-03-02 15:53:09,206 - mmaction - INFO - Epoch [343][1580/1878] lr: 1.000e-03, eta: 8 days, 5:29:23, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8949, loss_cls: 1.0941, loss: 1.0941, grad_norm: 7.6668 2022-03-02 15:53:34,293 - mmaction - INFO - Epoch [343][1600/1878] lr: 1.000e-03, eta: 8 days, 5:28:27, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8844, loss_cls: 1.1326, loss: 1.1326, grad_norm: 7.7312 2022-03-02 15:53:59,274 - mmaction - INFO - Epoch [343][1620/1878] lr: 1.000e-03, eta: 8 days, 5:27:30, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8883, loss_cls: 1.1115, loss: 1.1115, grad_norm: 7.8695 2022-03-02 15:54:24,505 - mmaction - INFO - Epoch [343][1640/1878] lr: 1.000e-03, eta: 8 days, 5:26:35, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8902, loss_cls: 1.0996, loss: 1.0996, grad_norm: 7.7614 2022-03-02 15:54:50,121 - mmaction - INFO - Epoch [343][1660/1878] lr: 1.000e-03, eta: 8 days, 5:25:41, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8840, loss_cls: 1.1421, loss: 1.1421, grad_norm: 7.7174 2022-03-02 15:55:15,288 - mmaction - INFO - Epoch [343][1680/1878] lr: 1.000e-03, eta: 8 days, 5:24:46, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7141, top5_acc: 0.8789, loss_cls: 1.1828, loss: 1.1828, grad_norm: 7.8743 2022-03-02 15:55:40,250 - mmaction - INFO - Epoch [343][1700/1878] lr: 1.000e-03, eta: 8 days, 5:23:49, time: 1.249, data_time: 0.071, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8781, loss_cls: 1.2040, loss: 1.2040, grad_norm: 7.8887 2022-03-02 15:56:05,301 - mmaction - INFO - Epoch [343][1720/1878] lr: 1.000e-03, eta: 8 days, 5:22:53, time: 1.252, data_time: 0.074, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8758, loss_cls: 1.1844, loss: 1.1844, grad_norm: 7.8040 2022-03-02 15:56:30,238 - mmaction - INFO - Epoch [343][1740/1878] lr: 1.000e-03, eta: 8 days, 5:21:57, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8805, loss_cls: 1.1641, loss: 1.1641, grad_norm: 7.7608 2022-03-02 15:56:55,377 - mmaction - INFO - Epoch [343][1760/1878] lr: 1.000e-03, eta: 8 days, 5:21:02, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8906, loss_cls: 1.0983, loss: 1.0983, grad_norm: 7.7637 2022-03-02 15:57:20,692 - mmaction - INFO - Epoch [343][1780/1878] lr: 1.000e-03, eta: 8 days, 5:20:07, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8797, loss_cls: 1.1672, loss: 1.1672, grad_norm: 7.8707 2022-03-02 15:57:45,833 - mmaction - INFO - Epoch [343][1800/1878] lr: 1.000e-03, eta: 8 days, 5:19:11, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8867, loss_cls: 1.1562, loss: 1.1562, grad_norm: 7.8757 2022-03-02 15:58:10,875 - mmaction - INFO - Epoch [343][1820/1878] lr: 1.000e-03, eta: 8 days, 5:18:15, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8730, loss_cls: 1.1985, loss: 1.1985, grad_norm: 7.9994 2022-03-02 15:58:36,189 - mmaction - INFO - Epoch [343][1840/1878] lr: 1.000e-03, eta: 8 days, 5:17:20, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.7168, top5_acc: 0.8777, loss_cls: 1.1763, loss: 1.1763, grad_norm: 7.8618 2022-03-02 15:59:01,162 - mmaction - INFO - Epoch [343][1860/1878] lr: 1.000e-03, eta: 8 days, 5:16:24, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8840, loss_cls: 1.1381, loss: 1.1381, grad_norm: 7.8007 2022-03-02 15:59:25,685 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 16:01:00,736 - mmaction - INFO - Epoch [344][20/1878] lr: 1.000e-05, eta: 8 days, 5:17:31, time: 4.750, data_time: 3.462, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8832, loss_cls: 1.1272, loss: 1.1272, grad_norm: 7.8210 2022-03-02 16:01:25,686 - mmaction - INFO - Epoch [344][40/1878] lr: 1.000e-05, eta: 8 days, 5:16:35, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8832, loss_cls: 1.1232, loss: 1.1232, grad_norm: 7.6577 2022-03-02 16:01:50,839 - mmaction - INFO - Epoch [344][60/1878] lr: 1.000e-05, eta: 8 days, 5:15:40, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8820, loss_cls: 1.1462, loss: 1.1462, grad_norm: 7.8644 2022-03-02 16:02:15,927 - mmaction - INFO - Epoch [344][80/1878] lr: 1.000e-05, eta: 8 days, 5:14:44, time: 1.254, data_time: 0.064, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8855, loss_cls: 1.1438, loss: 1.1438, grad_norm: 7.7984 2022-03-02 16:02:41,172 - mmaction - INFO - Epoch [344][100/1878] lr: 1.000e-05, eta: 8 days, 5:13:49, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8660, loss_cls: 1.1906, loss: 1.1906, grad_norm: 7.8620 2022-03-02 16:03:06,546 - mmaction - INFO - Epoch [344][120/1878] lr: 1.000e-05, eta: 8 days, 5:12:54, time: 1.269, data_time: 0.072, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.0907, loss: 1.0907, grad_norm: 7.6286 2022-03-02 16:03:31,453 - mmaction - INFO - Epoch [344][140/1878] lr: 1.000e-05, eta: 8 days, 5:11:58, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8969, loss_cls: 1.0913, loss: 1.0913, grad_norm: 7.6158 2022-03-02 16:03:56,955 - mmaction - INFO - Epoch [344][160/1878] lr: 1.000e-05, eta: 8 days, 5:11:04, time: 1.275, data_time: 0.074, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1226, loss: 1.1226, grad_norm: 7.8646 2022-03-02 16:04:21,892 - mmaction - INFO - Epoch [344][180/1878] lr: 1.000e-05, eta: 8 days, 5:10:08, time: 1.248, data_time: 0.071, memory: 9654, top1_acc: 0.7246, top5_acc: 0.8809, loss_cls: 1.1314, loss: 1.1314, grad_norm: 7.8009 2022-03-02 16:04:47,040 - mmaction - INFO - Epoch [344][200/1878] lr: 1.000e-05, eta: 8 days, 5:09:12, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8918, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.7114 2022-03-02 16:05:12,493 - mmaction - INFO - Epoch [344][220/1878] lr: 1.000e-05, eta: 8 days, 5:08:18, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7227, top5_acc: 0.8793, loss_cls: 1.1878, loss: 1.1878, grad_norm: 8.0159 2022-03-02 16:05:37,602 - mmaction - INFO - Epoch [344][240/1878] lr: 1.000e-05, eta: 8 days, 5:07:22, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8930, loss_cls: 1.0897, loss: 1.0897, grad_norm: 7.6253 2022-03-02 16:06:03,051 - mmaction - INFO - Epoch [344][260/1878] lr: 1.000e-05, eta: 8 days, 5:06:28, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8883, loss_cls: 1.0840, loss: 1.0840, grad_norm: 7.5002 2022-03-02 16:06:28,256 - mmaction - INFO - Epoch [344][280/1878] lr: 1.000e-05, eta: 8 days, 5:05:33, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8852, loss_cls: 1.1050, loss: 1.1050, grad_norm: 7.6555 2022-03-02 16:06:53,549 - mmaction - INFO - Epoch [344][300/1878] lr: 1.000e-05, eta: 8 days, 5:04:38, time: 1.264, data_time: 0.062, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8891, loss_cls: 1.1137, loss: 1.1137, grad_norm: 7.6489 2022-03-02 16:07:18,438 - mmaction - INFO - Epoch [344][320/1878] lr: 1.000e-05, eta: 8 days, 5:03:42, time: 1.244, data_time: 0.068, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8871, loss_cls: 1.1062, loss: 1.1062, grad_norm: 7.5203 2022-03-02 16:07:44,036 - mmaction - INFO - Epoch [344][340/1878] lr: 1.000e-05, eta: 8 days, 5:02:48, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8895, loss_cls: 1.0908, loss: 1.0908, grad_norm: 7.7686 2022-03-02 16:08:09,135 - mmaction - INFO - Epoch [344][360/1878] lr: 1.000e-05, eta: 8 days, 5:01:52, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8895, loss_cls: 1.1181, loss: 1.1181, grad_norm: 7.6602 2022-03-02 16:08:34,821 - mmaction - INFO - Epoch [344][380/1878] lr: 1.000e-05, eta: 8 days, 5:00:59, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.7172, top5_acc: 0.8676, loss_cls: 1.1997, loss: 1.1997, grad_norm: 7.8978 2022-03-02 16:08:59,945 - mmaction - INFO - Epoch [344][400/1878] lr: 1.000e-05, eta: 8 days, 5:00:03, time: 1.255, data_time: 0.062, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8887, loss_cls: 1.0847, loss: 1.0847, grad_norm: 7.5426 2022-03-02 16:09:25,068 - mmaction - INFO - Epoch [344][420/1878] lr: 1.000e-05, eta: 8 days, 4:59:08, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8844, loss_cls: 1.1362, loss: 1.1362, grad_norm: 7.7248 2022-03-02 16:09:50,478 - mmaction - INFO - Epoch [344][440/1878] lr: 1.000e-05, eta: 8 days, 4:58:14, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8711, loss_cls: 1.1861, loss: 1.1861, grad_norm: 7.9290 2022-03-02 16:10:15,598 - mmaction - INFO - Epoch [344][460/1878] lr: 1.000e-05, eta: 8 days, 4:57:18, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8773, loss_cls: 1.1680, loss: 1.1680, grad_norm: 7.7503 2022-03-02 16:10:41,170 - mmaction - INFO - Epoch [344][480/1878] lr: 1.000e-05, eta: 8 days, 4:56:25, time: 1.279, data_time: 0.072, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8898, loss_cls: 1.1069, loss: 1.1069, grad_norm: 7.6904 2022-03-02 16:11:06,791 - mmaction - INFO - Epoch [344][500/1878] lr: 1.000e-05, eta: 8 days, 4:55:31, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8871, loss_cls: 1.1033, loss: 1.1033, grad_norm: 7.7092 2022-03-02 16:11:31,790 - mmaction - INFO - Epoch [344][520/1878] lr: 1.000e-05, eta: 8 days, 4:54:35, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0744, loss: 1.0744, grad_norm: 7.7302 2022-03-02 16:11:57,331 - mmaction - INFO - Epoch [344][540/1878] lr: 1.000e-05, eta: 8 days, 4:53:41, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8723, loss_cls: 1.1379, loss: 1.1379, grad_norm: 7.6889 2022-03-02 16:12:22,641 - mmaction - INFO - Epoch [344][560/1878] lr: 1.000e-05, eta: 8 days, 4:52:47, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8762, loss_cls: 1.1554, loss: 1.1554, grad_norm: 7.8534 2022-03-02 16:12:47,639 - mmaction - INFO - Epoch [344][580/1878] lr: 1.000e-05, eta: 8 days, 4:51:51, time: 1.248, data_time: 0.070, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8918, loss_cls: 1.0971, loss: 1.0971, grad_norm: 7.6627 2022-03-02 16:13:12,837 - mmaction - INFO - Epoch [344][600/1878] lr: 1.000e-05, eta: 8 days, 4:50:56, time: 1.261, data_time: 0.079, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8816, loss_cls: 1.1252, loss: 1.1252, grad_norm: 7.8343 2022-03-02 16:13:38,338 - mmaction - INFO - Epoch [344][620/1878] lr: 1.000e-05, eta: 8 days, 4:50:02, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8840, loss_cls: 1.1165, loss: 1.1165, grad_norm: 7.6080 2022-03-02 16:14:03,318 - mmaction - INFO - Epoch [344][640/1878] lr: 1.000e-05, eta: 8 days, 4:49:06, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8844, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.6793 2022-03-02 16:14:28,484 - mmaction - INFO - Epoch [344][660/1878] lr: 1.000e-05, eta: 8 days, 4:48:11, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8926, loss_cls: 1.0917, loss: 1.0917, grad_norm: 7.7785 2022-03-02 16:14:53,954 - mmaction - INFO - Epoch [344][680/1878] lr: 1.000e-05, eta: 8 days, 4:47:17, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8883, loss_cls: 1.1044, loss: 1.1044, grad_norm: 7.4973 2022-03-02 16:15:19,102 - mmaction - INFO - Epoch [344][700/1878] lr: 1.000e-05, eta: 8 days, 4:46:22, time: 1.257, data_time: 0.072, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8836, loss_cls: 1.1584, loss: 1.1584, grad_norm: 7.6974 2022-03-02 16:15:44,276 - mmaction - INFO - Epoch [344][720/1878] lr: 1.000e-05, eta: 8 days, 4:45:27, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8805, loss_cls: 1.1904, loss: 1.1904, grad_norm: 8.0029 2022-03-02 16:16:09,655 - mmaction - INFO - Epoch [344][740/1878] lr: 1.000e-05, eta: 8 days, 4:44:32, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8781, loss_cls: 1.1592, loss: 1.1592, grad_norm: 7.7330 2022-03-02 16:16:34,941 - mmaction - INFO - Epoch [344][760/1878] lr: 1.000e-05, eta: 8 days, 4:43:38, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8891, loss_cls: 1.1205, loss: 1.1205, grad_norm: 7.7287 2022-03-02 16:17:00,531 - mmaction - INFO - Epoch [344][780/1878] lr: 1.000e-05, eta: 8 days, 4:42:44, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8848, loss_cls: 1.1028, loss: 1.1028, grad_norm: 7.5592 2022-03-02 16:17:25,455 - mmaction - INFO - Epoch [344][800/1878] lr: 1.000e-05, eta: 8 days, 4:41:48, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8730, loss_cls: 1.1816, loss: 1.1816, grad_norm: 7.7847 2022-03-02 16:17:50,696 - mmaction - INFO - Epoch [344][820/1878] lr: 1.000e-05, eta: 8 days, 4:40:53, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8816, loss_cls: 1.1248, loss: 1.1248, grad_norm: 7.8723 2022-03-02 16:18:16,008 - mmaction - INFO - Epoch [344][840/1878] lr: 1.000e-05, eta: 8 days, 4:39:59, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8785, loss_cls: 1.1759, loss: 1.1759, grad_norm: 7.8321 2022-03-02 16:18:41,446 - mmaction - INFO - Epoch [344][860/1878] lr: 1.000e-05, eta: 8 days, 4:39:05, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8906, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.5365 2022-03-02 16:19:06,423 - mmaction - INFO - Epoch [344][880/1878] lr: 1.000e-05, eta: 8 days, 4:38:09, time: 1.249, data_time: 0.067, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8801, loss_cls: 1.1636, loss: 1.1636, grad_norm: 7.8610 2022-03-02 16:19:31,458 - mmaction - INFO - Epoch [344][900/1878] lr: 1.000e-05, eta: 8 days, 4:37:14, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8930, loss_cls: 1.0974, loss: 1.0974, grad_norm: 7.6716 2022-03-02 16:19:56,850 - mmaction - INFO - Epoch [344][920/1878] lr: 1.000e-05, eta: 8 days, 4:36:19, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8910, loss_cls: 1.0776, loss: 1.0776, grad_norm: 7.6821 2022-03-02 16:20:22,189 - mmaction - INFO - Epoch [344][940/1878] lr: 1.000e-05, eta: 8 days, 4:35:25, time: 1.267, data_time: 0.073, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8855, loss_cls: 1.1053, loss: 1.1053, grad_norm: 7.6211 2022-03-02 16:20:48,163 - mmaction - INFO - Epoch [344][960/1878] lr: 1.000e-05, eta: 8 days, 4:34:33, time: 1.299, data_time: 0.074, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8961, loss_cls: 1.0653, loss: 1.0653, grad_norm: 7.5395 2022-03-02 16:21:13,533 - mmaction - INFO - Epoch [344][980/1878] lr: 1.000e-05, eta: 8 days, 4:33:39, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8918, loss_cls: 1.0934, loss: 1.0934, grad_norm: 7.6759 2022-03-02 16:21:38,885 - mmaction - INFO - Epoch [344][1000/1878] lr: 1.000e-05, eta: 8 days, 4:32:44, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8848, loss_cls: 1.1338, loss: 1.1338, grad_norm: 7.7441 2022-03-02 16:22:04,098 - mmaction - INFO - Epoch [344][1020/1878] lr: 1.000e-05, eta: 8 days, 4:31:50, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8797, loss_cls: 1.1480, loss: 1.1480, grad_norm: 7.6255 2022-03-02 16:22:29,220 - mmaction - INFO - Epoch [344][1040/1878] lr: 1.000e-05, eta: 8 days, 4:30:54, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8875, loss_cls: 1.1128, loss: 1.1128, grad_norm: 7.8168 2022-03-02 16:22:54,185 - mmaction - INFO - Epoch [344][1060/1878] lr: 1.000e-05, eta: 8 days, 4:29:59, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8789, loss_cls: 1.1740, loss: 1.1740, grad_norm: 7.8967 2022-03-02 16:23:19,359 - mmaction - INFO - Epoch [344][1080/1878] lr: 1.000e-05, eta: 8 days, 4:29:04, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8855, loss_cls: 1.1112, loss: 1.1112, grad_norm: 7.7514 2022-03-02 16:23:44,562 - mmaction - INFO - Epoch [344][1100/1878] lr: 1.000e-05, eta: 8 days, 4:28:09, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8992, loss_cls: 1.0683, loss: 1.0683, grad_norm: 7.5529 2022-03-02 16:24:10,061 - mmaction - INFO - Epoch [344][1120/1878] lr: 1.000e-05, eta: 8 days, 4:27:15, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8863, loss_cls: 1.1322, loss: 1.1322, grad_norm: 7.7490 2022-03-02 16:24:35,443 - mmaction - INFO - Epoch [344][1140/1878] lr: 1.000e-05, eta: 8 days, 4:26:21, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8906, loss_cls: 1.0716, loss: 1.0716, grad_norm: 7.7326 2022-03-02 16:25:00,439 - mmaction - INFO - Epoch [344][1160/1878] lr: 1.000e-05, eta: 8 days, 4:25:26, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8898, loss_cls: 1.1189, loss: 1.1189, grad_norm: 7.7706 2022-03-02 16:25:25,734 - mmaction - INFO - Epoch [344][1180/1878] lr: 1.000e-05, eta: 8 days, 4:24:31, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8926, loss_cls: 1.1113, loss: 1.1113, grad_norm: 7.6200 2022-03-02 16:25:51,251 - mmaction - INFO - Epoch [344][1200/1878] lr: 1.000e-05, eta: 8 days, 4:23:38, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8871, loss_cls: 1.1275, loss: 1.1275, grad_norm: 7.7525 2022-03-02 16:26:16,585 - mmaction - INFO - Epoch [344][1220/1878] lr: 1.000e-05, eta: 8 days, 4:22:43, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8793, loss_cls: 1.1478, loss: 1.1478, grad_norm: 7.7174 2022-03-02 16:26:42,048 - mmaction - INFO - Epoch [344][1240/1878] lr: 1.000e-05, eta: 8 days, 4:21:50, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8852, loss_cls: 1.1063, loss: 1.1063, grad_norm: 7.6545 2022-03-02 16:27:07,587 - mmaction - INFO - Epoch [344][1260/1878] lr: 1.000e-05, eta: 8 days, 4:20:56, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8859, loss_cls: 1.1458, loss: 1.1458, grad_norm: 7.6607 2022-03-02 16:27:32,746 - mmaction - INFO - Epoch [344][1280/1878] lr: 1.000e-05, eta: 8 days, 4:20:01, time: 1.258, data_time: 0.059, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8867, loss_cls: 1.1286, loss: 1.1286, grad_norm: 7.8351 2022-03-02 16:27:57,932 - mmaction - INFO - Epoch [344][1300/1878] lr: 1.000e-05, eta: 8 days, 4:19:06, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8918, loss_cls: 1.1080, loss: 1.1080, grad_norm: 7.7582 2022-03-02 16:28:23,081 - mmaction - INFO - Epoch [344][1320/1878] lr: 1.000e-05, eta: 8 days, 4:18:12, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8832, loss_cls: 1.1117, loss: 1.1117, grad_norm: 7.7377 2022-03-02 16:28:48,267 - mmaction - INFO - Epoch [344][1340/1878] lr: 1.000e-05, eta: 8 days, 4:17:17, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8875, loss_cls: 1.1226, loss: 1.1226, grad_norm: 7.7156 2022-03-02 16:29:13,290 - mmaction - INFO - Epoch [344][1360/1878] lr: 1.000e-05, eta: 8 days, 4:16:22, time: 1.251, data_time: 0.059, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8902, loss_cls: 1.0734, loss: 1.0734, grad_norm: 7.4282 2022-03-02 16:29:38,742 - mmaction - INFO - Epoch [344][1380/1878] lr: 1.000e-05, eta: 8 days, 4:15:28, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8852, loss_cls: 1.0871, loss: 1.0871, grad_norm: 7.5694 2022-03-02 16:30:04,195 - mmaction - INFO - Epoch [344][1400/1878] lr: 1.000e-05, eta: 8 days, 4:14:34, time: 1.273, data_time: 0.075, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8801, loss_cls: 1.1365, loss: 1.1365, grad_norm: 7.7944 2022-03-02 16:30:29,863 - mmaction - INFO - Epoch [344][1420/1878] lr: 1.000e-05, eta: 8 days, 4:13:41, time: 1.282, data_time: 0.059, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8965, loss_cls: 1.0406, loss: 1.0406, grad_norm: 7.6224 2022-03-02 16:30:55,568 - mmaction - INFO - Epoch [344][1440/1878] lr: 1.000e-05, eta: 8 days, 4:12:48, time: 1.286, data_time: 0.073, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8809, loss_cls: 1.1286, loss: 1.1286, grad_norm: 7.6925 2022-03-02 16:31:21,393 - mmaction - INFO - Epoch [344][1460/1878] lr: 1.000e-05, eta: 8 days, 4:11:56, time: 1.291, data_time: 0.070, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8852, loss_cls: 1.1263, loss: 1.1263, grad_norm: 7.6286 2022-03-02 16:31:46,756 - mmaction - INFO - Epoch [344][1480/1878] lr: 1.000e-05, eta: 8 days, 4:11:02, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8887, loss_cls: 1.1070, loss: 1.1070, grad_norm: 7.7725 2022-03-02 16:32:12,110 - mmaction - INFO - Epoch [344][1500/1878] lr: 1.000e-05, eta: 8 days, 4:10:08, time: 1.269, data_time: 0.072, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8906, loss_cls: 1.1086, loss: 1.1086, grad_norm: 7.8943 2022-03-02 16:32:37,471 - mmaction - INFO - Epoch [344][1520/1878] lr: 1.000e-05, eta: 8 days, 4:09:14, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8801, loss_cls: 1.1580, loss: 1.1580, grad_norm: 7.8124 2022-03-02 16:33:02,963 - mmaction - INFO - Epoch [344][1540/1878] lr: 1.000e-05, eta: 8 days, 4:08:20, time: 1.276, data_time: 0.066, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8840, loss_cls: 1.0990, loss: 1.0990, grad_norm: 7.6051 2022-03-02 16:33:27,887 - mmaction - INFO - Epoch [344][1560/1878] lr: 1.000e-05, eta: 8 days, 4:07:25, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.7465, top5_acc: 0.9023, loss_cls: 1.0309, loss: 1.0309, grad_norm: 7.5447 2022-03-02 16:33:53,183 - mmaction - INFO - Epoch [344][1580/1878] lr: 1.000e-05, eta: 8 days, 4:06:30, time: 1.265, data_time: 0.071, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8820, loss_cls: 1.1318, loss: 1.1318, grad_norm: 7.6494 2022-03-02 16:34:18,028 - mmaction - INFO - Epoch [344][1600/1878] lr: 1.000e-05, eta: 8 days, 4:05:34, time: 1.241, data_time: 0.063, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8859, loss_cls: 1.0938, loss: 1.0938, grad_norm: 7.5557 2022-03-02 16:34:43,551 - mmaction - INFO - Epoch [344][1620/1878] lr: 1.000e-05, eta: 8 days, 4:04:41, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8840, loss_cls: 1.1277, loss: 1.1277, grad_norm: 7.8167 2022-03-02 16:35:08,717 - mmaction - INFO - Epoch [344][1640/1878] lr: 1.000e-05, eta: 8 days, 4:03:46, time: 1.258, data_time: 0.070, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8824, loss_cls: 1.1419, loss: 1.1419, grad_norm: 7.7058 2022-03-02 16:35:33,930 - mmaction - INFO - Epoch [344][1660/1878] lr: 1.000e-05, eta: 8 days, 4:02:52, time: 1.261, data_time: 0.072, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8914, loss_cls: 1.1390, loss: 1.1390, grad_norm: 7.8235 2022-03-02 16:35:59,194 - mmaction - INFO - Epoch [344][1680/1878] lr: 1.000e-05, eta: 8 days, 4:01:58, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8867, loss_cls: 1.1249, loss: 1.1249, grad_norm: 7.7909 2022-03-02 16:36:24,228 - mmaction - INFO - Epoch [344][1700/1878] lr: 1.000e-05, eta: 8 days, 4:01:02, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8793, loss_cls: 1.1427, loss: 1.1427, grad_norm: 7.6369 2022-03-02 16:36:49,554 - mmaction - INFO - Epoch [344][1720/1878] lr: 1.000e-05, eta: 8 days, 4:00:08, time: 1.267, data_time: 0.074, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8996, loss_cls: 1.0815, loss: 1.0815, grad_norm: 7.5879 2022-03-02 16:37:15,065 - mmaction - INFO - Epoch [344][1740/1878] lr: 1.000e-05, eta: 8 days, 3:59:15, time: 1.276, data_time: 0.060, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8883, loss_cls: 1.1066, loss: 1.1066, grad_norm: 7.6271 2022-03-02 16:37:39,767 - mmaction - INFO - Epoch [344][1760/1878] lr: 1.000e-05, eta: 8 days, 3:58:19, time: 1.235, data_time: 0.065, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8824, loss_cls: 1.1318, loss: 1.1318, grad_norm: 7.6431 2022-03-02 16:38:05,225 - mmaction - INFO - Epoch [344][1780/1878] lr: 1.000e-05, eta: 8 days, 3:57:25, time: 1.272, data_time: 0.062, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8832, loss_cls: 1.1528, loss: 1.1528, grad_norm: 7.8312 2022-03-02 16:38:30,575 - mmaction - INFO - Epoch [344][1800/1878] lr: 1.000e-05, eta: 8 days, 3:56:31, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8945, loss_cls: 1.0783, loss: 1.0783, grad_norm: 7.7071 2022-03-02 16:38:56,100 - mmaction - INFO - Epoch [344][1820/1878] lr: 1.000e-05, eta: 8 days, 3:55:38, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8895, loss_cls: 1.1177, loss: 1.1177, grad_norm: 7.8156 2022-03-02 16:39:21,235 - mmaction - INFO - Epoch [344][1840/1878] lr: 1.000e-05, eta: 8 days, 3:54:43, time: 1.255, data_time: 0.073, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8895, loss_cls: 1.0631, loss: 1.0631, grad_norm: 7.5905 2022-03-02 16:39:46,813 - mmaction - INFO - Epoch [344][1860/1878] lr: 1.000e-05, eta: 8 days, 3:53:50, time: 1.280, data_time: 0.064, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8883, loss_cls: 1.0986, loss: 1.0986, grad_norm: 7.4892 2022-03-02 16:40:13,277 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 16:41:47,111 - mmaction - INFO - Epoch [345][20/1878] lr: 1.000e-05, eta: 8 days, 3:54:51, time: 4.689, data_time: 3.383, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8820, loss_cls: 1.1541, loss: 1.1541, grad_norm: 7.7568 2022-03-02 16:42:11,960 - mmaction - INFO - Epoch [345][40/1878] lr: 1.000e-05, eta: 8 days, 3:53:56, time: 1.244, data_time: 0.082, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8867, loss_cls: 1.0939, loss: 1.0939, grad_norm: 7.6399 2022-03-02 16:42:36,846 - mmaction - INFO - Epoch [345][60/1878] lr: 1.000e-05, eta: 8 days, 3:53:00, time: 1.244, data_time: 0.066, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8836, loss_cls: 1.1279, loss: 1.1279, grad_norm: 7.6563 2022-03-02 16:43:01,867 - mmaction - INFO - Epoch [345][80/1878] lr: 1.000e-05, eta: 8 days, 3:52:05, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8840, loss_cls: 1.1153, loss: 1.1153, grad_norm: 7.6148 2022-03-02 16:43:26,898 - mmaction - INFO - Epoch [345][100/1878] lr: 1.000e-05, eta: 8 days, 3:51:10, time: 1.252, data_time: 0.066, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8875, loss_cls: 1.0739, loss: 1.0739, grad_norm: 7.5365 2022-03-02 16:43:52,046 - mmaction - INFO - Epoch [345][120/1878] lr: 1.000e-05, eta: 8 days, 3:50:15, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8891, loss_cls: 1.1324, loss: 1.1324, grad_norm: 7.6845 2022-03-02 16:44:17,096 - mmaction - INFO - Epoch [345][140/1878] lr: 1.000e-05, eta: 8 days, 3:49:20, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8781, loss_cls: 1.1829, loss: 1.1829, grad_norm: 7.7790 2022-03-02 16:44:42,338 - mmaction - INFO - Epoch [345][160/1878] lr: 1.000e-05, eta: 8 days, 3:48:26, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8949, loss_cls: 1.0867, loss: 1.0867, grad_norm: 7.7285 2022-03-02 16:45:07,504 - mmaction - INFO - Epoch [345][180/1878] lr: 1.000e-05, eta: 8 days, 3:47:32, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8840, loss_cls: 1.1531, loss: 1.1531, grad_norm: 7.9092 2022-03-02 16:45:32,519 - mmaction - INFO - Epoch [345][200/1878] lr: 1.000e-05, eta: 8 days, 3:46:37, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8805, loss_cls: 1.1449, loss: 1.1449, grad_norm: 7.8145 2022-03-02 16:45:58,383 - mmaction - INFO - Epoch [345][220/1878] lr: 1.000e-05, eta: 8 days, 3:45:45, time: 1.294, data_time: 0.068, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8766, loss_cls: 1.1902, loss: 1.1902, grad_norm: 7.7510 2022-03-02 16:46:23,619 - mmaction - INFO - Epoch [345][240/1878] lr: 1.000e-05, eta: 8 days, 3:44:50, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8953, loss_cls: 1.0947, loss: 1.0947, grad_norm: 7.6833 2022-03-02 16:46:49,049 - mmaction - INFO - Epoch [345][260/1878] lr: 1.000e-05, eta: 8 days, 3:43:57, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8840, loss_cls: 1.1344, loss: 1.1344, grad_norm: 7.8297 2022-03-02 16:47:14,235 - mmaction - INFO - Epoch [345][280/1878] lr: 1.000e-05, eta: 8 days, 3:43:02, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8805, loss_cls: 1.1056, loss: 1.1056, grad_norm: 7.5061 2022-03-02 16:47:39,516 - mmaction - INFO - Epoch [345][300/1878] lr: 1.000e-05, eta: 8 days, 3:42:08, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8848, loss_cls: 1.1231, loss: 1.1231, grad_norm: 7.5869 2022-03-02 16:48:04,439 - mmaction - INFO - Epoch [345][320/1878] lr: 1.000e-05, eta: 8 days, 3:41:13, time: 1.246, data_time: 0.062, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8793, loss_cls: 1.1460, loss: 1.1460, grad_norm: 7.6983 2022-03-02 16:48:29,884 - mmaction - INFO - Epoch [345][340/1878] lr: 1.000e-05, eta: 8 days, 3:40:20, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8859, loss_cls: 1.1325, loss: 1.1325, grad_norm: 7.7161 2022-03-02 16:48:54,885 - mmaction - INFO - Epoch [345][360/1878] lr: 1.000e-05, eta: 8 days, 3:39:25, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8863, loss_cls: 1.0984, loss: 1.0984, grad_norm: 7.5863 2022-03-02 16:49:20,146 - mmaction - INFO - Epoch [345][380/1878] lr: 1.000e-05, eta: 8 days, 3:38:31, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8891, loss_cls: 1.1056, loss: 1.1056, grad_norm: 7.8048 2022-03-02 16:49:45,620 - mmaction - INFO - Epoch [345][400/1878] lr: 1.000e-05, eta: 8 days, 3:37:37, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8867, loss_cls: 1.1237, loss: 1.1237, grad_norm: 7.8533 2022-03-02 16:50:10,897 - mmaction - INFO - Epoch [345][420/1878] lr: 1.000e-05, eta: 8 days, 3:36:43, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8758, loss_cls: 1.1855, loss: 1.1855, grad_norm: 7.8720 2022-03-02 16:50:36,283 - mmaction - INFO - Epoch [345][440/1878] lr: 1.000e-05, eta: 8 days, 3:35:50, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8844, loss_cls: 1.1426, loss: 1.1426, grad_norm: 7.7491 2022-03-02 16:51:01,612 - mmaction - INFO - Epoch [345][460/1878] lr: 1.000e-05, eta: 8 days, 3:34:56, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8871, loss_cls: 1.1026, loss: 1.1026, grad_norm: 7.6709 2022-03-02 16:51:26,925 - mmaction - INFO - Epoch [345][480/1878] lr: 1.000e-05, eta: 8 days, 3:34:02, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8988, loss_cls: 1.0506, loss: 1.0506, grad_norm: 7.4030 2022-03-02 16:51:52,325 - mmaction - INFO - Epoch [345][500/1878] lr: 1.000e-05, eta: 8 days, 3:33:08, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8801, loss_cls: 1.1386, loss: 1.1386, grad_norm: 7.8014 2022-03-02 16:52:17,794 - mmaction - INFO - Epoch [345][520/1878] lr: 1.000e-05, eta: 8 days, 3:32:15, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8832, loss_cls: 1.1058, loss: 1.1058, grad_norm: 7.7422 2022-03-02 16:52:42,629 - mmaction - INFO - Epoch [345][540/1878] lr: 1.000e-05, eta: 8 days, 3:31:20, time: 1.243, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8824, loss_cls: 1.1428, loss: 1.1428, grad_norm: 7.7625 2022-03-02 16:53:07,886 - mmaction - INFO - Epoch [345][560/1878] lr: 1.000e-05, eta: 8 days, 3:30:26, time: 1.263, data_time: 0.061, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8852, loss_cls: 1.1039, loss: 1.1039, grad_norm: 7.6564 2022-03-02 16:53:32,947 - mmaction - INFO - Epoch [345][580/1878] lr: 1.000e-05, eta: 8 days, 3:29:31, time: 1.253, data_time: 0.068, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8992, loss_cls: 1.0554, loss: 1.0554, grad_norm: 7.5776 2022-03-02 16:53:58,622 - mmaction - INFO - Epoch [345][600/1878] lr: 1.000e-05, eta: 8 days, 3:28:38, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8836, loss_cls: 1.1366, loss: 1.1366, grad_norm: 7.7258 2022-03-02 16:54:23,652 - mmaction - INFO - Epoch [345][620/1878] lr: 1.000e-05, eta: 8 days, 3:27:44, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8891, loss_cls: 1.0964, loss: 1.0964, grad_norm: 7.6082 2022-03-02 16:54:48,943 - mmaction - INFO - Epoch [345][640/1878] lr: 1.000e-05, eta: 8 days, 3:26:50, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8797, loss_cls: 1.1331, loss: 1.1331, grad_norm: 7.5981 2022-03-02 16:55:14,444 - mmaction - INFO - Epoch [345][660/1878] lr: 1.000e-05, eta: 8 days, 3:25:57, time: 1.277, data_time: 0.063, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8926, loss_cls: 1.0946, loss: 1.0946, grad_norm: 7.6743 2022-03-02 16:55:39,805 - mmaction - INFO - Epoch [345][680/1878] lr: 1.000e-05, eta: 8 days, 3:25:03, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8930, loss_cls: 1.0936, loss: 1.0936, grad_norm: 7.6441 2022-03-02 16:56:05,263 - mmaction - INFO - Epoch [345][700/1878] lr: 1.000e-05, eta: 8 days, 3:24:10, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8879, loss_cls: 1.0897, loss: 1.0897, grad_norm: 7.8136 2022-03-02 16:56:30,352 - mmaction - INFO - Epoch [345][720/1878] lr: 1.000e-05, eta: 8 days, 3:23:15, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.0769, loss: 1.0769, grad_norm: 7.6988 2022-03-02 16:56:55,610 - mmaction - INFO - Epoch [345][740/1878] lr: 1.000e-05, eta: 8 days, 3:22:21, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8863, loss_cls: 1.1364, loss: 1.1364, grad_norm: 7.8122 2022-03-02 16:57:20,779 - mmaction - INFO - Epoch [345][760/1878] lr: 1.000e-05, eta: 8 days, 3:21:27, time: 1.259, data_time: 0.059, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8941, loss_cls: 1.0743, loss: 1.0743, grad_norm: 7.5538 2022-03-02 16:57:45,966 - mmaction - INFO - Epoch [345][780/1878] lr: 1.000e-05, eta: 8 days, 3:20:33, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8922, loss_cls: 1.1079, loss: 1.1079, grad_norm: 7.7555 2022-03-02 16:58:11,187 - mmaction - INFO - Epoch [345][800/1878] lr: 1.000e-05, eta: 8 days, 3:19:39, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8918, loss_cls: 1.1021, loss: 1.1021, grad_norm: 7.7443 2022-03-02 16:58:36,342 - mmaction - INFO - Epoch [345][820/1878] lr: 1.000e-05, eta: 8 days, 3:18:45, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8930, loss_cls: 1.0754, loss: 1.0754, grad_norm: 7.6487 2022-03-02 16:59:01,527 - mmaction - INFO - Epoch [345][840/1878] lr: 1.000e-05, eta: 8 days, 3:17:50, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8879, loss_cls: 1.1144, loss: 1.1144, grad_norm: 7.7435 2022-03-02 16:59:26,636 - mmaction - INFO - Epoch [345][860/1878] lr: 1.000e-05, eta: 8 days, 3:16:56, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8844, loss_cls: 1.1268, loss: 1.1268, grad_norm: 7.6464 2022-03-02 16:59:51,871 - mmaction - INFO - Epoch [345][880/1878] lr: 1.000e-05, eta: 8 days, 3:16:02, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8887, loss_cls: 1.0906, loss: 1.0906, grad_norm: 7.6002 2022-03-02 17:00:17,320 - mmaction - INFO - Epoch [345][900/1878] lr: 1.000e-05, eta: 8 days, 3:15:09, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7586, top5_acc: 0.8934, loss_cls: 1.0484, loss: 1.0484, grad_norm: 7.4830 2022-03-02 17:00:43,173 - mmaction - INFO - Epoch [345][920/1878] lr: 1.000e-05, eta: 8 days, 3:14:17, time: 1.292, data_time: 0.067, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8879, loss_cls: 1.0976, loss: 1.0976, grad_norm: 7.7438 2022-03-02 17:01:08,876 - mmaction - INFO - Epoch [345][940/1878] lr: 1.000e-05, eta: 8 days, 3:13:25, time: 1.286, data_time: 0.070, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8941, loss_cls: 1.0913, loss: 1.0913, grad_norm: 7.6757 2022-03-02 17:01:34,144 - mmaction - INFO - Epoch [345][960/1878] lr: 1.000e-05, eta: 8 days, 3:12:31, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8945, loss_cls: 1.0744, loss: 1.0744, grad_norm: 7.6463 2022-03-02 17:01:59,137 - mmaction - INFO - Epoch [345][980/1878] lr: 1.000e-05, eta: 8 days, 3:11:37, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8887, loss_cls: 1.1333, loss: 1.1333, grad_norm: 7.6067 2022-03-02 17:02:24,475 - mmaction - INFO - Epoch [345][1000/1878] lr: 1.000e-05, eta: 8 days, 3:10:43, time: 1.267, data_time: 0.060, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8922, loss_cls: 1.0613, loss: 1.0613, grad_norm: 7.6518 2022-03-02 17:02:49,956 - mmaction - INFO - Epoch [345][1020/1878] lr: 1.000e-05, eta: 8 days, 3:09:50, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8863, loss_cls: 1.1626, loss: 1.1626, grad_norm: 7.8348 2022-03-02 17:03:15,156 - mmaction - INFO - Epoch [345][1040/1878] lr: 1.000e-05, eta: 8 days, 3:08:56, time: 1.261, data_time: 0.072, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8895, loss_cls: 1.1080, loss: 1.1080, grad_norm: 7.7718 2022-03-02 17:03:40,386 - mmaction - INFO - Epoch [345][1060/1878] lr: 1.000e-05, eta: 8 days, 3:08:02, time: 1.261, data_time: 0.060, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8996, loss_cls: 1.0598, loss: 1.0598, grad_norm: 7.5920 2022-03-02 17:04:05,255 - mmaction - INFO - Epoch [345][1080/1878] lr: 1.000e-05, eta: 8 days, 3:07:07, time: 1.244, data_time: 0.066, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8844, loss_cls: 1.1096, loss: 1.1096, grad_norm: 7.6456 2022-03-02 17:04:30,607 - mmaction - INFO - Epoch [345][1100/1878] lr: 1.000e-05, eta: 8 days, 3:06:14, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8824, loss_cls: 1.1111, loss: 1.1111, grad_norm: 7.6248 2022-03-02 17:04:55,465 - mmaction - INFO - Epoch [345][1120/1878] lr: 1.000e-05, eta: 8 days, 3:05:18, time: 1.242, data_time: 0.061, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8891, loss_cls: 1.1004, loss: 1.1004, grad_norm: 7.6215 2022-03-02 17:05:20,897 - mmaction - INFO - Epoch [345][1140/1878] lr: 1.000e-05, eta: 8 days, 3:04:25, time: 1.272, data_time: 0.074, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8859, loss_cls: 1.1108, loss: 1.1108, grad_norm: 7.6759 2022-03-02 17:05:46,087 - mmaction - INFO - Epoch [345][1160/1878] lr: 1.000e-05, eta: 8 days, 3:03:31, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7152, top5_acc: 0.8805, loss_cls: 1.1771, loss: 1.1771, grad_norm: 7.8937 2022-03-02 17:06:11,402 - mmaction - INFO - Epoch [345][1180/1878] lr: 1.000e-05, eta: 8 days, 3:02:38, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8852, loss_cls: 1.1203, loss: 1.1203, grad_norm: 7.5684 2022-03-02 17:06:36,150 - mmaction - INFO - Epoch [345][1200/1878] lr: 1.000e-05, eta: 8 days, 3:01:42, time: 1.238, data_time: 0.070, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8824, loss_cls: 1.1317, loss: 1.1317, grad_norm: 7.7254 2022-03-02 17:07:01,760 - mmaction - INFO - Epoch [345][1220/1878] lr: 1.000e-05, eta: 8 days, 3:00:50, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8785, loss_cls: 1.1487, loss: 1.1487, grad_norm: 7.7569 2022-03-02 17:07:26,661 - mmaction - INFO - Epoch [345][1240/1878] lr: 1.000e-05, eta: 8 days, 2:59:55, time: 1.244, data_time: 0.062, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8852, loss_cls: 1.0901, loss: 1.0901, grad_norm: 7.6445 2022-03-02 17:07:51,775 - mmaction - INFO - Epoch [345][1260/1878] lr: 1.000e-05, eta: 8 days, 2:59:01, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8914, loss_cls: 1.0932, loss: 1.0932, grad_norm: 7.6038 2022-03-02 17:08:16,971 - mmaction - INFO - Epoch [345][1280/1878] lr: 1.000e-05, eta: 8 days, 2:58:07, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8883, loss_cls: 1.0977, loss: 1.0977, grad_norm: 7.5901 2022-03-02 17:08:42,399 - mmaction - INFO - Epoch [345][1300/1878] lr: 1.000e-05, eta: 8 days, 2:57:14, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8945, loss_cls: 1.0622, loss: 1.0622, grad_norm: 7.5152 2022-03-02 17:09:07,618 - mmaction - INFO - Epoch [345][1320/1878] lr: 1.000e-05, eta: 8 days, 2:56:20, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8883, loss_cls: 1.1088, loss: 1.1088, grad_norm: 7.6651 2022-03-02 17:09:32,710 - mmaction - INFO - Epoch [345][1340/1878] lr: 1.000e-05, eta: 8 days, 2:55:26, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.7547, top5_acc: 0.8883, loss_cls: 1.0743, loss: 1.0743, grad_norm: 7.4426 2022-03-02 17:09:58,293 - mmaction - INFO - Epoch [345][1360/1878] lr: 1.000e-05, eta: 8 days, 2:54:33, time: 1.279, data_time: 0.071, memory: 9654, top1_acc: 0.7148, top5_acc: 0.8840, loss_cls: 1.1588, loss: 1.1588, grad_norm: 7.8584 2022-03-02 17:10:23,519 - mmaction - INFO - Epoch [345][1380/1878] lr: 1.000e-05, eta: 8 days, 2:53:39, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8812, loss_cls: 1.1292, loss: 1.1292, grad_norm: 7.6611 2022-03-02 17:10:49,181 - mmaction - INFO - Epoch [345][1400/1878] lr: 1.000e-05, eta: 8 days, 2:52:47, time: 1.283, data_time: 0.068, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8766, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.7112 2022-03-02 17:11:14,528 - mmaction - INFO - Epoch [345][1420/1878] lr: 1.000e-05, eta: 8 days, 2:51:54, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8891, loss_cls: 1.1280, loss: 1.1280, grad_norm: 7.8698 2022-03-02 17:11:39,245 - mmaction - INFO - Epoch [345][1440/1878] lr: 1.000e-05, eta: 8 days, 2:50:58, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8879, loss_cls: 1.1327, loss: 1.1327, grad_norm: 7.8830 2022-03-02 17:12:04,643 - mmaction - INFO - Epoch [345][1460/1878] lr: 1.000e-05, eta: 8 days, 2:50:05, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8895, loss_cls: 1.0861, loss: 1.0861, grad_norm: 7.6334 2022-03-02 17:12:30,052 - mmaction - INFO - Epoch [345][1480/1878] lr: 1.000e-05, eta: 8 days, 2:49:12, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8910, loss_cls: 1.0426, loss: 1.0426, grad_norm: 7.5027 2022-03-02 17:12:55,570 - mmaction - INFO - Epoch [345][1500/1878] lr: 1.000e-05, eta: 8 days, 2:48:20, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8852, loss_cls: 1.1549, loss: 1.1549, grad_norm: 7.7500 2022-03-02 17:13:20,898 - mmaction - INFO - Epoch [345][1520/1878] lr: 1.000e-05, eta: 8 days, 2:47:26, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8754, loss_cls: 1.1708, loss: 1.1708, grad_norm: 7.6719 2022-03-02 17:13:46,140 - mmaction - INFO - Epoch [345][1540/1878] lr: 1.000e-05, eta: 8 days, 2:46:33, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8766, loss_cls: 1.1441, loss: 1.1441, grad_norm: 7.6829 2022-03-02 17:14:11,481 - mmaction - INFO - Epoch [345][1560/1878] lr: 1.000e-05, eta: 8 days, 2:45:39, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8895, loss_cls: 1.0976, loss: 1.0976, grad_norm: 7.5235 2022-03-02 17:14:36,849 - mmaction - INFO - Epoch [345][1580/1878] lr: 1.000e-05, eta: 8 days, 2:44:46, time: 1.268, data_time: 0.060, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.0824, loss: 1.0824, grad_norm: 7.6980 2022-03-02 17:15:02,193 - mmaction - INFO - Epoch [345][1600/1878] lr: 1.000e-05, eta: 8 days, 2:43:53, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8902, loss_cls: 1.0935, loss: 1.0935, grad_norm: 7.6991 2022-03-02 17:15:27,397 - mmaction - INFO - Epoch [345][1620/1878] lr: 1.000e-05, eta: 8 days, 2:42:59, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8930, loss_cls: 1.0545, loss: 1.0545, grad_norm: 7.5268 2022-03-02 17:15:52,759 - mmaction - INFO - Epoch [345][1640/1878] lr: 1.000e-05, eta: 8 days, 2:42:06, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8879, loss_cls: 1.0986, loss: 1.0986, grad_norm: 7.6929 2022-03-02 17:16:17,878 - mmaction - INFO - Epoch [345][1660/1878] lr: 1.000e-05, eta: 8 days, 2:41:12, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8938, loss_cls: 1.1016, loss: 1.1016, grad_norm: 7.8059 2022-03-02 17:16:42,992 - mmaction - INFO - Epoch [345][1680/1878] lr: 1.000e-05, eta: 8 days, 2:40:18, time: 1.256, data_time: 0.060, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8738, loss_cls: 1.1625, loss: 1.1625, grad_norm: 7.8759 2022-03-02 17:17:08,376 - mmaction - INFO - Epoch [345][1700/1878] lr: 1.000e-05, eta: 8 days, 2:39:25, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8980, loss_cls: 1.0701, loss: 1.0701, grad_norm: 7.4571 2022-03-02 17:17:33,958 - mmaction - INFO - Epoch [345][1720/1878] lr: 1.000e-05, eta: 8 days, 2:38:33, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8918, loss_cls: 1.1282, loss: 1.1282, grad_norm: 7.9926 2022-03-02 17:17:59,209 - mmaction - INFO - Epoch [345][1740/1878] lr: 1.000e-05, eta: 8 days, 2:37:39, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8867, loss_cls: 1.1472, loss: 1.1472, grad_norm: 7.6912 2022-03-02 17:18:24,457 - mmaction - INFO - Epoch [345][1760/1878] lr: 1.000e-05, eta: 8 days, 2:36:46, time: 1.263, data_time: 0.061, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8871, loss_cls: 1.1351, loss: 1.1351, grad_norm: 7.7787 2022-03-02 17:18:49,388 - mmaction - INFO - Epoch [345][1780/1878] lr: 1.000e-05, eta: 8 days, 2:35:51, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8863, loss_cls: 1.1254, loss: 1.1254, grad_norm: 7.8189 2022-03-02 17:19:14,650 - mmaction - INFO - Epoch [345][1800/1878] lr: 1.000e-05, eta: 8 days, 2:34:58, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8820, loss_cls: 1.1191, loss: 1.1191, grad_norm: 7.7284 2022-03-02 17:19:39,863 - mmaction - INFO - Epoch [345][1820/1878] lr: 1.000e-05, eta: 8 days, 2:34:04, time: 1.262, data_time: 0.072, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8812, loss_cls: 1.1390, loss: 1.1390, grad_norm: 7.8222 2022-03-02 17:20:05,454 - mmaction - INFO - Epoch [345][1840/1878] lr: 1.000e-05, eta: 8 days, 2:33:12, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8867, loss_cls: 1.1184, loss: 1.1184, grad_norm: 7.7703 2022-03-02 17:20:30,806 - mmaction - INFO - Epoch [345][1860/1878] lr: 1.000e-05, eta: 8 days, 2:32:19, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8871, loss_cls: 1.1200, loss: 1.1200, grad_norm: 7.7964 2022-03-02 17:20:56,522 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 17:20:56,604 - mmaction - INFO - 110 BN found 2022-03-02 17:25:21,024 - mmaction - INFO - BN stats updated 2022-03-02 17:25:23,028 - mmaction - INFO - Saving checkpoint at 345 epochs 2022-03-02 17:25:25,948 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 17:26:57,649 - mmaction - INFO - Epoch [346][20/1878] lr: 1.000e-05, eta: 8 days, 2:33:11, time: 4.585, data_time: 3.075, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8945, loss_cls: 1.0797, loss: 1.0797, grad_norm: 7.5544 2022-03-02 17:27:22,866 - mmaction - INFO - Epoch [346][40/1878] lr: 1.000e-05, eta: 8 days, 2:32:17, time: 1.260, data_time: 0.073, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8953, loss_cls: 1.0525, loss: 1.0525, grad_norm: 7.3267 2022-03-02 17:27:47,993 - mmaction - INFO - Epoch [346][60/1878] lr: 1.000e-05, eta: 8 days, 2:31:23, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8816, loss_cls: 1.1314, loss: 1.1314, grad_norm: 7.6826 2022-03-02 17:28:13,128 - mmaction - INFO - Epoch [346][80/1878] lr: 1.000e-05, eta: 8 days, 2:30:30, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8906, loss_cls: 1.0960, loss: 1.0960, grad_norm: 7.7571 2022-03-02 17:28:37,998 - mmaction - INFO - Epoch [346][100/1878] lr: 1.000e-05, eta: 8 days, 2:29:35, time: 1.243, data_time: 0.062, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8867, loss_cls: 1.1163, loss: 1.1163, grad_norm: 7.7129 2022-03-02 17:29:03,092 - mmaction - INFO - Epoch [346][120/1878] lr: 1.000e-05, eta: 8 days, 2:28:41, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8820, loss_cls: 1.1535, loss: 1.1535, grad_norm: 7.9185 2022-03-02 17:29:27,950 - mmaction - INFO - Epoch [346][140/1878] lr: 1.000e-05, eta: 8 days, 2:27:46, time: 1.245, data_time: 0.068, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8723, loss_cls: 1.1806, loss: 1.1806, grad_norm: 7.7023 2022-03-02 17:29:53,000 - mmaction - INFO - Epoch [346][160/1878] lr: 1.000e-05, eta: 8 days, 2:26:52, time: 1.252, data_time: 0.061, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8828, loss_cls: 1.1099, loss: 1.1099, grad_norm: 7.7372 2022-03-02 17:30:18,489 - mmaction - INFO - Epoch [346][180/1878] lr: 1.000e-05, eta: 8 days, 2:25:59, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8871, loss_cls: 1.1283, loss: 1.1283, grad_norm: 7.6702 2022-03-02 17:30:44,323 - mmaction - INFO - Epoch [346][200/1878] lr: 1.000e-05, eta: 8 days, 2:25:08, time: 1.290, data_time: 0.064, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8926, loss_cls: 1.0875, loss: 1.0875, grad_norm: 7.7258 2022-03-02 17:31:09,901 - mmaction - INFO - Epoch [346][220/1878] lr: 1.000e-05, eta: 8 days, 2:24:16, time: 1.280, data_time: 0.070, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8863, loss_cls: 1.1046, loss: 1.1046, grad_norm: 7.7243 2022-03-02 17:31:35,077 - mmaction - INFO - Epoch [346][240/1878] lr: 1.000e-05, eta: 8 days, 2:23:22, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8883, loss_cls: 1.0990, loss: 1.0990, grad_norm: 7.6584 2022-03-02 17:32:00,274 - mmaction - INFO - Epoch [346][260/1878] lr: 1.000e-05, eta: 8 days, 2:22:29, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7578, top5_acc: 0.8969, loss_cls: 1.0256, loss: 1.0256, grad_norm: 7.5087 2022-03-02 17:32:25,386 - mmaction - INFO - Epoch [346][280/1878] lr: 1.000e-05, eta: 8 days, 2:21:35, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8879, loss_cls: 1.0993, loss: 1.0993, grad_norm: 7.5612 2022-03-02 17:32:50,756 - mmaction - INFO - Epoch [346][300/1878] lr: 1.000e-05, eta: 8 days, 2:20:42, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8980, loss_cls: 1.0715, loss: 1.0715, grad_norm: 7.6855 2022-03-02 17:33:15,756 - mmaction - INFO - Epoch [346][320/1878] lr: 1.000e-05, eta: 8 days, 2:19:48, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8898, loss_cls: 1.1006, loss: 1.1006, grad_norm: 7.7635 2022-03-02 17:33:40,905 - mmaction - INFO - Epoch [346][340/1878] lr: 1.000e-05, eta: 8 days, 2:18:54, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8828, loss_cls: 1.1594, loss: 1.1594, grad_norm: 7.8720 2022-03-02 17:34:06,064 - mmaction - INFO - Epoch [346][360/1878] lr: 1.000e-05, eta: 8 days, 2:18:00, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8887, loss_cls: 1.1092, loss: 1.1092, grad_norm: 7.7453 2022-03-02 17:34:31,269 - mmaction - INFO - Epoch [346][380/1878] lr: 1.000e-05, eta: 8 days, 2:17:07, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8957, loss_cls: 1.0845, loss: 1.0845, grad_norm: 7.6145 2022-03-02 17:34:56,950 - mmaction - INFO - Epoch [346][400/1878] lr: 1.000e-05, eta: 8 days, 2:16:15, time: 1.284, data_time: 0.068, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8883, loss_cls: 1.0983, loss: 1.0983, grad_norm: 7.7082 2022-03-02 17:35:22,232 - mmaction - INFO - Epoch [346][420/1878] lr: 1.000e-05, eta: 8 days, 2:15:22, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8805, loss_cls: 1.1095, loss: 1.1095, grad_norm: 7.7233 2022-03-02 17:35:47,643 - mmaction - INFO - Epoch [346][440/1878] lr: 1.000e-05, eta: 8 days, 2:14:29, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8961, loss_cls: 1.0800, loss: 1.0800, grad_norm: 7.5304 2022-03-02 17:36:12,969 - mmaction - INFO - Epoch [346][460/1878] lr: 1.000e-05, eta: 8 days, 2:13:36, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7441, top5_acc: 0.9020, loss_cls: 1.0358, loss: 1.0358, grad_norm: 7.6970 2022-03-02 17:36:38,348 - mmaction - INFO - Epoch [346][480/1878] lr: 1.000e-05, eta: 8 days, 2:12:43, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1297, loss: 1.1297, grad_norm: 7.9209 2022-03-02 17:37:03,860 - mmaction - INFO - Epoch [346][500/1878] lr: 1.000e-05, eta: 8 days, 2:11:51, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8926, loss_cls: 1.0892, loss: 1.0892, grad_norm: 7.6258 2022-03-02 17:37:29,222 - mmaction - INFO - Epoch [346][520/1878] lr: 1.000e-05, eta: 8 days, 2:10:58, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8949, loss_cls: 1.0923, loss: 1.0923, grad_norm: 7.6314 2022-03-02 17:37:54,512 - mmaction - INFO - Epoch [346][540/1878] lr: 1.000e-05, eta: 8 days, 2:10:05, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8820, loss_cls: 1.1140, loss: 1.1140, grad_norm: 7.7749 2022-03-02 17:38:19,670 - mmaction - INFO - Epoch [346][560/1878] lr: 1.000e-05, eta: 8 days, 2:09:12, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8871, loss_cls: 1.1057, loss: 1.1057, grad_norm: 7.6163 2022-03-02 17:38:44,847 - mmaction - INFO - Epoch [346][580/1878] lr: 1.000e-05, eta: 8 days, 2:08:18, time: 1.259, data_time: 0.060, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8887, loss_cls: 1.0718, loss: 1.0718, grad_norm: 7.4267 2022-03-02 17:39:10,614 - mmaction - INFO - Epoch [346][600/1878] lr: 1.000e-05, eta: 8 days, 2:07:27, time: 1.288, data_time: 0.070, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8859, loss_cls: 1.0845, loss: 1.0845, grad_norm: 7.5917 2022-03-02 17:39:36,041 - mmaction - INFO - Epoch [346][620/1878] lr: 1.000e-05, eta: 8 days, 2:06:34, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8773, loss_cls: 1.1690, loss: 1.1690, grad_norm: 7.7434 2022-03-02 17:40:01,605 - mmaction - INFO - Epoch [346][640/1878] lr: 1.000e-05, eta: 8 days, 2:05:42, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8883, loss_cls: 1.1200, loss: 1.1200, grad_norm: 7.7804 2022-03-02 17:40:27,010 - mmaction - INFO - Epoch [346][660/1878] lr: 1.000e-05, eta: 8 days, 2:04:49, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8906, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.7468 2022-03-02 17:40:52,493 - mmaction - INFO - Epoch [346][680/1878] lr: 1.000e-05, eta: 8 days, 2:03:57, time: 1.273, data_time: 0.072, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8879, loss_cls: 1.0818, loss: 1.0818, grad_norm: 7.6675 2022-03-02 17:41:17,744 - mmaction - INFO - Epoch [346][700/1878] lr: 1.000e-05, eta: 8 days, 2:03:04, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8902, loss_cls: 1.0849, loss: 1.0849, grad_norm: 7.6609 2022-03-02 17:41:42,618 - mmaction - INFO - Epoch [346][720/1878] lr: 1.000e-05, eta: 8 days, 2:02:09, time: 1.244, data_time: 0.063, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8805, loss_cls: 1.1520, loss: 1.1520, grad_norm: 7.7119 2022-03-02 17:42:08,150 - mmaction - INFO - Epoch [346][740/1878] lr: 1.000e-05, eta: 8 days, 2:01:17, time: 1.276, data_time: 0.064, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8949, loss_cls: 1.0528, loss: 1.0528, grad_norm: 7.6433 2022-03-02 17:42:33,347 - mmaction - INFO - Epoch [346][760/1878] lr: 1.000e-05, eta: 8 days, 2:00:24, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8863, loss_cls: 1.0872, loss: 1.0872, grad_norm: 7.5875 2022-03-02 17:42:58,835 - mmaction - INFO - Epoch [346][780/1878] lr: 1.000e-05, eta: 8 days, 1:59:32, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8891, loss_cls: 1.0774, loss: 1.0774, grad_norm: 7.4962 2022-03-02 17:43:24,199 - mmaction - INFO - Epoch [346][800/1878] lr: 1.000e-05, eta: 8 days, 1:58:39, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8953, loss_cls: 1.0884, loss: 1.0884, grad_norm: 7.7181 2022-03-02 17:43:49,510 - mmaction - INFO - Epoch [346][820/1878] lr: 1.000e-05, eta: 8 days, 1:57:46, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8758, loss_cls: 1.1548, loss: 1.1548, grad_norm: 7.8395 2022-03-02 17:44:15,402 - mmaction - INFO - Epoch [346][840/1878] lr: 1.000e-05, eta: 8 days, 1:56:55, time: 1.295, data_time: 0.074, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8895, loss_cls: 1.0997, loss: 1.0997, grad_norm: 7.6174 2022-03-02 17:44:40,429 - mmaction - INFO - Epoch [346][860/1878] lr: 1.000e-05, eta: 8 days, 1:56:01, time: 1.250, data_time: 0.067, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8867, loss_cls: 1.1021, loss: 1.1021, grad_norm: 7.5772 2022-03-02 17:45:05,782 - mmaction - INFO - Epoch [346][880/1878] lr: 1.000e-05, eta: 8 days, 1:55:09, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8938, loss_cls: 1.1121, loss: 1.1121, grad_norm: 7.6876 2022-03-02 17:45:31,432 - mmaction - INFO - Epoch [346][900/1878] lr: 1.000e-05, eta: 8 days, 1:54:17, time: 1.282, data_time: 0.067, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8875, loss_cls: 1.1204, loss: 1.1204, grad_norm: 7.6948 2022-03-02 17:45:56,465 - mmaction - INFO - Epoch [346][920/1878] lr: 1.000e-05, eta: 8 days, 1:53:23, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8773, loss_cls: 1.1356, loss: 1.1356, grad_norm: 7.5992 2022-03-02 17:46:21,348 - mmaction - INFO - Epoch [346][940/1878] lr: 1.000e-05, eta: 8 days, 1:52:29, time: 1.242, data_time: 0.065, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8840, loss_cls: 1.0975, loss: 1.0975, grad_norm: 7.6508 2022-03-02 17:46:47,107 - mmaction - INFO - Epoch [346][960/1878] lr: 1.000e-05, eta: 8 days, 1:51:37, time: 1.289, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8902, loss_cls: 1.0909, loss: 1.0909, grad_norm: 7.5755 2022-03-02 17:47:12,320 - mmaction - INFO - Epoch [346][980/1878] lr: 1.000e-05, eta: 8 days, 1:50:44, time: 1.261, data_time: 0.070, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8875, loss_cls: 1.1153, loss: 1.1153, grad_norm: 7.7842 2022-03-02 17:47:37,520 - mmaction - INFO - Epoch [346][1000/1878] lr: 1.000e-05, eta: 8 days, 1:49:51, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8844, loss_cls: 1.1107, loss: 1.1107, grad_norm: 7.7032 2022-03-02 17:48:02,751 - mmaction - INFO - Epoch [346][1020/1878] lr: 1.000e-05, eta: 8 days, 1:48:58, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8883, loss_cls: 1.1019, loss: 1.1019, grad_norm: 7.6118 2022-03-02 17:48:27,740 - mmaction - INFO - Epoch [346][1040/1878] lr: 1.000e-05, eta: 8 days, 1:48:04, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8863, loss_cls: 1.1400, loss: 1.1400, grad_norm: 7.7752 2022-03-02 17:48:53,045 - mmaction - INFO - Epoch [346][1060/1878] lr: 1.000e-05, eta: 8 days, 1:47:11, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8875, loss_cls: 1.1035, loss: 1.1035, grad_norm: 7.6690 2022-03-02 17:49:18,456 - mmaction - INFO - Epoch [346][1080/1878] lr: 1.000e-05, eta: 8 days, 1:46:19, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8898, loss_cls: 1.0884, loss: 1.0884, grad_norm: 7.7046 2022-03-02 17:49:43,427 - mmaction - INFO - Epoch [346][1100/1878] lr: 1.000e-05, eta: 8 days, 1:45:25, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8938, loss_cls: 1.0748, loss: 1.0748, grad_norm: 7.6200 2022-03-02 17:50:08,988 - mmaction - INFO - Epoch [346][1120/1878] lr: 1.000e-05, eta: 8 days, 1:44:33, time: 1.279, data_time: 0.063, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8906, loss_cls: 1.1014, loss: 1.1014, grad_norm: 7.7777 2022-03-02 17:50:34,303 - mmaction - INFO - Epoch [346][1140/1878] lr: 1.000e-05, eta: 8 days, 1:43:40, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8801, loss_cls: 1.1386, loss: 1.1386, grad_norm: 7.9431 2022-03-02 17:50:59,916 - mmaction - INFO - Epoch [346][1160/1878] lr: 1.000e-05, eta: 8 days, 1:42:48, time: 1.279, data_time: 0.073, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8730, loss_cls: 1.1516, loss: 1.1516, grad_norm: 7.7772 2022-03-02 17:51:25,320 - mmaction - INFO - Epoch [346][1180/1878] lr: 1.000e-05, eta: 8 days, 1:41:56, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8777, loss_cls: 1.1372, loss: 1.1372, grad_norm: 7.6617 2022-03-02 17:51:50,425 - mmaction - INFO - Epoch [346][1200/1878] lr: 1.000e-05, eta: 8 days, 1:41:03, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8898, loss_cls: 1.1060, loss: 1.1060, grad_norm: 7.6166 2022-03-02 17:52:15,585 - mmaction - INFO - Epoch [346][1220/1878] lr: 1.000e-05, eta: 8 days, 1:40:09, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7371, top5_acc: 0.9000, loss_cls: 1.0421, loss: 1.0421, grad_norm: 7.6256 2022-03-02 17:52:40,819 - mmaction - INFO - Epoch [346][1240/1878] lr: 1.000e-05, eta: 8 days, 1:39:16, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8883, loss_cls: 1.1154, loss: 1.1154, grad_norm: 7.7965 2022-03-02 17:53:06,259 - mmaction - INFO - Epoch [346][1260/1878] lr: 1.000e-05, eta: 8 days, 1:38:24, time: 1.272, data_time: 0.069, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8977, loss_cls: 1.0764, loss: 1.0764, grad_norm: 7.7609 2022-03-02 17:53:31,422 - mmaction - INFO - Epoch [346][1280/1878] lr: 1.000e-05, eta: 8 days, 1:37:31, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8867, loss_cls: 1.1252, loss: 1.1252, grad_norm: 7.6872 2022-03-02 17:53:56,874 - mmaction - INFO - Epoch [346][1300/1878] lr: 1.000e-05, eta: 8 days, 1:36:39, time: 1.273, data_time: 0.070, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8809, loss_cls: 1.1793, loss: 1.1793, grad_norm: 7.9480 2022-03-02 17:54:22,264 - mmaction - INFO - Epoch [346][1320/1878] lr: 1.000e-05, eta: 8 days, 1:35:46, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8961, loss_cls: 1.0619, loss: 1.0619, grad_norm: 7.5797 2022-03-02 17:54:47,499 - mmaction - INFO - Epoch [346][1340/1878] lr: 1.000e-05, eta: 8 days, 1:34:53, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8941, loss_cls: 1.0610, loss: 1.0610, grad_norm: 7.6434 2022-03-02 17:55:12,849 - mmaction - INFO - Epoch [346][1360/1878] lr: 1.000e-05, eta: 8 days, 1:34:01, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8863, loss_cls: 1.1158, loss: 1.1158, grad_norm: 7.7755 2022-03-02 17:55:38,216 - mmaction - INFO - Epoch [346][1380/1878] lr: 1.000e-05, eta: 8 days, 1:33:08, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7430, top5_acc: 0.9000, loss_cls: 1.0307, loss: 1.0307, grad_norm: 7.4109 2022-03-02 17:56:03,646 - mmaction - INFO - Epoch [346][1400/1878] lr: 1.000e-05, eta: 8 days, 1:32:16, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8957, loss_cls: 1.0625, loss: 1.0625, grad_norm: 7.6786 2022-03-02 17:56:29,099 - mmaction - INFO - Epoch [346][1420/1878] lr: 1.000e-05, eta: 8 days, 1:31:24, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8879, loss_cls: 1.1162, loss: 1.1162, grad_norm: 7.6727 2022-03-02 17:56:54,661 - mmaction - INFO - Epoch [346][1440/1878] lr: 1.000e-05, eta: 8 days, 1:30:32, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.1632, loss: 1.1632, grad_norm: 7.9007 2022-03-02 17:57:20,187 - mmaction - INFO - Epoch [346][1460/1878] lr: 1.000e-05, eta: 8 days, 1:29:40, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8914, loss_cls: 1.0541, loss: 1.0541, grad_norm: 7.5400 2022-03-02 17:57:45,829 - mmaction - INFO - Epoch [346][1480/1878] lr: 1.000e-05, eta: 8 days, 1:28:49, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8965, loss_cls: 1.0827, loss: 1.0827, grad_norm: 7.6250 2022-03-02 17:58:11,177 - mmaction - INFO - Epoch [346][1500/1878] lr: 1.000e-05, eta: 8 days, 1:27:56, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8801, loss_cls: 1.1500, loss: 1.1500, grad_norm: 7.7888 2022-03-02 17:58:36,412 - mmaction - INFO - Epoch [346][1520/1878] lr: 1.000e-05, eta: 8 days, 1:27:04, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8883, loss_cls: 1.1068, loss: 1.1068, grad_norm: 7.5467 2022-03-02 17:59:01,442 - mmaction - INFO - Epoch [346][1540/1878] lr: 1.000e-05, eta: 8 days, 1:26:10, time: 1.251, data_time: 0.070, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8906, loss_cls: 1.1118, loss: 1.1118, grad_norm: 7.8092 2022-03-02 17:59:26,756 - mmaction - INFO - Epoch [346][1560/1878] lr: 1.000e-05, eta: 8 days, 1:25:17, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8836, loss_cls: 1.0998, loss: 1.0998, grad_norm: 7.6182 2022-03-02 17:59:52,167 - mmaction - INFO - Epoch [346][1580/1878] lr: 1.000e-05, eta: 8 days, 1:24:25, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8859, loss_cls: 1.0938, loss: 1.0938, grad_norm: 7.6005 2022-03-02 18:00:17,368 - mmaction - INFO - Epoch [346][1600/1878] lr: 1.000e-05, eta: 8 days, 1:23:32, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8902, loss_cls: 1.0857, loss: 1.0857, grad_norm: 7.6976 2022-03-02 18:00:43,081 - mmaction - INFO - Epoch [346][1620/1878] lr: 1.000e-05, eta: 8 days, 1:22:41, time: 1.284, data_time: 0.074, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8934, loss_cls: 1.0730, loss: 1.0730, grad_norm: 7.5458 2022-03-02 18:01:08,945 - mmaction - INFO - Epoch [346][1640/1878] lr: 1.000e-05, eta: 8 days, 1:21:50, time: 1.295, data_time: 0.070, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8766, loss_cls: 1.1450, loss: 1.1450, grad_norm: 7.7432 2022-03-02 18:01:34,385 - mmaction - INFO - Epoch [346][1660/1878] lr: 1.000e-05, eta: 8 days, 1:20:58, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8875, loss_cls: 1.1380, loss: 1.1380, grad_norm: 7.8395 2022-03-02 18:01:59,556 - mmaction - INFO - Epoch [346][1680/1878] lr: 1.000e-05, eta: 8 days, 1:20:05, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8941, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.6294 2022-03-02 18:02:24,973 - mmaction - INFO - Epoch [346][1700/1878] lr: 1.000e-05, eta: 8 days, 1:19:13, time: 1.269, data_time: 0.072, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8930, loss_cls: 1.0998, loss: 1.0998, grad_norm: 7.8220 2022-03-02 18:02:50,452 - mmaction - INFO - Epoch [346][1720/1878] lr: 1.000e-05, eta: 8 days, 1:18:21, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7582, top5_acc: 0.8934, loss_cls: 1.0645, loss: 1.0645, grad_norm: 7.5902 2022-03-02 18:03:15,588 - mmaction - INFO - Epoch [346][1740/1878] lr: 1.000e-05, eta: 8 days, 1:17:28, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8910, loss_cls: 1.1059, loss: 1.1059, grad_norm: 7.7187 2022-03-02 18:03:41,035 - mmaction - INFO - Epoch [346][1760/1878] lr: 1.000e-05, eta: 8 days, 1:16:36, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8914, loss_cls: 1.0556, loss: 1.0556, grad_norm: 7.5038 2022-03-02 18:04:06,346 - mmaction - INFO - Epoch [346][1780/1878] lr: 1.000e-05, eta: 8 days, 1:15:44, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8891, loss_cls: 1.0898, loss: 1.0898, grad_norm: 7.6406 2022-03-02 18:04:31,583 - mmaction - INFO - Epoch [346][1800/1878] lr: 1.000e-05, eta: 8 days, 1:14:51, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8855, loss_cls: 1.0922, loss: 1.0922, grad_norm: 7.6432 2022-03-02 18:04:56,667 - mmaction - INFO - Epoch [346][1820/1878] lr: 1.000e-05, eta: 8 days, 1:13:58, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8867, loss_cls: 1.0914, loss: 1.0914, grad_norm: 7.7812 2022-03-02 18:05:22,172 - mmaction - INFO - Epoch [346][1840/1878] lr: 1.000e-05, eta: 8 days, 1:13:06, time: 1.275, data_time: 0.067, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8848, loss_cls: 1.1289, loss: 1.1289, grad_norm: 7.6869 2022-03-02 18:05:47,314 - mmaction - INFO - Epoch [346][1860/1878] lr: 1.000e-05, eta: 8 days, 1:12:13, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8934, loss_cls: 1.0729, loss: 1.0729, grad_norm: 7.6022 2022-03-02 18:06:12,053 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 18:07:40,719 - mmaction - INFO - Epoch [347][20/1878] lr: 1.000e-05, eta: 8 days, 1:12:53, time: 4.432, data_time: 3.159, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8902, loss_cls: 1.1103, loss: 1.1103, grad_norm: 7.6388 2022-03-02 18:08:05,801 - mmaction - INFO - Epoch [347][40/1878] lr: 1.000e-05, eta: 8 days, 1:12:00, time: 1.254, data_time: 0.072, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8887, loss_cls: 1.1006, loss: 1.1006, grad_norm: 7.5934 2022-03-02 18:08:30,207 - mmaction - INFO - Epoch [347][60/1878] lr: 1.000e-05, eta: 8 days, 1:11:04, time: 1.220, data_time: 0.067, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8855, loss_cls: 1.1050, loss: 1.1050, grad_norm: 7.5739 2022-03-02 18:08:55,466 - mmaction - INFO - Epoch [347][80/1878] lr: 1.000e-05, eta: 8 days, 1:10:12, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8785, loss_cls: 1.1671, loss: 1.1671, grad_norm: 7.7954 2022-03-02 18:09:20,522 - mmaction - INFO - Epoch [347][100/1878] lr: 1.000e-05, eta: 8 days, 1:09:18, time: 1.253, data_time: 0.073, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8891, loss_cls: 1.1070, loss: 1.1070, grad_norm: 7.7898 2022-03-02 18:09:45,882 - mmaction - INFO - Epoch [347][120/1878] lr: 1.000e-05, eta: 8 days, 1:08:26, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8898, loss_cls: 1.1111, loss: 1.1111, grad_norm: 7.8908 2022-03-02 18:10:11,360 - mmaction - INFO - Epoch [347][140/1878] lr: 1.000e-05, eta: 8 days, 1:07:34, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8883, loss_cls: 1.1124, loss: 1.1124, grad_norm: 7.7580 2022-03-02 18:10:36,846 - mmaction - INFO - Epoch [347][160/1878] lr: 1.000e-05, eta: 8 days, 1:06:42, time: 1.271, data_time: 0.069, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8914, loss_cls: 1.0873, loss: 1.0873, grad_norm: 7.6082 2022-03-02 18:11:02,206 - mmaction - INFO - Epoch [347][180/1878] lr: 1.000e-05, eta: 8 days, 1:05:50, time: 1.272, data_time: 0.072, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8992, loss_cls: 1.0539, loss: 1.0539, grad_norm: 7.7278 2022-03-02 18:11:27,481 - mmaction - INFO - Epoch [347][200/1878] lr: 1.000e-05, eta: 8 days, 1:04:58, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8789, loss_cls: 1.1492, loss: 1.1492, grad_norm: 7.8411 2022-03-02 18:11:52,698 - mmaction - INFO - Epoch [347][220/1878] lr: 1.000e-05, eta: 8 days, 1:04:05, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8918, loss_cls: 1.0913, loss: 1.0913, grad_norm: 7.5267 2022-03-02 18:12:17,781 - mmaction - INFO - Epoch [347][240/1878] lr: 1.000e-05, eta: 8 days, 1:03:12, time: 1.254, data_time: 0.061, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8898, loss_cls: 1.1003, loss: 1.1003, grad_norm: 7.6722 2022-03-02 18:12:42,849 - mmaction - INFO - Epoch [347][260/1878] lr: 1.000e-05, eta: 8 days, 1:02:19, time: 1.253, data_time: 0.073, memory: 9654, top1_acc: 0.7461, top5_acc: 0.9027, loss_cls: 1.0377, loss: 1.0377, grad_norm: 7.5897 2022-03-02 18:13:08,026 - mmaction - INFO - Epoch [347][280/1878] lr: 1.000e-05, eta: 8 days, 1:01:26, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8840, loss_cls: 1.1043, loss: 1.1043, grad_norm: 7.7476 2022-03-02 18:13:33,213 - mmaction - INFO - Epoch [347][300/1878] lr: 1.000e-05, eta: 8 days, 1:00:33, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8797, loss_cls: 1.1233, loss: 1.1233, grad_norm: 7.7202 2022-03-02 18:13:58,682 - mmaction - INFO - Epoch [347][320/1878] lr: 1.000e-05, eta: 8 days, 0:59:41, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8895, loss_cls: 1.1331, loss: 1.1331, grad_norm: 7.9449 2022-03-02 18:14:23,910 - mmaction - INFO - Epoch [347][340/1878] lr: 1.000e-05, eta: 8 days, 0:58:49, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8984, loss_cls: 1.0402, loss: 1.0402, grad_norm: 7.4811 2022-03-02 18:14:48,886 - mmaction - INFO - Epoch [347][360/1878] lr: 1.000e-05, eta: 8 days, 0:57:55, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8758, loss_cls: 1.1560, loss: 1.1560, grad_norm: 7.5622 2022-03-02 18:15:14,168 - mmaction - INFO - Epoch [347][380/1878] lr: 1.000e-05, eta: 8 days, 0:57:03, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8793, loss_cls: 1.1431, loss: 1.1431, grad_norm: 7.8069 2022-03-02 18:15:39,370 - mmaction - INFO - Epoch [347][400/1878] lr: 1.000e-05, eta: 8 days, 0:56:10, time: 1.258, data_time: 0.061, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8844, loss_cls: 1.1135, loss: 1.1135, grad_norm: 7.7684 2022-03-02 18:16:04,923 - mmaction - INFO - Epoch [347][420/1878] lr: 1.000e-05, eta: 8 days, 0:55:19, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8875, loss_cls: 1.0813, loss: 1.0813, grad_norm: 7.6176 2022-03-02 18:16:30,048 - mmaction - INFO - Epoch [347][440/1878] lr: 1.000e-05, eta: 8 days, 0:54:26, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8891, loss_cls: 1.0817, loss: 1.0817, grad_norm: 7.6979 2022-03-02 18:16:55,292 - mmaction - INFO - Epoch [347][460/1878] lr: 1.000e-05, eta: 8 days, 0:53:33, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8766, loss_cls: 1.1243, loss: 1.1243, grad_norm: 7.6512 2022-03-02 18:17:20,662 - mmaction - INFO - Epoch [347][480/1878] lr: 1.000e-05, eta: 8 days, 0:52:41, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8867, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.6832 2022-03-02 18:17:46,080 - mmaction - INFO - Epoch [347][500/1878] lr: 1.000e-05, eta: 8 days, 0:51:49, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8930, loss_cls: 1.0705, loss: 1.0705, grad_norm: 7.6996 2022-03-02 18:18:11,407 - mmaction - INFO - Epoch [347][520/1878] lr: 1.000e-05, eta: 8 days, 0:50:57, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8922, loss_cls: 1.0365, loss: 1.0365, grad_norm: 7.3785 2022-03-02 18:18:36,706 - mmaction - INFO - Epoch [347][540/1878] lr: 1.000e-05, eta: 8 days, 0:50:05, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8816, loss_cls: 1.0982, loss: 1.0982, grad_norm: 7.7098 2022-03-02 18:19:02,145 - mmaction - INFO - Epoch [347][560/1878] lr: 1.000e-05, eta: 8 days, 0:49:13, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8918, loss_cls: 1.0499, loss: 1.0499, grad_norm: 7.5772 2022-03-02 18:19:27,342 - mmaction - INFO - Epoch [347][580/1878] lr: 1.000e-05, eta: 8 days, 0:48:20, time: 1.259, data_time: 0.065, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8898, loss_cls: 1.0681, loss: 1.0681, grad_norm: 7.5711 2022-03-02 18:19:52,226 - mmaction - INFO - Epoch [347][600/1878] lr: 1.000e-05, eta: 8 days, 0:47:27, time: 1.245, data_time: 0.065, memory: 9654, top1_acc: 0.7535, top5_acc: 0.9004, loss_cls: 1.0556, loss: 1.0556, grad_norm: 7.5531 2022-03-02 18:20:17,613 - mmaction - INFO - Epoch [347][620/1878] lr: 1.000e-05, eta: 8 days, 0:46:35, time: 1.269, data_time: 0.071, memory: 9654, top1_acc: 0.7465, top5_acc: 0.9027, loss_cls: 1.0256, loss: 1.0256, grad_norm: 7.5675 2022-03-02 18:20:43,004 - mmaction - INFO - Epoch [347][640/1878] lr: 1.000e-05, eta: 8 days, 0:45:43, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8977, loss_cls: 1.0640, loss: 1.0640, grad_norm: 7.7347 2022-03-02 18:21:08,728 - mmaction - INFO - Epoch [347][660/1878] lr: 1.000e-05, eta: 8 days, 0:44:52, time: 1.285, data_time: 0.063, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8801, loss_cls: 1.1405, loss: 1.1405, grad_norm: 7.9239 2022-03-02 18:21:33,708 - mmaction - INFO - Epoch [347][680/1878] lr: 1.000e-05, eta: 8 days, 0:43:59, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8883, loss_cls: 1.0891, loss: 1.0891, grad_norm: 7.5557 2022-03-02 18:21:58,797 - mmaction - INFO - Epoch [347][700/1878] lr: 1.000e-05, eta: 8 days, 0:43:06, time: 1.254, data_time: 0.063, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8922, loss_cls: 1.0688, loss: 1.0688, grad_norm: 7.6015 2022-03-02 18:22:24,050 - mmaction - INFO - Epoch [347][720/1878] lr: 1.000e-05, eta: 8 days, 0:42:13, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8906, loss_cls: 1.0804, loss: 1.0804, grad_norm: 7.6865 2022-03-02 18:22:49,201 - mmaction - INFO - Epoch [347][740/1878] lr: 1.000e-05, eta: 8 days, 0:41:21, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8887, loss_cls: 1.0969, loss: 1.0969, grad_norm: 7.7081 2022-03-02 18:23:14,237 - mmaction - INFO - Epoch [347][760/1878] lr: 1.000e-05, eta: 8 days, 0:40:28, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8930, loss_cls: 1.1003, loss: 1.1003, grad_norm: 7.6733 2022-03-02 18:23:39,423 - mmaction - INFO - Epoch [347][780/1878] lr: 1.000e-05, eta: 8 days, 0:39:35, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8938, loss_cls: 1.1004, loss: 1.1004, grad_norm: 7.5379 2022-03-02 18:24:05,097 - mmaction - INFO - Epoch [347][800/1878] lr: 1.000e-05, eta: 8 days, 0:38:44, time: 1.284, data_time: 0.068, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8953, loss_cls: 1.0824, loss: 1.0824, grad_norm: 7.5737 2022-03-02 18:24:30,272 - mmaction - INFO - Epoch [347][820/1878] lr: 1.000e-05, eta: 8 days, 0:37:52, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8852, loss_cls: 1.0967, loss: 1.0967, grad_norm: 7.6765 2022-03-02 18:24:55,664 - mmaction - INFO - Epoch [347][840/1878] lr: 1.000e-05, eta: 8 days, 0:37:00, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8898, loss_cls: 1.1181, loss: 1.1181, grad_norm: 7.8357 2022-03-02 18:25:21,276 - mmaction - INFO - Epoch [347][860/1878] lr: 1.000e-05, eta: 8 days, 0:36:09, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8895, loss_cls: 1.0886, loss: 1.0886, grad_norm: 7.4916 2022-03-02 18:25:46,326 - mmaction - INFO - Epoch [347][880/1878] lr: 1.000e-05, eta: 8 days, 0:35:16, time: 1.252, data_time: 0.068, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8867, loss_cls: 1.0916, loss: 1.0916, grad_norm: 7.5728 2022-03-02 18:26:11,608 - mmaction - INFO - Epoch [347][900/1878] lr: 1.000e-05, eta: 8 days, 0:34:23, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8918, loss_cls: 1.0681, loss: 1.0681, grad_norm: 7.5851 2022-03-02 18:26:36,796 - mmaction - INFO - Epoch [347][920/1878] lr: 1.000e-05, eta: 8 days, 0:33:31, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8859, loss_cls: 1.1229, loss: 1.1229, grad_norm: 7.5102 2022-03-02 18:27:01,779 - mmaction - INFO - Epoch [347][940/1878] lr: 1.000e-05, eta: 8 days, 0:32:38, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8875, loss_cls: 1.1122, loss: 1.1122, grad_norm: 7.8176 2022-03-02 18:27:27,028 - mmaction - INFO - Epoch [347][960/1878] lr: 1.000e-05, eta: 8 days, 0:31:45, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8820, loss_cls: 1.1261, loss: 1.1261, grad_norm: 7.6680 2022-03-02 18:27:52,356 - mmaction - INFO - Epoch [347][980/1878] lr: 1.000e-05, eta: 8 days, 0:30:53, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8859, loss_cls: 1.1290, loss: 1.1290, grad_norm: 7.6870 2022-03-02 18:28:17,421 - mmaction - INFO - Epoch [347][1000/1878] lr: 1.000e-05, eta: 8 days, 0:30:00, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8848, loss_cls: 1.0829, loss: 1.0829, grad_norm: 7.7154 2022-03-02 18:28:42,670 - mmaction - INFO - Epoch [347][1020/1878] lr: 1.000e-05, eta: 8 days, 0:29:08, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7551, top5_acc: 0.9004, loss_cls: 1.0371, loss: 1.0371, grad_norm: 7.4954 2022-03-02 18:29:07,810 - mmaction - INFO - Epoch [347][1040/1878] lr: 1.000e-05, eta: 8 days, 0:28:16, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8895, loss_cls: 1.0898, loss: 1.0898, grad_norm: 7.7455 2022-03-02 18:29:32,934 - mmaction - INFO - Epoch [347][1060/1878] lr: 1.000e-05, eta: 8 days, 0:27:23, time: 1.256, data_time: 0.064, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8688, loss_cls: 1.2192, loss: 1.2192, grad_norm: 8.0911 2022-03-02 18:29:58,244 - mmaction - INFO - Epoch [347][1080/1878] lr: 1.000e-05, eta: 8 days, 0:26:31, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8867, loss_cls: 1.0973, loss: 1.0973, grad_norm: 7.6088 2022-03-02 18:30:23,658 - mmaction - INFO - Epoch [347][1100/1878] lr: 1.000e-05, eta: 8 days, 0:25:39, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8980, loss_cls: 1.0615, loss: 1.0615, grad_norm: 7.6353 2022-03-02 18:30:49,253 - mmaction - INFO - Epoch [347][1120/1878] lr: 1.000e-05, eta: 8 days, 0:24:48, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8820, loss_cls: 1.1336, loss: 1.1336, grad_norm: 7.6004 2022-03-02 18:31:14,552 - mmaction - INFO - Epoch [347][1140/1878] lr: 1.000e-05, eta: 8 days, 0:23:56, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8883, loss_cls: 1.1211, loss: 1.1211, grad_norm: 7.9770 2022-03-02 18:31:39,531 - mmaction - INFO - Epoch [347][1160/1878] lr: 1.000e-05, eta: 8 days, 0:23:03, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7133, top5_acc: 0.8867, loss_cls: 1.1484, loss: 1.1484, grad_norm: 7.9906 2022-03-02 18:32:05,155 - mmaction - INFO - Epoch [347][1180/1878] lr: 1.000e-05, eta: 8 days, 0:22:12, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8855, loss_cls: 1.1030, loss: 1.1030, grad_norm: 7.6543 2022-03-02 18:32:30,101 - mmaction - INFO - Epoch [347][1200/1878] lr: 1.000e-05, eta: 8 days, 0:21:19, time: 1.247, data_time: 0.063, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8887, loss_cls: 1.0826, loss: 1.0826, grad_norm: 7.5546 2022-03-02 18:32:55,538 - mmaction - INFO - Epoch [347][1220/1878] lr: 1.000e-05, eta: 8 days, 0:20:27, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8922, loss_cls: 1.0773, loss: 1.0773, grad_norm: 7.6500 2022-03-02 18:33:20,855 - mmaction - INFO - Epoch [347][1240/1878] lr: 1.000e-05, eta: 8 days, 0:19:36, time: 1.265, data_time: 0.062, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8828, loss_cls: 1.1326, loss: 1.1326, grad_norm: 7.7304 2022-03-02 18:33:46,340 - mmaction - INFO - Epoch [347][1260/1878] lr: 1.000e-05, eta: 8 days, 0:18:44, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8812, loss_cls: 1.1642, loss: 1.1642, grad_norm: 8.0127 2022-03-02 18:34:11,628 - mmaction - INFO - Epoch [347][1280/1878] lr: 1.000e-05, eta: 8 days, 0:17:52, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8875, loss_cls: 1.1171, loss: 1.1171, grad_norm: 7.7388 2022-03-02 18:34:37,024 - mmaction - INFO - Epoch [347][1300/1878] lr: 1.000e-05, eta: 8 days, 0:17:00, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8938, loss_cls: 1.0927, loss: 1.0927, grad_norm: 7.5926 2022-03-02 18:35:02,348 - mmaction - INFO - Epoch [347][1320/1878] lr: 1.000e-05, eta: 8 days, 0:16:09, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8902, loss_cls: 1.0912, loss: 1.0912, grad_norm: 7.5745 2022-03-02 18:35:27,576 - mmaction - INFO - Epoch [347][1340/1878] lr: 1.000e-05, eta: 8 days, 0:15:16, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8941, loss_cls: 1.0876, loss: 1.0876, grad_norm: 7.8119 2022-03-02 18:35:52,912 - mmaction - INFO - Epoch [347][1360/1878] lr: 1.000e-05, eta: 8 days, 0:14:25, time: 1.266, data_time: 0.064, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8949, loss_cls: 1.0321, loss: 1.0321, grad_norm: 7.3481 2022-03-02 18:36:18,050 - mmaction - INFO - Epoch [347][1380/1878] lr: 1.000e-05, eta: 8 days, 0:13:32, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8980, loss_cls: 1.0668, loss: 1.0668, grad_norm: 7.6224 2022-03-02 18:36:43,705 - mmaction - INFO - Epoch [347][1400/1878] lr: 1.000e-05, eta: 8 days, 0:12:41, time: 1.282, data_time: 0.070, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8816, loss_cls: 1.1077, loss: 1.1077, grad_norm: 7.7338 2022-03-02 18:37:08,918 - mmaction - INFO - Epoch [347][1420/1878] lr: 1.000e-05, eta: 8 days, 0:11:49, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8898, loss_cls: 1.0653, loss: 1.0653, grad_norm: 7.4660 2022-03-02 18:37:34,245 - mmaction - INFO - Epoch [347][1440/1878] lr: 1.000e-05, eta: 8 days, 0:10:57, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8820, loss_cls: 1.0910, loss: 1.0910, grad_norm: 7.4962 2022-03-02 18:37:59,644 - mmaction - INFO - Epoch [347][1460/1878] lr: 1.000e-05, eta: 8 days, 0:10:06, time: 1.270, data_time: 0.063, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8895, loss_cls: 1.0788, loss: 1.0788, grad_norm: 7.6250 2022-03-02 18:38:25,084 - mmaction - INFO - Epoch [347][1480/1878] lr: 1.000e-05, eta: 8 days, 0:09:14, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8809, loss_cls: 1.1215, loss: 1.1215, grad_norm: 7.6467 2022-03-02 18:38:50,742 - mmaction - INFO - Epoch [347][1500/1878] lr: 1.000e-05, eta: 8 days, 0:08:24, time: 1.283, data_time: 0.059, memory: 9654, top1_acc: 0.7566, top5_acc: 0.9043, loss_cls: 1.0394, loss: 1.0394, grad_norm: 7.6093 2022-03-02 18:39:15,988 - mmaction - INFO - Epoch [347][1520/1878] lr: 1.000e-05, eta: 8 days, 0:07:32, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8879, loss_cls: 1.1128, loss: 1.1128, grad_norm: 7.7539 2022-03-02 18:39:41,460 - mmaction - INFO - Epoch [347][1540/1878] lr: 1.000e-05, eta: 8 days, 0:06:40, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8840, loss_cls: 1.1142, loss: 1.1142, grad_norm: 7.6520 2022-03-02 18:40:06,717 - mmaction - INFO - Epoch [347][1560/1878] lr: 1.000e-05, eta: 8 days, 0:05:48, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8805, loss_cls: 1.1292, loss: 1.1292, grad_norm: 7.8915 2022-03-02 18:40:32,070 - mmaction - INFO - Epoch [347][1580/1878] lr: 1.000e-05, eta: 8 days, 0:04:57, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8828, loss_cls: 1.1250, loss: 1.1250, grad_norm: 7.7433 2022-03-02 18:40:57,741 - mmaction - INFO - Epoch [347][1600/1878] lr: 1.000e-05, eta: 8 days, 0:04:06, time: 1.284, data_time: 0.066, memory: 9654, top1_acc: 0.7629, top5_acc: 0.8992, loss_cls: 1.0145, loss: 1.0145, grad_norm: 7.3422 2022-03-02 18:41:23,093 - mmaction - INFO - Epoch [347][1620/1878] lr: 1.000e-05, eta: 8 days, 0:03:14, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8840, loss_cls: 1.1211, loss: 1.1211, grad_norm: 7.6943 2022-03-02 18:41:48,117 - mmaction - INFO - Epoch [347][1640/1878] lr: 1.000e-05, eta: 8 days, 0:02:22, time: 1.253, data_time: 0.069, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8934, loss_cls: 1.0714, loss: 1.0714, grad_norm: 7.5683 2022-03-02 18:42:13,618 - mmaction - INFO - Epoch [347][1660/1878] lr: 1.000e-05, eta: 8 days, 0:01:31, time: 1.275, data_time: 0.062, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8930, loss_cls: 1.0827, loss: 1.0827, grad_norm: 7.6312 2022-03-02 18:42:38,728 - mmaction - INFO - Epoch [347][1680/1878] lr: 1.000e-05, eta: 8 days, 0:00:38, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8902, loss_cls: 1.0802, loss: 1.0802, grad_norm: 7.8354 2022-03-02 18:43:04,204 - mmaction - INFO - Epoch [347][1700/1878] lr: 1.000e-05, eta: 7 days, 23:59:47, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8965, loss_cls: 1.0303, loss: 1.0303, grad_norm: 7.5239 2022-03-02 18:43:29,267 - mmaction - INFO - Epoch [347][1720/1878] lr: 1.000e-05, eta: 7 days, 23:58:54, time: 1.253, data_time: 0.060, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8816, loss_cls: 1.1704, loss: 1.1704, grad_norm: 8.0149 2022-03-02 18:43:54,634 - mmaction - INFO - Epoch [347][1740/1878] lr: 1.000e-05, eta: 7 days, 23:58:03, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8945, loss_cls: 1.0722, loss: 1.0722, grad_norm: 7.5313 2022-03-02 18:44:20,019 - mmaction - INFO - Epoch [347][1760/1878] lr: 1.000e-05, eta: 7 days, 23:57:11, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7648, top5_acc: 0.8926, loss_cls: 1.0525, loss: 1.0525, grad_norm: 7.5041 2022-03-02 18:44:45,387 - mmaction - INFO - Epoch [347][1780/1878] lr: 1.000e-05, eta: 7 days, 23:56:20, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8801, loss_cls: 1.1609, loss: 1.1609, grad_norm: 8.0175 2022-03-02 18:45:10,657 - mmaction - INFO - Epoch [347][1800/1878] lr: 1.000e-05, eta: 7 days, 23:55:28, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8945, loss_cls: 1.0897, loss: 1.0897, grad_norm: 7.8228 2022-03-02 18:45:35,630 - mmaction - INFO - Epoch [347][1820/1878] lr: 1.000e-05, eta: 7 days, 23:54:35, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8980, loss_cls: 1.0534, loss: 1.0534, grad_norm: 7.5560 2022-03-02 18:46:00,784 - mmaction - INFO - Epoch [347][1840/1878] lr: 1.000e-05, eta: 7 days, 23:53:43, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8895, loss_cls: 1.0876, loss: 1.0876, grad_norm: 7.6350 2022-03-02 18:46:25,597 - mmaction - INFO - Epoch [347][1860/1878] lr: 1.000e-05, eta: 7 days, 23:52:49, time: 1.240, data_time: 0.066, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8910, loss_cls: 1.1279, loss: 1.1279, grad_norm: 7.7481 2022-03-02 18:46:50,073 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 18:48:18,657 - mmaction - INFO - Epoch [348][20/1878] lr: 1.000e-05, eta: 7 days, 23:53:28, time: 4.428, data_time: 3.160, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8887, loss_cls: 1.1079, loss: 1.1079, grad_norm: 7.7772 2022-03-02 18:48:43,666 - mmaction - INFO - Epoch [348][40/1878] lr: 1.000e-05, eta: 7 days, 23:52:35, time: 1.251, data_time: 0.076, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8898, loss_cls: 1.1020, loss: 1.1020, grad_norm: 7.6120 2022-03-02 18:49:08,396 - mmaction - INFO - Epoch [348][60/1878] lr: 1.000e-05, eta: 7 days, 23:51:42, time: 1.237, data_time: 0.066, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8906, loss_cls: 1.1146, loss: 1.1146, grad_norm: 7.7938 2022-03-02 18:49:33,469 - mmaction - INFO - Epoch [348][80/1878] lr: 1.000e-05, eta: 7 days, 23:50:49, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8926, loss_cls: 1.0911, loss: 1.0911, grad_norm: 7.6889 2022-03-02 18:49:58,651 - mmaction - INFO - Epoch [348][100/1878] lr: 1.000e-05, eta: 7 days, 23:49:57, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8836, loss_cls: 1.1086, loss: 1.1086, grad_norm: 7.6659 2022-03-02 18:50:24,006 - mmaction - INFO - Epoch [348][120/1878] lr: 1.000e-05, eta: 7 days, 23:49:06, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8875, loss_cls: 1.1086, loss: 1.1086, grad_norm: 7.8524 2022-03-02 18:50:49,394 - mmaction - INFO - Epoch [348][140/1878] lr: 1.000e-05, eta: 7 days, 23:48:14, time: 1.269, data_time: 0.075, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8961, loss_cls: 1.0388, loss: 1.0388, grad_norm: 7.4770 2022-03-02 18:51:15,184 - mmaction - INFO - Epoch [348][160/1878] lr: 1.000e-05, eta: 7 days, 23:47:24, time: 1.290, data_time: 0.069, memory: 9654, top1_acc: 0.7203, top5_acc: 0.8777, loss_cls: 1.1567, loss: 1.1567, grad_norm: 7.9152 2022-03-02 18:51:40,497 - mmaction - INFO - Epoch [348][180/1878] lr: 1.000e-05, eta: 7 days, 23:46:33, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8871, loss_cls: 1.1006, loss: 1.1006, grad_norm: 7.6686 2022-03-02 18:52:06,023 - mmaction - INFO - Epoch [348][200/1878] lr: 1.000e-05, eta: 7 days, 23:45:42, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8844, loss_cls: 1.1169, loss: 1.1169, grad_norm: 7.8576 2022-03-02 18:52:31,104 - mmaction - INFO - Epoch [348][220/1878] lr: 1.000e-05, eta: 7 days, 23:44:49, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8824, loss_cls: 1.1521, loss: 1.1521, grad_norm: 7.7742 2022-03-02 18:52:56,111 - mmaction - INFO - Epoch [348][240/1878] lr: 1.000e-05, eta: 7 days, 23:43:57, time: 1.250, data_time: 0.064, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8949, loss_cls: 1.0750, loss: 1.0750, grad_norm: 7.5858 2022-03-02 18:53:21,455 - mmaction - INFO - Epoch [348][260/1878] lr: 1.000e-05, eta: 7 days, 23:43:05, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7539, top5_acc: 0.8918, loss_cls: 1.0628, loss: 1.0628, grad_norm: 7.4504 2022-03-02 18:53:46,764 - mmaction - INFO - Epoch [348][280/1878] lr: 1.000e-05, eta: 7 days, 23:42:13, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8828, loss_cls: 1.1352, loss: 1.1352, grad_norm: 7.7245 2022-03-02 18:54:12,245 - mmaction - INFO - Epoch [348][300/1878] lr: 1.000e-05, eta: 7 days, 23:41:22, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8918, loss_cls: 1.0623, loss: 1.0623, grad_norm: 7.5802 2022-03-02 18:54:37,810 - mmaction - INFO - Epoch [348][320/1878] lr: 1.000e-05, eta: 7 days, 23:40:32, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8895, loss_cls: 1.1152, loss: 1.1152, grad_norm: 7.8324 2022-03-02 18:55:03,445 - mmaction - INFO - Epoch [348][340/1878] lr: 1.000e-05, eta: 7 days, 23:39:41, time: 1.284, data_time: 0.062, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8977, loss_cls: 1.0542, loss: 1.0542, grad_norm: 7.5705 2022-03-02 18:55:28,899 - mmaction - INFO - Epoch [348][360/1878] lr: 1.000e-05, eta: 7 days, 23:38:50, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8871, loss_cls: 1.1328, loss: 1.1328, grad_norm: 7.9199 2022-03-02 18:55:54,388 - mmaction - INFO - Epoch [348][380/1878] lr: 1.000e-05, eta: 7 days, 23:37:59, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8879, loss_cls: 1.1030, loss: 1.1030, grad_norm: 7.6105 2022-03-02 18:56:19,897 - mmaction - INFO - Epoch [348][400/1878] lr: 1.000e-05, eta: 7 days, 23:37:08, time: 1.275, data_time: 0.063, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8828, loss_cls: 1.1036, loss: 1.1036, grad_norm: 7.6830 2022-03-02 18:56:44,706 - mmaction - INFO - Epoch [348][420/1878] lr: 1.000e-05, eta: 7 days, 23:36:15, time: 1.240, data_time: 0.067, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8816, loss_cls: 1.1066, loss: 1.1066, grad_norm: 7.6159 2022-03-02 18:57:10,164 - mmaction - INFO - Epoch [348][440/1878] lr: 1.000e-05, eta: 7 days, 23:35:24, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8910, loss_cls: 1.0718, loss: 1.0718, grad_norm: 7.7155 2022-03-02 18:57:35,723 - mmaction - INFO - Epoch [348][460/1878] lr: 1.000e-05, eta: 7 days, 23:34:33, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7176, top5_acc: 0.8844, loss_cls: 1.1512, loss: 1.1512, grad_norm: 7.8494 2022-03-02 18:58:00,884 - mmaction - INFO - Epoch [348][480/1878] lr: 1.000e-05, eta: 7 days, 23:33:41, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8863, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.7256 2022-03-02 18:58:26,401 - mmaction - INFO - Epoch [348][500/1878] lr: 1.000e-05, eta: 7 days, 23:32:50, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8871, loss_cls: 1.1422, loss: 1.1422, grad_norm: 7.8245 2022-03-02 18:58:51,928 - mmaction - INFO - Epoch [348][520/1878] lr: 1.000e-05, eta: 7 days, 23:32:00, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8871, loss_cls: 1.1044, loss: 1.1044, grad_norm: 7.7802 2022-03-02 18:59:17,448 - mmaction - INFO - Epoch [348][540/1878] lr: 1.000e-05, eta: 7 days, 23:31:09, time: 1.276, data_time: 0.067, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8844, loss_cls: 1.0979, loss: 1.0979, grad_norm: 7.5813 2022-03-02 18:59:42,782 - mmaction - INFO - Epoch [348][560/1878] lr: 1.000e-05, eta: 7 days, 23:30:17, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8797, loss_cls: 1.1424, loss: 1.1424, grad_norm: 7.8758 2022-03-02 19:00:08,503 - mmaction - INFO - Epoch [348][580/1878] lr: 1.000e-05, eta: 7 days, 23:29:27, time: 1.288, data_time: 0.075, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8852, loss_cls: 1.1064, loss: 1.1064, grad_norm: 7.6156 2022-03-02 19:00:34,019 - mmaction - INFO - Epoch [348][600/1878] lr: 1.000e-05, eta: 7 days, 23:28:36, time: 1.275, data_time: 0.075, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8973, loss_cls: 1.0808, loss: 1.0808, grad_norm: 7.6106 2022-03-02 19:00:59,567 - mmaction - INFO - Epoch [348][620/1878] lr: 1.000e-05, eta: 7 days, 23:27:46, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7551, top5_acc: 0.8988, loss_cls: 1.0369, loss: 1.0369, grad_norm: 7.4036 2022-03-02 19:01:24,903 - mmaction - INFO - Epoch [348][640/1878] lr: 1.000e-05, eta: 7 days, 23:26:54, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8980, loss_cls: 1.0383, loss: 1.0383, grad_norm: 7.4227 2022-03-02 19:01:50,090 - mmaction - INFO - Epoch [348][660/1878] lr: 1.000e-05, eta: 7 days, 23:26:03, time: 1.259, data_time: 0.061, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8949, loss_cls: 1.0798, loss: 1.0798, grad_norm: 7.5484 2022-03-02 19:02:15,409 - mmaction - INFO - Epoch [348][680/1878] lr: 1.000e-05, eta: 7 days, 23:25:11, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8828, loss_cls: 1.1015, loss: 1.1015, grad_norm: 7.5592 2022-03-02 19:02:40,284 - mmaction - INFO - Epoch [348][700/1878] lr: 1.000e-05, eta: 7 days, 23:24:18, time: 1.241, data_time: 0.067, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8922, loss_cls: 1.1084, loss: 1.1084, grad_norm: 7.5904 2022-03-02 19:03:05,738 - mmaction - INFO - Epoch [348][720/1878] lr: 1.000e-05, eta: 7 days, 23:23:27, time: 1.275, data_time: 0.069, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8914, loss_cls: 1.0911, loss: 1.0911, grad_norm: 7.6799 2022-03-02 19:03:30,509 - mmaction - INFO - Epoch [348][740/1878] lr: 1.000e-05, eta: 7 days, 23:22:34, time: 1.238, data_time: 0.061, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8941, loss_cls: 1.0682, loss: 1.0682, grad_norm: 7.5524 2022-03-02 19:03:55,892 - mmaction - INFO - Epoch [348][760/1878] lr: 1.000e-05, eta: 7 days, 23:21:43, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7516, top5_acc: 0.8992, loss_cls: 1.0194, loss: 1.0194, grad_norm: 7.4278 2022-03-02 19:04:21,342 - mmaction - INFO - Epoch [348][780/1878] lr: 1.000e-05, eta: 7 days, 23:20:52, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8875, loss_cls: 1.0922, loss: 1.0922, grad_norm: 7.6403 2022-03-02 19:04:46,331 - mmaction - INFO - Epoch [348][800/1878] lr: 1.000e-05, eta: 7 days, 23:19:59, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8785, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.9561 2022-03-02 19:05:11,399 - mmaction - INFO - Epoch [348][820/1878] lr: 1.000e-05, eta: 7 days, 23:19:07, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8965, loss_cls: 1.0515, loss: 1.0515, grad_norm: 7.4961 2022-03-02 19:05:36,634 - mmaction - INFO - Epoch [348][840/1878] lr: 1.000e-05, eta: 7 days, 23:18:16, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8844, loss_cls: 1.0804, loss: 1.0804, grad_norm: 7.3569 2022-03-02 19:06:01,821 - mmaction - INFO - Epoch [348][860/1878] lr: 1.000e-05, eta: 7 days, 23:17:24, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8773, loss_cls: 1.1065, loss: 1.1065, grad_norm: 7.7305 2022-03-02 19:06:26,634 - mmaction - INFO - Epoch [348][880/1878] lr: 1.000e-05, eta: 7 days, 23:16:31, time: 1.241, data_time: 0.065, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8984, loss_cls: 1.0500, loss: 1.0500, grad_norm: 7.5843 2022-03-02 19:06:52,013 - mmaction - INFO - Epoch [348][900/1878] lr: 1.000e-05, eta: 7 days, 23:15:40, time: 1.270, data_time: 0.061, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8914, loss_cls: 1.0931, loss: 1.0931, grad_norm: 7.6609 2022-03-02 19:07:16,970 - mmaction - INFO - Epoch [348][920/1878] lr: 1.000e-05, eta: 7 days, 23:14:47, time: 1.248, data_time: 0.064, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8859, loss_cls: 1.1226, loss: 1.1226, grad_norm: 7.8237 2022-03-02 19:07:42,029 - mmaction - INFO - Epoch [348][940/1878] lr: 1.000e-05, eta: 7 days, 23:13:55, time: 1.254, data_time: 0.073, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8832, loss_cls: 1.1276, loss: 1.1276, grad_norm: 7.7869 2022-03-02 19:08:07,384 - mmaction - INFO - Epoch [348][960/1878] lr: 1.000e-05, eta: 7 days, 23:13:04, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8789, loss_cls: 1.1346, loss: 1.1346, grad_norm: 7.7748 2022-03-02 19:08:32,390 - mmaction - INFO - Epoch [348][980/1878] lr: 1.000e-05, eta: 7 days, 23:12:11, time: 1.250, data_time: 0.066, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8891, loss_cls: 1.1310, loss: 1.1310, grad_norm: 7.7701 2022-03-02 19:08:57,594 - mmaction - INFO - Epoch [348][1000/1878] lr: 1.000e-05, eta: 7 days, 23:11:20, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8938, loss_cls: 1.0522, loss: 1.0522, grad_norm: 7.4533 2022-03-02 19:09:22,833 - mmaction - INFO - Epoch [348][1020/1878] lr: 1.000e-05, eta: 7 days, 23:10:28, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8918, loss_cls: 1.1407, loss: 1.1407, grad_norm: 7.7820 2022-03-02 19:09:47,974 - mmaction - INFO - Epoch [348][1040/1878] lr: 1.000e-05, eta: 7 days, 23:09:36, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7508, top5_acc: 0.9012, loss_cls: 1.0090, loss: 1.0090, grad_norm: 7.6500 2022-03-02 19:10:13,182 - mmaction - INFO - Epoch [348][1060/1878] lr: 1.000e-05, eta: 7 days, 23:08:45, time: 1.261, data_time: 0.068, memory: 9654, top1_acc: 0.7496, top5_acc: 0.9016, loss_cls: 1.0349, loss: 1.0349, grad_norm: 7.5464 2022-03-02 19:10:38,502 - mmaction - INFO - Epoch [348][1080/1878] lr: 1.000e-05, eta: 7 days, 23:07:53, time: 1.267, data_time: 0.070, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8898, loss_cls: 1.0793, loss: 1.0793, grad_norm: 7.5187 2022-03-02 19:11:04,165 - mmaction - INFO - Epoch [348][1100/1878] lr: 1.000e-05, eta: 7 days, 23:07:03, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8863, loss_cls: 1.1270, loss: 1.1270, grad_norm: 7.7692 2022-03-02 19:11:29,084 - mmaction - INFO - Epoch [348][1120/1878] lr: 1.000e-05, eta: 7 days, 23:06:11, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8906, loss_cls: 1.0835, loss: 1.0835, grad_norm: 7.6492 2022-03-02 19:11:54,245 - mmaction - INFO - Epoch [348][1140/1878] lr: 1.000e-05, eta: 7 days, 23:05:19, time: 1.259, data_time: 0.071, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8906, loss_cls: 1.0942, loss: 1.0942, grad_norm: 7.6855 2022-03-02 19:12:19,310 - mmaction - INFO - Epoch [348][1160/1878] lr: 1.000e-05, eta: 7 days, 23:04:27, time: 1.253, data_time: 0.065, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8824, loss_cls: 1.1045, loss: 1.1045, grad_norm: 7.6024 2022-03-02 19:12:44,136 - mmaction - INFO - Epoch [348][1180/1878] lr: 1.000e-05, eta: 7 days, 23:03:34, time: 1.241, data_time: 0.068, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8824, loss_cls: 1.1633, loss: 1.1633, grad_norm: 7.9530 2022-03-02 19:13:09,723 - mmaction - INFO - Epoch [348][1200/1878] lr: 1.000e-05, eta: 7 days, 23:02:44, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8938, loss_cls: 1.0479, loss: 1.0479, grad_norm: 7.6859 2022-03-02 19:13:35,092 - mmaction - INFO - Epoch [348][1220/1878] lr: 1.000e-05, eta: 7 days, 23:01:53, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8891, loss_cls: 1.0929, loss: 1.0929, grad_norm: 7.8263 2022-03-02 19:14:00,288 - mmaction - INFO - Epoch [348][1240/1878] lr: 1.000e-05, eta: 7 days, 23:01:01, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8930, loss_cls: 1.0670, loss: 1.0670, grad_norm: 7.7536 2022-03-02 19:14:25,614 - mmaction - INFO - Epoch [348][1260/1878] lr: 1.000e-05, eta: 7 days, 23:00:10, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8898, loss_cls: 1.0829, loss: 1.0829, grad_norm: 7.6910 2022-03-02 19:14:51,316 - mmaction - INFO - Epoch [348][1280/1878] lr: 1.000e-05, eta: 7 days, 22:59:20, time: 1.286, data_time: 0.071, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8887, loss_cls: 1.0965, loss: 1.0965, grad_norm: 7.8011 2022-03-02 19:15:16,718 - mmaction - INFO - Epoch [348][1300/1878] lr: 1.000e-05, eta: 7 days, 22:58:29, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8871, loss_cls: 1.1058, loss: 1.1058, grad_norm: 7.6864 2022-03-02 19:15:41,793 - mmaction - INFO - Epoch [348][1320/1878] lr: 1.000e-05, eta: 7 days, 22:57:37, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8816, loss_cls: 1.1366, loss: 1.1366, grad_norm: 7.5881 2022-03-02 19:16:07,257 - mmaction - INFO - Epoch [348][1340/1878] lr: 1.000e-05, eta: 7 days, 22:56:46, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8883, loss_cls: 1.1005, loss: 1.1005, grad_norm: 7.8034 2022-03-02 19:16:32,188 - mmaction - INFO - Epoch [348][1360/1878] lr: 1.000e-05, eta: 7 days, 22:55:54, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8883, loss_cls: 1.1004, loss: 1.1004, grad_norm: 7.6577 2022-03-02 19:16:57,861 - mmaction - INFO - Epoch [348][1380/1878] lr: 1.000e-05, eta: 7 days, 22:55:04, time: 1.284, data_time: 0.069, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8832, loss_cls: 1.1191, loss: 1.1191, grad_norm: 7.7335 2022-03-02 19:17:23,047 - mmaction - INFO - Epoch [348][1400/1878] lr: 1.000e-05, eta: 7 days, 22:54:12, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8879, loss_cls: 1.1461, loss: 1.1461, grad_norm: 7.9547 2022-03-02 19:17:48,196 - mmaction - INFO - Epoch [348][1420/1878] lr: 1.000e-05, eta: 7 days, 22:53:21, time: 1.257, data_time: 0.069, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8895, loss_cls: 1.0917, loss: 1.0917, grad_norm: 7.7325 2022-03-02 19:18:13,802 - mmaction - INFO - Epoch [348][1440/1878] lr: 1.000e-05, eta: 7 days, 22:52:31, time: 1.281, data_time: 0.064, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8797, loss_cls: 1.1577, loss: 1.1577, grad_norm: 7.7673 2022-03-02 19:18:38,849 - mmaction - INFO - Epoch [348][1460/1878] lr: 1.000e-05, eta: 7 days, 22:51:38, time: 1.251, data_time: 0.061, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8977, loss_cls: 1.0858, loss: 1.0858, grad_norm: 7.6941 2022-03-02 19:19:03,989 - mmaction - INFO - Epoch [348][1480/1878] lr: 1.000e-05, eta: 7 days, 22:50:47, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8797, loss_cls: 1.1115, loss: 1.1115, grad_norm: 7.6481 2022-03-02 19:19:29,343 - mmaction - INFO - Epoch [348][1500/1878] lr: 1.000e-05, eta: 7 days, 22:49:56, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8945, loss_cls: 1.1066, loss: 1.1066, grad_norm: 7.7602 2022-03-02 19:19:54,390 - mmaction - INFO - Epoch [348][1520/1878] lr: 1.000e-05, eta: 7 days, 22:49:04, time: 1.253, data_time: 0.069, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8957, loss_cls: 1.0771, loss: 1.0771, grad_norm: 7.7102 2022-03-02 19:20:19,906 - mmaction - INFO - Epoch [348][1540/1878] lr: 1.000e-05, eta: 7 days, 22:48:13, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8992, loss_cls: 1.0507, loss: 1.0507, grad_norm: 7.5933 2022-03-02 19:20:45,409 - mmaction - INFO - Epoch [348][1560/1878] lr: 1.000e-05, eta: 7 days, 22:47:23, time: 1.276, data_time: 0.069, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8879, loss_cls: 1.1073, loss: 1.1073, grad_norm: 7.5339 2022-03-02 19:21:10,378 - mmaction - INFO - Epoch [348][1580/1878] lr: 1.000e-05, eta: 7 days, 22:46:31, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8895, loss_cls: 1.1068, loss: 1.1068, grad_norm: 7.8618 2022-03-02 19:21:35,721 - mmaction - INFO - Epoch [348][1600/1878] lr: 1.000e-05, eta: 7 days, 22:45:40, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8941, loss_cls: 1.0642, loss: 1.0642, grad_norm: 7.5617 2022-03-02 19:22:00,817 - mmaction - INFO - Epoch [348][1620/1878] lr: 1.000e-05, eta: 7 days, 22:44:48, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8938, loss_cls: 1.0686, loss: 1.0686, grad_norm: 7.7411 2022-03-02 19:22:25,734 - mmaction - INFO - Epoch [348][1640/1878] lr: 1.000e-05, eta: 7 days, 22:43:56, time: 1.245, data_time: 0.070, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8938, loss_cls: 1.0536, loss: 1.0536, grad_norm: 7.5206 2022-03-02 19:22:50,895 - mmaction - INFO - Epoch [348][1660/1878] lr: 1.000e-05, eta: 7 days, 22:43:04, time: 1.258, data_time: 0.061, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8895, loss_cls: 1.0995, loss: 1.0995, grad_norm: 7.5655 2022-03-02 19:23:16,517 - mmaction - INFO - Epoch [348][1680/1878] lr: 1.000e-05, eta: 7 days, 22:42:14, time: 1.280, data_time: 0.065, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8883, loss_cls: 1.1106, loss: 1.1106, grad_norm: 7.7322 2022-03-02 19:23:41,710 - mmaction - INFO - Epoch [348][1700/1878] lr: 1.000e-05, eta: 7 days, 22:41:23, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8930, loss_cls: 1.0726, loss: 1.0726, grad_norm: 7.5022 2022-03-02 19:24:06,862 - mmaction - INFO - Epoch [348][1720/1878] lr: 1.000e-05, eta: 7 days, 22:40:31, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8902, loss_cls: 1.0693, loss: 1.0693, grad_norm: 7.6057 2022-03-02 19:24:32,239 - mmaction - INFO - Epoch [348][1740/1878] lr: 1.000e-05, eta: 7 days, 22:39:40, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8906, loss_cls: 1.0897, loss: 1.0897, grad_norm: 7.8208 2022-03-02 19:24:57,447 - mmaction - INFO - Epoch [348][1760/1878] lr: 1.000e-05, eta: 7 days, 22:38:49, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8895, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.6194 2022-03-02 19:25:22,621 - mmaction - INFO - Epoch [348][1780/1878] lr: 1.000e-05, eta: 7 days, 22:37:57, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8844, loss_cls: 1.1412, loss: 1.1412, grad_norm: 7.8127 2022-03-02 19:25:48,145 - mmaction - INFO - Epoch [348][1800/1878] lr: 1.000e-05, eta: 7 days, 22:37:07, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8887, loss_cls: 1.0946, loss: 1.0946, grad_norm: 7.6279 2022-03-02 19:26:13,289 - mmaction - INFO - Epoch [348][1820/1878] lr: 1.000e-05, eta: 7 days, 22:36:15, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8934, loss_cls: 1.0579, loss: 1.0579, grad_norm: 7.6480 2022-03-02 19:26:38,635 - mmaction - INFO - Epoch [348][1840/1878] lr: 1.000e-05, eta: 7 days, 22:35:25, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8895, loss_cls: 1.1051, loss: 1.1051, grad_norm: 7.7531 2022-03-02 19:27:03,941 - mmaction - INFO - Epoch [348][1860/1878] lr: 1.000e-05, eta: 7 days, 22:34:34, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7434, top5_acc: 0.9000, loss_cls: 1.0605, loss: 1.0605, grad_norm: 7.8068 2022-03-02 19:27:29,504 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 19:27:29,594 - mmaction - INFO - 110 BN found 2022-03-02 19:31:57,097 - mmaction - INFO - BN stats updated 2022-03-02 19:31:59,103 - mmaction - INFO - Saving checkpoint at 348 epochs 2022-03-02 19:35:23,249 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-02 19:35:24,123 - mmaction - INFO - top1_acc 0.6978 top5_acc 0.8837 2022-03-02 19:35:24,123 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-02 19:35:24,164 - mmaction - INFO - mean_acc 0.6976 2022-03-02 19:35:24,173 - mmaction - INFO - Epoch(val) [348][155] top1_acc: 0.6978, top5_acc: 0.8837, mean_class_accuracy: 0.6976 2022-03-02 19:35:24,974 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 19:37:03,665 - mmaction - INFO - Epoch [349][20/1878] lr: 1.000e-05, eta: 7 days, 22:35:45, time: 4.933, data_time: 3.475, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8781, loss_cls: 1.1276, loss: 1.1276, grad_norm: 7.6874 2022-03-02 19:37:28,199 - mmaction - INFO - Epoch [349][40/1878] lr: 1.000e-05, eta: 7 days, 22:34:51, time: 1.227, data_time: 0.071, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8973, loss_cls: 1.0779, loss: 1.0779, grad_norm: 7.6916 2022-03-02 19:37:53,281 - mmaction - INFO - Epoch [349][60/1878] lr: 1.000e-05, eta: 7 days, 22:34:00, time: 1.254, data_time: 0.067, memory: 9654, top1_acc: 0.7582, top5_acc: 0.8988, loss_cls: 1.0020, loss: 1.0020, grad_norm: 7.3769 2022-03-02 19:38:17,984 - mmaction - INFO - Epoch [349][80/1878] lr: 1.000e-05, eta: 7 days, 22:33:07, time: 1.236, data_time: 0.070, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8898, loss_cls: 1.0948, loss: 1.0948, grad_norm: 7.7196 2022-03-02 19:38:43,235 - mmaction - INFO - Epoch [349][100/1878] lr: 1.000e-05, eta: 7 days, 22:32:15, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8871, loss_cls: 1.1315, loss: 1.1315, grad_norm: 8.0219 2022-03-02 19:39:08,225 - mmaction - INFO - Epoch [349][120/1878] lr: 1.000e-05, eta: 7 days, 22:31:23, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8852, loss_cls: 1.1144, loss: 1.1144, grad_norm: 7.6826 2022-03-02 19:39:33,241 - mmaction - INFO - Epoch [349][140/1878] lr: 1.000e-05, eta: 7 days, 22:30:31, time: 1.251, data_time: 0.070, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8848, loss_cls: 1.1316, loss: 1.1316, grad_norm: 7.9282 2022-03-02 19:39:58,264 - mmaction - INFO - Epoch [349][160/1878] lr: 1.000e-05, eta: 7 days, 22:29:40, time: 1.251, data_time: 0.070, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8871, loss_cls: 1.0993, loss: 1.0993, grad_norm: 7.7735 2022-03-02 19:40:23,527 - mmaction - INFO - Epoch [349][180/1878] lr: 1.000e-05, eta: 7 days, 22:28:49, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8859, loss_cls: 1.1163, loss: 1.1163, grad_norm: 7.6761 2022-03-02 19:40:49,290 - mmaction - INFO - Epoch [349][200/1878] lr: 1.000e-05, eta: 7 days, 22:27:59, time: 1.287, data_time: 0.074, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8891, loss_cls: 1.0721, loss: 1.0721, grad_norm: 7.5527 2022-03-02 19:41:14,622 - mmaction - INFO - Epoch [349][220/1878] lr: 1.000e-05, eta: 7 days, 22:27:08, time: 1.267, data_time: 0.073, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8844, loss_cls: 1.1066, loss: 1.1066, grad_norm: 7.6492 2022-03-02 19:41:39,956 - mmaction - INFO - Epoch [349][240/1878] lr: 1.000e-05, eta: 7 days, 22:26:17, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.7215, top5_acc: 0.8703, loss_cls: 1.2037, loss: 1.2037, grad_norm: 7.9226 2022-03-02 19:42:05,636 - mmaction - INFO - Epoch [349][260/1878] lr: 1.000e-05, eta: 7 days, 22:25:28, time: 1.284, data_time: 0.064, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8926, loss_cls: 1.0802, loss: 1.0802, grad_norm: 7.6799 2022-03-02 19:42:30,918 - mmaction - INFO - Epoch [349][280/1878] lr: 1.000e-05, eta: 7 days, 22:24:37, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8887, loss_cls: 1.0912, loss: 1.0912, grad_norm: 7.7694 2022-03-02 19:42:56,205 - mmaction - INFO - Epoch [349][300/1878] lr: 1.000e-05, eta: 7 days, 22:23:46, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8785, loss_cls: 1.1401, loss: 1.1401, grad_norm: 7.9497 2022-03-02 19:43:21,538 - mmaction - INFO - Epoch [349][320/1878] lr: 1.000e-05, eta: 7 days, 22:22:55, time: 1.267, data_time: 0.071, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8914, loss_cls: 1.0877, loss: 1.0877, grad_norm: 7.7505 2022-03-02 19:43:47,108 - mmaction - INFO - Epoch [349][340/1878] lr: 1.000e-05, eta: 7 days, 22:22:05, time: 1.278, data_time: 0.071, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8816, loss_cls: 1.1062, loss: 1.1062, grad_norm: 7.5709 2022-03-02 19:44:12,676 - mmaction - INFO - Epoch [349][360/1878] lr: 1.000e-05, eta: 7 days, 22:21:15, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8875, loss_cls: 1.0793, loss: 1.0793, grad_norm: 7.6476 2022-03-02 19:44:37,823 - mmaction - INFO - Epoch [349][380/1878] lr: 1.000e-05, eta: 7 days, 22:20:23, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8848, loss_cls: 1.1053, loss: 1.1053, grad_norm: 7.6304 2022-03-02 19:45:03,300 - mmaction - INFO - Epoch [349][400/1878] lr: 1.000e-05, eta: 7 days, 22:19:33, time: 1.274, data_time: 0.073, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8883, loss_cls: 1.1000, loss: 1.1000, grad_norm: 7.7117 2022-03-02 19:45:28,639 - mmaction - INFO - Epoch [349][420/1878] lr: 1.000e-05, eta: 7 days, 22:18:42, time: 1.267, data_time: 0.069, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8863, loss_cls: 1.1433, loss: 1.1433, grad_norm: 7.8203 2022-03-02 19:45:53,758 - mmaction - INFO - Epoch [349][440/1878] lr: 1.000e-05, eta: 7 days, 22:17:51, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8785, loss_cls: 1.1481, loss: 1.1481, grad_norm: 7.7091 2022-03-02 19:46:18,861 - mmaction - INFO - Epoch [349][460/1878] lr: 1.000e-05, eta: 7 days, 22:16:59, time: 1.256, data_time: 0.072, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8828, loss_cls: 1.1055, loss: 1.1055, grad_norm: 7.5636 2022-03-02 19:46:44,399 - mmaction - INFO - Epoch [349][480/1878] lr: 1.000e-05, eta: 7 days, 22:16:09, time: 1.277, data_time: 0.070, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8895, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.6017 2022-03-02 19:47:09,604 - mmaction - INFO - Epoch [349][500/1878] lr: 1.000e-05, eta: 7 days, 22:15:18, time: 1.260, data_time: 0.073, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8902, loss_cls: 1.1113, loss: 1.1113, grad_norm: 7.6589 2022-03-02 19:47:35,178 - mmaction - INFO - Epoch [349][520/1878] lr: 1.000e-05, eta: 7 days, 22:14:28, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8918, loss_cls: 1.0817, loss: 1.0817, grad_norm: 7.7247 2022-03-02 19:48:00,147 - mmaction - INFO - Epoch [349][540/1878] lr: 1.000e-05, eta: 7 days, 22:13:36, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8910, loss_cls: 1.1050, loss: 1.1050, grad_norm: 7.6644 2022-03-02 19:48:25,249 - mmaction - INFO - Epoch [349][560/1878] lr: 1.000e-05, eta: 7 days, 22:12:45, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8855, loss_cls: 1.1256, loss: 1.1256, grad_norm: 7.8991 2022-03-02 19:48:50,248 - mmaction - INFO - Epoch [349][580/1878] lr: 1.000e-05, eta: 7 days, 22:11:53, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8793, loss_cls: 1.0999, loss: 1.0999, grad_norm: 7.5987 2022-03-02 19:49:15,255 - mmaction - INFO - Epoch [349][600/1878] lr: 1.000e-05, eta: 7 days, 22:11:01, time: 1.251, data_time: 0.061, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8898, loss_cls: 1.0859, loss: 1.0859, grad_norm: 7.7647 2022-03-02 19:49:40,429 - mmaction - INFO - Epoch [349][620/1878] lr: 1.000e-05, eta: 7 days, 22:10:10, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8926, loss_cls: 1.0709, loss: 1.0709, grad_norm: 7.4887 2022-03-02 19:50:05,807 - mmaction - INFO - Epoch [349][640/1878] lr: 1.000e-05, eta: 7 days, 22:09:20, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.7539, top5_acc: 0.8887, loss_cls: 1.0600, loss: 1.0600, grad_norm: 7.4552 2022-03-02 19:50:31,335 - mmaction - INFO - Epoch [349][660/1878] lr: 1.000e-05, eta: 7 days, 22:08:29, time: 1.275, data_time: 0.062, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8906, loss_cls: 1.0811, loss: 1.0811, grad_norm: 7.6679 2022-03-02 19:50:56,855 - mmaction - INFO - Epoch [349][680/1878] lr: 1.000e-05, eta: 7 days, 22:07:40, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8699, loss_cls: 1.1823, loss: 1.1823, grad_norm: 7.8551 2022-03-02 19:51:22,416 - mmaction - INFO - Epoch [349][700/1878] lr: 1.000e-05, eta: 7 days, 22:06:50, time: 1.278, data_time: 0.064, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8918, loss_cls: 1.0977, loss: 1.0977, grad_norm: 7.7386 2022-03-02 19:51:47,638 - mmaction - INFO - Epoch [349][720/1878] lr: 1.000e-05, eta: 7 days, 22:05:59, time: 1.261, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8867, loss_cls: 1.0991, loss: 1.0991, grad_norm: 7.7748 2022-03-02 19:52:13,330 - mmaction - INFO - Epoch [349][740/1878] lr: 1.000e-05, eta: 7 days, 22:05:09, time: 1.283, data_time: 0.070, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8844, loss_cls: 1.1335, loss: 1.1335, grad_norm: 7.8997 2022-03-02 19:52:38,726 - mmaction - INFO - Epoch [349][760/1878] lr: 1.000e-05, eta: 7 days, 22:04:19, time: 1.271, data_time: 0.074, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8922, loss_cls: 1.0637, loss: 1.0637, grad_norm: 7.6820 2022-03-02 19:53:03,639 - mmaction - INFO - Epoch [349][780/1878] lr: 1.000e-05, eta: 7 days, 22:03:27, time: 1.245, data_time: 0.067, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8840, loss_cls: 1.1209, loss: 1.1209, grad_norm: 7.5819 2022-03-02 19:53:29,325 - mmaction - INFO - Epoch [349][800/1878] lr: 1.000e-05, eta: 7 days, 22:02:37, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8883, loss_cls: 1.0737, loss: 1.0737, grad_norm: 7.5383 2022-03-02 19:53:54,598 - mmaction - INFO - Epoch [349][820/1878] lr: 1.000e-05, eta: 7 days, 22:01:46, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8867, loss_cls: 1.0692, loss: 1.0692, grad_norm: 7.4773 2022-03-02 19:54:20,055 - mmaction - INFO - Epoch [349][840/1878] lr: 1.000e-05, eta: 7 days, 22:00:56, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8895, loss_cls: 1.0659, loss: 1.0659, grad_norm: 7.5971 2022-03-02 19:54:45,093 - mmaction - INFO - Epoch [349][860/1878] lr: 1.000e-05, eta: 7 days, 22:00:05, time: 1.252, data_time: 0.070, memory: 9654, top1_acc: 0.7633, top5_acc: 0.8938, loss_cls: 1.0358, loss: 1.0358, grad_norm: 7.3770 2022-03-02 19:55:10,859 - mmaction - INFO - Epoch [349][880/1878] lr: 1.000e-05, eta: 7 days, 21:59:15, time: 1.289, data_time: 0.067, memory: 9654, top1_acc: 0.7520, top5_acc: 0.9000, loss_cls: 1.0319, loss: 1.0319, grad_norm: 7.7183 2022-03-02 19:55:36,444 - mmaction - INFO - Epoch [349][900/1878] lr: 1.000e-05, eta: 7 days, 21:58:26, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8887, loss_cls: 1.1037, loss: 1.1037, grad_norm: 7.6420 2022-03-02 19:56:01,582 - mmaction - INFO - Epoch [349][920/1878] lr: 1.000e-05, eta: 7 days, 21:57:34, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8844, loss_cls: 1.0853, loss: 1.0853, grad_norm: 7.5410 2022-03-02 19:56:26,784 - mmaction - INFO - Epoch [349][940/1878] lr: 1.000e-05, eta: 7 days, 21:56:43, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8965, loss_cls: 1.0873, loss: 1.0873, grad_norm: 7.4519 2022-03-02 19:56:51,960 - mmaction - INFO - Epoch [349][960/1878] lr: 1.000e-05, eta: 7 days, 21:55:52, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8836, loss_cls: 1.1640, loss: 1.1640, grad_norm: 8.0730 2022-03-02 19:57:16,979 - mmaction - INFO - Epoch [349][980/1878] lr: 1.000e-05, eta: 7 days, 21:55:01, time: 1.250, data_time: 0.070, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8953, loss_cls: 1.0897, loss: 1.0897, grad_norm: 7.5074 2022-03-02 19:57:42,051 - mmaction - INFO - Epoch [349][1000/1878] lr: 1.000e-05, eta: 7 days, 21:54:09, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8945, loss_cls: 1.0778, loss: 1.0778, grad_norm: 7.7831 2022-03-02 19:58:07,658 - mmaction - INFO - Epoch [349][1020/1878] lr: 1.000e-05, eta: 7 days, 21:53:20, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8902, loss_cls: 1.0687, loss: 1.0687, grad_norm: 7.7711 2022-03-02 19:58:32,944 - mmaction - INFO - Epoch [349][1040/1878] lr: 1.000e-05, eta: 7 days, 21:52:29, time: 1.265, data_time: 0.060, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8898, loss_cls: 1.0860, loss: 1.0860, grad_norm: 7.5905 2022-03-02 19:58:58,235 - mmaction - INFO - Epoch [349][1060/1878] lr: 1.000e-05, eta: 7 days, 21:51:38, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8895, loss_cls: 1.0886, loss: 1.0886, grad_norm: 7.6394 2022-03-02 19:59:23,541 - mmaction - INFO - Epoch [349][1080/1878] lr: 1.000e-05, eta: 7 days, 21:50:48, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7594, top5_acc: 0.8969, loss_cls: 1.0251, loss: 1.0251, grad_norm: 7.5094 2022-03-02 19:59:48,566 - mmaction - INFO - Epoch [349][1100/1878] lr: 1.000e-05, eta: 7 days, 21:49:56, time: 1.252, data_time: 0.062, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8852, loss_cls: 1.0916, loss: 1.0916, grad_norm: 7.6080 2022-03-02 20:00:14,329 - mmaction - INFO - Epoch [349][1120/1878] lr: 1.000e-05, eta: 7 days, 21:49:07, time: 1.287, data_time: 0.067, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8906, loss_cls: 1.0856, loss: 1.0856, grad_norm: 7.4962 2022-03-02 20:00:39,719 - mmaction - INFO - Epoch [349][1140/1878] lr: 1.000e-05, eta: 7 days, 21:48:17, time: 1.270, data_time: 0.075, memory: 9654, top1_acc: 0.7562, top5_acc: 0.8996, loss_cls: 1.0416, loss: 1.0416, grad_norm: 7.4543 2022-03-02 20:01:04,971 - mmaction - INFO - Epoch [349][1160/1878] lr: 1.000e-05, eta: 7 days, 21:47:26, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8949, loss_cls: 1.0606, loss: 1.0606, grad_norm: 7.4529 2022-03-02 20:01:30,188 - mmaction - INFO - Epoch [349][1180/1878] lr: 1.000e-05, eta: 7 days, 21:46:35, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7621, top5_acc: 0.8930, loss_cls: 1.0398, loss: 1.0398, grad_norm: 7.4110 2022-03-02 20:01:55,579 - mmaction - INFO - Epoch [349][1200/1878] lr: 1.000e-05, eta: 7 days, 21:45:45, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8879, loss_cls: 1.1159, loss: 1.1159, grad_norm: 7.7941 2022-03-02 20:02:20,708 - mmaction - INFO - Epoch [349][1220/1878] lr: 1.000e-05, eta: 7 days, 21:44:54, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8836, loss_cls: 1.1315, loss: 1.1315, grad_norm: 7.8729 2022-03-02 20:02:45,696 - mmaction - INFO - Epoch [349][1240/1878] lr: 1.000e-05, eta: 7 days, 21:44:02, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8918, loss_cls: 1.1084, loss: 1.1084, grad_norm: 7.5440 2022-03-02 20:03:10,890 - mmaction - INFO - Epoch [349][1260/1878] lr: 1.000e-05, eta: 7 days, 21:43:11, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8883, loss_cls: 1.0915, loss: 1.0915, grad_norm: 7.6193 2022-03-02 20:03:36,140 - mmaction - INFO - Epoch [349][1280/1878] lr: 1.000e-05, eta: 7 days, 21:42:21, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8824, loss_cls: 1.1222, loss: 1.1222, grad_norm: 7.7874 2022-03-02 20:04:01,375 - mmaction - INFO - Epoch [349][1300/1878] lr: 1.000e-05, eta: 7 days, 21:41:30, time: 1.260, data_time: 0.071, memory: 9654, top1_acc: 0.7551, top5_acc: 0.8949, loss_cls: 1.0559, loss: 1.0559, grad_norm: 7.6458 2022-03-02 20:04:26,537 - mmaction - INFO - Epoch [349][1320/1878] lr: 1.000e-05, eta: 7 days, 21:40:39, time: 1.260, data_time: 0.072, memory: 9654, top1_acc: 0.7211, top5_acc: 0.8812, loss_cls: 1.1631, loss: 1.1631, grad_norm: 7.9126 2022-03-02 20:04:51,620 - mmaction - INFO - Epoch [349][1340/1878] lr: 1.000e-05, eta: 7 days, 21:39:48, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7539, top5_acc: 0.8941, loss_cls: 1.0303, loss: 1.0303, grad_norm: 7.4026 2022-03-02 20:05:16,435 - mmaction - INFO - Epoch [349][1360/1878] lr: 1.000e-05, eta: 7 days, 21:38:56, time: 1.242, data_time: 0.068, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8879, loss_cls: 1.0888, loss: 1.0888, grad_norm: 7.6199 2022-03-02 20:05:41,440 - mmaction - INFO - Epoch [349][1380/1878] lr: 1.000e-05, eta: 7 days, 21:38:04, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8777, loss_cls: 1.1022, loss: 1.1022, grad_norm: 7.6020 2022-03-02 20:06:06,407 - mmaction - INFO - Epoch [349][1400/1878] lr: 1.000e-05, eta: 7 days, 21:37:12, time: 1.248, data_time: 0.062, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8984, loss_cls: 1.0665, loss: 1.0665, grad_norm: 7.4673 2022-03-02 20:06:31,580 - mmaction - INFO - Epoch [349][1420/1878] lr: 1.000e-05, eta: 7 days, 21:36:21, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8883, loss_cls: 1.1152, loss: 1.1152, grad_norm: 7.7796 2022-03-02 20:06:56,998 - mmaction - INFO - Epoch [349][1440/1878] lr: 1.000e-05, eta: 7 days, 21:35:31, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8797, loss_cls: 1.1554, loss: 1.1554, grad_norm: 7.7288 2022-03-02 20:07:22,268 - mmaction - INFO - Epoch [349][1460/1878] lr: 1.000e-05, eta: 7 days, 21:34:41, time: 1.263, data_time: 0.071, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8852, loss_cls: 1.1122, loss: 1.1122, grad_norm: 7.8202 2022-03-02 20:07:47,399 - mmaction - INFO - Epoch [349][1480/1878] lr: 1.000e-05, eta: 7 days, 21:33:50, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8918, loss_cls: 1.1009, loss: 1.1009, grad_norm: 7.6945 2022-03-02 20:08:12,574 - mmaction - INFO - Epoch [349][1500/1878] lr: 1.000e-05, eta: 7 days, 21:32:59, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8863, loss_cls: 1.0862, loss: 1.0862, grad_norm: 7.6772 2022-03-02 20:08:37,377 - mmaction - INFO - Epoch [349][1520/1878] lr: 1.000e-05, eta: 7 days, 21:32:07, time: 1.239, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8973, loss_cls: 1.0619, loss: 1.0619, grad_norm: 7.6026 2022-03-02 20:09:02,506 - mmaction - INFO - Epoch [349][1540/1878] lr: 1.000e-05, eta: 7 days, 21:31:16, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8887, loss_cls: 1.0529, loss: 1.0529, grad_norm: 7.4702 2022-03-02 20:09:27,745 - mmaction - INFO - Epoch [349][1560/1878] lr: 1.000e-05, eta: 7 days, 21:30:25, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8977, loss_cls: 1.0507, loss: 1.0507, grad_norm: 7.5422 2022-03-02 20:09:52,757 - mmaction - INFO - Epoch [349][1580/1878] lr: 1.000e-05, eta: 7 days, 21:29:34, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8875, loss_cls: 1.1118, loss: 1.1118, grad_norm: 7.7728 2022-03-02 20:10:18,091 - mmaction - INFO - Epoch [349][1600/1878] lr: 1.000e-05, eta: 7 days, 21:28:44, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8906, loss_cls: 1.1051, loss: 1.1051, grad_norm: 7.8376 2022-03-02 20:10:43,590 - mmaction - INFO - Epoch [349][1620/1878] lr: 1.000e-05, eta: 7 days, 21:27:54, time: 1.275, data_time: 0.071, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8891, loss_cls: 1.1238, loss: 1.1238, grad_norm: 7.7954 2022-03-02 20:11:09,049 - mmaction - INFO - Epoch [349][1640/1878] lr: 1.000e-05, eta: 7 days, 21:27:04, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7523, top5_acc: 0.9004, loss_cls: 1.0492, loss: 1.0492, grad_norm: 7.6289 2022-03-02 20:11:34,108 - mmaction - INFO - Epoch [349][1660/1878] lr: 1.000e-05, eta: 7 days, 21:26:13, time: 1.253, data_time: 0.067, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8906, loss_cls: 1.0902, loss: 1.0902, grad_norm: 7.5797 2022-03-02 20:11:59,267 - mmaction - INFO - Epoch [349][1680/1878] lr: 1.000e-05, eta: 7 days, 21:25:22, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8852, loss_cls: 1.1233, loss: 1.1233, grad_norm: 7.8120 2022-03-02 20:12:24,547 - mmaction - INFO - Epoch [349][1700/1878] lr: 1.000e-05, eta: 7 days, 21:24:31, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8941, loss_cls: 1.0658, loss: 1.0658, grad_norm: 7.4638 2022-03-02 20:12:49,742 - mmaction - INFO - Epoch [349][1720/1878] lr: 1.000e-05, eta: 7 days, 21:23:41, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8902, loss_cls: 1.0981, loss: 1.0981, grad_norm: 7.7367 2022-03-02 20:13:15,074 - mmaction - INFO - Epoch [349][1740/1878] lr: 1.000e-05, eta: 7 days, 21:22:50, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8793, loss_cls: 1.1635, loss: 1.1635, grad_norm: 7.9415 2022-03-02 20:13:40,353 - mmaction - INFO - Epoch [349][1760/1878] lr: 1.000e-05, eta: 7 days, 21:22:00, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0877, loss: 1.0877, grad_norm: 7.5703 2022-03-02 20:14:05,910 - mmaction - INFO - Epoch [349][1780/1878] lr: 1.000e-05, eta: 7 days, 21:21:10, time: 1.278, data_time: 0.062, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8922, loss_cls: 1.0921, loss: 1.0921, grad_norm: 7.6274 2022-03-02 20:14:31,262 - mmaction - INFO - Epoch [349][1800/1878] lr: 1.000e-05, eta: 7 days, 21:20:20, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8875, loss_cls: 1.1271, loss: 1.1271, grad_norm: 7.8758 2022-03-02 20:14:56,429 - mmaction - INFO - Epoch [349][1820/1878] lr: 1.000e-05, eta: 7 days, 21:19:29, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8961, loss_cls: 1.0807, loss: 1.0807, grad_norm: 7.7188 2022-03-02 20:15:21,863 - mmaction - INFO - Epoch [349][1840/1878] lr: 1.000e-05, eta: 7 days, 21:18:39, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8789, loss_cls: 1.1570, loss: 1.1570, grad_norm: 7.6881 2022-03-02 20:15:47,742 - mmaction - INFO - Epoch [349][1860/1878] lr: 1.000e-05, eta: 7 days, 21:17:51, time: 1.294, data_time: 0.061, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8816, loss_cls: 1.1002, loss: 1.1002, grad_norm: 7.7330 2022-03-02 20:16:20,361 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 20:18:07,060 - mmaction - INFO - Epoch [350][20/1878] lr: 1.000e-05, eta: 7 days, 21:19:27, time: 5.333, data_time: 3.985, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8918, loss_cls: 1.0927, loss: 1.0927, grad_norm: 7.5548 2022-03-02 20:18:31,460 - mmaction - INFO - Epoch [350][40/1878] lr: 1.000e-05, eta: 7 days, 21:18:33, time: 1.221, data_time: 0.070, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8875, loss_cls: 1.1137, loss: 1.1137, grad_norm: 7.6185 2022-03-02 20:18:56,264 - mmaction - INFO - Epoch [350][60/1878] lr: 1.000e-05, eta: 7 days, 21:17:41, time: 1.239, data_time: 0.076, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8914, loss_cls: 1.0800, loss: 1.0800, grad_norm: 7.6889 2022-03-02 20:19:21,027 - mmaction - INFO - Epoch [350][80/1878] lr: 1.000e-05, eta: 7 days, 21:16:49, time: 1.239, data_time: 0.066, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8836, loss_cls: 1.1483, loss: 1.1483, grad_norm: 7.7176 2022-03-02 20:19:46,272 - mmaction - INFO - Epoch [350][100/1878] lr: 1.000e-05, eta: 7 days, 21:15:59, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8852, loss_cls: 1.0955, loss: 1.0955, grad_norm: 7.5939 2022-03-02 20:20:12,041 - mmaction - INFO - Epoch [350][120/1878] lr: 1.000e-05, eta: 7 days, 21:15:10, time: 1.288, data_time: 0.065, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8875, loss_cls: 1.0806, loss: 1.0806, grad_norm: 7.7070 2022-03-02 20:20:37,602 - mmaction - INFO - Epoch [350][140/1878] lr: 1.000e-05, eta: 7 days, 21:14:21, time: 1.280, data_time: 0.069, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8867, loss_cls: 1.1159, loss: 1.1159, grad_norm: 7.8908 2022-03-02 20:21:03,381 - mmaction - INFO - Epoch [350][160/1878] lr: 1.000e-05, eta: 7 days, 21:13:32, time: 1.289, data_time: 0.062, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8926, loss_cls: 1.0749, loss: 1.0749, grad_norm: 7.6822 2022-03-02 20:21:28,793 - mmaction - INFO - Epoch [350][180/1878] lr: 1.000e-05, eta: 7 days, 21:12:42, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8895, loss_cls: 1.1038, loss: 1.1038, grad_norm: 7.7699 2022-03-02 20:21:53,992 - mmaction - INFO - Epoch [350][200/1878] lr: 1.000e-05, eta: 7 days, 21:11:51, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8770, loss_cls: 1.1524, loss: 1.1524, grad_norm: 7.9584 2022-03-02 20:22:19,776 - mmaction - INFO - Epoch [350][220/1878] lr: 1.000e-05, eta: 7 days, 21:11:03, time: 1.289, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8844, loss_cls: 1.1278, loss: 1.1278, grad_norm: 7.8273 2022-03-02 20:22:45,498 - mmaction - INFO - Epoch [350][240/1878] lr: 1.000e-05, eta: 7 days, 21:10:14, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8891, loss_cls: 1.0937, loss: 1.0937, grad_norm: 7.7791 2022-03-02 20:23:10,902 - mmaction - INFO - Epoch [350][260/1878] lr: 1.000e-05, eta: 7 days, 21:09:24, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8910, loss_cls: 1.0467, loss: 1.0467, grad_norm: 7.4974 2022-03-02 20:23:36,202 - mmaction - INFO - Epoch [350][280/1878] lr: 1.000e-05, eta: 7 days, 21:08:34, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.1006, loss: 1.1006, grad_norm: 7.7422 2022-03-02 20:24:01,453 - mmaction - INFO - Epoch [350][300/1878] lr: 1.000e-05, eta: 7 days, 21:07:43, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8934, loss_cls: 1.0670, loss: 1.0670, grad_norm: 7.5328 2022-03-02 20:24:26,697 - mmaction - INFO - Epoch [350][320/1878] lr: 1.000e-05, eta: 7 days, 21:06:53, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8828, loss_cls: 1.1161, loss: 1.1161, grad_norm: 7.6406 2022-03-02 20:24:51,826 - mmaction - INFO - Epoch [350][340/1878] lr: 1.000e-05, eta: 7 days, 21:06:02, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8945, loss_cls: 1.0693, loss: 1.0693, grad_norm: 7.6316 2022-03-02 20:25:17,107 - mmaction - INFO - Epoch [350][360/1878] lr: 1.000e-05, eta: 7 days, 21:05:12, time: 1.265, data_time: 0.061, memory: 9654, top1_acc: 0.7516, top5_acc: 0.8918, loss_cls: 1.0607, loss: 1.0607, grad_norm: 7.5889 2022-03-02 20:25:41,961 - mmaction - INFO - Epoch [350][380/1878] lr: 1.000e-05, eta: 7 days, 21:04:20, time: 1.242, data_time: 0.063, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8895, loss_cls: 1.0929, loss: 1.0929, grad_norm: 7.7202 2022-03-02 20:26:07,121 - mmaction - INFO - Epoch [350][400/1878] lr: 1.000e-05, eta: 7 days, 21:03:29, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8820, loss_cls: 1.1421, loss: 1.1421, grad_norm: 7.7804 2022-03-02 20:26:32,965 - mmaction - INFO - Epoch [350][420/1878] lr: 1.000e-05, eta: 7 days, 21:02:41, time: 1.292, data_time: 0.072, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8828, loss_cls: 1.0977, loss: 1.0977, grad_norm: 7.6501 2022-03-02 20:26:57,766 - mmaction - INFO - Epoch [350][440/1878] lr: 1.000e-05, eta: 7 days, 21:01:49, time: 1.240, data_time: 0.063, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8918, loss_cls: 1.1023, loss: 1.1023, grad_norm: 7.8698 2022-03-02 20:27:23,213 - mmaction - INFO - Epoch [350][460/1878] lr: 1.000e-05, eta: 7 days, 21:00:59, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.7574, top5_acc: 0.9000, loss_cls: 1.0235, loss: 1.0235, grad_norm: 7.6491 2022-03-02 20:27:48,211 - mmaction - INFO - Epoch [350][480/1878] lr: 1.000e-05, eta: 7 days, 21:00:08, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8898, loss_cls: 1.0862, loss: 1.0862, grad_norm: 7.6716 2022-03-02 20:28:13,537 - mmaction - INFO - Epoch [350][500/1878] lr: 1.000e-05, eta: 7 days, 20:59:18, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8832, loss_cls: 1.1053, loss: 1.1053, grad_norm: 7.6343 2022-03-02 20:28:38,432 - mmaction - INFO - Epoch [350][520/1878] lr: 1.000e-05, eta: 7 days, 20:58:27, time: 1.244, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8836, loss_cls: 1.1326, loss: 1.1326, grad_norm: 7.8834 2022-03-02 20:29:03,379 - mmaction - INFO - Epoch [350][540/1878] lr: 1.000e-05, eta: 7 days, 20:57:35, time: 1.248, data_time: 0.072, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8887, loss_cls: 1.1025, loss: 1.1025, grad_norm: 7.7809 2022-03-02 20:29:28,291 - mmaction - INFO - Epoch [350][560/1878] lr: 1.000e-05, eta: 7 days, 20:56:44, time: 1.245, data_time: 0.072, memory: 9654, top1_acc: 0.7562, top5_acc: 0.8930, loss_cls: 1.0384, loss: 1.0384, grad_norm: 7.2478 2022-03-02 20:29:53,522 - mmaction - INFO - Epoch [350][580/1878] lr: 1.000e-05, eta: 7 days, 20:55:54, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8934, loss_cls: 1.0660, loss: 1.0660, grad_norm: 7.6652 2022-03-02 20:30:19,050 - mmaction - INFO - Epoch [350][600/1878] lr: 1.000e-05, eta: 7 days, 20:55:04, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.7414, top5_acc: 0.9004, loss_cls: 1.0520, loss: 1.0520, grad_norm: 7.6389 2022-03-02 20:30:44,585 - mmaction - INFO - Epoch [350][620/1878] lr: 1.000e-05, eta: 7 days, 20:54:15, time: 1.277, data_time: 0.072, memory: 9654, top1_acc: 0.7594, top5_acc: 0.8953, loss_cls: 1.0296, loss: 1.0296, grad_norm: 7.4237 2022-03-02 20:31:09,743 - mmaction - INFO - Epoch [350][640/1878] lr: 1.000e-05, eta: 7 days, 20:53:24, time: 1.258, data_time: 0.071, memory: 9654, top1_acc: 0.7535, top5_acc: 0.8883, loss_cls: 1.0463, loss: 1.0463, grad_norm: 7.4308 2022-03-02 20:31:34,912 - mmaction - INFO - Epoch [350][660/1878] lr: 1.000e-05, eta: 7 days, 20:52:34, time: 1.258, data_time: 0.070, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8875, loss_cls: 1.1162, loss: 1.1162, grad_norm: 7.6141 2022-03-02 20:32:00,037 - mmaction - INFO - Epoch [350][680/1878] lr: 1.000e-05, eta: 7 days, 20:51:43, time: 1.255, data_time: 0.071, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8945, loss_cls: 1.0898, loss: 1.0898, grad_norm: 7.6627 2022-03-02 20:32:25,286 - mmaction - INFO - Epoch [350][700/1878] lr: 1.000e-05, eta: 7 days, 20:50:53, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7516, top5_acc: 0.8953, loss_cls: 1.0456, loss: 1.0456, grad_norm: 7.5379 2022-03-02 20:32:50,104 - mmaction - INFO - Epoch [350][720/1878] lr: 1.000e-05, eta: 7 days, 20:50:01, time: 1.240, data_time: 0.072, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8918, loss_cls: 1.1048, loss: 1.1048, grad_norm: 7.7785 2022-03-02 20:33:15,300 - mmaction - INFO - Epoch [350][740/1878] lr: 1.000e-05, eta: 7 days, 20:49:11, time: 1.261, data_time: 0.071, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8836, loss_cls: 1.1182, loss: 1.1182, grad_norm: 7.6689 2022-03-02 20:33:40,486 - mmaction - INFO - Epoch [350][760/1878] lr: 1.000e-05, eta: 7 days, 20:48:20, time: 1.259, data_time: 0.075, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8875, loss_cls: 1.0963, loss: 1.0963, grad_norm: 7.5137 2022-03-02 20:34:05,383 - mmaction - INFO - Epoch [350][780/1878] lr: 1.000e-05, eta: 7 days, 20:47:29, time: 1.245, data_time: 0.071, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8902, loss_cls: 1.1114, loss: 1.1114, grad_norm: 7.7644 2022-03-02 20:34:30,107 - mmaction - INFO - Epoch [350][800/1878] lr: 1.000e-05, eta: 7 days, 20:46:37, time: 1.235, data_time: 0.063, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8719, loss_cls: 1.1719, loss: 1.1719, grad_norm: 7.8216 2022-03-02 20:34:55,135 - mmaction - INFO - Epoch [350][820/1878] lr: 1.000e-05, eta: 7 days, 20:45:46, time: 1.252, data_time: 0.070, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8879, loss_cls: 1.0985, loss: 1.0985, grad_norm: 7.6191 2022-03-02 20:35:20,103 - mmaction - INFO - Epoch [350][840/1878] lr: 1.000e-05, eta: 7 days, 20:44:55, time: 1.248, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8816, loss_cls: 1.1300, loss: 1.1300, grad_norm: 7.8176 2022-03-02 20:35:44,886 - mmaction - INFO - Epoch [350][860/1878] lr: 1.000e-05, eta: 7 days, 20:44:03, time: 1.240, data_time: 0.069, memory: 9654, top1_acc: 0.7535, top5_acc: 0.8949, loss_cls: 1.0669, loss: 1.0669, grad_norm: 7.6841 2022-03-02 20:36:09,769 - mmaction - INFO - Epoch [350][880/1878] lr: 1.000e-05, eta: 7 days, 20:43:12, time: 1.243, data_time: 0.068, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8828, loss_cls: 1.1161, loss: 1.1161, grad_norm: 7.6995 2022-03-02 20:36:34,305 - mmaction - INFO - Epoch [350][900/1878] lr: 1.000e-05, eta: 7 days, 20:42:19, time: 1.227, data_time: 0.063, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8914, loss_cls: 1.0797, loss: 1.0797, grad_norm: 7.5668 2022-03-02 20:36:59,330 - mmaction - INFO - Epoch [350][920/1878] lr: 1.000e-05, eta: 7 days, 20:41:28, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8918, loss_cls: 1.1046, loss: 1.1046, grad_norm: 7.8565 2022-03-02 20:37:24,116 - mmaction - INFO - Epoch [350][940/1878] lr: 1.000e-05, eta: 7 days, 20:40:37, time: 1.239, data_time: 0.065, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8930, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.7593 2022-03-02 20:37:49,407 - mmaction - INFO - Epoch [350][960/1878] lr: 1.000e-05, eta: 7 days, 20:39:47, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8949, loss_cls: 1.0444, loss: 1.0444, grad_norm: 7.5869 2022-03-02 20:38:14,035 - mmaction - INFO - Epoch [350][980/1878] lr: 1.000e-05, eta: 7 days, 20:38:54, time: 1.231, data_time: 0.072, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8957, loss_cls: 1.0532, loss: 1.0532, grad_norm: 7.6139 2022-03-02 20:38:39,073 - mmaction - INFO - Epoch [350][1000/1878] lr: 1.000e-05, eta: 7 days, 20:38:04, time: 1.251, data_time: 0.067, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8934, loss_cls: 1.0827, loss: 1.0827, grad_norm: 7.7282 2022-03-02 20:39:04,060 - mmaction - INFO - Epoch [350][1020/1878] lr: 1.000e-05, eta: 7 days, 20:37:13, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8992, loss_cls: 1.0626, loss: 1.0626, grad_norm: 7.4335 2022-03-02 20:39:28,860 - mmaction - INFO - Epoch [350][1040/1878] lr: 1.000e-05, eta: 7 days, 20:36:21, time: 1.239, data_time: 0.068, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8844, loss_cls: 1.1267, loss: 1.1267, grad_norm: 7.8470 2022-03-02 20:39:54,079 - mmaction - INFO - Epoch [350][1060/1878] lr: 1.000e-05, eta: 7 days, 20:35:31, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8926, loss_cls: 1.0660, loss: 1.0660, grad_norm: 7.7275 2022-03-02 20:40:19,114 - mmaction - INFO - Epoch [350][1080/1878] lr: 1.000e-05, eta: 7 days, 20:34:40, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8820, loss_cls: 1.1654, loss: 1.1654, grad_norm: 8.0099 2022-03-02 20:40:44,907 - mmaction - INFO - Epoch [350][1100/1878] lr: 1.000e-05, eta: 7 days, 20:33:52, time: 1.289, data_time: 0.065, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8910, loss_cls: 1.0818, loss: 1.0818, grad_norm: 7.6881 2022-03-02 20:41:10,391 - mmaction - INFO - Epoch [350][1120/1878] lr: 1.000e-05, eta: 7 days, 20:33:02, time: 1.275, data_time: 0.070, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8961, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.7244 2022-03-02 20:41:35,434 - mmaction - INFO - Epoch [350][1140/1878] lr: 1.000e-05, eta: 7 days, 20:32:11, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8969, loss_cls: 1.0463, loss: 1.0463, grad_norm: 7.6220 2022-03-02 20:42:00,482 - mmaction - INFO - Epoch [350][1160/1878] lr: 1.000e-05, eta: 7 days, 20:31:21, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8863, loss_cls: 1.0930, loss: 1.0930, grad_norm: 7.6145 2022-03-02 20:42:25,440 - mmaction - INFO - Epoch [350][1180/1878] lr: 1.000e-05, eta: 7 days, 20:30:30, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8809, loss_cls: 1.1393, loss: 1.1393, grad_norm: 7.7477 2022-03-02 20:42:50,907 - mmaction - INFO - Epoch [350][1200/1878] lr: 1.000e-05, eta: 7 days, 20:29:40, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8875, loss_cls: 1.0752, loss: 1.0752, grad_norm: 7.6757 2022-03-02 20:43:16,196 - mmaction - INFO - Epoch [350][1220/1878] lr: 1.000e-05, eta: 7 days, 20:28:50, time: 1.265, data_time: 0.060, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8938, loss_cls: 1.0613, loss: 1.0613, grad_norm: 7.7154 2022-03-02 20:43:41,187 - mmaction - INFO - Epoch [350][1240/1878] lr: 1.000e-05, eta: 7 days, 20:28:00, time: 1.250, data_time: 0.068, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8883, loss_cls: 1.1159, loss: 1.1159, grad_norm: 7.7995 2022-03-02 20:44:06,443 - mmaction - INFO - Epoch [350][1260/1878] lr: 1.000e-05, eta: 7 days, 20:27:10, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7672, top5_acc: 0.9000, loss_cls: 1.0279, loss: 1.0279, grad_norm: 7.5411 2022-03-02 20:44:31,298 - mmaction - INFO - Epoch [350][1280/1878] lr: 1.000e-05, eta: 7 days, 20:26:18, time: 1.243, data_time: 0.064, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8910, loss_cls: 1.0888, loss: 1.0888, grad_norm: 7.7601 2022-03-02 20:44:56,717 - mmaction - INFO - Epoch [350][1300/1878] lr: 1.000e-05, eta: 7 days, 20:25:29, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8910, loss_cls: 1.0971, loss: 1.0971, grad_norm: 7.6478 2022-03-02 20:45:22,277 - mmaction - INFO - Epoch [350][1320/1878] lr: 1.000e-05, eta: 7 days, 20:24:40, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8871, loss_cls: 1.1066, loss: 1.1066, grad_norm: 7.5878 2022-03-02 20:45:47,378 - mmaction - INFO - Epoch [350][1340/1878] lr: 1.000e-05, eta: 7 days, 20:23:49, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8938, loss_cls: 1.0648, loss: 1.0648, grad_norm: 7.6081 2022-03-02 20:46:12,536 - mmaction - INFO - Epoch [350][1360/1878] lr: 1.000e-05, eta: 7 days, 20:22:59, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7488, top5_acc: 0.9004, loss_cls: 1.0333, loss: 1.0333, grad_norm: 7.5370 2022-03-02 20:46:37,445 - mmaction - INFO - Epoch [350][1380/1878] lr: 1.000e-05, eta: 7 days, 20:22:08, time: 1.245, data_time: 0.061, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8863, loss_cls: 1.1276, loss: 1.1276, grad_norm: 7.8188 2022-03-02 20:47:02,677 - mmaction - INFO - Epoch [350][1400/1878] lr: 1.000e-05, eta: 7 days, 20:21:18, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8832, loss_cls: 1.1632, loss: 1.1632, grad_norm: 7.7973 2022-03-02 20:47:27,387 - mmaction - INFO - Epoch [350][1420/1878] lr: 1.000e-05, eta: 7 days, 20:20:26, time: 1.235, data_time: 0.065, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8918, loss_cls: 1.0920, loss: 1.0920, grad_norm: 7.6811 2022-03-02 20:47:52,394 - mmaction - INFO - Epoch [350][1440/1878] lr: 1.000e-05, eta: 7 days, 20:19:35, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8898, loss_cls: 1.1307, loss: 1.1307, grad_norm: 7.9682 2022-03-02 20:48:17,750 - mmaction - INFO - Epoch [350][1460/1878] lr: 1.000e-05, eta: 7 days, 20:18:46, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8949, loss_cls: 1.1020, loss: 1.1020, grad_norm: 7.8410 2022-03-02 20:48:42,350 - mmaction - INFO - Epoch [350][1480/1878] lr: 1.000e-05, eta: 7 days, 20:17:54, time: 1.230, data_time: 0.061, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8879, loss_cls: 1.1062, loss: 1.1062, grad_norm: 7.7262 2022-03-02 20:49:07,760 - mmaction - INFO - Epoch [350][1500/1878] lr: 1.000e-05, eta: 7 days, 20:17:04, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8906, loss_cls: 1.1104, loss: 1.1104, grad_norm: 7.8319 2022-03-02 20:49:32,560 - mmaction - INFO - Epoch [350][1520/1878] lr: 1.000e-05, eta: 7 days, 20:16:13, time: 1.240, data_time: 0.068, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8855, loss_cls: 1.1266, loss: 1.1266, grad_norm: 7.8606 2022-03-02 20:49:57,578 - mmaction - INFO - Epoch [350][1540/1878] lr: 1.000e-05, eta: 7 days, 20:15:22, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8809, loss_cls: 1.0954, loss: 1.0954, grad_norm: 7.6447 2022-03-02 20:50:22,624 - mmaction - INFO - Epoch [350][1560/1878] lr: 1.000e-05, eta: 7 days, 20:14:31, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8910, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.7449 2022-03-02 20:50:47,668 - mmaction - INFO - Epoch [350][1580/1878] lr: 1.000e-05, eta: 7 days, 20:13:41, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8906, loss_cls: 1.0762, loss: 1.0762, grad_norm: 7.5266 2022-03-02 20:51:13,216 - mmaction - INFO - Epoch [350][1600/1878] lr: 1.000e-05, eta: 7 days, 20:12:52, time: 1.278, data_time: 0.063, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8781, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.6414 2022-03-02 20:51:38,233 - mmaction - INFO - Epoch [350][1620/1878] lr: 1.000e-05, eta: 7 days, 20:12:01, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7559, top5_acc: 0.9012, loss_cls: 1.0364, loss: 1.0364, grad_norm: 7.5219 2022-03-02 20:52:02,983 - mmaction - INFO - Epoch [350][1640/1878] lr: 1.000e-05, eta: 7 days, 20:11:10, time: 1.238, data_time: 0.068, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8953, loss_cls: 1.0711, loss: 1.0711, grad_norm: 7.6707 2022-03-02 20:52:27,937 - mmaction - INFO - Epoch [350][1660/1878] lr: 1.000e-05, eta: 7 days, 20:10:19, time: 1.248, data_time: 0.061, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8816, loss_cls: 1.1446, loss: 1.1446, grad_norm: 7.7772 2022-03-02 20:52:53,005 - mmaction - INFO - Epoch [350][1680/1878] lr: 1.000e-05, eta: 7 days, 20:09:28, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8875, loss_cls: 1.1155, loss: 1.1155, grad_norm: 7.8365 2022-03-02 20:53:17,808 - mmaction - INFO - Epoch [350][1700/1878] lr: 1.000e-05, eta: 7 days, 20:08:37, time: 1.239, data_time: 0.063, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8871, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.5978 2022-03-02 20:53:42,898 - mmaction - INFO - Epoch [350][1720/1878] lr: 1.000e-05, eta: 7 days, 20:07:47, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8801, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.8892 2022-03-02 20:54:07,945 - mmaction - INFO - Epoch [350][1740/1878] lr: 1.000e-05, eta: 7 days, 20:06:56, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8859, loss_cls: 1.1002, loss: 1.1002, grad_norm: 7.6783 2022-03-02 20:54:32,818 - mmaction - INFO - Epoch [350][1760/1878] lr: 1.000e-05, eta: 7 days, 20:06:05, time: 1.245, data_time: 0.066, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8918, loss_cls: 1.0966, loss: 1.0966, grad_norm: 7.7619 2022-03-02 20:54:58,063 - mmaction - INFO - Epoch [350][1780/1878] lr: 1.000e-05, eta: 7 days, 20:05:15, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8945, loss_cls: 1.0408, loss: 1.0408, grad_norm: 7.3463 2022-03-02 20:55:23,048 - mmaction - INFO - Epoch [350][1800/1878] lr: 1.000e-05, eta: 7 days, 20:04:24, time: 1.249, data_time: 0.067, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8906, loss_cls: 1.0892, loss: 1.0892, grad_norm: 7.6346 2022-03-02 20:55:48,023 - mmaction - INFO - Epoch [350][1820/1878] lr: 1.000e-05, eta: 7 days, 20:03:34, time: 1.249, data_time: 0.072, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8855, loss_cls: 1.1232, loss: 1.1232, grad_norm: 7.7284 2022-03-02 20:56:13,069 - mmaction - INFO - Epoch [350][1840/1878] lr: 1.000e-05, eta: 7 days, 20:02:43, time: 1.252, data_time: 0.067, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8914, loss_cls: 1.0529, loss: 1.0529, grad_norm: 7.7387 2022-03-02 20:56:37,978 - mmaction - INFO - Epoch [350][1860/1878] lr: 1.000e-05, eta: 7 days, 20:01:52, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8957, loss_cls: 1.0293, loss: 1.0293, grad_norm: 7.4646 2022-03-02 20:57:02,974 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 20:58:31,595 - mmaction - INFO - Epoch [351][20/1878] lr: 1.000e-05, eta: 7 days, 20:02:28, time: 4.431, data_time: 3.168, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8941, loss_cls: 1.0733, loss: 1.0733, grad_norm: 7.7109 2022-03-02 20:58:56,400 - mmaction - INFO - Epoch [351][40/1878] lr: 1.000e-05, eta: 7 days, 20:01:37, time: 1.240, data_time: 0.078, memory: 9654, top1_acc: 0.7551, top5_acc: 0.8984, loss_cls: 1.0411, loss: 1.0411, grad_norm: 7.5631 2022-03-02 20:59:20,925 - mmaction - INFO - Epoch [351][60/1878] lr: 1.000e-05, eta: 7 days, 20:00:44, time: 1.227, data_time: 0.069, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8840, loss_cls: 1.1330, loss: 1.1330, grad_norm: 7.8738 2022-03-02 20:59:46,171 - mmaction - INFO - Epoch [351][80/1878] lr: 1.000e-05, eta: 7 days, 19:59:55, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8930, loss_cls: 1.0845, loss: 1.0845, grad_norm: 7.7293 2022-03-02 21:00:11,348 - mmaction - INFO - Epoch [351][100/1878] lr: 1.000e-05, eta: 7 days, 19:59:04, time: 1.258, data_time: 0.072, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8898, loss_cls: 1.0865, loss: 1.0865, grad_norm: 7.6749 2022-03-02 21:00:37,142 - mmaction - INFO - Epoch [351][120/1878] lr: 1.000e-05, eta: 7 days, 19:58:16, time: 1.290, data_time: 0.072, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8926, loss_cls: 1.0708, loss: 1.0708, grad_norm: 7.6864 2022-03-02 21:01:03,326 - mmaction - INFO - Epoch [351][140/1878] lr: 1.000e-05, eta: 7 days, 19:57:30, time: 1.309, data_time: 0.070, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8934, loss_cls: 1.0635, loss: 1.0635, grad_norm: 7.4871 2022-03-02 21:01:28,428 - mmaction - INFO - Epoch [351][160/1878] lr: 1.000e-05, eta: 7 days, 19:56:39, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8887, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.6179 2022-03-02 21:01:53,916 - mmaction - INFO - Epoch [351][180/1878] lr: 1.000e-05, eta: 7 days, 19:55:50, time: 1.274, data_time: 0.069, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8875, loss_cls: 1.1130, loss: 1.1130, grad_norm: 7.7472 2022-03-02 21:02:18,791 - mmaction - INFO - Epoch [351][200/1878] lr: 1.000e-05, eta: 7 days, 19:54:59, time: 1.244, data_time: 0.070, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8918, loss_cls: 1.0891, loss: 1.0891, grad_norm: 7.8196 2022-03-02 21:02:44,103 - mmaction - INFO - Epoch [351][220/1878] lr: 1.000e-05, eta: 7 days, 19:54:10, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8914, loss_cls: 1.0746, loss: 1.0746, grad_norm: 7.4398 2022-03-02 21:03:09,481 - mmaction - INFO - Epoch [351][240/1878] lr: 1.000e-05, eta: 7 days, 19:53:20, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8820, loss_cls: 1.1522, loss: 1.1522, grad_norm: 7.8335 2022-03-02 21:03:34,566 - mmaction - INFO - Epoch [351][260/1878] lr: 1.000e-05, eta: 7 days, 19:52:30, time: 1.255, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8910, loss_cls: 1.0700, loss: 1.0700, grad_norm: 7.6237 2022-03-02 21:03:59,959 - mmaction - INFO - Epoch [351][280/1878] lr: 1.000e-05, eta: 7 days, 19:51:41, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8895, loss_cls: 1.0724, loss: 1.0724, grad_norm: 7.6299 2022-03-02 21:04:24,982 - mmaction - INFO - Epoch [351][300/1878] lr: 1.000e-05, eta: 7 days, 19:50:50, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8883, loss_cls: 1.1134, loss: 1.1134, grad_norm: 7.6773 2022-03-02 21:04:50,203 - mmaction - INFO - Epoch [351][320/1878] lr: 1.000e-05, eta: 7 days, 19:50:01, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8922, loss_cls: 1.0810, loss: 1.0810, grad_norm: 7.6096 2022-03-02 21:05:15,335 - mmaction - INFO - Epoch [351][340/1878] lr: 1.000e-05, eta: 7 days, 19:49:11, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8953, loss_cls: 1.0734, loss: 1.0734, grad_norm: 7.6602 2022-03-02 21:05:40,530 - mmaction - INFO - Epoch [351][360/1878] lr: 1.000e-05, eta: 7 days, 19:48:21, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8930, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.7363 2022-03-02 21:06:05,648 - mmaction - INFO - Epoch [351][380/1878] lr: 1.000e-05, eta: 7 days, 19:47:30, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8957, loss_cls: 1.0527, loss: 1.0527, grad_norm: 7.6553 2022-03-02 21:06:30,820 - mmaction - INFO - Epoch [351][400/1878] lr: 1.000e-05, eta: 7 days, 19:46:40, time: 1.258, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8883, loss_cls: 1.1169, loss: 1.1169, grad_norm: 7.9384 2022-03-02 21:06:55,918 - mmaction - INFO - Epoch [351][420/1878] lr: 1.000e-05, eta: 7 days, 19:45:50, time: 1.255, data_time: 0.061, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8879, loss_cls: 1.0974, loss: 1.0974, grad_norm: 7.4108 2022-03-02 21:07:20,912 - mmaction - INFO - Epoch [351][440/1878] lr: 1.000e-05, eta: 7 days, 19:45:00, time: 1.248, data_time: 0.065, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8848, loss_cls: 1.1177, loss: 1.1177, grad_norm: 7.7397 2022-03-02 21:07:45,611 - mmaction - INFO - Epoch [351][460/1878] lr: 1.000e-05, eta: 7 days, 19:44:08, time: 1.236, data_time: 0.067, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8898, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.9052 2022-03-02 21:08:10,950 - mmaction - INFO - Epoch [351][480/1878] lr: 1.000e-05, eta: 7 days, 19:43:19, time: 1.267, data_time: 0.065, memory: 9654, top1_acc: 0.7199, top5_acc: 0.8840, loss_cls: 1.1613, loss: 1.1613, grad_norm: 7.9413 2022-03-02 21:08:36,060 - mmaction - INFO - Epoch [351][500/1878] lr: 1.000e-05, eta: 7 days, 19:42:29, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8895, loss_cls: 1.0569, loss: 1.0569, grad_norm: 7.4638 2022-03-02 21:09:01,184 - mmaction - INFO - Epoch [351][520/1878] lr: 1.000e-05, eta: 7 days, 19:41:39, time: 1.256, data_time: 0.064, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8941, loss_cls: 1.0882, loss: 1.0882, grad_norm: 7.8710 2022-03-02 21:09:26,508 - mmaction - INFO - Epoch [351][540/1878] lr: 1.000e-05, eta: 7 days, 19:40:49, time: 1.266, data_time: 0.068, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8930, loss_cls: 1.0822, loss: 1.0822, grad_norm: 7.5474 2022-03-02 21:09:51,458 - mmaction - INFO - Epoch [351][560/1878] lr: 1.000e-05, eta: 7 days, 19:39:59, time: 1.248, data_time: 0.067, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8883, loss_cls: 1.1003, loss: 1.1003, grad_norm: 7.7533 2022-03-02 21:10:16,779 - mmaction - INFO - Epoch [351][580/1878] lr: 1.000e-05, eta: 7 days, 19:39:09, time: 1.265, data_time: 0.071, memory: 9654, top1_acc: 0.7547, top5_acc: 0.8891, loss_cls: 1.0893, loss: 1.0893, grad_norm: 7.6777 2022-03-02 21:10:42,526 - mmaction - INFO - Epoch [351][600/1878] lr: 1.000e-05, eta: 7 days, 19:38:21, time: 1.288, data_time: 0.073, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8906, loss_cls: 1.0966, loss: 1.0966, grad_norm: 7.7843 2022-03-02 21:11:08,298 - mmaction - INFO - Epoch [351][620/1878] lr: 1.000e-05, eta: 7 days, 19:37:33, time: 1.288, data_time: 0.061, memory: 9654, top1_acc: 0.7629, top5_acc: 0.9008, loss_cls: 1.0266, loss: 1.0266, grad_norm: 7.5922 2022-03-02 21:11:33,735 - mmaction - INFO - Epoch [351][640/1878] lr: 1.000e-05, eta: 7 days, 19:36:44, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8930, loss_cls: 1.0958, loss: 1.0958, grad_norm: 7.7896 2022-03-02 21:11:59,470 - mmaction - INFO - Epoch [351][660/1878] lr: 1.000e-05, eta: 7 days, 19:35:56, time: 1.286, data_time: 0.067, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8879, loss_cls: 1.1049, loss: 1.1049, grad_norm: 7.7914 2022-03-02 21:12:24,861 - mmaction - INFO - Epoch [351][680/1878] lr: 1.000e-05, eta: 7 days, 19:35:07, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8992, loss_cls: 1.0500, loss: 1.0500, grad_norm: 7.5631 2022-03-02 21:12:50,343 - mmaction - INFO - Epoch [351][700/1878] lr: 1.000e-05, eta: 7 days, 19:34:18, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8891, loss_cls: 1.0874, loss: 1.0874, grad_norm: 7.6677 2022-03-02 21:13:15,566 - mmaction - INFO - Epoch [351][720/1878] lr: 1.000e-05, eta: 7 days, 19:33:29, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8883, loss_cls: 1.0700, loss: 1.0700, grad_norm: 7.4992 2022-03-02 21:13:40,936 - mmaction - INFO - Epoch [351][740/1878] lr: 1.000e-05, eta: 7 days, 19:32:39, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8844, loss_cls: 1.0910, loss: 1.0910, grad_norm: 7.6736 2022-03-02 21:14:06,395 - mmaction - INFO - Epoch [351][760/1878] lr: 1.000e-05, eta: 7 days, 19:31:50, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8836, loss_cls: 1.1300, loss: 1.1300, grad_norm: 7.7219 2022-03-02 21:14:31,740 - mmaction - INFO - Epoch [351][780/1878] lr: 1.000e-05, eta: 7 days, 19:31:01, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8906, loss_cls: 1.0889, loss: 1.0889, grad_norm: 7.8038 2022-03-02 21:14:57,283 - mmaction - INFO - Epoch [351][800/1878] lr: 1.000e-05, eta: 7 days, 19:30:13, time: 1.278, data_time: 0.068, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8918, loss_cls: 1.0853, loss: 1.0853, grad_norm: 7.8604 2022-03-02 21:15:22,790 - mmaction - INFO - Epoch [351][820/1878] lr: 1.000e-05, eta: 7 days, 19:29:24, time: 1.275, data_time: 0.070, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8816, loss_cls: 1.1505, loss: 1.1505, grad_norm: 7.9056 2022-03-02 21:15:48,394 - mmaction - INFO - Epoch [351][840/1878] lr: 1.000e-05, eta: 7 days, 19:28:35, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7539, top5_acc: 0.8973, loss_cls: 1.0466, loss: 1.0466, grad_norm: 7.5900 2022-03-02 21:16:13,825 - mmaction - INFO - Epoch [351][860/1878] lr: 1.000e-05, eta: 7 days, 19:27:46, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8895, loss_cls: 1.0655, loss: 1.0655, grad_norm: 7.6148 2022-03-02 21:16:39,362 - mmaction - INFO - Epoch [351][880/1878] lr: 1.000e-05, eta: 7 days, 19:26:58, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8906, loss_cls: 1.0745, loss: 1.0745, grad_norm: 7.5116 2022-03-02 21:17:04,448 - mmaction - INFO - Epoch [351][900/1878] lr: 1.000e-05, eta: 7 days, 19:26:08, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8879, loss_cls: 1.1075, loss: 1.1075, grad_norm: 7.7342 2022-03-02 21:17:30,061 - mmaction - INFO - Epoch [351][920/1878] lr: 1.000e-05, eta: 7 days, 19:25:20, time: 1.281, data_time: 0.062, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8836, loss_cls: 1.1356, loss: 1.1356, grad_norm: 7.9560 2022-03-02 21:17:55,349 - mmaction - INFO - Epoch [351][940/1878] lr: 1.000e-05, eta: 7 days, 19:24:30, time: 1.263, data_time: 0.065, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8859, loss_cls: 1.1374, loss: 1.1374, grad_norm: 7.8609 2022-03-02 21:18:20,550 - mmaction - INFO - Epoch [351][960/1878] lr: 1.000e-05, eta: 7 days, 19:23:40, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8902, loss_cls: 1.1386, loss: 1.1386, grad_norm: 7.9194 2022-03-02 21:18:45,523 - mmaction - INFO - Epoch [351][980/1878] lr: 1.000e-05, eta: 7 days, 19:22:50, time: 1.249, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8781, loss_cls: 1.1603, loss: 1.1603, grad_norm: 7.9125 2022-03-02 21:19:10,624 - mmaction - INFO - Epoch [351][1000/1878] lr: 1.000e-05, eta: 7 days, 19:22:00, time: 1.256, data_time: 0.071, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8711, loss_cls: 1.1567, loss: 1.1567, grad_norm: 7.6148 2022-03-02 21:19:36,113 - mmaction - INFO - Epoch [351][1020/1878] lr: 1.000e-05, eta: 7 days, 19:21:11, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8914, loss_cls: 1.0831, loss: 1.0831, grad_norm: 7.7331 2022-03-02 21:20:01,644 - mmaction - INFO - Epoch [351][1040/1878] lr: 1.000e-05, eta: 7 days, 19:20:23, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8945, loss_cls: 1.0682, loss: 1.0682, grad_norm: 7.7371 2022-03-02 21:20:27,062 - mmaction - INFO - Epoch [351][1060/1878] lr: 1.000e-05, eta: 7 days, 19:19:34, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8879, loss_cls: 1.1077, loss: 1.1077, grad_norm: 7.8212 2022-03-02 21:20:52,277 - mmaction - INFO - Epoch [351][1080/1878] lr: 1.000e-05, eta: 7 days, 19:18:44, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8926, loss_cls: 1.0924, loss: 1.0924, grad_norm: 7.7934 2022-03-02 21:21:17,400 - mmaction - INFO - Epoch [351][1100/1878] lr: 1.000e-05, eta: 7 days, 19:17:54, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8840, loss_cls: 1.0987, loss: 1.0987, grad_norm: 7.7362 2022-03-02 21:21:42,717 - mmaction - INFO - Epoch [351][1120/1878] lr: 1.000e-05, eta: 7 days, 19:17:05, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8895, loss_cls: 1.1279, loss: 1.1279, grad_norm: 7.9237 2022-03-02 21:22:07,710 - mmaction - INFO - Epoch [351][1140/1878] lr: 1.000e-05, eta: 7 days, 19:16:15, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8844, loss_cls: 1.1193, loss: 1.1193, grad_norm: 7.7817 2022-03-02 21:22:32,898 - mmaction - INFO - Epoch [351][1160/1878] lr: 1.000e-05, eta: 7 days, 19:15:25, time: 1.260, data_time: 0.070, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8875, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.6189 2022-03-02 21:22:58,393 - mmaction - INFO - Epoch [351][1180/1878] lr: 1.000e-05, eta: 7 days, 19:14:37, time: 1.274, data_time: 0.070, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8922, loss_cls: 1.0706, loss: 1.0706, grad_norm: 7.8197 2022-03-02 21:23:23,336 - mmaction - INFO - Epoch [351][1200/1878] lr: 1.000e-05, eta: 7 days, 19:13:46, time: 1.247, data_time: 0.064, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8930, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.6638 2022-03-02 21:23:48,488 - mmaction - INFO - Epoch [351][1220/1878] lr: 1.000e-05, eta: 7 days, 19:12:56, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8961, loss_cls: 1.0962, loss: 1.0962, grad_norm: 7.6448 2022-03-02 21:24:13,249 - mmaction - INFO - Epoch [351][1240/1878] lr: 1.000e-05, eta: 7 days, 19:12:06, time: 1.239, data_time: 0.062, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8918, loss_cls: 1.0844, loss: 1.0844, grad_norm: 7.8793 2022-03-02 21:24:38,163 - mmaction - INFO - Epoch [351][1260/1878] lr: 1.000e-05, eta: 7 days, 19:11:15, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8992, loss_cls: 1.0684, loss: 1.0684, grad_norm: 7.6846 2022-03-02 21:25:03,661 - mmaction - INFO - Epoch [351][1280/1878] lr: 1.000e-05, eta: 7 days, 19:10:26, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8918, loss_cls: 1.0861, loss: 1.0861, grad_norm: 7.6053 2022-03-02 21:25:28,609 - mmaction - INFO - Epoch [351][1300/1878] lr: 1.000e-05, eta: 7 days, 19:09:36, time: 1.249, data_time: 0.071, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8922, loss_cls: 1.0809, loss: 1.0809, grad_norm: 7.5795 2022-03-02 21:25:53,752 - mmaction - INFO - Epoch [351][1320/1878] lr: 1.000e-05, eta: 7 days, 19:08:46, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8875, loss_cls: 1.1011, loss: 1.1011, grad_norm: 7.6780 2022-03-02 21:26:18,609 - mmaction - INFO - Epoch [351][1340/1878] lr: 1.000e-05, eta: 7 days, 19:07:56, time: 1.243, data_time: 0.071, memory: 9654, top1_acc: 0.7578, top5_acc: 0.9016, loss_cls: 1.0395, loss: 1.0395, grad_norm: 7.7544 2022-03-02 21:26:43,749 - mmaction - INFO - Epoch [351][1360/1878] lr: 1.000e-05, eta: 7 days, 19:07:06, time: 1.256, data_time: 0.070, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8891, loss_cls: 1.0945, loss: 1.0945, grad_norm: 7.7732 2022-03-02 21:27:08,877 - mmaction - INFO - Epoch [351][1380/1878] lr: 1.000e-05, eta: 7 days, 19:06:16, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8895, loss_cls: 1.0930, loss: 1.0930, grad_norm: 7.7106 2022-03-02 21:27:33,900 - mmaction - INFO - Epoch [351][1400/1878] lr: 1.000e-05, eta: 7 days, 19:05:26, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8832, loss_cls: 1.1176, loss: 1.1176, grad_norm: 7.8049 2022-03-02 21:27:59,227 - mmaction - INFO - Epoch [351][1420/1878] lr: 1.000e-05, eta: 7 days, 19:04:37, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8922, loss_cls: 1.0872, loss: 1.0872, grad_norm: 7.8190 2022-03-02 21:28:24,351 - mmaction - INFO - Epoch [351][1440/1878] lr: 1.000e-05, eta: 7 days, 19:03:47, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8723, loss_cls: 1.1417, loss: 1.1417, grad_norm: 7.9502 2022-03-02 21:28:49,533 - mmaction - INFO - Epoch [351][1460/1878] lr: 1.000e-05, eta: 7 days, 19:02:58, time: 1.260, data_time: 0.066, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8953, loss_cls: 1.0375, loss: 1.0375, grad_norm: 7.4077 2022-03-02 21:29:14,247 - mmaction - INFO - Epoch [351][1480/1878] lr: 1.000e-05, eta: 7 days, 19:02:07, time: 1.235, data_time: 0.068, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8797, loss_cls: 1.1564, loss: 1.1564, grad_norm: 7.7611 2022-03-02 21:29:39,357 - mmaction - INFO - Epoch [351][1500/1878] lr: 1.000e-05, eta: 7 days, 19:01:17, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8883, loss_cls: 1.1037, loss: 1.1037, grad_norm: 7.6495 2022-03-02 21:30:04,647 - mmaction - INFO - Epoch [351][1520/1878] lr: 1.000e-05, eta: 7 days, 19:00:28, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8930, loss_cls: 1.0858, loss: 1.0858, grad_norm: 7.7124 2022-03-02 21:30:29,908 - mmaction - INFO - Epoch [351][1540/1878] lr: 1.000e-05, eta: 7 days, 18:59:39, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8879, loss_cls: 1.0924, loss: 1.0924, grad_norm: 7.5697 2022-03-02 21:30:55,583 - mmaction - INFO - Epoch [351][1560/1878] lr: 1.000e-05, eta: 7 days, 18:58:51, time: 1.284, data_time: 0.071, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8887, loss_cls: 1.0636, loss: 1.0636, grad_norm: 7.7700 2022-03-02 21:31:20,513 - mmaction - INFO - Epoch [351][1580/1878] lr: 1.000e-05, eta: 7 days, 18:58:00, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7582, top5_acc: 0.8973, loss_cls: 1.0300, loss: 1.0300, grad_norm: 7.4814 2022-03-02 21:31:45,685 - mmaction - INFO - Epoch [351][1600/1878] lr: 1.000e-05, eta: 7 days, 18:57:11, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8848, loss_cls: 1.1034, loss: 1.1034, grad_norm: 7.7529 2022-03-02 21:32:10,672 - mmaction - INFO - Epoch [351][1620/1878] lr: 1.000e-05, eta: 7 days, 18:56:21, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8820, loss_cls: 1.1184, loss: 1.1184, grad_norm: 7.6634 2022-03-02 21:32:35,771 - mmaction - INFO - Epoch [351][1640/1878] lr: 1.000e-05, eta: 7 days, 18:55:31, time: 1.255, data_time: 0.066, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8957, loss_cls: 1.0560, loss: 1.0560, grad_norm: 7.7656 2022-03-02 21:33:00,894 - mmaction - INFO - Epoch [351][1660/1878] lr: 1.000e-05, eta: 7 days, 18:54:41, time: 1.257, data_time: 0.063, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8902, loss_cls: 1.0937, loss: 1.0937, grad_norm: 7.7351 2022-03-02 21:33:25,771 - mmaction - INFO - Epoch [351][1680/1878] lr: 1.000e-05, eta: 7 days, 18:53:51, time: 1.242, data_time: 0.069, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8852, loss_cls: 1.1583, loss: 1.1583, grad_norm: 7.9745 2022-03-02 21:33:50,968 - mmaction - INFO - Epoch [351][1700/1878] lr: 1.000e-05, eta: 7 days, 18:53:02, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8945, loss_cls: 1.0633, loss: 1.0633, grad_norm: 7.5986 2022-03-02 21:34:16,196 - mmaction - INFO - Epoch [351][1720/1878] lr: 1.000e-05, eta: 7 days, 18:52:12, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8793, loss_cls: 1.1185, loss: 1.1185, grad_norm: 7.5330 2022-03-02 21:34:41,340 - mmaction - INFO - Epoch [351][1740/1878] lr: 1.000e-05, eta: 7 days, 18:51:23, time: 1.257, data_time: 0.072, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8824, loss_cls: 1.1193, loss: 1.1193, grad_norm: 7.7113 2022-03-02 21:35:06,611 - mmaction - INFO - Epoch [351][1760/1878] lr: 1.000e-05, eta: 7 days, 18:50:34, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8977, loss_cls: 1.0423, loss: 1.0423, grad_norm: 7.4128 2022-03-02 21:35:31,761 - mmaction - INFO - Epoch [351][1780/1878] lr: 1.000e-05, eta: 7 days, 18:49:44, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8922, loss_cls: 1.0867, loss: 1.0867, grad_norm: 7.7843 2022-03-02 21:35:56,844 - mmaction - INFO - Epoch [351][1800/1878] lr: 1.000e-05, eta: 7 days, 18:48:54, time: 1.255, data_time: 0.068, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8859, loss_cls: 1.1036, loss: 1.1036, grad_norm: 7.7293 2022-03-02 21:36:22,144 - mmaction - INFO - Epoch [351][1820/1878] lr: 1.000e-05, eta: 7 days, 18:48:05, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8852, loss_cls: 1.1015, loss: 1.1015, grad_norm: 7.8078 2022-03-02 21:36:47,569 - mmaction - INFO - Epoch [351][1840/1878] lr: 1.000e-05, eta: 7 days, 18:47:17, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8867, loss_cls: 1.1010, loss: 1.1010, grad_norm: 7.7216 2022-03-02 21:37:12,667 - mmaction - INFO - Epoch [351][1860/1878] lr: 1.000e-05, eta: 7 days, 18:46:27, time: 1.256, data_time: 0.071, memory: 9654, top1_acc: 0.7625, top5_acc: 0.8879, loss_cls: 1.0376, loss: 1.0376, grad_norm: 7.5298 2022-03-02 21:37:40,970 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 21:37:41,050 - mmaction - INFO - 110 BN found 2022-03-02 21:42:10,919 - mmaction - INFO - BN stats updated 2022-03-02 21:42:12,927 - mmaction - INFO - Saving checkpoint at 351 epochs 2022-03-02 21:42:16,142 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 21:44:01,588 - mmaction - INFO - Epoch [352][20/1878] lr: 1.000e-05, eta: 7 days, 18:47:54, time: 5.271, data_time: 3.775, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8859, loss_cls: 1.0968, loss: 1.0968, grad_norm: 7.7032 2022-03-02 21:44:26,344 - mmaction - INFO - Epoch [352][40/1878] lr: 1.000e-05, eta: 7 days, 18:47:04, time: 1.238, data_time: 0.083, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8957, loss_cls: 1.0693, loss: 1.0693, grad_norm: 7.6025 2022-03-02 21:44:51,652 - mmaction - INFO - Epoch [352][60/1878] lr: 1.000e-05, eta: 7 days, 18:46:15, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7625, top5_acc: 0.9000, loss_cls: 1.0177, loss: 1.0177, grad_norm: 7.4072 2022-03-02 21:45:16,493 - mmaction - INFO - Epoch [352][80/1878] lr: 1.000e-05, eta: 7 days, 18:45:24, time: 1.242, data_time: 0.069, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8875, loss_cls: 1.1241, loss: 1.1241, grad_norm: 7.8467 2022-03-02 21:45:41,310 - mmaction - INFO - Epoch [352][100/1878] lr: 1.000e-05, eta: 7 days, 18:44:34, time: 1.242, data_time: 0.069, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8938, loss_cls: 1.0460, loss: 1.0460, grad_norm: 7.6194 2022-03-02 21:46:06,112 - mmaction - INFO - Epoch [352][120/1878] lr: 1.000e-05, eta: 7 days, 18:43:43, time: 1.240, data_time: 0.064, memory: 9654, top1_acc: 0.7535, top5_acc: 0.8973, loss_cls: 1.0421, loss: 1.0421, grad_norm: 7.4302 2022-03-02 21:46:31,182 - mmaction - INFO - Epoch [352][140/1878] lr: 1.000e-05, eta: 7 days, 18:42:53, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8820, loss_cls: 1.1350, loss: 1.1350, grad_norm: 7.7405 2022-03-02 21:46:56,451 - mmaction - INFO - Epoch [352][160/1878] lr: 1.000e-05, eta: 7 days, 18:42:04, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7453, top5_acc: 0.9016, loss_cls: 1.0697, loss: 1.0697, grad_norm: 7.7796 2022-03-02 21:47:21,816 - mmaction - INFO - Epoch [352][180/1878] lr: 1.000e-05, eta: 7 days, 18:41:15, time: 1.268, data_time: 0.071, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8941, loss_cls: 1.0702, loss: 1.0702, grad_norm: 7.7028 2022-03-02 21:47:47,456 - mmaction - INFO - Epoch [352][200/1878] lr: 1.000e-05, eta: 7 days, 18:40:27, time: 1.282, data_time: 0.063, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8914, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.8562 2022-03-02 21:48:12,658 - mmaction - INFO - Epoch [352][220/1878] lr: 1.000e-05, eta: 7 days, 18:39:38, time: 1.260, data_time: 0.063, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8852, loss_cls: 1.1040, loss: 1.1040, grad_norm: 7.5776 2022-03-02 21:48:38,029 - mmaction - INFO - Epoch [352][240/1878] lr: 1.000e-05, eta: 7 days, 18:38:49, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8793, loss_cls: 1.1370, loss: 1.1370, grad_norm: 7.7708 2022-03-02 21:49:03,356 - mmaction - INFO - Epoch [352][260/1878] lr: 1.000e-05, eta: 7 days, 18:38:00, time: 1.266, data_time: 0.070, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8828, loss_cls: 1.1275, loss: 1.1275, grad_norm: 7.6710 2022-03-02 21:49:28,750 - mmaction - INFO - Epoch [352][280/1878] lr: 1.000e-05, eta: 7 days, 18:37:12, time: 1.270, data_time: 0.070, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8961, loss_cls: 1.0817, loss: 1.0817, grad_norm: 7.7461 2022-03-02 21:49:53,990 - mmaction - INFO - Epoch [352][300/1878] lr: 1.000e-05, eta: 7 days, 18:36:23, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8895, loss_cls: 1.1217, loss: 1.1217, grad_norm: 7.8951 2022-03-02 21:50:19,465 - mmaction - INFO - Epoch [352][320/1878] lr: 1.000e-05, eta: 7 days, 18:35:34, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8781, loss_cls: 1.1428, loss: 1.1428, grad_norm: 7.7558 2022-03-02 21:50:45,065 - mmaction - INFO - Epoch [352][340/1878] lr: 1.000e-05, eta: 7 days, 18:34:46, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8848, loss_cls: 1.1253, loss: 1.1253, grad_norm: 7.8357 2022-03-02 21:51:10,786 - mmaction - INFO - Epoch [352][360/1878] lr: 1.000e-05, eta: 7 days, 18:33:59, time: 1.285, data_time: 0.063, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8844, loss_cls: 1.1342, loss: 1.1342, grad_norm: 7.6939 2022-03-02 21:51:36,053 - mmaction - INFO - Epoch [352][380/1878] lr: 1.000e-05, eta: 7 days, 18:33:10, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8887, loss_cls: 1.0856, loss: 1.0856, grad_norm: 7.5980 2022-03-02 21:52:01,521 - mmaction - INFO - Epoch [352][400/1878] lr: 1.000e-05, eta: 7 days, 18:32:21, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8859, loss_cls: 1.1294, loss: 1.1294, grad_norm: 7.7960 2022-03-02 21:52:27,254 - mmaction - INFO - Epoch [352][420/1878] lr: 1.000e-05, eta: 7 days, 18:31:34, time: 1.286, data_time: 0.067, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8977, loss_cls: 1.0556, loss: 1.0556, grad_norm: 7.7709 2022-03-02 21:52:52,403 - mmaction - INFO - Epoch [352][440/1878] lr: 1.000e-05, eta: 7 days, 18:30:44, time: 1.258, data_time: 0.065, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8926, loss_cls: 1.0510, loss: 1.0510, grad_norm: 7.4953 2022-03-02 21:53:17,894 - mmaction - INFO - Epoch [352][460/1878] lr: 1.000e-05, eta: 7 days, 18:29:56, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8926, loss_cls: 1.0897, loss: 1.0897, grad_norm: 7.7482 2022-03-02 21:53:43,201 - mmaction - INFO - Epoch [352][480/1878] lr: 1.000e-05, eta: 7 days, 18:29:07, time: 1.264, data_time: 0.065, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8930, loss_cls: 1.0588, loss: 1.0588, grad_norm: 7.6297 2022-03-02 21:54:08,555 - mmaction - INFO - Epoch [352][500/1878] lr: 1.000e-05, eta: 7 days, 18:28:18, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7562, top5_acc: 0.8910, loss_cls: 1.0450, loss: 1.0450, grad_norm: 7.6218 2022-03-02 21:54:33,594 - mmaction - INFO - Epoch [352][520/1878] lr: 1.000e-05, eta: 7 days, 18:27:29, time: 1.251, data_time: 0.064, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8949, loss_cls: 1.0596, loss: 1.0596, grad_norm: 7.7251 2022-03-02 21:54:58,561 - mmaction - INFO - Epoch [352][540/1878] lr: 1.000e-05, eta: 7 days, 18:26:39, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8914, loss_cls: 1.0729, loss: 1.0729, grad_norm: 7.6467 2022-03-02 21:55:23,898 - mmaction - INFO - Epoch [352][560/1878] lr: 1.000e-05, eta: 7 days, 18:25:50, time: 1.266, data_time: 0.062, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8910, loss_cls: 1.0808, loss: 1.0808, grad_norm: 7.5348 2022-03-02 21:55:48,676 - mmaction - INFO - Epoch [352][580/1878] lr: 1.000e-05, eta: 7 days, 18:25:00, time: 1.239, data_time: 0.065, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8816, loss_cls: 1.1490, loss: 1.1490, grad_norm: 7.7341 2022-03-02 21:56:13,885 - mmaction - INFO - Epoch [352][600/1878] lr: 1.000e-05, eta: 7 days, 18:24:10, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8836, loss_cls: 1.1159, loss: 1.1159, grad_norm: 7.7583 2022-03-02 21:56:39,525 - mmaction - INFO - Epoch [352][620/1878] lr: 1.000e-05, eta: 7 days, 18:23:23, time: 1.282, data_time: 0.061, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8910, loss_cls: 1.0813, loss: 1.0813, grad_norm: 7.7441 2022-03-02 21:57:04,807 - mmaction - INFO - Epoch [352][640/1878] lr: 1.000e-05, eta: 7 days, 18:22:34, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8918, loss_cls: 1.0883, loss: 1.0883, grad_norm: 7.6369 2022-03-02 21:57:30,084 - mmaction - INFO - Epoch [352][660/1878] lr: 1.000e-05, eta: 7 days, 18:21:45, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8711, loss_cls: 1.1290, loss: 1.1290, grad_norm: 7.7477 2022-03-02 21:57:55,314 - mmaction - INFO - Epoch [352][680/1878] lr: 1.000e-05, eta: 7 days, 18:20:56, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8957, loss_cls: 1.0425, loss: 1.0425, grad_norm: 7.5246 2022-03-02 21:58:20,439 - mmaction - INFO - Epoch [352][700/1878] lr: 1.000e-05, eta: 7 days, 18:20:06, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8809, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.8314 2022-03-02 21:58:45,586 - mmaction - INFO - Epoch [352][720/1878] lr: 1.000e-05, eta: 7 days, 18:19:17, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8969, loss_cls: 1.0676, loss: 1.0676, grad_norm: 7.8343 2022-03-02 21:59:10,877 - mmaction - INFO - Epoch [352][740/1878] lr: 1.000e-05, eta: 7 days, 18:18:28, time: 1.264, data_time: 0.060, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8855, loss_cls: 1.0945, loss: 1.0945, grad_norm: 7.7341 2022-03-02 21:59:36,132 - mmaction - INFO - Epoch [352][760/1878] lr: 1.000e-05, eta: 7 days, 18:17:39, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8891, loss_cls: 1.1007, loss: 1.1007, grad_norm: 7.7820 2022-03-02 22:00:01,681 - mmaction - INFO - Epoch [352][780/1878] lr: 1.000e-05, eta: 7 days, 18:16:51, time: 1.277, data_time: 0.062, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8852, loss_cls: 1.0884, loss: 1.0884, grad_norm: 7.5942 2022-03-02 22:00:27,269 - mmaction - INFO - Epoch [352][800/1878] lr: 1.000e-05, eta: 7 days, 18:16:04, time: 1.279, data_time: 0.070, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8781, loss_cls: 1.1443, loss: 1.1443, grad_norm: 7.8626 2022-03-02 22:00:52,904 - mmaction - INFO - Epoch [352][820/1878] lr: 1.000e-05, eta: 7 days, 18:15:16, time: 1.281, data_time: 0.073, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8785, loss_cls: 1.1365, loss: 1.1365, grad_norm: 7.8489 2022-03-02 22:01:18,056 - mmaction - INFO - Epoch [352][840/1878] lr: 1.000e-05, eta: 7 days, 18:14:27, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8922, loss_cls: 1.0977, loss: 1.0977, grad_norm: 7.7735 2022-03-02 22:01:43,345 - mmaction - INFO - Epoch [352][860/1878] lr: 1.000e-05, eta: 7 days, 18:13:38, time: 1.265, data_time: 0.068, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8879, loss_cls: 1.0924, loss: 1.0924, grad_norm: 7.6222 2022-03-02 22:02:08,754 - mmaction - INFO - Epoch [352][880/1878] lr: 1.000e-05, eta: 7 days, 18:12:49, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8926, loss_cls: 1.0570, loss: 1.0570, grad_norm: 7.5230 2022-03-02 22:02:34,147 - mmaction - INFO - Epoch [352][900/1878] lr: 1.000e-05, eta: 7 days, 18:12:01, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8988, loss_cls: 1.0395, loss: 1.0395, grad_norm: 7.4609 2022-03-02 22:02:59,732 - mmaction - INFO - Epoch [352][920/1878] lr: 1.000e-05, eta: 7 days, 18:11:13, time: 1.280, data_time: 0.066, memory: 9654, top1_acc: 0.7566, top5_acc: 0.8930, loss_cls: 1.0484, loss: 1.0484, grad_norm: 7.4931 2022-03-02 22:03:24,880 - mmaction - INFO - Epoch [352][940/1878] lr: 1.000e-05, eta: 7 days, 18:10:24, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8867, loss_cls: 1.1014, loss: 1.1014, grad_norm: 7.7945 2022-03-02 22:03:50,238 - mmaction - INFO - Epoch [352][960/1878] lr: 1.000e-05, eta: 7 days, 18:09:35, time: 1.269, data_time: 0.062, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8871, loss_cls: 1.0901, loss: 1.0901, grad_norm: 7.6937 2022-03-02 22:04:15,706 - mmaction - INFO - Epoch [352][980/1878] lr: 1.000e-05, eta: 7 days, 18:08:47, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8820, loss_cls: 1.1090, loss: 1.1090, grad_norm: 7.8477 2022-03-02 22:04:41,284 - mmaction - INFO - Epoch [352][1000/1878] lr: 1.000e-05, eta: 7 days, 18:07:59, time: 1.279, data_time: 0.068, memory: 9654, top1_acc: 0.7500, top5_acc: 0.9035, loss_cls: 1.0344, loss: 1.0344, grad_norm: 7.5451 2022-03-02 22:05:06,587 - mmaction - INFO - Epoch [352][1020/1878] lr: 1.000e-05, eta: 7 days, 18:07:10, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7516, top5_acc: 0.8953, loss_cls: 1.0556, loss: 1.0556, grad_norm: 7.4081 2022-03-02 22:05:32,238 - mmaction - INFO - Epoch [352][1040/1878] lr: 1.000e-05, eta: 7 days, 18:06:23, time: 1.283, data_time: 0.071, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8852, loss_cls: 1.1097, loss: 1.1097, grad_norm: 7.7868 2022-03-02 22:05:57,863 - mmaction - INFO - Epoch [352][1060/1878] lr: 1.000e-05, eta: 7 days, 18:05:35, time: 1.281, data_time: 0.066, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8879, loss_cls: 1.1019, loss: 1.1019, grad_norm: 7.7832 2022-03-02 22:06:23,231 - mmaction - INFO - Epoch [352][1080/1878] lr: 1.000e-05, eta: 7 days, 18:04:47, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8953, loss_cls: 1.0429, loss: 1.0429, grad_norm: 7.5121 2022-03-02 22:06:48,933 - mmaction - INFO - Epoch [352][1100/1878] lr: 1.000e-05, eta: 7 days, 18:03:59, time: 1.285, data_time: 0.065, memory: 9654, top1_acc: 0.7668, top5_acc: 0.8996, loss_cls: 1.0239, loss: 1.0239, grad_norm: 7.4634 2022-03-02 22:07:14,368 - mmaction - INFO - Epoch [352][1120/1878] lr: 1.000e-05, eta: 7 days, 18:03:11, time: 1.272, data_time: 0.064, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8938, loss_cls: 1.0729, loss: 1.0729, grad_norm: 7.7526 2022-03-02 22:07:39,462 - mmaction - INFO - Epoch [352][1140/1878] lr: 1.000e-05, eta: 7 days, 18:02:22, time: 1.254, data_time: 0.060, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8887, loss_cls: 1.1297, loss: 1.1297, grad_norm: 7.9021 2022-03-02 22:08:05,238 - mmaction - INFO - Epoch [352][1160/1878] lr: 1.000e-05, eta: 7 days, 18:01:35, time: 1.289, data_time: 0.064, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8914, loss_cls: 1.0916, loss: 1.0916, grad_norm: 7.9123 2022-03-02 22:08:30,354 - mmaction - INFO - Epoch [352][1180/1878] lr: 1.000e-05, eta: 7 days, 18:00:45, time: 1.256, data_time: 0.064, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8934, loss_cls: 1.0749, loss: 1.0749, grad_norm: 7.8432 2022-03-02 22:08:55,732 - mmaction - INFO - Epoch [352][1200/1878] lr: 1.000e-05, eta: 7 days, 17:59:57, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8914, loss_cls: 1.0563, loss: 1.0563, grad_norm: 7.5856 2022-03-02 22:09:20,772 - mmaction - INFO - Epoch [352][1220/1878] lr: 1.000e-05, eta: 7 days, 17:59:07, time: 1.253, data_time: 0.066, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8801, loss_cls: 1.1330, loss: 1.1330, grad_norm: 7.6650 2022-03-02 22:09:46,275 - mmaction - INFO - Epoch [352][1240/1878] lr: 1.000e-05, eta: 7 days, 17:58:19, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8777, loss_cls: 1.1209, loss: 1.1209, grad_norm: 7.5965 2022-03-02 22:10:11,580 - mmaction - INFO - Epoch [352][1260/1878] lr: 1.000e-05, eta: 7 days, 17:57:31, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8926, loss_cls: 1.1028, loss: 1.1028, grad_norm: 7.7051 2022-03-02 22:10:37,106 - mmaction - INFO - Epoch [352][1280/1878] lr: 1.000e-05, eta: 7 days, 17:56:43, time: 1.275, data_time: 0.071, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8855, loss_cls: 1.0903, loss: 1.0903, grad_norm: 7.6142 2022-03-02 22:11:02,557 - mmaction - INFO - Epoch [352][1300/1878] lr: 1.000e-05, eta: 7 days, 17:55:55, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8875, loss_cls: 1.1264, loss: 1.1264, grad_norm: 7.8616 2022-03-02 22:11:27,790 - mmaction - INFO - Epoch [352][1320/1878] lr: 1.000e-05, eta: 7 days, 17:55:06, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8812, loss_cls: 1.1551, loss: 1.1551, grad_norm: 7.8993 2022-03-02 22:11:52,991 - mmaction - INFO - Epoch [352][1340/1878] lr: 1.000e-05, eta: 7 days, 17:54:17, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8938, loss_cls: 1.0861, loss: 1.0861, grad_norm: 7.7871 2022-03-02 22:12:17,743 - mmaction - INFO - Epoch [352][1360/1878] lr: 1.000e-05, eta: 7 days, 17:53:27, time: 1.239, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8996, loss_cls: 1.0886, loss: 1.0886, grad_norm: 7.8179 2022-03-02 22:12:43,272 - mmaction - INFO - Epoch [352][1380/1878] lr: 1.000e-05, eta: 7 days, 17:52:39, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8859, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.8081 2022-03-02 22:13:08,566 - mmaction - INFO - Epoch [352][1400/1878] lr: 1.000e-05, eta: 7 days, 17:51:50, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8969, loss_cls: 1.0564, loss: 1.0564, grad_norm: 7.5839 2022-03-02 22:13:33,658 - mmaction - INFO - Epoch [352][1420/1878] lr: 1.000e-05, eta: 7 days, 17:51:01, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8848, loss_cls: 1.1521, loss: 1.1521, grad_norm: 7.8249 2022-03-02 22:13:58,884 - mmaction - INFO - Epoch [352][1440/1878] lr: 1.000e-05, eta: 7 days, 17:50:12, time: 1.262, data_time: 0.066, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8984, loss_cls: 1.0525, loss: 1.0525, grad_norm: 7.6163 2022-03-02 22:14:24,249 - mmaction - INFO - Epoch [352][1460/1878] lr: 1.000e-05, eta: 7 days, 17:49:24, time: 1.269, data_time: 0.061, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8855, loss_cls: 1.0857, loss: 1.0857, grad_norm: 7.6758 2022-03-02 22:14:49,608 - mmaction - INFO - Epoch [352][1480/1878] lr: 1.000e-05, eta: 7 days, 17:48:36, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8895, loss_cls: 1.0930, loss: 1.0930, grad_norm: 7.5448 2022-03-02 22:15:14,985 - mmaction - INFO - Epoch [352][1500/1878] lr: 1.000e-05, eta: 7 days, 17:47:47, time: 1.268, data_time: 0.066, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.1177, loss: 1.1177, grad_norm: 7.7508 2022-03-02 22:15:40,118 - mmaction - INFO - Epoch [352][1520/1878] lr: 1.000e-05, eta: 7 days, 17:46:58, time: 1.257, data_time: 0.073, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8867, loss_cls: 1.0949, loss: 1.0949, grad_norm: 7.6277 2022-03-02 22:16:05,242 - mmaction - INFO - Epoch [352][1540/1878] lr: 1.000e-05, eta: 7 days, 17:46:09, time: 1.256, data_time: 0.072, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8953, loss_cls: 1.0868, loss: 1.0868, grad_norm: 7.7561 2022-03-02 22:16:30,267 - mmaction - INFO - Epoch [352][1560/1878] lr: 1.000e-05, eta: 7 days, 17:45:20, time: 1.252, data_time: 0.068, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8918, loss_cls: 1.0837, loss: 1.0837, grad_norm: 7.6544 2022-03-02 22:16:55,409 - mmaction - INFO - Epoch [352][1580/1878] lr: 1.000e-05, eta: 7 days, 17:44:31, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8848, loss_cls: 1.1301, loss: 1.1301, grad_norm: 7.6848 2022-03-02 22:17:20,338 - mmaction - INFO - Epoch [352][1600/1878] lr: 1.000e-05, eta: 7 days, 17:43:41, time: 1.246, data_time: 0.064, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8969, loss_cls: 1.0499, loss: 1.0499, grad_norm: 7.6151 2022-03-02 22:17:45,471 - mmaction - INFO - Epoch [352][1620/1878] lr: 1.000e-05, eta: 7 days, 17:42:52, time: 1.256, data_time: 0.069, memory: 9654, top1_acc: 0.7570, top5_acc: 0.9027, loss_cls: 1.0226, loss: 1.0226, grad_norm: 7.4731 2022-03-02 22:18:10,519 - mmaction - INFO - Epoch [352][1640/1878] lr: 1.000e-05, eta: 7 days, 17:42:03, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8938, loss_cls: 1.0696, loss: 1.0696, grad_norm: 7.6868 2022-03-02 22:18:35,376 - mmaction - INFO - Epoch [352][1660/1878] lr: 1.000e-05, eta: 7 days, 17:41:13, time: 1.242, data_time: 0.060, memory: 9654, top1_acc: 0.7145, top5_acc: 0.8684, loss_cls: 1.2065, loss: 1.2065, grad_norm: 7.9284 2022-03-02 22:19:00,623 - mmaction - INFO - Epoch [352][1680/1878] lr: 1.000e-05, eta: 7 days, 17:40:24, time: 1.263, data_time: 0.064, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8852, loss_cls: 1.1121, loss: 1.1121, grad_norm: 7.6715 2022-03-02 22:19:25,647 - mmaction - INFO - Epoch [352][1700/1878] lr: 1.000e-05, eta: 7 days, 17:39:35, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8816, loss_cls: 1.1114, loss: 1.1114, grad_norm: 7.6424 2022-03-02 22:19:50,772 - mmaction - INFO - Epoch [352][1720/1878] lr: 1.000e-05, eta: 7 days, 17:38:46, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8848, loss_cls: 1.0884, loss: 1.0884, grad_norm: 7.7716 2022-03-02 22:20:16,382 - mmaction - INFO - Epoch [352][1740/1878] lr: 1.000e-05, eta: 7 days, 17:37:58, time: 1.281, data_time: 0.070, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8980, loss_cls: 1.0692, loss: 1.0692, grad_norm: 7.6521 2022-03-02 22:20:41,793 - mmaction - INFO - Epoch [352][1760/1878] lr: 1.000e-05, eta: 7 days, 17:37:10, time: 1.269, data_time: 0.066, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8832, loss_cls: 1.1261, loss: 1.1261, grad_norm: 7.8394 2022-03-02 22:21:07,016 - mmaction - INFO - Epoch [352][1780/1878] lr: 1.000e-05, eta: 7 days, 17:36:22, time: 1.263, data_time: 0.062, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8914, loss_cls: 1.0758, loss: 1.0758, grad_norm: 7.7171 2022-03-02 22:21:32,305 - mmaction - INFO - Epoch [352][1800/1878] lr: 1.000e-05, eta: 7 days, 17:35:33, time: 1.265, data_time: 0.070, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8906, loss_cls: 1.0789, loss: 1.0789, grad_norm: 7.7369 2022-03-02 22:21:57,362 - mmaction - INFO - Epoch [352][1820/1878] lr: 1.000e-05, eta: 7 days, 17:34:44, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8863, loss_cls: 1.1243, loss: 1.1243, grad_norm: 7.9794 2022-03-02 22:22:22,491 - mmaction - INFO - Epoch [352][1840/1878] lr: 1.000e-05, eta: 7 days, 17:33:55, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8965, loss_cls: 1.1010, loss: 1.1010, grad_norm: 7.8908 2022-03-02 22:22:47,718 - mmaction - INFO - Epoch [352][1860/1878] lr: 1.000e-05, eta: 7 days, 17:33:06, time: 1.261, data_time: 0.070, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8867, loss_cls: 1.0951, loss: 1.0951, grad_norm: 7.5481 2022-03-02 22:23:14,031 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 22:25:13,653 - mmaction - INFO - Epoch [353][20/1878] lr: 1.000e-05, eta: 7 days, 17:35:15, time: 5.980, data_time: 4.759, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8875, loss_cls: 1.0849, loss: 1.0849, grad_norm: 7.7154 2022-03-02 22:25:38,527 - mmaction - INFO - Epoch [353][40/1878] lr: 1.000e-05, eta: 7 days, 17:34:26, time: 1.243, data_time: 0.081, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8922, loss_cls: 1.0378, loss: 1.0378, grad_norm: 7.4798 2022-03-02 22:26:03,774 - mmaction - INFO - Epoch [353][60/1878] lr: 1.000e-05, eta: 7 days, 17:33:37, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8980, loss_cls: 1.1082, loss: 1.1082, grad_norm: 7.8994 2022-03-02 22:26:28,939 - mmaction - INFO - Epoch [353][80/1878] lr: 1.000e-05, eta: 7 days, 17:32:48, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8898, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.7474 2022-03-02 22:26:53,961 - mmaction - INFO - Epoch [353][100/1878] lr: 1.000e-05, eta: 7 days, 17:31:59, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8887, loss_cls: 1.0725, loss: 1.0725, grad_norm: 7.5225 2022-03-02 22:27:18,904 - mmaction - INFO - Epoch [353][120/1878] lr: 1.000e-05, eta: 7 days, 17:31:09, time: 1.248, data_time: 0.066, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8973, loss_cls: 1.0485, loss: 1.0485, grad_norm: 7.7570 2022-03-02 22:27:44,121 - mmaction - INFO - Epoch [353][140/1878] lr: 1.000e-05, eta: 7 days, 17:30:21, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8938, loss_cls: 1.0802, loss: 1.0802, grad_norm: 7.8456 2022-03-02 22:28:09,145 - mmaction - INFO - Epoch [353][160/1878] lr: 1.000e-05, eta: 7 days, 17:29:31, time: 1.251, data_time: 0.066, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8930, loss_cls: 1.0752, loss: 1.0752, grad_norm: 7.7548 2022-03-02 22:28:34,356 - mmaction - INFO - Epoch [353][180/1878] lr: 1.000e-05, eta: 7 days, 17:28:43, time: 1.260, data_time: 0.064, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8875, loss_cls: 1.0960, loss: 1.0960, grad_norm: 7.6810 2022-03-02 22:28:59,843 - mmaction - INFO - Epoch [353][200/1878] lr: 1.000e-05, eta: 7 days, 17:27:55, time: 1.275, data_time: 0.066, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8922, loss_cls: 1.0922, loss: 1.0922, grad_norm: 7.7171 2022-03-02 22:29:25,234 - mmaction - INFO - Epoch [353][220/1878] lr: 1.000e-05, eta: 7 days, 17:27:07, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7551, top5_acc: 0.8895, loss_cls: 1.0606, loss: 1.0606, grad_norm: 7.6156 2022-03-02 22:29:50,671 - mmaction - INFO - Epoch [353][240/1878] lr: 1.000e-05, eta: 7 days, 17:26:19, time: 1.275, data_time: 0.070, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8895, loss_cls: 1.1070, loss: 1.1070, grad_norm: 7.8482 2022-03-02 22:30:16,037 - mmaction - INFO - Epoch [353][260/1878] lr: 1.000e-05, eta: 7 days, 17:25:31, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8973, loss_cls: 1.0593, loss: 1.0593, grad_norm: 7.4825 2022-03-02 22:30:41,926 - mmaction - INFO - Epoch [353][280/1878] lr: 1.000e-05, eta: 7 days, 17:24:44, time: 1.294, data_time: 0.071, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8891, loss_cls: 1.0772, loss: 1.0772, grad_norm: 7.6671 2022-03-02 22:31:07,222 - mmaction - INFO - Epoch [353][300/1878] lr: 1.000e-05, eta: 7 days, 17:23:56, time: 1.265, data_time: 0.071, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8898, loss_cls: 1.0645, loss: 1.0645, grad_norm: 7.5960 2022-03-02 22:31:32,570 - mmaction - INFO - Epoch [353][320/1878] lr: 1.000e-05, eta: 7 days, 17:23:08, time: 1.268, data_time: 0.067, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8918, loss_cls: 1.0983, loss: 1.0983, grad_norm: 7.7881 2022-03-02 22:31:58,046 - mmaction - INFO - Epoch [353][340/1878] lr: 1.000e-05, eta: 7 days, 17:22:20, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8883, loss_cls: 1.0865, loss: 1.0865, grad_norm: 7.7451 2022-03-02 22:32:23,450 - mmaction - INFO - Epoch [353][360/1878] lr: 1.000e-05, eta: 7 days, 17:21:32, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8797, loss_cls: 1.1211, loss: 1.1211, grad_norm: 7.9483 2022-03-02 22:32:48,842 - mmaction - INFO - Epoch [353][380/1878] lr: 1.000e-05, eta: 7 days, 17:20:44, time: 1.269, data_time: 0.060, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8906, loss_cls: 1.0858, loss: 1.0858, grad_norm: 7.7473 2022-03-02 22:33:14,001 - mmaction - INFO - Epoch [353][400/1878] lr: 1.000e-05, eta: 7 days, 17:19:55, time: 1.258, data_time: 0.066, memory: 9654, top1_acc: 0.7504, top5_acc: 0.9023, loss_cls: 1.0217, loss: 1.0217, grad_norm: 7.5125 2022-03-02 22:33:39,449 - mmaction - INFO - Epoch [353][420/1878] lr: 1.000e-05, eta: 7 days, 17:19:07, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8848, loss_cls: 1.1105, loss: 1.1105, grad_norm: 7.5790 2022-03-02 22:34:04,544 - mmaction - INFO - Epoch [353][440/1878] lr: 1.000e-05, eta: 7 days, 17:18:18, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8871, loss_cls: 1.1158, loss: 1.1158, grad_norm: 7.8445 2022-03-02 22:34:30,025 - mmaction - INFO - Epoch [353][460/1878] lr: 1.000e-05, eta: 7 days, 17:17:30, time: 1.273, data_time: 0.074, memory: 9654, top1_acc: 0.7570, top5_acc: 0.9027, loss_cls: 1.0282, loss: 1.0282, grad_norm: 7.5217 2022-03-02 22:34:55,228 - mmaction - INFO - Epoch [353][480/1878] lr: 1.000e-05, eta: 7 days, 17:16:42, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8961, loss_cls: 1.0740, loss: 1.0740, grad_norm: 7.5637 2022-03-02 22:35:20,701 - mmaction - INFO - Epoch [353][500/1878] lr: 1.000e-05, eta: 7 days, 17:15:54, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8883, loss_cls: 1.0879, loss: 1.0879, grad_norm: 7.5451 2022-03-02 22:35:45,690 - mmaction - INFO - Epoch [353][520/1878] lr: 1.000e-05, eta: 7 days, 17:15:05, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8848, loss_cls: 1.1266, loss: 1.1266, grad_norm: 7.8081 2022-03-02 22:36:11,137 - mmaction - INFO - Epoch [353][540/1878] lr: 1.000e-05, eta: 7 days, 17:14:17, time: 1.272, data_time: 0.063, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8914, loss_cls: 1.1091, loss: 1.1091, grad_norm: 7.7223 2022-03-02 22:36:36,388 - mmaction - INFO - Epoch [353][560/1878] lr: 1.000e-05, eta: 7 days, 17:13:28, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8809, loss_cls: 1.1033, loss: 1.1033, grad_norm: 7.7616 2022-03-02 22:37:01,783 - mmaction - INFO - Epoch [353][580/1878] lr: 1.000e-05, eta: 7 days, 17:12:40, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7668, top5_acc: 0.9043, loss_cls: 1.0214, loss: 1.0214, grad_norm: 7.3969 2022-03-02 22:37:27,089 - mmaction - INFO - Epoch [353][600/1878] lr: 1.000e-05, eta: 7 days, 17:11:52, time: 1.266, data_time: 0.065, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8863, loss_cls: 1.0864, loss: 1.0864, grad_norm: 7.5060 2022-03-02 22:37:52,463 - mmaction - INFO - Epoch [353][620/1878] lr: 1.000e-05, eta: 7 days, 17:11:04, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8867, loss_cls: 1.1085, loss: 1.1085, grad_norm: 7.7794 2022-03-02 22:38:18,113 - mmaction - INFO - Epoch [353][640/1878] lr: 1.000e-05, eta: 7 days, 17:10:17, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8879, loss_cls: 1.0930, loss: 1.0930, grad_norm: 7.8681 2022-03-02 22:38:43,120 - mmaction - INFO - Epoch [353][660/1878] lr: 1.000e-05, eta: 7 days, 17:09:28, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8809, loss_cls: 1.1450, loss: 1.1450, grad_norm: 7.8119 2022-03-02 22:39:08,650 - mmaction - INFO - Epoch [353][680/1878] lr: 1.000e-05, eta: 7 days, 17:08:40, time: 1.276, data_time: 0.063, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8914, loss_cls: 1.0816, loss: 1.0816, grad_norm: 7.7137 2022-03-02 22:39:33,850 - mmaction - INFO - Epoch [353][700/1878] lr: 1.000e-05, eta: 7 days, 17:07:52, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7547, top5_acc: 0.9008, loss_cls: 1.0195, loss: 1.0195, grad_norm: 7.4184 2022-03-02 22:39:59,418 - mmaction - INFO - Epoch [353][720/1878] lr: 1.000e-05, eta: 7 days, 17:07:04, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8840, loss_cls: 1.1233, loss: 1.1233, grad_norm: 7.7343 2022-03-02 22:40:25,068 - mmaction - INFO - Epoch [353][740/1878] lr: 1.000e-05, eta: 7 days, 17:06:17, time: 1.282, data_time: 0.060, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8934, loss_cls: 1.0701, loss: 1.0701, grad_norm: 7.7491 2022-03-02 22:40:50,591 - mmaction - INFO - Epoch [353][760/1878] lr: 1.000e-05, eta: 7 days, 17:05:30, time: 1.275, data_time: 0.070, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8906, loss_cls: 1.1012, loss: 1.1012, grad_norm: 7.7206 2022-03-02 22:41:16,004 - mmaction - INFO - Epoch [353][780/1878] lr: 1.000e-05, eta: 7 days, 17:04:42, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8773, loss_cls: 1.1386, loss: 1.1386, grad_norm: 7.8584 2022-03-02 22:41:41,059 - mmaction - INFO - Epoch [353][800/1878] lr: 1.000e-05, eta: 7 days, 17:03:53, time: 1.252, data_time: 0.067, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8832, loss_cls: 1.1233, loss: 1.1233, grad_norm: 7.5662 2022-03-02 22:42:06,599 - mmaction - INFO - Epoch [353][820/1878] lr: 1.000e-05, eta: 7 days, 17:03:05, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8832, loss_cls: 1.1070, loss: 1.1070, grad_norm: 7.7273 2022-03-02 22:42:31,783 - mmaction - INFO - Epoch [353][840/1878] lr: 1.000e-05, eta: 7 days, 17:02:17, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 1.1047, loss: 1.1047, grad_norm: 7.7567 2022-03-02 22:42:57,013 - mmaction - INFO - Epoch [353][860/1878] lr: 1.000e-05, eta: 7 days, 17:01:28, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7262, top5_acc: 0.8797, loss_cls: 1.1527, loss: 1.1527, grad_norm: 7.6815 2022-03-02 22:43:22,601 - mmaction - INFO - Epoch [353][880/1878] lr: 1.000e-05, eta: 7 days, 17:00:41, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7387, top5_acc: 0.9004, loss_cls: 1.0436, loss: 1.0436, grad_norm: 7.6027 2022-03-02 22:43:48,195 - mmaction - INFO - Epoch [353][900/1878] lr: 1.000e-05, eta: 7 days, 16:59:54, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8898, loss_cls: 1.0847, loss: 1.0847, grad_norm: 7.7583 2022-03-02 22:44:13,283 - mmaction - INFO - Epoch [353][920/1878] lr: 1.000e-05, eta: 7 days, 16:59:05, time: 1.254, data_time: 0.070, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8816, loss_cls: 1.1088, loss: 1.1088, grad_norm: 7.7713 2022-03-02 22:44:38,635 - mmaction - INFO - Epoch [353][940/1878] lr: 1.000e-05, eta: 7 days, 16:58:17, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8852, loss_cls: 1.1179, loss: 1.1179, grad_norm: 7.6792 2022-03-02 22:45:04,226 - mmaction - INFO - Epoch [353][960/1878] lr: 1.000e-05, eta: 7 days, 16:57:30, time: 1.280, data_time: 0.070, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8855, loss_cls: 1.0917, loss: 1.0917, grad_norm: 7.6868 2022-03-02 22:45:29,467 - mmaction - INFO - Epoch [353][980/1878] lr: 1.000e-05, eta: 7 days, 16:56:41, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8812, loss_cls: 1.0971, loss: 1.0971, grad_norm: 7.5558 2022-03-02 22:45:54,976 - mmaction - INFO - Epoch [353][1000/1878] lr: 1.000e-05, eta: 7 days, 16:55:54, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8898, loss_cls: 1.1051, loss: 1.1051, grad_norm: 7.7756 2022-03-02 22:46:20,263 - mmaction - INFO - Epoch [353][1020/1878] lr: 1.000e-05, eta: 7 days, 16:55:06, time: 1.264, data_time: 0.063, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8906, loss_cls: 1.1092, loss: 1.1092, grad_norm: 7.7654 2022-03-02 22:46:45,494 - mmaction - INFO - Epoch [353][1040/1878] lr: 1.000e-05, eta: 7 days, 16:54:17, time: 1.262, data_time: 0.062, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8918, loss_cls: 1.0893, loss: 1.0893, grad_norm: 7.9262 2022-03-02 22:47:10,957 - mmaction - INFO - Epoch [353][1060/1878] lr: 1.000e-05, eta: 7 days, 16:53:30, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8836, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.7189 2022-03-02 22:47:36,383 - mmaction - INFO - Epoch [353][1080/1878] lr: 1.000e-05, eta: 7 days, 16:52:42, time: 1.271, data_time: 0.064, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8930, loss_cls: 1.0467, loss: 1.0467, grad_norm: 7.5273 2022-03-02 22:48:01,508 - mmaction - INFO - Epoch [353][1100/1878] lr: 1.000e-05, eta: 7 days, 16:51:54, time: 1.257, data_time: 0.061, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8883, loss_cls: 1.0642, loss: 1.0642, grad_norm: 7.4466 2022-03-02 22:48:27,152 - mmaction - INFO - Epoch [353][1120/1878] lr: 1.000e-05, eta: 7 days, 16:51:06, time: 1.282, data_time: 0.063, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8938, loss_cls: 1.0751, loss: 1.0751, grad_norm: 7.9098 2022-03-02 22:48:52,579 - mmaction - INFO - Epoch [353][1140/1878] lr: 1.000e-05, eta: 7 days, 16:50:19, time: 1.271, data_time: 0.062, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8984, loss_cls: 1.0691, loss: 1.0691, grad_norm: 7.7064 2022-03-02 22:49:17,722 - mmaction - INFO - Epoch [353][1160/1878] lr: 1.000e-05, eta: 7 days, 16:49:30, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8875, loss_cls: 1.1040, loss: 1.1040, grad_norm: 7.7056 2022-03-02 22:49:43,105 - mmaction - INFO - Epoch [353][1180/1878] lr: 1.000e-05, eta: 7 days, 16:48:42, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8988, loss_cls: 1.0369, loss: 1.0369, grad_norm: 7.5915 2022-03-02 22:50:08,766 - mmaction - INFO - Epoch [353][1200/1878] lr: 1.000e-05, eta: 7 days, 16:47:55, time: 1.283, data_time: 0.060, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8910, loss_cls: 1.0886, loss: 1.0886, grad_norm: 7.7309 2022-03-02 22:50:34,216 - mmaction - INFO - Epoch [353][1220/1878] lr: 1.000e-05, eta: 7 days, 16:47:08, time: 1.272, data_time: 0.070, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8941, loss_cls: 1.0768, loss: 1.0768, grad_norm: 7.8817 2022-03-02 22:50:59,538 - mmaction - INFO - Epoch [353][1240/1878] lr: 1.000e-05, eta: 7 days, 16:46:20, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8922, loss_cls: 1.1006, loss: 1.1006, grad_norm: 7.8863 2022-03-02 22:51:25,088 - mmaction - INFO - Epoch [353][1260/1878] lr: 1.000e-05, eta: 7 days, 16:45:32, time: 1.276, data_time: 0.059, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8883, loss_cls: 1.0913, loss: 1.0913, grad_norm: 7.6260 2022-03-02 22:51:50,038 - mmaction - INFO - Epoch [353][1280/1878] lr: 1.000e-05, eta: 7 days, 16:44:43, time: 1.249, data_time: 0.061, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8887, loss_cls: 1.0774, loss: 1.0774, grad_norm: 7.6136 2022-03-02 22:52:15,348 - mmaction - INFO - Epoch [353][1300/1878] lr: 1.000e-05, eta: 7 days, 16:43:55, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8891, loss_cls: 1.1101, loss: 1.1101, grad_norm: 7.6973 2022-03-02 22:52:40,471 - mmaction - INFO - Epoch [353][1320/1878] lr: 1.000e-05, eta: 7 days, 16:43:07, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8930, loss_cls: 1.0642, loss: 1.0642, grad_norm: 7.7286 2022-03-02 22:53:05,656 - mmaction - INFO - Epoch [353][1340/1878] lr: 1.000e-05, eta: 7 days, 16:42:18, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8883, loss_cls: 1.0906, loss: 1.0906, grad_norm: 7.7018 2022-03-02 22:53:30,853 - mmaction - INFO - Epoch [353][1360/1878] lr: 1.000e-05, eta: 7 days, 16:41:30, time: 1.260, data_time: 0.062, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8984, loss_cls: 1.0390, loss: 1.0390, grad_norm: 7.7359 2022-03-02 22:53:56,079 - mmaction - INFO - Epoch [353][1380/1878] lr: 1.000e-05, eta: 7 days, 16:40:42, time: 1.261, data_time: 0.062, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8836, loss_cls: 1.1228, loss: 1.1228, grad_norm: 7.7833 2022-03-02 22:54:21,306 - mmaction - INFO - Epoch [353][1400/1878] lr: 1.000e-05, eta: 7 days, 16:39:54, time: 1.261, data_time: 0.066, memory: 9654, top1_acc: 0.7230, top5_acc: 0.8797, loss_cls: 1.1591, loss: 1.1591, grad_norm: 7.8400 2022-03-02 22:54:46,442 - mmaction - INFO - Epoch [353][1420/1878] lr: 1.000e-05, eta: 7 days, 16:39:05, time: 1.257, data_time: 0.064, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8938, loss_cls: 1.0222, loss: 1.0222, grad_norm: 7.5336 2022-03-02 22:55:11,556 - mmaction - INFO - Epoch [353][1440/1878] lr: 1.000e-05, eta: 7 days, 16:38:17, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8980, loss_cls: 1.0708, loss: 1.0708, grad_norm: 7.5425 2022-03-02 22:55:36,426 - mmaction - INFO - Epoch [353][1460/1878] lr: 1.000e-05, eta: 7 days, 16:37:27, time: 1.244, data_time: 0.061, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8941, loss_cls: 1.0407, loss: 1.0407, grad_norm: 7.7073 2022-03-02 22:56:01,692 - mmaction - INFO - Epoch [353][1480/1878] lr: 1.000e-05, eta: 7 days, 16:36:39, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8895, loss_cls: 1.1229, loss: 1.1229, grad_norm: 7.8554 2022-03-02 22:56:26,788 - mmaction - INFO - Epoch [353][1500/1878] lr: 1.000e-05, eta: 7 days, 16:35:51, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8918, loss_cls: 1.0781, loss: 1.0781, grad_norm: 7.5909 2022-03-02 22:56:51,949 - mmaction - INFO - Epoch [353][1520/1878] lr: 1.000e-05, eta: 7 days, 16:35:02, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8922, loss_cls: 1.0697, loss: 1.0697, grad_norm: 7.6074 2022-03-02 22:57:17,296 - mmaction - INFO - Epoch [353][1540/1878] lr: 1.000e-05, eta: 7 days, 16:34:14, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8781, loss_cls: 1.1076, loss: 1.1076, grad_norm: 7.7384 2022-03-02 22:57:42,392 - mmaction - INFO - Epoch [353][1560/1878] lr: 1.000e-05, eta: 7 days, 16:33:26, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8855, loss_cls: 1.1071, loss: 1.1071, grad_norm: 7.7050 2022-03-02 22:58:07,849 - mmaction - INFO - Epoch [353][1580/1878] lr: 1.000e-05, eta: 7 days, 16:32:38, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8871, loss_cls: 1.0765, loss: 1.0765, grad_norm: 7.6077 2022-03-02 22:58:33,275 - mmaction - INFO - Epoch [353][1600/1878] lr: 1.000e-05, eta: 7 days, 16:31:51, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7598, top5_acc: 0.9031, loss_cls: 1.0463, loss: 1.0463, grad_norm: 7.6286 2022-03-02 22:58:58,345 - mmaction - INFO - Epoch [353][1620/1878] lr: 1.000e-05, eta: 7 days, 16:31:02, time: 1.254, data_time: 0.061, memory: 9654, top1_acc: 0.7461, top5_acc: 0.9023, loss_cls: 1.0426, loss: 1.0426, grad_norm: 7.7680 2022-03-02 22:59:23,373 - mmaction - INFO - Epoch [353][1640/1878] lr: 1.000e-05, eta: 7 days, 16:30:13, time: 1.252, data_time: 0.062, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8965, loss_cls: 1.0554, loss: 1.0554, grad_norm: 7.6957 2022-03-02 22:59:48,230 - mmaction - INFO - Epoch [353][1660/1878] lr: 1.000e-05, eta: 7 days, 16:29:24, time: 1.242, data_time: 0.070, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8883, loss_cls: 1.0830, loss: 1.0830, grad_norm: 7.6583 2022-03-02 23:00:14,024 - mmaction - INFO - Epoch [353][1680/1878] lr: 1.000e-05, eta: 7 days, 16:28:38, time: 1.290, data_time: 0.068, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8918, loss_cls: 1.0926, loss: 1.0926, grad_norm: 7.8845 2022-03-02 23:00:39,672 - mmaction - INFO - Epoch [353][1700/1878] lr: 1.000e-05, eta: 7 days, 16:27:51, time: 1.282, data_time: 0.071, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8859, loss_cls: 1.1221, loss: 1.1221, grad_norm: 7.8203 2022-03-02 23:01:04,884 - mmaction - INFO - Epoch [353][1720/1878] lr: 1.000e-05, eta: 7 days, 16:27:03, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8809, loss_cls: 1.1254, loss: 1.1254, grad_norm: 7.6039 2022-03-02 23:01:29,992 - mmaction - INFO - Epoch [353][1740/1878] lr: 1.000e-05, eta: 7 days, 16:26:14, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8859, loss_cls: 1.1093, loss: 1.1093, grad_norm: 7.8512 2022-03-02 23:01:55,296 - mmaction - INFO - Epoch [353][1760/1878] lr: 1.000e-05, eta: 7 days, 16:25:26, time: 1.268, data_time: 0.069, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8797, loss_cls: 1.1634, loss: 1.1634, grad_norm: 7.8374 2022-03-02 23:02:20,413 - mmaction - INFO - Epoch [353][1780/1878] lr: 1.000e-05, eta: 7 days, 16:24:38, time: 1.255, data_time: 0.064, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8977, loss_cls: 1.0687, loss: 1.0687, grad_norm: 7.6840 2022-03-02 23:02:45,338 - mmaction - INFO - Epoch [353][1800/1878] lr: 1.000e-05, eta: 7 days, 16:23:49, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7223, top5_acc: 0.8809, loss_cls: 1.1569, loss: 1.1569, grad_norm: 7.9540 2022-03-02 23:03:10,519 - mmaction - INFO - Epoch [353][1820/1878] lr: 1.000e-05, eta: 7 days, 16:23:01, time: 1.259, data_time: 0.072, memory: 9654, top1_acc: 0.7547, top5_acc: 0.8906, loss_cls: 1.0699, loss: 1.0699, grad_norm: 7.5803 2022-03-02 23:03:35,619 - mmaction - INFO - Epoch [353][1840/1878] lr: 1.000e-05, eta: 7 days, 16:22:12, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8992, loss_cls: 1.0330, loss: 1.0330, grad_norm: 7.5645 2022-03-02 23:04:00,841 - mmaction - INFO - Epoch [353][1860/1878] lr: 1.000e-05, eta: 7 days, 16:21:24, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8820, loss_cls: 1.1383, loss: 1.1383, grad_norm: 7.6521 2022-03-02 23:04:25,710 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 23:05:53,621 - mmaction - INFO - Epoch [354][20/1878] lr: 1.000e-05, eta: 7 days, 16:21:54, time: 4.395, data_time: 3.170, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8879, loss_cls: 1.0929, loss: 1.0929, grad_norm: 7.7764 2022-03-02 23:06:18,543 - mmaction - INFO - Epoch [354][40/1878] lr: 1.000e-05, eta: 7 days, 16:21:05, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.7594, top5_acc: 0.8926, loss_cls: 1.0473, loss: 1.0473, grad_norm: 7.5567 2022-03-02 23:06:43,026 - mmaction - INFO - Epoch [354][60/1878] lr: 1.000e-05, eta: 7 days, 16:20:15, time: 1.224, data_time: 0.064, memory: 9654, top1_acc: 0.7125, top5_acc: 0.8820, loss_cls: 1.1550, loss: 1.1550, grad_norm: 8.0089 2022-03-02 23:07:08,513 - mmaction - INFO - Epoch [354][80/1878] lr: 1.000e-05, eta: 7 days, 16:19:27, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7238, top5_acc: 0.8832, loss_cls: 1.1365, loss: 1.1365, grad_norm: 7.8289 2022-03-02 23:07:33,682 - mmaction - INFO - Epoch [354][100/1878] lr: 1.000e-05, eta: 7 days, 16:18:39, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7566, top5_acc: 0.9035, loss_cls: 1.0314, loss: 1.0314, grad_norm: 7.5610 2022-03-02 23:07:59,112 - mmaction - INFO - Epoch [354][120/1878] lr: 1.000e-05, eta: 7 days, 16:17:52, time: 1.270, data_time: 0.079, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8965, loss_cls: 1.0532, loss: 1.0532, grad_norm: 7.6653 2022-03-02 23:08:24,329 - mmaction - INFO - Epoch [354][140/1878] lr: 1.000e-05, eta: 7 days, 16:17:04, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8875, loss_cls: 1.1102, loss: 1.1102, grad_norm: 7.7693 2022-03-02 23:08:49,852 - mmaction - INFO - Epoch [354][160/1878] lr: 1.000e-05, eta: 7 days, 16:16:17, time: 1.276, data_time: 0.075, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8930, loss_cls: 1.0681, loss: 1.0681, grad_norm: 7.7345 2022-03-02 23:09:15,042 - mmaction - INFO - Epoch [354][180/1878] lr: 1.000e-05, eta: 7 days, 16:15:28, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.1607, loss: 1.1607, grad_norm: 7.9241 2022-03-02 23:09:40,613 - mmaction - INFO - Epoch [354][200/1878] lr: 1.000e-05, eta: 7 days, 16:14:41, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8824, loss_cls: 1.1151, loss: 1.1151, grad_norm: 7.7601 2022-03-02 23:10:06,075 - mmaction - INFO - Epoch [354][220/1878] lr: 1.000e-05, eta: 7 days, 16:13:54, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8898, loss_cls: 1.1010, loss: 1.1010, grad_norm: 7.7382 2022-03-02 23:10:31,480 - mmaction - INFO - Epoch [354][240/1878] lr: 1.000e-05, eta: 7 days, 16:13:07, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8871, loss_cls: 1.0750, loss: 1.0750, grad_norm: 7.6726 2022-03-02 23:10:57,040 - mmaction - INFO - Epoch [354][260/1878] lr: 1.000e-05, eta: 7 days, 16:12:20, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8766, loss_cls: 1.1432, loss: 1.1432, grad_norm: 7.9132 2022-03-02 23:11:22,534 - mmaction - INFO - Epoch [354][280/1878] lr: 1.000e-05, eta: 7 days, 16:11:32, time: 1.274, data_time: 0.074, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8957, loss_cls: 1.0695, loss: 1.0695, grad_norm: 7.6638 2022-03-02 23:11:48,074 - mmaction - INFO - Epoch [354][300/1878] lr: 1.000e-05, eta: 7 days, 16:10:45, time: 1.277, data_time: 0.068, memory: 9654, top1_acc: 0.7254, top5_acc: 0.8793, loss_cls: 1.1619, loss: 1.1619, grad_norm: 7.9251 2022-03-02 23:12:13,322 - mmaction - INFO - Epoch [354][320/1878] lr: 1.000e-05, eta: 7 days, 16:09:57, time: 1.263, data_time: 0.068, memory: 9654, top1_acc: 0.7266, top5_acc: 0.8902, loss_cls: 1.1386, loss: 1.1386, grad_norm: 8.0044 2022-03-02 23:12:39,048 - mmaction - INFO - Epoch [354][340/1878] lr: 1.000e-05, eta: 7 days, 16:09:11, time: 1.285, data_time: 0.074, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8898, loss_cls: 1.1002, loss: 1.1002, grad_norm: 7.7560 2022-03-02 23:13:04,204 - mmaction - INFO - Epoch [354][360/1878] lr: 1.000e-05, eta: 7 days, 16:08:23, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8895, loss_cls: 1.0827, loss: 1.0827, grad_norm: 7.6361 2022-03-02 23:13:29,398 - mmaction - INFO - Epoch [354][380/1878] lr: 1.000e-05, eta: 7 days, 16:07:35, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8883, loss_cls: 1.1074, loss: 1.1074, grad_norm: 7.8886 2022-03-02 23:13:54,812 - mmaction - INFO - Epoch [354][400/1878] lr: 1.000e-05, eta: 7 days, 16:06:47, time: 1.272, data_time: 0.068, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8879, loss_cls: 1.0917, loss: 1.0917, grad_norm: 7.7734 2022-03-02 23:14:20,263 - mmaction - INFO - Epoch [354][420/1878] lr: 1.000e-05, eta: 7 days, 16:06:00, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8965, loss_cls: 1.0667, loss: 1.0667, grad_norm: 7.7898 2022-03-02 23:14:45,808 - mmaction - INFO - Epoch [354][440/1878] lr: 1.000e-05, eta: 7 days, 16:05:13, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8969, loss_cls: 1.0569, loss: 1.0569, grad_norm: 7.6391 2022-03-02 23:15:11,165 - mmaction - INFO - Epoch [354][460/1878] lr: 1.000e-05, eta: 7 days, 16:04:25, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8961, loss_cls: 1.0680, loss: 1.0680, grad_norm: 7.6920 2022-03-02 23:15:36,711 - mmaction - INFO - Epoch [354][480/1878] lr: 1.000e-05, eta: 7 days, 16:03:38, time: 1.277, data_time: 0.070, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8828, loss_cls: 1.0974, loss: 1.0974, grad_norm: 7.6444 2022-03-02 23:16:02,140 - mmaction - INFO - Epoch [354][500/1878] lr: 1.000e-05, eta: 7 days, 16:02:51, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8836, loss_cls: 1.1264, loss: 1.1264, grad_norm: 7.8228 2022-03-02 23:16:27,346 - mmaction - INFO - Epoch [354][520/1878] lr: 1.000e-05, eta: 7 days, 16:02:03, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8918, loss_cls: 1.0574, loss: 1.0574, grad_norm: 7.5341 2022-03-02 23:16:53,003 - mmaction - INFO - Epoch [354][540/1878] lr: 1.000e-05, eta: 7 days, 16:01:16, time: 1.282, data_time: 0.069, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8906, loss_cls: 1.1118, loss: 1.1118, grad_norm: 7.8050 2022-03-02 23:17:18,154 - mmaction - INFO - Epoch [354][560/1878] lr: 1.000e-05, eta: 7 days, 16:00:28, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8852, loss_cls: 1.1252, loss: 1.1252, grad_norm: 7.7561 2022-03-02 23:17:43,219 - mmaction - INFO - Epoch [354][580/1878] lr: 1.000e-05, eta: 7 days, 15:59:40, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8910, loss_cls: 1.0812, loss: 1.0812, grad_norm: 7.6803 2022-03-02 23:18:08,667 - mmaction - INFO - Epoch [354][600/1878] lr: 1.000e-05, eta: 7 days, 15:58:53, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8879, loss_cls: 1.1199, loss: 1.1199, grad_norm: 7.7546 2022-03-02 23:18:33,559 - mmaction - INFO - Epoch [354][620/1878] lr: 1.000e-05, eta: 7 days, 15:58:04, time: 1.245, data_time: 0.067, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8934, loss_cls: 1.0831, loss: 1.0831, grad_norm: 7.4954 2022-03-02 23:18:58,871 - mmaction - INFO - Epoch [354][640/1878] lr: 1.000e-05, eta: 7 days, 15:57:16, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8930, loss_cls: 1.0634, loss: 1.0634, grad_norm: 7.6144 2022-03-02 23:19:23,894 - mmaction - INFO - Epoch [354][660/1878] lr: 1.000e-05, eta: 7 days, 15:56:28, time: 1.251, data_time: 0.065, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8852, loss_cls: 1.0757, loss: 1.0757, grad_norm: 7.6921 2022-03-02 23:19:49,396 - mmaction - INFO - Epoch [354][680/1878] lr: 1.000e-05, eta: 7 days, 15:55:41, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.7598, top5_acc: 0.8965, loss_cls: 1.0411, loss: 1.0411, grad_norm: 7.4411 2022-03-02 23:20:14,960 - mmaction - INFO - Epoch [354][700/1878] lr: 1.000e-05, eta: 7 days, 15:54:54, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8934, loss_cls: 1.0796, loss: 1.0796, grad_norm: 7.6668 2022-03-02 23:20:40,348 - mmaction - INFO - Epoch [354][720/1878] lr: 1.000e-05, eta: 7 days, 15:54:06, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8910, loss_cls: 1.0908, loss: 1.0908, grad_norm: 7.7598 2022-03-02 23:21:05,976 - mmaction - INFO - Epoch [354][740/1878] lr: 1.000e-05, eta: 7 days, 15:53:20, time: 1.281, data_time: 0.071, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8953, loss_cls: 1.0695, loss: 1.0695, grad_norm: 7.7666 2022-03-02 23:21:31,352 - mmaction - INFO - Epoch [354][760/1878] lr: 1.000e-05, eta: 7 days, 15:52:32, time: 1.270, data_time: 0.067, memory: 9654, top1_acc: 0.7258, top5_acc: 0.8895, loss_cls: 1.1220, loss: 1.1220, grad_norm: 7.6882 2022-03-02 23:21:56,825 - mmaction - INFO - Epoch [354][780/1878] lr: 1.000e-05, eta: 7 days, 15:51:45, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7578, top5_acc: 0.8988, loss_cls: 1.0381, loss: 1.0381, grad_norm: 7.5750 2022-03-02 23:22:22,301 - mmaction - INFO - Epoch [354][800/1878] lr: 1.000e-05, eta: 7 days, 15:50:58, time: 1.274, data_time: 0.062, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8883, loss_cls: 1.0709, loss: 1.0709, grad_norm: 7.5665 2022-03-02 23:22:47,590 - mmaction - INFO - Epoch [354][820/1878] lr: 1.000e-05, eta: 7 days, 15:50:10, time: 1.264, data_time: 0.061, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8891, loss_cls: 1.1222, loss: 1.1222, grad_norm: 7.9943 2022-03-02 23:23:13,141 - mmaction - INFO - Epoch [354][840/1878] lr: 1.000e-05, eta: 7 days, 15:49:24, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8816, loss_cls: 1.0893, loss: 1.0893, grad_norm: 7.8225 2022-03-02 23:23:38,678 - mmaction - INFO - Epoch [354][860/1878] lr: 1.000e-05, eta: 7 days, 15:48:37, time: 1.277, data_time: 0.060, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8891, loss_cls: 1.1234, loss: 1.1234, grad_norm: 7.7487 2022-03-02 23:24:04,087 - mmaction - INFO - Epoch [354][880/1878] lr: 1.000e-05, eta: 7 days, 15:47:49, time: 1.272, data_time: 0.065, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8902, loss_cls: 1.0862, loss: 1.0862, grad_norm: 7.6890 2022-03-02 23:24:29,651 - mmaction - INFO - Epoch [354][900/1878] lr: 1.000e-05, eta: 7 days, 15:47:03, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8879, loss_cls: 1.0926, loss: 1.0926, grad_norm: 7.7803 2022-03-02 23:24:55,063 - mmaction - INFO - Epoch [354][920/1878] lr: 1.000e-05, eta: 7 days, 15:46:15, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8812, loss_cls: 1.1206, loss: 1.1206, grad_norm: 7.7127 2022-03-02 23:25:20,438 - mmaction - INFO - Epoch [354][940/1878] lr: 1.000e-05, eta: 7 days, 15:45:28, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8992, loss_cls: 1.0729, loss: 1.0729, grad_norm: 7.6775 2022-03-02 23:25:45,937 - mmaction - INFO - Epoch [354][960/1878] lr: 1.000e-05, eta: 7 days, 15:44:41, time: 1.275, data_time: 0.069, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8828, loss_cls: 1.1206, loss: 1.1206, grad_norm: 7.7706 2022-03-02 23:26:11,125 - mmaction - INFO - Epoch [354][980/1878] lr: 1.000e-05, eta: 7 days, 15:43:53, time: 1.259, data_time: 0.070, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8961, loss_cls: 1.0811, loss: 1.0811, grad_norm: 7.7303 2022-03-02 23:26:36,554 - mmaction - INFO - Epoch [354][1000/1878] lr: 1.000e-05, eta: 7 days, 15:43:06, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7156, top5_acc: 0.8695, loss_cls: 1.2086, loss: 1.2086, grad_norm: 7.9483 2022-03-02 23:27:02,038 - mmaction - INFO - Epoch [354][1020/1878] lr: 1.000e-05, eta: 7 days, 15:42:19, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8863, loss_cls: 1.1241, loss: 1.1241, grad_norm: 7.9392 2022-03-02 23:27:27,396 - mmaction - INFO - Epoch [354][1040/1878] lr: 1.000e-05, eta: 7 days, 15:41:32, time: 1.268, data_time: 0.062, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8848, loss_cls: 1.0957, loss: 1.0957, grad_norm: 7.6651 2022-03-02 23:27:52,759 - mmaction - INFO - Epoch [354][1060/1878] lr: 1.000e-05, eta: 7 days, 15:40:44, time: 1.268, data_time: 0.065, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8887, loss_cls: 1.0845, loss: 1.0845, grad_norm: 7.5753 2022-03-02 23:28:17,846 - mmaction - INFO - Epoch [354][1080/1878] lr: 1.000e-05, eta: 7 days, 15:39:56, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8953, loss_cls: 1.0556, loss: 1.0556, grad_norm: 7.8050 2022-03-02 23:28:43,186 - mmaction - INFO - Epoch [354][1100/1878] lr: 1.000e-05, eta: 7 days, 15:39:09, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8980, loss_cls: 1.0713, loss: 1.0713, grad_norm: 7.6801 2022-03-02 23:29:08,833 - mmaction - INFO - Epoch [354][1120/1878] lr: 1.000e-05, eta: 7 days, 15:38:22, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8895, loss_cls: 1.0717, loss: 1.0717, grad_norm: 7.5513 2022-03-02 23:29:34,278 - mmaction - INFO - Epoch [354][1140/1878] lr: 1.000e-05, eta: 7 days, 15:37:35, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7551, top5_acc: 0.9020, loss_cls: 1.0241, loss: 1.0241, grad_norm: 7.4923 2022-03-02 23:29:59,992 - mmaction - INFO - Epoch [354][1160/1878] lr: 1.000e-05, eta: 7 days, 15:36:49, time: 1.286, data_time: 0.070, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8855, loss_cls: 1.1056, loss: 1.1056, grad_norm: 7.8425 2022-03-02 23:30:25,660 - mmaction - INFO - Epoch [354][1180/1878] lr: 1.000e-05, eta: 7 days, 15:36:02, time: 1.283, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8805, loss_cls: 1.1251, loss: 1.1251, grad_norm: 7.6530 2022-03-02 23:30:51,463 - mmaction - INFO - Epoch [354][1200/1878] lr: 1.000e-05, eta: 7 days, 15:35:16, time: 1.288, data_time: 0.070, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8938, loss_cls: 1.0612, loss: 1.0612, grad_norm: 7.7442 2022-03-02 23:31:16,891 - mmaction - INFO - Epoch [354][1220/1878] lr: 1.000e-05, eta: 7 days, 15:34:29, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8914, loss_cls: 1.0872, loss: 1.0872, grad_norm: 7.7589 2022-03-02 23:31:42,016 - mmaction - INFO - Epoch [354][1240/1878] lr: 1.000e-05, eta: 7 days, 15:33:41, time: 1.256, data_time: 0.062, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8941, loss_cls: 1.0558, loss: 1.0558, grad_norm: 7.6548 2022-03-02 23:32:07,500 - mmaction - INFO - Epoch [354][1260/1878] lr: 1.000e-05, eta: 7 days, 15:32:54, time: 1.273, data_time: 0.075, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8898, loss_cls: 1.0854, loss: 1.0854, grad_norm: 7.7639 2022-03-02 23:32:32,284 - mmaction - INFO - Epoch [354][1280/1878] lr: 1.000e-05, eta: 7 days, 15:32:05, time: 1.242, data_time: 0.067, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8852, loss_cls: 1.0939, loss: 1.0939, grad_norm: 7.6762 2022-03-02 23:32:57,462 - mmaction - INFO - Epoch [354][1300/1878] lr: 1.000e-05, eta: 7 days, 15:31:17, time: 1.258, data_time: 0.064, memory: 9654, top1_acc: 0.7359, top5_acc: 0.9004, loss_cls: 1.0768, loss: 1.0768, grad_norm: 7.6205 2022-03-02 23:33:22,225 - mmaction - INFO - Epoch [354][1320/1878] lr: 1.000e-05, eta: 7 days, 15:30:28, time: 1.238, data_time: 0.067, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8957, loss_cls: 1.0422, loss: 1.0422, grad_norm: 7.4863 2022-03-02 23:33:47,750 - mmaction - INFO - Epoch [354][1340/1878] lr: 1.000e-05, eta: 7 days, 15:29:42, time: 1.277, data_time: 0.069, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8883, loss_cls: 1.0525, loss: 1.0525, grad_norm: 7.5971 2022-03-02 23:34:12,895 - mmaction - INFO - Epoch [354][1360/1878] lr: 1.000e-05, eta: 7 days, 15:28:54, time: 1.257, data_time: 0.066, memory: 9654, top1_acc: 0.7586, top5_acc: 0.8945, loss_cls: 1.0295, loss: 1.0295, grad_norm: 7.4086 2022-03-02 23:34:38,197 - mmaction - INFO - Epoch [354][1380/1878] lr: 1.000e-05, eta: 7 days, 15:28:06, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8984, loss_cls: 1.0824, loss: 1.0824, grad_norm: 7.7889 2022-03-02 23:35:03,014 - mmaction - INFO - Epoch [354][1400/1878] lr: 1.000e-05, eta: 7 days, 15:27:17, time: 1.242, data_time: 0.068, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8895, loss_cls: 1.1067, loss: 1.1067, grad_norm: 7.8461 2022-03-02 23:35:28,367 - mmaction - INFO - Epoch [354][1420/1878] lr: 1.000e-05, eta: 7 days, 15:26:30, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7297, top5_acc: 0.8828, loss_cls: 1.1435, loss: 1.1435, grad_norm: 7.8837 2022-03-02 23:35:53,671 - mmaction - INFO - Epoch [354][1440/1878] lr: 1.000e-05, eta: 7 days, 15:25:43, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8781, loss_cls: 1.0899, loss: 1.0899, grad_norm: 7.7310 2022-03-02 23:36:18,866 - mmaction - INFO - Epoch [354][1460/1878] lr: 1.000e-05, eta: 7 days, 15:24:55, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8867, loss_cls: 1.1306, loss: 1.1306, grad_norm: 7.9574 2022-03-02 23:36:43,731 - mmaction - INFO - Epoch [354][1480/1878] lr: 1.000e-05, eta: 7 days, 15:24:06, time: 1.244, data_time: 0.065, memory: 9654, top1_acc: 0.7578, top5_acc: 0.8895, loss_cls: 1.0355, loss: 1.0355, grad_norm: 7.4009 2022-03-02 23:37:08,927 - mmaction - INFO - Epoch [354][1500/1878] lr: 1.000e-05, eta: 7 days, 15:23:19, time: 1.260, data_time: 0.069, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8871, loss_cls: 1.1389, loss: 1.1389, grad_norm: 7.7955 2022-03-02 23:37:33,735 - mmaction - INFO - Epoch [354][1520/1878] lr: 1.000e-05, eta: 7 days, 15:22:30, time: 1.240, data_time: 0.063, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8934, loss_cls: 1.0687, loss: 1.0687, grad_norm: 7.7178 2022-03-02 23:37:58,581 - mmaction - INFO - Epoch [354][1540/1878] lr: 1.000e-05, eta: 7 days, 15:21:41, time: 1.242, data_time: 0.066, memory: 9654, top1_acc: 0.7293, top5_acc: 0.8926, loss_cls: 1.0979, loss: 1.0979, grad_norm: 7.6466 2022-03-02 23:38:23,955 - mmaction - INFO - Epoch [354][1560/1878] lr: 1.000e-05, eta: 7 days, 15:20:54, time: 1.268, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8938, loss_cls: 1.0902, loss: 1.0902, grad_norm: 7.6601 2022-03-02 23:38:48,956 - mmaction - INFO - Epoch [354][1580/1878] lr: 1.000e-05, eta: 7 days, 15:20:05, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8961, loss_cls: 1.0934, loss: 1.0934, grad_norm: 7.7692 2022-03-02 23:39:13,769 - mmaction - INFO - Epoch [354][1600/1878] lr: 1.000e-05, eta: 7 days, 15:19:17, time: 1.241, data_time: 0.064, memory: 9654, top1_acc: 0.7418, top5_acc: 0.9020, loss_cls: 1.0416, loss: 1.0416, grad_norm: 7.5861 2022-03-02 23:39:38,979 - mmaction - INFO - Epoch [354][1620/1878] lr: 1.000e-05, eta: 7 days, 15:18:29, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8945, loss_cls: 1.0778, loss: 1.0778, grad_norm: 7.7415 2022-03-02 23:40:04,260 - mmaction - INFO - Epoch [354][1640/1878] lr: 1.000e-05, eta: 7 days, 15:17:42, time: 1.262, data_time: 0.063, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8949, loss_cls: 1.0592, loss: 1.0592, grad_norm: 7.6803 2022-03-02 23:40:29,635 - mmaction - INFO - Epoch [354][1660/1878] lr: 1.000e-05, eta: 7 days, 15:16:54, time: 1.270, data_time: 0.072, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8887, loss_cls: 1.0928, loss: 1.0928, grad_norm: 7.6053 2022-03-02 23:40:54,613 - mmaction - INFO - Epoch [354][1680/1878] lr: 1.000e-05, eta: 7 days, 15:16:06, time: 1.249, data_time: 0.070, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8961, loss_cls: 1.0687, loss: 1.0687, grad_norm: 7.6926 2022-03-02 23:41:19,806 - mmaction - INFO - Epoch [354][1700/1878] lr: 1.000e-05, eta: 7 days, 15:15:19, time: 1.259, data_time: 0.063, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8859, loss_cls: 1.1124, loss: 1.1124, grad_norm: 7.6416 2022-03-02 23:41:45,076 - mmaction - INFO - Epoch [354][1720/1878] lr: 1.000e-05, eta: 7 days, 15:14:31, time: 1.263, data_time: 0.066, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8945, loss_cls: 1.0875, loss: 1.0875, grad_norm: 7.8703 2022-03-02 23:42:09,983 - mmaction - INFO - Epoch [354][1740/1878] lr: 1.000e-05, eta: 7 days, 15:13:43, time: 1.246, data_time: 0.067, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8883, loss_cls: 1.1141, loss: 1.1141, grad_norm: 7.8698 2022-03-02 23:42:35,059 - mmaction - INFO - Epoch [354][1760/1878] lr: 1.000e-05, eta: 7 days, 15:12:55, time: 1.253, data_time: 0.064, memory: 9654, top1_acc: 0.7629, top5_acc: 0.9016, loss_cls: 1.0417, loss: 1.0417, grad_norm: 7.5109 2022-03-02 23:43:00,467 - mmaction - INFO - Epoch [354][1780/1878] lr: 1.000e-05, eta: 7 days, 15:12:08, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8820, loss_cls: 1.1139, loss: 1.1139, grad_norm: 7.7270 2022-03-02 23:43:25,586 - mmaction - INFO - Epoch [354][1800/1878] lr: 1.000e-05, eta: 7 days, 15:11:20, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8875, loss_cls: 1.1160, loss: 1.1160, grad_norm: 7.8583 2022-03-02 23:43:50,538 - mmaction - INFO - Epoch [354][1820/1878] lr: 1.000e-05, eta: 7 days, 15:10:31, time: 1.249, data_time: 0.064, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8988, loss_cls: 1.0930, loss: 1.0930, grad_norm: 7.8219 2022-03-02 23:44:15,528 - mmaction - INFO - Epoch [354][1840/1878] lr: 1.000e-05, eta: 7 days, 15:09:43, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8871, loss_cls: 1.0792, loss: 1.0792, grad_norm: 7.7959 2022-03-02 23:44:40,489 - mmaction - INFO - Epoch [354][1860/1878] lr: 1.000e-05, eta: 7 days, 15:08:55, time: 1.248, data_time: 0.067, memory: 9654, top1_acc: 0.7535, top5_acc: 0.8840, loss_cls: 1.0792, loss: 1.0792, grad_norm: 7.6522 2022-03-02 23:45:07,025 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-02 23:45:07,099 - mmaction - INFO - 110 BN found 2022-03-02 23:49:34,952 - mmaction - INFO - BN stats updated 2022-03-02 23:49:36,958 - mmaction - INFO - Saving checkpoint at 354 epochs 2022-03-02 23:53:20,203 - mmaction - INFO - Evaluating top_k_accuracy ... 2022-03-02 23:53:21,041 - mmaction - INFO - top1_acc 0.6994 top5_acc 0.8840 2022-03-02 23:53:21,042 - mmaction - INFO - Evaluating mean_class_accuracy ... 2022-03-02 23:53:21,071 - mmaction - INFO - mean_acc 0.6992 2022-03-02 23:53:21,072 - mmaction - INFO - The previous best checkpoint /mnt/lustre/liguankai/work_dir/0224/long_pre_16_warm_lr01/best_top1_acc_epoch_330.pth was removed 2022-03-02 23:53:22,447 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_354.pth. 2022-03-02 23:53:22,447 - mmaction - INFO - Best top1_acc is 0.6994 at 354 epoch. 2022-03-02 23:53:22,457 - mmaction - INFO - Epoch(val) [354][155] top1_acc: 0.6994, top5_acc: 0.8840, mean_class_accuracy: 0.6992 2022-03-02 23:53:23,322 - mmaction - INFO - 0 subbns modified to 1. 2022-03-02 23:55:00,047 - mmaction - INFO - Epoch [355][20/1878] lr: 1.000e-05, eta: 7 days, 15:09:50, time: 4.835, data_time: 3.436, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8906, loss_cls: 1.0935, loss: 1.0935, grad_norm: 7.7801 2022-03-02 23:55:25,001 - mmaction - INFO - Epoch [355][40/1878] lr: 1.000e-05, eta: 7 days, 15:09:02, time: 1.248, data_time: 0.086, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8867, loss_cls: 1.0964, loss: 1.0964, grad_norm: 7.7412 2022-03-02 23:55:50,110 - mmaction - INFO - Epoch [355][60/1878] lr: 1.000e-05, eta: 7 days, 15:08:14, time: 1.256, data_time: 0.064, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8934, loss_cls: 1.0872, loss: 1.0872, grad_norm: 7.7526 2022-03-02 23:56:15,102 - mmaction - INFO - Epoch [355][80/1878] lr: 1.000e-05, eta: 7 days, 15:07:26, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7242, top5_acc: 0.8922, loss_cls: 1.0974, loss: 1.0974, grad_norm: 7.9128 2022-03-02 23:56:39,721 - mmaction - INFO - Epoch [355][100/1878] lr: 1.000e-05, eta: 7 days, 15:06:36, time: 1.231, data_time: 0.064, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8805, loss_cls: 1.1099, loss: 1.1099, grad_norm: 7.6768 2022-03-02 23:57:04,582 - mmaction - INFO - Epoch [355][120/1878] lr: 1.000e-05, eta: 7 days, 15:05:48, time: 1.243, data_time: 0.069, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8930, loss_cls: 1.1014, loss: 1.1014, grad_norm: 8.0177 2022-03-02 23:57:29,357 - mmaction - INFO - Epoch [355][140/1878] lr: 1.000e-05, eta: 7 days, 15:04:59, time: 1.239, data_time: 0.067, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8777, loss_cls: 1.1558, loss: 1.1558, grad_norm: 7.9107 2022-03-02 23:57:55,495 - mmaction - INFO - Epoch [355][160/1878] lr: 1.000e-05, eta: 7 days, 15:04:14, time: 1.306, data_time: 0.072, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8906, loss_cls: 1.1052, loss: 1.1052, grad_norm: 7.7726 2022-03-02 23:58:20,504 - mmaction - INFO - Epoch [355][180/1878] lr: 1.000e-05, eta: 7 days, 15:03:26, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8891, loss_cls: 1.1258, loss: 1.1258, grad_norm: 7.9393 2022-03-02 23:58:45,724 - mmaction - INFO - Epoch [355][200/1878] lr: 1.000e-05, eta: 7 days, 15:02:39, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8844, loss_cls: 1.1265, loss: 1.1265, grad_norm: 7.7261 2022-03-02 23:59:10,525 - mmaction - INFO - Epoch [355][220/1878] lr: 1.000e-05, eta: 7 days, 15:01:50, time: 1.240, data_time: 0.070, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8836, loss_cls: 1.1245, loss: 1.1245, grad_norm: 7.9068 2022-03-02 23:59:36,181 - mmaction - INFO - Epoch [355][240/1878] lr: 1.000e-05, eta: 7 days, 15:01:04, time: 1.283, data_time: 0.065, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8852, loss_cls: 1.1130, loss: 1.1130, grad_norm: 7.8444 2022-03-03 00:00:01,297 - mmaction - INFO - Epoch [355][260/1878] lr: 1.000e-05, eta: 7 days, 15:00:16, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8820, loss_cls: 1.1487, loss: 1.1487, grad_norm: 8.0453 2022-03-03 00:00:26,801 - mmaction - INFO - Epoch [355][280/1878] lr: 1.000e-05, eta: 7 days, 14:59:29, time: 1.274, data_time: 0.067, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8809, loss_cls: 1.1248, loss: 1.1248, grad_norm: 7.7585 2022-03-03 00:00:52,612 - mmaction - INFO - Epoch [355][300/1878] lr: 1.000e-05, eta: 7 days, 14:58:44, time: 1.292, data_time: 0.073, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8984, loss_cls: 0.9971, loss: 0.9971, grad_norm: 7.5263 2022-03-03 00:01:18,210 - mmaction - INFO - Epoch [355][320/1878] lr: 1.000e-05, eta: 7 days, 14:57:57, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8984, loss_cls: 1.0638, loss: 1.0638, grad_norm: 7.8913 2022-03-03 00:01:43,607 - mmaction - INFO - Epoch [355][340/1878] lr: 1.000e-05, eta: 7 days, 14:57:10, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8902, loss_cls: 1.0703, loss: 1.0703, grad_norm: 7.6629 2022-03-03 00:02:08,861 - mmaction - INFO - Epoch [355][360/1878] lr: 1.000e-05, eta: 7 days, 14:56:23, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8891, loss_cls: 1.0740, loss: 1.0740, grad_norm: 7.6936 2022-03-03 00:02:34,702 - mmaction - INFO - Epoch [355][380/1878] lr: 1.000e-05, eta: 7 days, 14:55:37, time: 1.292, data_time: 0.066, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8902, loss_cls: 1.0756, loss: 1.0756, grad_norm: 7.7131 2022-03-03 00:02:59,958 - mmaction - INFO - Epoch [355][400/1878] lr: 1.000e-05, eta: 7 days, 14:54:50, time: 1.263, data_time: 0.069, memory: 9654, top1_acc: 0.7527, top5_acc: 0.9027, loss_cls: 1.0338, loss: 1.0338, grad_norm: 7.5973 2022-03-03 00:03:25,138 - mmaction - INFO - Epoch [355][420/1878] lr: 1.000e-05, eta: 7 days, 14:54:03, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8852, loss_cls: 1.0976, loss: 1.0976, grad_norm: 7.5956 2022-03-03 00:03:50,429 - mmaction - INFO - Epoch [355][440/1878] lr: 1.000e-05, eta: 7 days, 14:53:15, time: 1.264, data_time: 0.069, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8984, loss_cls: 1.0390, loss: 1.0390, grad_norm: 7.6020 2022-03-03 00:04:15,945 - mmaction - INFO - Epoch [355][460/1878] lr: 1.000e-05, eta: 7 days, 14:52:29, time: 1.277, data_time: 0.062, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8941, loss_cls: 1.0902, loss: 1.0902, grad_norm: 7.7514 2022-03-03 00:04:41,375 - mmaction - INFO - Epoch [355][480/1878] lr: 1.000e-05, eta: 7 days, 14:51:42, time: 1.271, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8902, loss_cls: 1.0715, loss: 1.0715, grad_norm: 7.6399 2022-03-03 00:05:06,880 - mmaction - INFO - Epoch [355][500/1878] lr: 1.000e-05, eta: 7 days, 14:50:55, time: 1.275, data_time: 0.064, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8793, loss_cls: 1.1232, loss: 1.1232, grad_norm: 7.5538 2022-03-03 00:05:31,916 - mmaction - INFO - Epoch [355][520/1878] lr: 1.000e-05, eta: 7 days, 14:50:08, time: 1.252, data_time: 0.061, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8859, loss_cls: 1.0759, loss: 1.0759, grad_norm: 7.5470 2022-03-03 00:05:57,670 - mmaction - INFO - Epoch [355][540/1878] lr: 1.000e-05, eta: 7 days, 14:49:22, time: 1.287, data_time: 0.069, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8902, loss_cls: 1.0823, loss: 1.0823, grad_norm: 7.7140 2022-03-03 00:06:22,816 - mmaction - INFO - Epoch [355][560/1878] lr: 1.000e-05, eta: 7 days, 14:48:34, time: 1.258, data_time: 0.063, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8934, loss_cls: 1.0607, loss: 1.0607, grad_norm: 7.6629 2022-03-03 00:06:48,077 - mmaction - INFO - Epoch [355][580/1878] lr: 1.000e-05, eta: 7 days, 14:47:47, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8984, loss_cls: 1.0077, loss: 1.0077, grad_norm: 7.4271 2022-03-03 00:07:13,250 - mmaction - INFO - Epoch [355][600/1878] lr: 1.000e-05, eta: 7 days, 14:46:59, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8840, loss_cls: 1.1074, loss: 1.1074, grad_norm: 7.6572 2022-03-03 00:07:38,146 - mmaction - INFO - Epoch [355][620/1878] lr: 1.000e-05, eta: 7 days, 14:46:11, time: 1.244, data_time: 0.063, memory: 9654, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0530, loss: 1.0530, grad_norm: 7.7731 2022-03-03 00:08:03,727 - mmaction - INFO - Epoch [355][640/1878] lr: 1.000e-05, eta: 7 days, 14:45:25, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8836, loss_cls: 1.0716, loss: 1.0716, grad_norm: 7.4970 2022-03-03 00:08:28,884 - mmaction - INFO - Epoch [355][660/1878] lr: 1.000e-05, eta: 7 days, 14:44:37, time: 1.258, data_time: 0.062, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8863, loss_cls: 1.1133, loss: 1.1133, grad_norm: 7.8317 2022-03-03 00:08:54,332 - mmaction - INFO - Epoch [355][680/1878] lr: 1.000e-05, eta: 7 days, 14:43:51, time: 1.271, data_time: 0.067, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8898, loss_cls: 1.0821, loss: 1.0821, grad_norm: 7.6893 2022-03-03 00:09:19,504 - mmaction - INFO - Epoch [355][700/1878] lr: 1.000e-05, eta: 7 days, 14:43:03, time: 1.259, data_time: 0.066, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8957, loss_cls: 1.0576, loss: 1.0576, grad_norm: 7.6648 2022-03-03 00:09:44,209 - mmaction - INFO - Epoch [355][720/1878] lr: 1.000e-05, eta: 7 days, 14:42:14, time: 1.236, data_time: 0.069, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8770, loss_cls: 1.1738, loss: 1.1738, grad_norm: 7.9362 2022-03-03 00:10:09,824 - mmaction - INFO - Epoch [355][740/1878] lr: 1.000e-05, eta: 7 days, 14:41:28, time: 1.280, data_time: 0.063, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8957, loss_cls: 1.0397, loss: 1.0397, grad_norm: 7.4738 2022-03-03 00:10:35,190 - mmaction - INFO - Epoch [355][760/1878] lr: 1.000e-05, eta: 7 days, 14:40:41, time: 1.267, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8914, loss_cls: 1.0928, loss: 1.0928, grad_norm: 7.7299 2022-03-03 00:11:00,435 - mmaction - INFO - Epoch [355][780/1878] lr: 1.000e-05, eta: 7 days, 14:39:54, time: 1.263, data_time: 0.078, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8914, loss_cls: 1.0830, loss: 1.0830, grad_norm: 7.7499 2022-03-03 00:11:25,416 - mmaction - INFO - Epoch [355][800/1878] lr: 1.000e-05, eta: 7 days, 14:39:06, time: 1.250, data_time: 0.063, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8773, loss_cls: 1.1318, loss: 1.1318, grad_norm: 7.7870 2022-03-03 00:11:50,807 - mmaction - INFO - Epoch [355][820/1878] lr: 1.000e-05, eta: 7 days, 14:38:19, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8812, loss_cls: 1.1156, loss: 1.1156, grad_norm: 7.7810 2022-03-03 00:12:16,270 - mmaction - INFO - Epoch [355][840/1878] lr: 1.000e-05, eta: 7 days, 14:37:33, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8938, loss_cls: 1.0877, loss: 1.0877, grad_norm: 7.6617 2022-03-03 00:12:41,469 - mmaction - INFO - Epoch [355][860/1878] lr: 1.000e-05, eta: 7 days, 14:36:45, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8898, loss_cls: 1.0752, loss: 1.0752, grad_norm: 7.7279 2022-03-03 00:13:06,552 - mmaction - INFO - Epoch [355][880/1878] lr: 1.000e-05, eta: 7 days, 14:35:58, time: 1.254, data_time: 0.062, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8922, loss_cls: 1.0830, loss: 1.0830, grad_norm: 7.6767 2022-03-03 00:13:31,953 - mmaction - INFO - Epoch [355][900/1878] lr: 1.000e-05, eta: 7 days, 14:35:11, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8848, loss_cls: 1.1463, loss: 1.1463, grad_norm: 7.8642 2022-03-03 00:13:57,043 - mmaction - INFO - Epoch [355][920/1878] lr: 1.000e-05, eta: 7 days, 14:34:23, time: 1.254, data_time: 0.066, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8820, loss_cls: 1.1227, loss: 1.1227, grad_norm: 7.8778 2022-03-03 00:14:21,970 - mmaction - INFO - Epoch [355][940/1878] lr: 1.000e-05, eta: 7 days, 14:33:35, time: 1.245, data_time: 0.063, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8840, loss_cls: 1.1289, loss: 1.1289, grad_norm: 7.8158 2022-03-03 00:14:47,262 - mmaction - INFO - Epoch [355][960/1878] lr: 1.000e-05, eta: 7 days, 14:32:48, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8914, loss_cls: 1.0931, loss: 1.0931, grad_norm: 7.7212 2022-03-03 00:15:12,494 - mmaction - INFO - Epoch [355][980/1878] lr: 1.000e-05, eta: 7 days, 14:32:01, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8902, loss_cls: 1.0909, loss: 1.0909, grad_norm: 7.8165 2022-03-03 00:15:37,583 - mmaction - INFO - Epoch [355][1000/1878] lr: 1.000e-05, eta: 7 days, 14:31:13, time: 1.255, data_time: 0.071, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8934, loss_cls: 1.0794, loss: 1.0794, grad_norm: 7.7870 2022-03-03 00:16:02,685 - mmaction - INFO - Epoch [355][1020/1878] lr: 1.000e-05, eta: 7 days, 14:30:26, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8961, loss_cls: 1.0532, loss: 1.0532, grad_norm: 7.6818 2022-03-03 00:16:27,668 - mmaction - INFO - Epoch [355][1040/1878] lr: 1.000e-05, eta: 7 days, 14:29:38, time: 1.249, data_time: 0.068, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8805, loss_cls: 1.1267, loss: 1.1267, grad_norm: 7.9991 2022-03-03 00:16:52,308 - mmaction - INFO - Epoch [355][1060/1878] lr: 1.000e-05, eta: 7 days, 14:28:49, time: 1.231, data_time: 0.070, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8988, loss_cls: 1.0457, loss: 1.0457, grad_norm: 7.7461 2022-03-03 00:17:17,387 - mmaction - INFO - Epoch [355][1080/1878] lr: 1.000e-05, eta: 7 days, 14:28:01, time: 1.255, data_time: 0.069, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8926, loss_cls: 1.0867, loss: 1.0867, grad_norm: 7.8275 2022-03-03 00:17:42,413 - mmaction - INFO - Epoch [355][1100/1878] lr: 1.000e-05, eta: 7 days, 14:27:13, time: 1.251, data_time: 0.061, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8910, loss_cls: 1.1048, loss: 1.1048, grad_norm: 7.7315 2022-03-03 00:18:07,138 - mmaction - INFO - Epoch [355][1120/1878] lr: 1.000e-05, eta: 7 days, 14:26:25, time: 1.235, data_time: 0.061, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8863, loss_cls: 1.0913, loss: 1.0913, grad_norm: 7.9781 2022-03-03 00:18:32,139 - mmaction - INFO - Epoch [355][1140/1878] lr: 1.000e-05, eta: 7 days, 14:25:37, time: 1.250, data_time: 0.062, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8977, loss_cls: 1.0676, loss: 1.0676, grad_norm: 7.7458 2022-03-03 00:18:57,349 - mmaction - INFO - Epoch [355][1160/1878] lr: 1.000e-05, eta: 7 days, 14:24:49, time: 1.261, data_time: 0.069, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8984, loss_cls: 1.0809, loss: 1.0809, grad_norm: 7.8652 2022-03-03 00:19:22,318 - mmaction - INFO - Epoch [355][1180/1878] lr: 1.000e-05, eta: 7 days, 14:24:02, time: 1.249, data_time: 0.069, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8840, loss_cls: 1.0993, loss: 1.0993, grad_norm: 7.7689 2022-03-03 00:19:47,152 - mmaction - INFO - Epoch [355][1200/1878] lr: 1.000e-05, eta: 7 days, 14:23:13, time: 1.242, data_time: 0.067, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8902, loss_cls: 1.0904, loss: 1.0904, grad_norm: 7.7142 2022-03-03 00:20:12,343 - mmaction - INFO - Epoch [355][1220/1878] lr: 1.000e-05, eta: 7 days, 14:22:26, time: 1.260, data_time: 0.072, memory: 9654, top1_acc: 0.7531, top5_acc: 0.8883, loss_cls: 1.0782, loss: 1.0782, grad_norm: 7.6176 2022-03-03 00:20:37,186 - mmaction - INFO - Epoch [355][1240/1878] lr: 1.000e-05, eta: 7 days, 14:21:38, time: 1.240, data_time: 0.065, memory: 9654, top1_acc: 0.7312, top5_acc: 0.8887, loss_cls: 1.1172, loss: 1.1172, grad_norm: 7.8669 2022-03-03 00:21:02,447 - mmaction - INFO - Epoch [355][1260/1878] lr: 1.000e-05, eta: 7 days, 14:20:51, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7539, top5_acc: 0.8895, loss_cls: 1.0575, loss: 1.0575, grad_norm: 7.4567 2022-03-03 00:21:27,117 - mmaction - INFO - Epoch [355][1280/1878] lr: 1.000e-05, eta: 7 days, 14:20:02, time: 1.233, data_time: 0.067, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8914, loss_cls: 1.0737, loss: 1.0737, grad_norm: 7.6039 2022-03-03 00:21:52,476 - mmaction - INFO - Epoch [355][1300/1878] lr: 1.000e-05, eta: 7 days, 14:19:15, time: 1.268, data_time: 0.114, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8824, loss_cls: 1.1393, loss: 1.1393, grad_norm: 7.9681 2022-03-03 00:22:17,518 - mmaction - INFO - Epoch [355][1320/1878] lr: 1.000e-05, eta: 7 days, 14:18:27, time: 1.252, data_time: 0.073, memory: 9654, top1_acc: 0.7574, top5_acc: 0.8953, loss_cls: 1.0235, loss: 1.0235, grad_norm: 7.4949 2022-03-03 00:22:42,432 - mmaction - INFO - Epoch [355][1340/1878] lr: 1.000e-05, eta: 7 days, 14:17:39, time: 1.246, data_time: 0.066, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8910, loss_cls: 1.0721, loss: 1.0721, grad_norm: 7.6666 2022-03-03 00:23:07,047 - mmaction - INFO - Epoch [355][1360/1878] lr: 1.000e-05, eta: 7 days, 14:16:50, time: 1.230, data_time: 0.067, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8883, loss_cls: 1.0780, loss: 1.0780, grad_norm: 7.4668 2022-03-03 00:23:32,289 - mmaction - INFO - Epoch [355][1380/1878] lr: 1.000e-05, eta: 7 days, 14:16:03, time: 1.262, data_time: 0.094, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8922, loss_cls: 1.1057, loss: 1.1057, grad_norm: 7.8421 2022-03-03 00:23:56,789 - mmaction - INFO - Epoch [355][1400/1878] lr: 1.000e-05, eta: 7 days, 14:15:14, time: 1.225, data_time: 0.063, memory: 9654, top1_acc: 0.7348, top5_acc: 0.8809, loss_cls: 1.1298, loss: 1.1298, grad_norm: 7.6975 2022-03-03 00:24:21,612 - mmaction - INFO - Epoch [355][1420/1878] lr: 1.000e-05, eta: 7 days, 14:14:26, time: 1.239, data_time: 0.062, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8898, loss_cls: 1.0632, loss: 1.0632, grad_norm: 7.6861 2022-03-03 00:24:46,838 - mmaction - INFO - Epoch [355][1440/1878] lr: 1.000e-05, eta: 7 days, 14:13:39, time: 1.262, data_time: 0.080, memory: 9654, top1_acc: 0.7535, top5_acc: 0.8961, loss_cls: 1.0209, loss: 1.0209, grad_norm: 7.3773 2022-03-03 00:25:11,791 - mmaction - INFO - Epoch [355][1460/1878] lr: 1.000e-05, eta: 7 days, 14:12:51, time: 1.248, data_time: 0.095, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8828, loss_cls: 1.1195, loss: 1.1195, grad_norm: 7.7956 2022-03-03 00:25:36,729 - mmaction - INFO - Epoch [355][1480/1878] lr: 1.000e-05, eta: 7 days, 14:12:03, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8828, loss_cls: 1.1175, loss: 1.1175, grad_norm: 7.7276 2022-03-03 00:26:01,460 - mmaction - INFO - Epoch [355][1500/1878] lr: 1.000e-05, eta: 7 days, 14:11:14, time: 1.238, data_time: 0.065, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8949, loss_cls: 1.0542, loss: 1.0542, grad_norm: 7.6393 2022-03-03 00:26:26,516 - mmaction - INFO - Epoch [355][1520/1878] lr: 1.000e-05, eta: 7 days, 14:10:27, time: 1.253, data_time: 0.063, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8891, loss_cls: 1.0961, loss: 1.0961, grad_norm: 7.7774 2022-03-03 00:26:51,316 - mmaction - INFO - Epoch [355][1540/1878] lr: 1.000e-05, eta: 7 days, 14:09:39, time: 1.239, data_time: 0.069, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8887, loss_cls: 1.1152, loss: 1.1152, grad_norm: 7.7858 2022-03-03 00:27:16,096 - mmaction - INFO - Epoch [355][1560/1878] lr: 1.000e-05, eta: 7 days, 14:08:50, time: 1.239, data_time: 0.063, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8961, loss_cls: 1.0673, loss: 1.0673, grad_norm: 7.7690 2022-03-03 00:27:40,663 - mmaction - INFO - Epoch [355][1580/1878] lr: 1.000e-05, eta: 7 days, 14:08:01, time: 1.230, data_time: 0.066, memory: 9654, top1_acc: 0.7555, top5_acc: 0.8891, loss_cls: 1.0538, loss: 1.0538, grad_norm: 7.4152 2022-03-03 00:28:05,667 - mmaction - INFO - Epoch [355][1600/1878] lr: 1.000e-05, eta: 7 days, 14:07:13, time: 1.249, data_time: 0.065, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8922, loss_cls: 1.0822, loss: 1.0822, grad_norm: 7.7700 2022-03-03 00:28:30,694 - mmaction - INFO - Epoch [355][1620/1878] lr: 1.000e-05, eta: 7 days, 14:06:26, time: 1.252, data_time: 0.072, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8910, loss_cls: 1.0873, loss: 1.0873, grad_norm: 7.7116 2022-03-03 00:28:55,458 - mmaction - INFO - Epoch [355][1640/1878] lr: 1.000e-05, eta: 7 days, 14:05:38, time: 1.238, data_time: 0.072, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8863, loss_cls: 1.1005, loss: 1.1005, grad_norm: 7.6308 2022-03-03 00:29:20,681 - mmaction - INFO - Epoch [355][1660/1878] lr: 1.000e-05, eta: 7 days, 14:04:50, time: 1.261, data_time: 0.074, memory: 9654, top1_acc: 0.7555, top5_acc: 0.8922, loss_cls: 1.0571, loss: 1.0571, grad_norm: 7.4151 2022-03-03 00:29:45,888 - mmaction - INFO - Epoch [355][1680/1878] lr: 1.000e-05, eta: 7 days, 14:04:03, time: 1.260, data_time: 0.071, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8895, loss_cls: 1.0722, loss: 1.0722, grad_norm: 7.6225 2022-03-03 00:30:11,289 - mmaction - INFO - Epoch [355][1700/1878] lr: 1.000e-05, eta: 7 days, 14:03:17, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7523, top5_acc: 0.8961, loss_cls: 1.0494, loss: 1.0494, grad_norm: 7.6047 2022-03-03 00:30:36,532 - mmaction - INFO - Epoch [355][1720/1878] lr: 1.000e-05, eta: 7 days, 14:02:30, time: 1.262, data_time: 0.073, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8824, loss_cls: 1.1075, loss: 1.1075, grad_norm: 7.6257 2022-03-03 00:31:01,881 - mmaction - INFO - Epoch [355][1740/1878] lr: 1.000e-05, eta: 7 days, 14:01:43, time: 1.267, data_time: 0.070, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8996, loss_cls: 1.0377, loss: 1.0377, grad_norm: 7.5450 2022-03-03 00:31:26,862 - mmaction - INFO - Epoch [355][1760/1878] lr: 1.000e-05, eta: 7 days, 14:00:56, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8863, loss_cls: 1.0612, loss: 1.0612, grad_norm: 7.6055 2022-03-03 00:31:51,746 - mmaction - INFO - Epoch [355][1780/1878] lr: 1.000e-05, eta: 7 days, 14:00:08, time: 1.244, data_time: 0.071, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8797, loss_cls: 1.0981, loss: 1.0981, grad_norm: 7.7564 2022-03-03 00:32:16,570 - mmaction - INFO - Epoch [355][1800/1878] lr: 1.000e-05, eta: 7 days, 13:59:19, time: 1.241, data_time: 0.070, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8988, loss_cls: 1.0457, loss: 1.0457, grad_norm: 7.7634 2022-03-03 00:32:41,704 - mmaction - INFO - Epoch [355][1820/1878] lr: 1.000e-05, eta: 7 days, 13:58:32, time: 1.256, data_time: 0.068, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8941, loss_cls: 1.0834, loss: 1.0834, grad_norm: 7.6982 2022-03-03 00:33:06,794 - mmaction - INFO - Epoch [355][1840/1878] lr: 1.000e-05, eta: 7 days, 13:57:45, time: 1.255, data_time: 0.070, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8883, loss_cls: 1.0769, loss: 1.0769, grad_norm: 7.5900 2022-03-03 00:33:31,768 - mmaction - INFO - Epoch [355][1860/1878] lr: 1.000e-05, eta: 7 days, 13:56:57, time: 1.248, data_time: 0.069, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8910, loss_cls: 1.0889, loss: 1.0889, grad_norm: 7.8715 2022-03-03 00:34:05,278 - mmaction - INFO - 0 subbns modified to 1. 2022-03-03 00:36:29,935 - mmaction - INFO - Epoch [356][20/1878] lr: 1.000e-05, eta: 7 days, 14:00:11, time: 7.231, data_time: 5.964, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8957, loss_cls: 1.0345, loss: 1.0345, grad_norm: 7.5724 2022-03-03 00:36:54,632 - mmaction - INFO - Epoch [356][40/1878] lr: 1.000e-05, eta: 7 days, 13:59:23, time: 1.234, data_time: 0.076, memory: 9654, top1_acc: 0.7574, top5_acc: 0.8996, loss_cls: 0.9958, loss: 0.9958, grad_norm: 7.4798 2022-03-03 00:37:19,616 - mmaction - INFO - Epoch [356][60/1878] lr: 1.000e-05, eta: 7 days, 13:58:35, time: 1.250, data_time: 0.069, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8812, loss_cls: 1.1110, loss: 1.1110, grad_norm: 7.6356 2022-03-03 00:37:44,243 - mmaction - INFO - Epoch [356][80/1878] lr: 1.000e-05, eta: 7 days, 13:57:46, time: 1.232, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8980, loss_cls: 1.0581, loss: 1.0581, grad_norm: 7.7303 2022-03-03 00:38:09,364 - mmaction - INFO - Epoch [356][100/1878] lr: 1.000e-05, eta: 7 days, 13:56:59, time: 1.256, data_time: 0.070, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8906, loss_cls: 1.1261, loss: 1.1261, grad_norm: 7.9845 2022-03-03 00:38:33,986 - mmaction - INFO - Epoch [356][120/1878] lr: 1.000e-05, eta: 7 days, 13:56:10, time: 1.230, data_time: 0.074, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8883, loss_cls: 1.0957, loss: 1.0957, grad_norm: 7.8611 2022-03-03 00:38:58,787 - mmaction - INFO - Epoch [356][140/1878] lr: 1.000e-05, eta: 7 days, 13:55:22, time: 1.241, data_time: 0.067, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8922, loss_cls: 1.0561, loss: 1.0561, grad_norm: 7.7249 2022-03-03 00:39:23,605 - mmaction - INFO - Epoch [356][160/1878] lr: 1.000e-05, eta: 7 days, 13:54:34, time: 1.242, data_time: 0.070, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8941, loss_cls: 1.0631, loss: 1.0631, grad_norm: 7.6849 2022-03-03 00:39:48,673 - mmaction - INFO - Epoch [356][180/1878] lr: 1.000e-05, eta: 7 days, 13:53:47, time: 1.253, data_time: 0.070, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8875, loss_cls: 1.0993, loss: 1.0993, grad_norm: 7.7725 2022-03-03 00:40:14,177 - mmaction - INFO - Epoch [356][200/1878] lr: 1.000e-05, eta: 7 days, 13:53:00, time: 1.275, data_time: 0.068, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8879, loss_cls: 1.0893, loss: 1.0893, grad_norm: 7.8267 2022-03-03 00:40:39,508 - mmaction - INFO - Epoch [356][220/1878] lr: 1.000e-05, eta: 7 days, 13:52:14, time: 1.267, data_time: 0.072, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8871, loss_cls: 1.1028, loss: 1.1028, grad_norm: 7.8024 2022-03-03 00:41:04,791 - mmaction - INFO - Epoch [356][240/1878] lr: 1.000e-05, eta: 7 days, 13:51:27, time: 1.264, data_time: 0.073, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8984, loss_cls: 1.0453, loss: 1.0453, grad_norm: 7.6532 2022-03-03 00:41:29,935 - mmaction - INFO - Epoch [356][260/1878] lr: 1.000e-05, eta: 7 days, 13:50:40, time: 1.257, data_time: 0.067, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8934, loss_cls: 1.1082, loss: 1.1082, grad_norm: 7.7785 2022-03-03 00:41:55,176 - mmaction - INFO - Epoch [356][280/1878] lr: 1.000e-05, eta: 7 days, 13:49:53, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8871, loss_cls: 1.0687, loss: 1.0687, grad_norm: 7.4493 2022-03-03 00:42:20,784 - mmaction - INFO - Epoch [356][300/1878] lr: 1.000e-05, eta: 7 days, 13:49:07, time: 1.282, data_time: 0.065, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8895, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.7137 2022-03-03 00:42:46,134 - mmaction - INFO - Epoch [356][320/1878] lr: 1.000e-05, eta: 7 days, 13:48:21, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8766, loss_cls: 1.1499, loss: 1.1499, grad_norm: 7.7192 2022-03-03 00:43:11,581 - mmaction - INFO - Epoch [356][340/1878] lr: 1.000e-05, eta: 7 days, 13:47:34, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8738, loss_cls: 1.1268, loss: 1.1268, grad_norm: 7.7186 2022-03-03 00:43:36,533 - mmaction - INFO - Epoch [356][360/1878] lr: 1.000e-05, eta: 7 days, 13:46:47, time: 1.247, data_time: 0.062, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8852, loss_cls: 1.0774, loss: 1.0774, grad_norm: 7.5561 2022-03-03 00:44:01,881 - mmaction - INFO - Epoch [356][380/1878] lr: 1.000e-05, eta: 7 days, 13:46:00, time: 1.267, data_time: 0.063, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8984, loss_cls: 1.0585, loss: 1.0585, grad_norm: 7.6605 2022-03-03 00:44:26,878 - mmaction - INFO - Epoch [356][400/1878] lr: 1.000e-05, eta: 7 days, 13:45:13, time: 1.249, data_time: 0.061, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8797, loss_cls: 1.1088, loss: 1.1088, grad_norm: 7.7122 2022-03-03 00:44:52,108 - mmaction - INFO - Epoch [356][420/1878] lr: 1.000e-05, eta: 7 days, 13:44:26, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8910, loss_cls: 1.0790, loss: 1.0790, grad_norm: 7.6242 2022-03-03 00:45:17,387 - mmaction - INFO - Epoch [356][440/1878] lr: 1.000e-05, eta: 7 days, 13:43:39, time: 1.264, data_time: 0.067, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8875, loss_cls: 1.0723, loss: 1.0723, grad_norm: 7.7214 2022-03-03 00:45:42,494 - mmaction - INFO - Epoch [356][460/1878] lr: 1.000e-05, eta: 7 days, 13:42:52, time: 1.255, data_time: 0.071, memory: 9654, top1_acc: 0.7551, top5_acc: 0.8945, loss_cls: 1.0666, loss: 1.0666, grad_norm: 7.7293 2022-03-03 00:46:07,953 - mmaction - INFO - Epoch [356][480/1878] lr: 1.000e-05, eta: 7 days, 13:42:06, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7547, top5_acc: 0.8977, loss_cls: 1.0222, loss: 1.0222, grad_norm: 7.4130 2022-03-03 00:46:33,307 - mmaction - INFO - Epoch [356][500/1878] lr: 1.000e-05, eta: 7 days, 13:41:19, time: 1.268, data_time: 0.064, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8914, loss_cls: 1.0666, loss: 1.0666, grad_norm: 7.7980 2022-03-03 00:46:58,413 - mmaction - INFO - Epoch [356][520/1878] lr: 1.000e-05, eta: 7 days, 13:40:32, time: 1.254, data_time: 0.069, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8984, loss_cls: 1.0633, loss: 1.0633, grad_norm: 7.7463 2022-03-03 00:47:23,528 - mmaction - INFO - Epoch [356][540/1878] lr: 1.000e-05, eta: 7 days, 13:39:45, time: 1.256, data_time: 0.063, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8891, loss_cls: 1.0993, loss: 1.0993, grad_norm: 7.7725 2022-03-03 00:47:48,818 - mmaction - INFO - Epoch [356][560/1878] lr: 1.000e-05, eta: 7 days, 13:38:58, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7395, top5_acc: 0.8875, loss_cls: 1.1082, loss: 1.1082, grad_norm: 7.8295 2022-03-03 00:48:14,054 - mmaction - INFO - Epoch [356][580/1878] lr: 1.000e-05, eta: 7 days, 13:38:11, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8871, loss_cls: 1.0974, loss: 1.0974, grad_norm: 7.7622 2022-03-03 00:48:39,238 - mmaction - INFO - Epoch [356][600/1878] lr: 1.000e-05, eta: 7 days, 13:37:24, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8871, loss_cls: 1.0889, loss: 1.0889, grad_norm: 7.6877 2022-03-03 00:49:04,675 - mmaction - INFO - Epoch [356][620/1878] lr: 1.000e-05, eta: 7 days, 13:36:38, time: 1.271, data_time: 0.070, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8926, loss_cls: 1.0648, loss: 1.0648, grad_norm: 7.7147 2022-03-03 00:49:29,566 - mmaction - INFO - Epoch [356][640/1878] lr: 1.000e-05, eta: 7 days, 13:35:50, time: 1.246, data_time: 0.065, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8973, loss_cls: 1.0582, loss: 1.0582, grad_norm: 7.6871 2022-03-03 00:49:54,773 - mmaction - INFO - Epoch [356][660/1878] lr: 1.000e-05, eta: 7 days, 13:35:03, time: 1.259, data_time: 0.064, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8750, loss_cls: 1.1681, loss: 1.1681, grad_norm: 7.7699 2022-03-03 00:50:20,053 - mmaction - INFO - Epoch [356][680/1878] lr: 1.000e-05, eta: 7 days, 13:34:17, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8852, loss_cls: 1.1480, loss: 1.1480, grad_norm: 7.9591 2022-03-03 00:50:45,596 - mmaction - INFO - Epoch [356][700/1878] lr: 1.000e-05, eta: 7 days, 13:33:31, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8902, loss_cls: 1.0923, loss: 1.0923, grad_norm: 7.6004 2022-03-03 00:51:11,144 - mmaction - INFO - Epoch [356][720/1878] lr: 1.000e-05, eta: 7 days, 13:32:45, time: 1.277, data_time: 0.070, memory: 9654, top1_acc: 0.7449, top5_acc: 0.9012, loss_cls: 1.0541, loss: 1.0541, grad_norm: 7.5767 2022-03-03 00:51:36,188 - mmaction - INFO - Epoch [356][740/1878] lr: 1.000e-05, eta: 7 days, 13:31:58, time: 1.252, data_time: 0.063, memory: 9654, top1_acc: 0.7562, top5_acc: 0.8914, loss_cls: 1.0585, loss: 1.0585, grad_norm: 7.6798 2022-03-03 00:52:01,411 - mmaction - INFO - Epoch [356][760/1878] lr: 1.000e-05, eta: 7 days, 13:31:11, time: 1.261, data_time: 0.061, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8969, loss_cls: 1.0505, loss: 1.0505, grad_norm: 7.6112 2022-03-03 00:52:26,904 - mmaction - INFO - Epoch [356][780/1878] lr: 1.000e-05, eta: 7 days, 13:30:25, time: 1.274, data_time: 0.066, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8867, loss_cls: 1.0868, loss: 1.0868, grad_norm: 7.8092 2022-03-03 00:52:51,963 - mmaction - INFO - Epoch [356][800/1878] lr: 1.000e-05, eta: 7 days, 13:29:38, time: 1.252, data_time: 0.064, memory: 9654, top1_acc: 0.7578, top5_acc: 0.8969, loss_cls: 1.0417, loss: 1.0417, grad_norm: 7.7645 2022-03-03 00:53:17,292 - mmaction - INFO - Epoch [356][820/1878] lr: 1.000e-05, eta: 7 days, 13:28:51, time: 1.266, data_time: 0.067, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8895, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.8200 2022-03-03 00:53:42,146 - mmaction - INFO - Epoch [356][840/1878] lr: 1.000e-05, eta: 7 days, 13:28:03, time: 1.243, data_time: 0.068, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8953, loss_cls: 1.0548, loss: 1.0548, grad_norm: 7.6207 2022-03-03 00:54:07,457 - mmaction - INFO - Epoch [356][860/1878] lr: 1.000e-05, eta: 7 days, 13:27:17, time: 1.266, data_time: 0.071, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8918, loss_cls: 1.0789, loss: 1.0789, grad_norm: 7.5606 2022-03-03 00:54:32,825 - mmaction - INFO - Epoch [356][880/1878] lr: 1.000e-05, eta: 7 days, 13:26:31, time: 1.268, data_time: 0.070, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8980, loss_cls: 1.0718, loss: 1.0718, grad_norm: 7.8229 2022-03-03 00:54:58,283 - mmaction - INFO - Epoch [356][900/1878] lr: 1.000e-05, eta: 7 days, 13:25:45, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8934, loss_cls: 1.0773, loss: 1.0773, grad_norm: 7.8012 2022-03-03 00:55:23,419 - mmaction - INFO - Epoch [356][920/1878] lr: 1.000e-05, eta: 7 days, 13:24:57, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8926, loss_cls: 1.0435, loss: 1.0435, grad_norm: 7.6958 2022-03-03 00:55:48,492 - mmaction - INFO - Epoch [356][940/1878] lr: 1.000e-05, eta: 7 days, 13:24:10, time: 1.255, data_time: 0.072, memory: 9654, top1_acc: 0.7289, top5_acc: 0.8715, loss_cls: 1.1909, loss: 1.1909, grad_norm: 7.9445 2022-03-03 00:56:13,653 - mmaction - INFO - Epoch [356][960/1878] lr: 1.000e-05, eta: 7 days, 13:23:23, time: 1.257, data_time: 0.062, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8973, loss_cls: 1.0529, loss: 1.0529, grad_norm: 7.7739 2022-03-03 00:56:38,528 - mmaction - INFO - Epoch [356][980/1878] lr: 1.000e-05, eta: 7 days, 13:22:36, time: 1.243, data_time: 0.066, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8922, loss_cls: 1.1035, loss: 1.1035, grad_norm: 7.7873 2022-03-03 00:57:04,013 - mmaction - INFO - Epoch [356][1000/1878] lr: 1.000e-05, eta: 7 days, 13:21:50, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8797, loss_cls: 1.1053, loss: 1.1053, grad_norm: 7.7174 2022-03-03 00:57:29,139 - mmaction - INFO - Epoch [356][1020/1878] lr: 1.000e-05, eta: 7 days, 13:21:03, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8863, loss_cls: 1.0755, loss: 1.0755, grad_norm: 7.6106 2022-03-03 00:57:54,799 - mmaction - INFO - Epoch [356][1040/1878] lr: 1.000e-05, eta: 7 days, 13:20:17, time: 1.282, data_time: 0.066, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8938, loss_cls: 1.0691, loss: 1.0691, grad_norm: 7.6255 2022-03-03 00:58:19,959 - mmaction - INFO - Epoch [356][1060/1878] lr: 1.000e-05, eta: 7 days, 13:19:30, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8852, loss_cls: 1.0773, loss: 1.0773, grad_norm: 7.5999 2022-03-03 00:58:45,215 - mmaction - INFO - Epoch [356][1080/1878] lr: 1.000e-05, eta: 7 days, 13:18:44, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8859, loss_cls: 1.1392, loss: 1.1392, grad_norm: 7.8292 2022-03-03 00:59:10,365 - mmaction - INFO - Epoch [356][1100/1878] lr: 1.000e-05, eta: 7 days, 13:17:57, time: 1.258, data_time: 0.069, memory: 9654, top1_acc: 0.7551, top5_acc: 0.8914, loss_cls: 1.0540, loss: 1.0540, grad_norm: 7.7417 2022-03-03 00:59:35,324 - mmaction - INFO - Epoch [356][1120/1878] lr: 1.000e-05, eta: 7 days, 13:17:09, time: 1.247, data_time: 0.063, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8898, loss_cls: 1.1015, loss: 1.1015, grad_norm: 7.7939 2022-03-03 01:00:01,091 - mmaction - INFO - Epoch [356][1140/1878] lr: 1.000e-05, eta: 7 days, 13:16:24, time: 1.289, data_time: 0.073, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8980, loss_cls: 1.0163, loss: 1.0163, grad_norm: 7.7420 2022-03-03 01:00:26,803 - mmaction - INFO - Epoch [356][1160/1878] lr: 1.000e-05, eta: 7 days, 13:15:39, time: 1.286, data_time: 0.068, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8910, loss_cls: 1.0337, loss: 1.0337, grad_norm: 7.4621 2022-03-03 01:00:52,624 - mmaction - INFO - Epoch [356][1180/1878] lr: 1.000e-05, eta: 7 days, 13:14:54, time: 1.291, data_time: 0.074, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8828, loss_cls: 1.1300, loss: 1.1300, grad_norm: 7.8462 2022-03-03 01:01:17,542 - mmaction - INFO - Epoch [356][1200/1878] lr: 1.000e-05, eta: 7 days, 13:14:07, time: 1.246, data_time: 0.068, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8895, loss_cls: 1.0782, loss: 1.0782, grad_norm: 7.7490 2022-03-03 01:01:42,699 - mmaction - INFO - Epoch [356][1220/1878] lr: 1.000e-05, eta: 7 days, 13:13:20, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8914, loss_cls: 1.0629, loss: 1.0629, grad_norm: 7.6098 2022-03-03 01:02:07,847 - mmaction - INFO - Epoch [356][1240/1878] lr: 1.000e-05, eta: 7 days, 13:12:33, time: 1.257, data_time: 0.068, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8875, loss_cls: 1.1049, loss: 1.1049, grad_norm: 7.7056 2022-03-03 01:02:32,783 - mmaction - INFO - Epoch [356][1260/1878] lr: 1.000e-05, eta: 7 days, 13:11:45, time: 1.247, data_time: 0.068, memory: 9654, top1_acc: 0.7660, top5_acc: 0.8996, loss_cls: 1.0322, loss: 1.0322, grad_norm: 7.4916 2022-03-03 01:02:57,973 - mmaction - INFO - Epoch [356][1280/1878] lr: 1.000e-05, eta: 7 days, 13:10:59, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8883, loss_cls: 1.1108, loss: 1.1108, grad_norm: 7.9108 2022-03-03 01:03:23,149 - mmaction - INFO - Epoch [356][1300/1878] lr: 1.000e-05, eta: 7 days, 13:10:12, time: 1.258, data_time: 0.067, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8922, loss_cls: 1.0773, loss: 1.0773, grad_norm: 7.7198 2022-03-03 01:03:48,100 - mmaction - INFO - Epoch [356][1320/1878] lr: 1.000e-05, eta: 7 days, 13:09:25, time: 1.248, data_time: 0.068, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8824, loss_cls: 1.1339, loss: 1.1339, grad_norm: 7.8466 2022-03-03 01:04:12,954 - mmaction - INFO - Epoch [356][1340/1878] lr: 1.000e-05, eta: 7 days, 13:08:37, time: 1.241, data_time: 0.070, memory: 9654, top1_acc: 0.7520, top5_acc: 0.8973, loss_cls: 1.0495, loss: 1.0495, grad_norm: 7.6527 2022-03-03 01:04:38,033 - mmaction - INFO - Epoch [356][1360/1878] lr: 1.000e-05, eta: 7 days, 13:07:50, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7234, top5_acc: 0.8883, loss_cls: 1.0992, loss: 1.0992, grad_norm: 7.7016 2022-03-03 01:05:03,154 - mmaction - INFO - Epoch [356][1380/1878] lr: 1.000e-05, eta: 7 days, 13:07:03, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7270, top5_acc: 0.8910, loss_cls: 1.0979, loss: 1.0979, grad_norm: 7.8554 2022-03-03 01:05:28,143 - mmaction - INFO - Epoch [356][1400/1878] lr: 1.000e-05, eta: 7 days, 13:06:16, time: 1.249, data_time: 0.063, memory: 9654, top1_acc: 0.7570, top5_acc: 0.8930, loss_cls: 1.0632, loss: 1.0632, grad_norm: 7.7241 2022-03-03 01:05:53,388 - mmaction - INFO - Epoch [356][1420/1878] lr: 1.000e-05, eta: 7 days, 13:05:29, time: 1.262, data_time: 0.062, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8980, loss_cls: 1.0478, loss: 1.0478, grad_norm: 7.7223 2022-03-03 01:06:18,504 - mmaction - INFO - Epoch [356][1440/1878] lr: 1.000e-05, eta: 7 days, 13:04:42, time: 1.255, data_time: 0.061, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8848, loss_cls: 1.1048, loss: 1.1048, grad_norm: 7.6838 2022-03-03 01:06:43,678 - mmaction - INFO - Epoch [356][1460/1878] lr: 1.000e-05, eta: 7 days, 13:03:55, time: 1.260, data_time: 0.068, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8844, loss_cls: 1.0965, loss: 1.0965, grad_norm: 7.7748 2022-03-03 01:07:08,893 - mmaction - INFO - Epoch [356][1480/1878] lr: 1.000e-05, eta: 7 days, 13:03:09, time: 1.260, data_time: 0.072, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8895, loss_cls: 1.1008, loss: 1.1008, grad_norm: 7.8509 2022-03-03 01:07:33,873 - mmaction - INFO - Epoch [356][1500/1878] lr: 1.000e-05, eta: 7 days, 13:02:22, time: 1.250, data_time: 0.065, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8926, loss_cls: 1.0905, loss: 1.0905, grad_norm: 7.7714 2022-03-03 01:07:58,879 - mmaction - INFO - Epoch [356][1520/1878] lr: 1.000e-05, eta: 7 days, 13:01:34, time: 1.250, data_time: 0.061, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8754, loss_cls: 1.1664, loss: 1.1664, grad_norm: 8.0135 2022-03-03 01:08:24,299 - mmaction - INFO - Epoch [356][1540/1878] lr: 1.000e-05, eta: 7 days, 13:00:48, time: 1.271, data_time: 0.061, memory: 9654, top1_acc: 0.7531, top5_acc: 0.8910, loss_cls: 1.0577, loss: 1.0577, grad_norm: 7.4703 2022-03-03 01:08:49,478 - mmaction - INFO - Epoch [356][1560/1878] lr: 1.000e-05, eta: 7 days, 13:00:02, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8758, loss_cls: 1.1243, loss: 1.1243, grad_norm: 7.6351 2022-03-03 01:09:14,960 - mmaction - INFO - Epoch [356][1580/1878] lr: 1.000e-05, eta: 7 days, 12:59:16, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7250, top5_acc: 0.8781, loss_cls: 1.1205, loss: 1.1205, grad_norm: 7.8207 2022-03-03 01:09:39,589 - mmaction - INFO - Epoch [356][1600/1878] lr: 1.000e-05, eta: 7 days, 12:58:28, time: 1.232, data_time: 0.065, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8883, loss_cls: 1.0728, loss: 1.0728, grad_norm: 7.6429 2022-03-03 01:10:04,935 - mmaction - INFO - Epoch [356][1620/1878] lr: 1.000e-05, eta: 7 days, 12:57:41, time: 1.268, data_time: 0.063, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8879, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.0773 2022-03-03 01:10:30,398 - mmaction - INFO - Epoch [356][1640/1878] lr: 1.000e-05, eta: 7 days, 12:56:56, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7508, top5_acc: 0.9000, loss_cls: 1.0474, loss: 1.0474, grad_norm: 7.5301 2022-03-03 01:10:56,121 - mmaction - INFO - Epoch [356][1660/1878] lr: 1.000e-05, eta: 7 days, 12:56:10, time: 1.286, data_time: 0.068, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8949, loss_cls: 1.0873, loss: 1.0873, grad_norm: 7.7958 2022-03-03 01:11:21,309 - mmaction - INFO - Epoch [356][1680/1878] lr: 1.000e-05, eta: 7 days, 12:55:24, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8836, loss_cls: 1.1226, loss: 1.1226, grad_norm: 7.6338 2022-03-03 01:11:46,173 - mmaction - INFO - Epoch [356][1700/1878] lr: 1.000e-05, eta: 7 days, 12:54:36, time: 1.242, data_time: 0.068, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8855, loss_cls: 1.0815, loss: 1.0815, grad_norm: 7.6362 2022-03-03 01:12:11,437 - mmaction - INFO - Epoch [356][1720/1878] lr: 1.000e-05, eta: 7 days, 12:53:50, time: 1.263, data_time: 0.079, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8852, loss_cls: 1.1329, loss: 1.1329, grad_norm: 7.9161 2022-03-03 01:12:36,647 - mmaction - INFO - Epoch [356][1740/1878] lr: 1.000e-05, eta: 7 days, 12:53:03, time: 1.262, data_time: 0.065, memory: 9654, top1_acc: 0.7273, top5_acc: 0.8809, loss_cls: 1.1361, loss: 1.1361, grad_norm: 7.8666 2022-03-03 01:13:02,107 - mmaction - INFO - Epoch [356][1760/1878] lr: 1.000e-05, eta: 7 days, 12:52:18, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8945, loss_cls: 1.0475, loss: 1.0475, grad_norm: 7.6732 2022-03-03 01:13:27,434 - mmaction - INFO - Epoch [356][1780/1878] lr: 1.000e-05, eta: 7 days, 12:51:31, time: 1.267, data_time: 0.066, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8871, loss_cls: 1.0988, loss: 1.0988, grad_norm: 7.7111 2022-03-03 01:13:52,570 - mmaction - INFO - Epoch [356][1800/1878] lr: 1.000e-05, eta: 7 days, 12:50:45, time: 1.256, data_time: 0.066, memory: 9654, top1_acc: 0.7344, top5_acc: 0.8980, loss_cls: 1.0689, loss: 1.0689, grad_norm: 7.8012 2022-03-03 01:14:17,661 - mmaction - INFO - Epoch [356][1820/1878] lr: 1.000e-05, eta: 7 days, 12:49:58, time: 1.256, data_time: 0.065, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8785, loss_cls: 1.1377, loss: 1.1377, grad_norm: 7.7721 2022-03-03 01:14:42,701 - mmaction - INFO - Epoch [356][1840/1878] lr: 1.000e-05, eta: 7 days, 12:49:11, time: 1.252, data_time: 0.065, memory: 9654, top1_acc: 0.7184, top5_acc: 0.8715, loss_cls: 1.1760, loss: 1.1760, grad_norm: 7.9301 2022-03-03 01:15:08,171 - mmaction - INFO - Epoch [356][1860/1878] lr: 1.000e-05, eta: 7 days, 12:48:25, time: 1.273, data_time: 0.072, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8961, loss_cls: 1.0601, loss: 1.0601, grad_norm: 7.5311 2022-03-03 01:15:32,944 - mmaction - INFO - 0 subbns modified to 1. 2022-03-03 01:17:01,606 - mmaction - INFO - Epoch [357][20/1878] lr: 1.000e-05, eta: 7 days, 12:48:54, time: 4.432, data_time: 3.199, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8805, loss_cls: 1.1353, loss: 1.1353, grad_norm: 7.9063 2022-03-03 01:17:26,494 - mmaction - INFO - Epoch [357][40/1878] lr: 1.000e-05, eta: 7 days, 12:48:07, time: 1.245, data_time: 0.085, memory: 9654, top1_acc: 0.7566, top5_acc: 0.9000, loss_cls: 1.0204, loss: 1.0204, grad_norm: 7.4845 2022-03-03 01:17:52,244 - mmaction - INFO - Epoch [357][60/1878] lr: 1.000e-05, eta: 7 days, 12:47:22, time: 1.287, data_time: 0.064, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8977, loss_cls: 1.0568, loss: 1.0568, grad_norm: 7.7333 2022-03-03 01:18:17,337 - mmaction - INFO - Epoch [357][80/1878] lr: 1.000e-05, eta: 7 days, 12:46:35, time: 1.254, data_time: 0.074, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8859, loss_cls: 1.0793, loss: 1.0793, grad_norm: 7.4339 2022-03-03 01:18:42,078 - mmaction - INFO - Epoch [357][100/1878] lr: 1.000e-05, eta: 7 days, 12:45:47, time: 1.238, data_time: 0.070, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8867, loss_cls: 1.1023, loss: 1.1023, grad_norm: 7.7896 2022-03-03 01:19:07,144 - mmaction - INFO - Epoch [357][120/1878] lr: 1.000e-05, eta: 7 days, 12:45:00, time: 1.253, data_time: 0.070, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8820, loss_cls: 1.1158, loss: 1.1158, grad_norm: 7.8363 2022-03-03 01:19:32,594 - mmaction - INFO - Epoch [357][140/1878] lr: 1.000e-05, eta: 7 days, 12:44:14, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8812, loss_cls: 1.1307, loss: 1.1307, grad_norm: 7.8881 2022-03-03 01:19:57,729 - mmaction - INFO - Epoch [357][160/1878] lr: 1.000e-05, eta: 7 days, 12:43:28, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8871, loss_cls: 1.0770, loss: 1.0770, grad_norm: 7.6945 2022-03-03 01:20:23,195 - mmaction - INFO - Epoch [357][180/1878] lr: 1.000e-05, eta: 7 days, 12:42:42, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7324, top5_acc: 0.8773, loss_cls: 1.1534, loss: 1.1534, grad_norm: 7.7459 2022-03-03 01:20:48,882 - mmaction - INFO - Epoch [357][200/1878] lr: 1.000e-05, eta: 7 days, 12:41:57, time: 1.284, data_time: 0.069, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8906, loss_cls: 1.1075, loss: 1.1075, grad_norm: 7.8090 2022-03-03 01:21:13,716 - mmaction - INFO - Epoch [357][220/1878] lr: 1.000e-05, eta: 7 days, 12:41:09, time: 1.241, data_time: 0.065, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8965, loss_cls: 1.0610, loss: 1.0610, grad_norm: 7.8642 2022-03-03 01:21:38,830 - mmaction - INFO - Epoch [357][240/1878] lr: 1.000e-05, eta: 7 days, 12:40:23, time: 1.256, data_time: 0.067, memory: 9654, top1_acc: 0.7359, top5_acc: 0.8914, loss_cls: 1.0875, loss: 1.0875, grad_norm: 7.7673 2022-03-03 01:22:04,079 - mmaction - INFO - Epoch [357][260/1878] lr: 1.000e-05, eta: 7 days, 12:39:36, time: 1.261, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8898, loss_cls: 1.1230, loss: 1.1230, grad_norm: 7.7663 2022-03-03 01:22:30,291 - mmaction - INFO - Epoch [357][280/1878] lr: 1.000e-05, eta: 7 days, 12:38:53, time: 1.311, data_time: 0.071, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8844, loss_cls: 1.1198, loss: 1.1198, grad_norm: 7.9306 2022-03-03 01:22:55,505 - mmaction - INFO - Epoch [357][300/1878] lr: 1.000e-05, eta: 7 days, 12:38:06, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7492, top5_acc: 0.9031, loss_cls: 1.0417, loss: 1.0417, grad_norm: 7.8464 2022-03-03 01:23:20,905 - mmaction - INFO - Epoch [357][320/1878] lr: 1.000e-05, eta: 7 days, 12:37:20, time: 1.270, data_time: 0.066, memory: 9654, top1_acc: 0.7363, top5_acc: 0.8781, loss_cls: 1.1319, loss: 1.1319, grad_norm: 7.8637 2022-03-03 01:23:46,412 - mmaction - INFO - Epoch [357][340/1878] lr: 1.000e-05, eta: 7 days, 12:36:35, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8918, loss_cls: 1.0619, loss: 1.0619, grad_norm: 7.7017 2022-03-03 01:24:11,540 - mmaction - INFO - Epoch [357][360/1878] lr: 1.000e-05, eta: 7 days, 12:35:48, time: 1.257, data_time: 0.065, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8906, loss_cls: 1.0510, loss: 1.0510, grad_norm: 7.5236 2022-03-03 01:24:36,857 - mmaction - INFO - Epoch [357][380/1878] lr: 1.000e-05, eta: 7 days, 12:35:02, time: 1.265, data_time: 0.064, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8980, loss_cls: 1.0869, loss: 1.0869, grad_norm: 7.9248 2022-03-03 01:25:02,029 - mmaction - INFO - Epoch [357][400/1878] lr: 1.000e-05, eta: 7 days, 12:34:15, time: 1.259, data_time: 0.062, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8918, loss_cls: 1.0614, loss: 1.0614, grad_norm: 7.6353 2022-03-03 01:25:27,344 - mmaction - INFO - Epoch [357][420/1878] lr: 1.000e-05, eta: 7 days, 12:33:29, time: 1.266, data_time: 0.070, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8832, loss_cls: 1.1088, loss: 1.1088, grad_norm: 7.7091 2022-03-03 01:25:52,826 - mmaction - INFO - Epoch [357][440/1878] lr: 1.000e-05, eta: 7 days, 12:32:44, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7555, top5_acc: 0.8836, loss_cls: 1.0730, loss: 1.0730, grad_norm: 7.7286 2022-03-03 01:26:17,812 - mmaction - INFO - Epoch [357][460/1878] lr: 1.000e-05, eta: 7 days, 12:31:57, time: 1.250, data_time: 0.061, memory: 9654, top1_acc: 0.7336, top5_acc: 0.8855, loss_cls: 1.1319, loss: 1.1319, grad_norm: 7.8835 2022-03-03 01:26:43,210 - mmaction - INFO - Epoch [357][480/1878] lr: 1.000e-05, eta: 7 days, 12:31:11, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8871, loss_cls: 1.0609, loss: 1.0609, grad_norm: 7.5042 2022-03-03 01:27:08,499 - mmaction - INFO - Epoch [357][500/1878] lr: 1.000e-05, eta: 7 days, 12:30:25, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8938, loss_cls: 1.0600, loss: 1.0600, grad_norm: 7.6407 2022-03-03 01:27:33,748 - mmaction - INFO - Epoch [357][520/1878] lr: 1.000e-05, eta: 7 days, 12:29:38, time: 1.263, data_time: 0.063, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8898, loss_cls: 1.1058, loss: 1.1058, grad_norm: 7.8982 2022-03-03 01:27:58,992 - mmaction - INFO - Epoch [357][540/1878] lr: 1.000e-05, eta: 7 days, 12:28:52, time: 1.262, data_time: 0.064, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8852, loss_cls: 1.0619, loss: 1.0619, grad_norm: 7.4624 2022-03-03 01:28:24,435 - mmaction - INFO - Epoch [357][560/1878] lr: 1.000e-05, eta: 7 days, 12:28:06, time: 1.273, data_time: 0.068, memory: 9654, top1_acc: 0.7527, top5_acc: 0.8914, loss_cls: 1.0719, loss: 1.0719, grad_norm: 7.7483 2022-03-03 01:28:49,856 - mmaction - INFO - Epoch [357][580/1878] lr: 1.000e-05, eta: 7 days, 12:27:21, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8988, loss_cls: 1.0436, loss: 1.0436, grad_norm: 7.6343 2022-03-03 01:29:15,311 - mmaction - INFO - Epoch [357][600/1878] lr: 1.000e-05, eta: 7 days, 12:26:35, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8855, loss_cls: 1.0855, loss: 1.0855, grad_norm: 7.6096 2022-03-03 01:29:41,024 - mmaction - INFO - Epoch [357][620/1878] lr: 1.000e-05, eta: 7 days, 12:25:50, time: 1.285, data_time: 0.063, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8934, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.7309 2022-03-03 01:30:06,594 - mmaction - INFO - Epoch [357][640/1878] lr: 1.000e-05, eta: 7 days, 12:25:05, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8938, loss_cls: 1.0651, loss: 1.0651, grad_norm: 7.6009 2022-03-03 01:30:32,615 - mmaction - INFO - Epoch [357][660/1878] lr: 1.000e-05, eta: 7 days, 12:24:21, time: 1.302, data_time: 0.072, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8965, loss_cls: 1.0399, loss: 1.0399, grad_norm: 7.4825 2022-03-03 01:30:58,180 - mmaction - INFO - Epoch [357][680/1878] lr: 1.000e-05, eta: 7 days, 12:23:36, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7305, top5_acc: 0.8949, loss_cls: 1.0805, loss: 1.0805, grad_norm: 7.8029 2022-03-03 01:31:23,451 - mmaction - INFO - Epoch [357][700/1878] lr: 1.000e-05, eta: 7 days, 12:22:49, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8938, loss_cls: 1.0942, loss: 1.0942, grad_norm: 7.7190 2022-03-03 01:31:48,768 - mmaction - INFO - Epoch [357][720/1878] lr: 1.000e-05, eta: 7 days, 12:22:03, time: 1.266, data_time: 0.063, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8902, loss_cls: 1.0961, loss: 1.0961, grad_norm: 7.8493 2022-03-03 01:32:14,363 - mmaction - INFO - Epoch [357][740/1878] lr: 1.000e-05, eta: 7 days, 12:21:18, time: 1.279, data_time: 0.065, memory: 9654, top1_acc: 0.7453, top5_acc: 0.8801, loss_cls: 1.1026, loss: 1.1026, grad_norm: 7.6133 2022-03-03 01:32:39,578 - mmaction - INFO - Epoch [357][760/1878] lr: 1.000e-05, eta: 7 days, 12:20:32, time: 1.262, data_time: 0.068, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8902, loss_cls: 1.1132, loss: 1.1132, grad_norm: 7.8847 2022-03-03 01:33:05,182 - mmaction - INFO - Epoch [357][780/1878] lr: 1.000e-05, eta: 7 days, 12:19:47, time: 1.280, data_time: 0.067, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8941, loss_cls: 1.0645, loss: 1.0645, grad_norm: 7.7857 2022-03-03 01:33:30,533 - mmaction - INFO - Epoch [357][800/1878] lr: 1.000e-05, eta: 7 days, 12:19:01, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8867, loss_cls: 1.1116, loss: 1.1116, grad_norm: 7.8730 2022-03-03 01:33:56,040 - mmaction - INFO - Epoch [357][820/1878] lr: 1.000e-05, eta: 7 days, 12:18:15, time: 1.274, data_time: 0.065, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8883, loss_cls: 1.0996, loss: 1.0996, grad_norm: 7.6017 2022-03-03 01:34:21,392 - mmaction - INFO - Epoch [357][840/1878] lr: 1.000e-05, eta: 7 days, 12:17:29, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8980, loss_cls: 1.0629, loss: 1.0629, grad_norm: 7.8330 2022-03-03 01:34:46,520 - mmaction - INFO - Epoch [357][860/1878] lr: 1.000e-05, eta: 7 days, 12:16:43, time: 1.256, data_time: 0.058, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8848, loss_cls: 1.1136, loss: 1.1136, grad_norm: 7.7835 2022-03-03 01:35:11,769 - mmaction - INFO - Epoch [357][880/1878] lr: 1.000e-05, eta: 7 days, 12:15:57, time: 1.264, data_time: 0.071, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8863, loss_cls: 1.1092, loss: 1.1092, grad_norm: 7.7329 2022-03-03 01:35:36,968 - mmaction - INFO - Epoch [357][900/1878] lr: 1.000e-05, eta: 7 days, 12:15:11, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7500, top5_acc: 0.8984, loss_cls: 1.0565, loss: 1.0565, grad_norm: 7.7239 2022-03-03 01:36:02,455 - mmaction - INFO - Epoch [357][920/1878] lr: 1.000e-05, eta: 7 days, 12:14:25, time: 1.273, data_time: 0.062, memory: 9654, top1_acc: 0.7328, top5_acc: 0.8879, loss_cls: 1.1095, loss: 1.1095, grad_norm: 7.7991 2022-03-03 01:36:28,239 - mmaction - INFO - Epoch [357][940/1878] lr: 1.000e-05, eta: 7 days, 12:13:40, time: 1.290, data_time: 0.065, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8949, loss_cls: 1.0611, loss: 1.0611, grad_norm: 7.7486 2022-03-03 01:36:53,632 - mmaction - INFO - Epoch [357][960/1878] lr: 1.000e-05, eta: 7 days, 12:12:55, time: 1.270, data_time: 0.065, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8867, loss_cls: 1.1304, loss: 1.1304, grad_norm: 7.8462 2022-03-03 01:37:19,085 - mmaction - INFO - Epoch [357][980/1878] lr: 1.000e-05, eta: 7 days, 12:12:09, time: 1.273, data_time: 0.063, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8957, loss_cls: 1.0693, loss: 1.0693, grad_norm: 7.5671 2022-03-03 01:37:44,469 - mmaction - INFO - Epoch [357][1000/1878] lr: 1.000e-05, eta: 7 days, 12:11:23, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8895, loss_cls: 1.0951, loss: 1.0951, grad_norm: 7.7986 2022-03-03 01:38:10,005 - mmaction - INFO - Epoch [357][1020/1878] lr: 1.000e-05, eta: 7 days, 12:10:38, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8934, loss_cls: 1.0452, loss: 1.0452, grad_norm: 7.6409 2022-03-03 01:38:35,206 - mmaction - INFO - Epoch [357][1040/1878] lr: 1.000e-05, eta: 7 days, 12:09:52, time: 1.260, data_time: 0.065, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8906, loss_cls: 1.0763, loss: 1.0763, grad_norm: 7.7482 2022-03-03 01:39:00,626 - mmaction - INFO - Epoch [357][1060/1878] lr: 1.000e-05, eta: 7 days, 12:09:06, time: 1.271, data_time: 0.063, memory: 9654, top1_acc: 0.7371, top5_acc: 0.8859, loss_cls: 1.1107, loss: 1.1107, grad_norm: 7.6933 2022-03-03 01:39:26,172 - mmaction - INFO - Epoch [357][1080/1878] lr: 1.000e-05, eta: 7 days, 12:08:21, time: 1.278, data_time: 0.067, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8879, loss_cls: 1.0930, loss: 1.0930, grad_norm: 7.8592 2022-03-03 01:39:51,736 - mmaction - INFO - Epoch [357][1100/1878] lr: 1.000e-05, eta: 7 days, 12:07:36, time: 1.277, data_time: 0.067, memory: 9654, top1_acc: 0.7578, top5_acc: 0.8930, loss_cls: 1.0509, loss: 1.0509, grad_norm: 7.5304 2022-03-03 01:40:17,479 - mmaction - INFO - Epoch [357][1120/1878] lr: 1.000e-05, eta: 7 days, 12:06:51, time: 1.288, data_time: 0.069, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8902, loss_cls: 1.1143, loss: 1.1143, grad_norm: 7.8918 2022-03-03 01:40:43,103 - mmaction - INFO - Epoch [357][1140/1878] lr: 1.000e-05, eta: 7 days, 12:06:06, time: 1.281, data_time: 0.064, memory: 9654, top1_acc: 0.7504, top5_acc: 0.8906, loss_cls: 1.0700, loss: 1.0700, grad_norm: 7.6226 2022-03-03 01:41:08,334 - mmaction - INFO - Epoch [357][1160/1878] lr: 1.000e-05, eta: 7 days, 12:05:20, time: 1.262, data_time: 0.067, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8812, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.6626 2022-03-03 01:41:33,699 - mmaction - INFO - Epoch [357][1180/1878] lr: 1.000e-05, eta: 7 days, 12:04:34, time: 1.267, data_time: 0.062, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8883, loss_cls: 1.0916, loss: 1.0916, grad_norm: 7.6843 2022-03-03 01:41:58,768 - mmaction - INFO - Epoch [357][1200/1878] lr: 1.000e-05, eta: 7 days, 12:03:48, time: 1.254, data_time: 0.065, memory: 9654, top1_acc: 0.7695, top5_acc: 0.9035, loss_cls: 0.9861, loss: 0.9861, grad_norm: 7.3931 2022-03-03 01:42:24,060 - mmaction - INFO - Epoch [357][1220/1878] lr: 1.000e-05, eta: 7 days, 12:03:02, time: 1.265, data_time: 0.065, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8855, loss_cls: 1.0890, loss: 1.0890, grad_norm: 7.5998 2022-03-03 01:42:49,525 - mmaction - INFO - Epoch [357][1240/1878] lr: 1.000e-05, eta: 7 days, 12:02:16, time: 1.273, data_time: 0.067, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8945, loss_cls: 1.0615, loss: 1.0615, grad_norm: 7.5592 2022-03-03 01:43:14,899 - mmaction - INFO - Epoch [357][1260/1878] lr: 1.000e-05, eta: 7 days, 12:01:31, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8887, loss_cls: 1.0848, loss: 1.0848, grad_norm: 7.6972 2022-03-03 01:43:39,917 - mmaction - INFO - Epoch [357][1280/1878] lr: 1.000e-05, eta: 7 days, 12:00:44, time: 1.251, data_time: 0.068, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8988, loss_cls: 1.0471, loss: 1.0471, grad_norm: 7.5728 2022-03-03 01:44:05,159 - mmaction - INFO - Epoch [357][1300/1878] lr: 1.000e-05, eta: 7 days, 11:59:58, time: 1.262, data_time: 0.061, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8953, loss_cls: 1.0541, loss: 1.0541, grad_norm: 7.6620 2022-03-03 01:44:30,442 - mmaction - INFO - Epoch [357][1320/1878] lr: 1.000e-05, eta: 7 days, 11:59:12, time: 1.263, data_time: 0.060, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8926, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.6876 2022-03-03 01:44:55,882 - mmaction - INFO - Epoch [357][1340/1878] lr: 1.000e-05, eta: 7 days, 11:58:26, time: 1.273, data_time: 0.066, memory: 9654, top1_acc: 0.7543, top5_acc: 0.9051, loss_cls: 1.0333, loss: 1.0333, grad_norm: 7.7290 2022-03-03 01:45:21,531 - mmaction - INFO - Epoch [357][1360/1878] lr: 1.000e-05, eta: 7 days, 11:57:41, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8910, loss_cls: 1.0528, loss: 1.0528, grad_norm: 7.5482 2022-03-03 01:45:46,911 - mmaction - INFO - Epoch [357][1380/1878] lr: 1.000e-05, eta: 7 days, 11:56:56, time: 1.269, data_time: 0.065, memory: 9654, top1_acc: 0.7484, top5_acc: 0.8816, loss_cls: 1.1177, loss: 1.1177, grad_norm: 7.7839 2022-03-03 01:46:12,249 - mmaction - INFO - Epoch [357][1400/1878] lr: 1.000e-05, eta: 7 days, 11:56:10, time: 1.267, data_time: 0.072, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8902, loss_cls: 1.0852, loss: 1.0852, grad_norm: 7.8871 2022-03-03 01:46:37,468 - mmaction - INFO - Epoch [357][1420/1878] lr: 1.000e-05, eta: 7 days, 11:55:24, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8871, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.6353 2022-03-03 01:47:02,935 - mmaction - INFO - Epoch [357][1440/1878] lr: 1.000e-05, eta: 7 days, 11:54:39, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8922, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.7960 2022-03-03 01:47:28,063 - mmaction - INFO - Epoch [357][1460/1878] lr: 1.000e-05, eta: 7 days, 11:53:52, time: 1.255, data_time: 0.067, memory: 9654, top1_acc: 0.7566, top5_acc: 0.8891, loss_cls: 1.0406, loss: 1.0406, grad_norm: 7.5980 2022-03-03 01:47:53,458 - mmaction - INFO - Epoch [357][1480/1878] lr: 1.000e-05, eta: 7 days, 11:53:07, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8809, loss_cls: 1.1489, loss: 1.1489, grad_norm: 7.8697 2022-03-03 01:48:18,763 - mmaction - INFO - Epoch [357][1500/1878] lr: 1.000e-05, eta: 7 days, 11:52:21, time: 1.266, data_time: 0.066, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8953, loss_cls: 1.0559, loss: 1.0559, grad_norm: 7.6591 2022-03-03 01:48:44,149 - mmaction - INFO - Epoch [357][1520/1878] lr: 1.000e-05, eta: 7 days, 11:51:35, time: 1.269, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8879, loss_cls: 1.1145, loss: 1.1145, grad_norm: 7.7708 2022-03-03 01:49:09,596 - mmaction - INFO - Epoch [357][1540/1878] lr: 1.000e-05, eta: 7 days, 11:50:50, time: 1.272, data_time: 0.067, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8906, loss_cls: 1.0799, loss: 1.0799, grad_norm: 7.7516 2022-03-03 01:49:34,916 - mmaction - INFO - Epoch [357][1560/1878] lr: 1.000e-05, eta: 7 days, 11:50:04, time: 1.267, data_time: 0.067, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8820, loss_cls: 1.1208, loss: 1.1208, grad_norm: 7.7438 2022-03-03 01:50:00,305 - mmaction - INFO - Epoch [357][1580/1878] lr: 1.000e-05, eta: 7 days, 11:49:18, time: 1.269, data_time: 0.063, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8969, loss_cls: 1.0480, loss: 1.0480, grad_norm: 7.5952 2022-03-03 01:50:25,928 - mmaction - INFO - Epoch [357][1600/1878] lr: 1.000e-05, eta: 7 days, 11:48:33, time: 1.281, data_time: 0.065, memory: 9654, top1_acc: 0.7398, top5_acc: 0.8895, loss_cls: 1.0842, loss: 1.0842, grad_norm: 7.7538 2022-03-03 01:50:51,433 - mmaction - INFO - Epoch [357][1620/1878] lr: 1.000e-05, eta: 7 days, 11:47:48, time: 1.276, data_time: 0.068, memory: 9654, top1_acc: 0.7484, top5_acc: 0.9000, loss_cls: 1.0260, loss: 1.0260, grad_norm: 7.6275 2022-03-03 01:51:17,262 - mmaction - INFO - Epoch [357][1640/1878] lr: 1.000e-05, eta: 7 days, 11:47:04, time: 1.290, data_time: 0.063, memory: 9654, top1_acc: 0.7531, top5_acc: 0.8930, loss_cls: 1.0681, loss: 1.0681, grad_norm: 7.6750 2022-03-03 01:51:42,539 - mmaction - INFO - Epoch [357][1660/1878] lr: 1.000e-05, eta: 7 days, 11:46:18, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8996, loss_cls: 1.0164, loss: 1.0164, grad_norm: 7.7172 2022-03-03 01:52:07,791 - mmaction - INFO - Epoch [357][1680/1878] lr: 1.000e-05, eta: 7 days, 11:45:32, time: 1.263, data_time: 0.067, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8801, loss_cls: 1.0907, loss: 1.0907, grad_norm: 7.6051 2022-03-03 01:52:33,193 - mmaction - INFO - Epoch [357][1700/1878] lr: 1.000e-05, eta: 7 days, 11:44:47, time: 1.270, data_time: 0.069, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8801, loss_cls: 1.1093, loss: 1.1093, grad_norm: 7.7499 2022-03-03 01:52:58,597 - mmaction - INFO - Epoch [357][1720/1878] lr: 1.000e-05, eta: 7 days, 11:44:01, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8816, loss_cls: 1.1233, loss: 1.1233, grad_norm: 7.8289 2022-03-03 01:53:24,125 - mmaction - INFO - Epoch [357][1740/1878] lr: 1.000e-05, eta: 7 days, 11:43:16, time: 1.277, data_time: 0.066, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8891, loss_cls: 1.1173, loss: 1.1173, grad_norm: 7.8557 2022-03-03 01:53:49,512 - mmaction - INFO - Epoch [357][1760/1878] lr: 1.000e-05, eta: 7 days, 11:42:30, time: 1.270, data_time: 0.064, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8887, loss_cls: 1.1367, loss: 1.1367, grad_norm: 8.1158 2022-03-03 01:54:15,195 - mmaction - INFO - Epoch [357][1780/1878] lr: 1.000e-05, eta: 7 days, 11:41:46, time: 1.284, data_time: 0.068, memory: 9654, top1_acc: 0.7480, top5_acc: 0.8926, loss_cls: 1.0586, loss: 1.0586, grad_norm: 7.7054 2022-03-03 01:54:40,537 - mmaction - INFO - Epoch [357][1800/1878] lr: 1.000e-05, eta: 7 days, 11:41:00, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.7410, top5_acc: 0.8992, loss_cls: 1.0646, loss: 1.0646, grad_norm: 7.7505 2022-03-03 01:55:05,969 - mmaction - INFO - Epoch [357][1820/1878] lr: 1.000e-05, eta: 7 days, 11:40:15, time: 1.272, data_time: 0.066, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8867, loss_cls: 1.1175, loss: 1.1175, grad_norm: 7.6775 2022-03-03 01:55:31,348 - mmaction - INFO - Epoch [357][1840/1878] lr: 1.000e-05, eta: 7 days, 11:39:29, time: 1.269, data_time: 0.069, memory: 9654, top1_acc: 0.7301, top5_acc: 0.8848, loss_cls: 1.1380, loss: 1.1380, grad_norm: 7.9077 2022-03-03 01:55:56,994 - mmaction - INFO - Epoch [357][1860/1878] lr: 1.000e-05, eta: 7 days, 11:38:44, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7426, top5_acc: 0.9016, loss_cls: 1.0717, loss: 1.0717, grad_norm: 7.8952 2022-03-03 01:56:24,094 - mmaction - INFO - Running Precise BN for 200 iterations 2022-03-03 01:56:24,175 - mmaction - INFO - 110 BN found 2022-03-03 02:00:57,578 - mmaction - INFO - BN stats updated 2022-03-03 02:00:59,652 - mmaction - INFO - Saving checkpoint at 357 epochs 2022-03-03 02:01:02,381 - mmaction - INFO - 0 subbns modified to 1. 2022-03-03 02:02:53,961 - mmaction - INFO - Epoch [358][20/1878] lr: 1.000e-05, eta: 7 days, 11:40:17, time: 5.578, data_time: 4.239, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8969, loss_cls: 1.0639, loss: 1.0639, grad_norm: 7.8533 2022-03-03 02:03:18,416 - mmaction - INFO - Epoch [358][40/1878] lr: 1.000e-05, eta: 7 days, 11:39:29, time: 1.223, data_time: 0.071, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8930, loss_cls: 1.0581, loss: 1.0581, grad_norm: 7.5653 2022-03-03 02:03:42,847 - mmaction - INFO - Epoch [358][60/1878] lr: 1.000e-05, eta: 7 days, 11:38:41, time: 1.221, data_time: 0.066, memory: 9654, top1_acc: 0.7414, top5_acc: 0.8965, loss_cls: 1.0562, loss: 1.0562, grad_norm: 7.6543 2022-03-03 02:04:07,429 - mmaction - INFO - Epoch [358][80/1878] lr: 1.000e-05, eta: 7 days, 11:37:53, time: 1.226, data_time: 0.069, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8922, loss_cls: 1.0638, loss: 1.0638, grad_norm: 7.6261 2022-03-03 02:04:32,372 - mmaction - INFO - Epoch [358][100/1878] lr: 1.000e-05, eta: 7 days, 11:37:07, time: 1.251, data_time: 0.069, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8852, loss_cls: 1.0965, loss: 1.0965, grad_norm: 7.7191 2022-03-03 02:04:57,757 - mmaction - INFO - Epoch [358][120/1878] lr: 1.000e-05, eta: 7 days, 11:36:21, time: 1.269, data_time: 0.064, memory: 9654, top1_acc: 0.7457, top5_acc: 0.8945, loss_cls: 1.0458, loss: 1.0458, grad_norm: 7.5171 2022-03-03 02:05:22,962 - mmaction - INFO - Epoch [358][140/1878] lr: 1.000e-05, eta: 7 days, 11:35:35, time: 1.261, data_time: 0.067, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8977, loss_cls: 1.0559, loss: 1.0559, grad_norm: 7.5694 2022-03-03 02:05:48,438 - mmaction - INFO - Epoch [358][160/1878] lr: 1.000e-05, eta: 7 days, 11:34:50, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8906, loss_cls: 1.0953, loss: 1.0953, grad_norm: 7.7642 2022-03-03 02:06:13,739 - mmaction - INFO - Epoch [358][180/1878] lr: 1.000e-05, eta: 7 days, 11:34:04, time: 1.265, data_time: 0.063, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8941, loss_cls: 1.0912, loss: 1.0912, grad_norm: 7.7792 2022-03-03 02:06:38,805 - mmaction - INFO - Epoch [358][200/1878] lr: 1.000e-05, eta: 7 days, 11:33:18, time: 1.253, data_time: 0.067, memory: 9654, top1_acc: 0.7598, top5_acc: 0.8965, loss_cls: 1.0296, loss: 1.0296, grad_norm: 7.5412 2022-03-03 02:07:04,086 - mmaction - INFO - Epoch [358][220/1878] lr: 1.000e-05, eta: 7 days, 11:32:32, time: 1.264, data_time: 0.066, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8961, loss_cls: 1.0907, loss: 1.0907, grad_norm: 7.8727 2022-03-03 02:07:29,503 - mmaction - INFO - Epoch [358][240/1878] lr: 1.000e-05, eta: 7 days, 11:31:47, time: 1.271, data_time: 0.062, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8871, loss_cls: 1.0798, loss: 1.0798, grad_norm: 7.6454 2022-03-03 02:07:54,730 - mmaction - INFO - Epoch [358][260/1878] lr: 1.000e-05, eta: 7 days, 11:31:01, time: 1.260, data_time: 0.067, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8852, loss_cls: 1.0641, loss: 1.0641, grad_norm: 7.6865 2022-03-03 02:08:20,119 - mmaction - INFO - Epoch [358][280/1878] lr: 1.000e-05, eta: 7 days, 11:30:15, time: 1.269, data_time: 0.067, memory: 9654, top1_acc: 0.7547, top5_acc: 0.8887, loss_cls: 1.0617, loss: 1.0617, grad_norm: 7.6483 2022-03-03 02:08:45,505 - mmaction - INFO - Epoch [358][300/1878] lr: 1.000e-05, eta: 7 days, 11:29:30, time: 1.270, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8812, loss_cls: 1.1383, loss: 1.1383, grad_norm: 7.8154 2022-03-03 02:09:10,624 - mmaction - INFO - Epoch [358][320/1878] lr: 1.000e-05, eta: 7 days, 11:28:44, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8930, loss_cls: 1.0785, loss: 1.0785, grad_norm: 7.6139 2022-03-03 02:09:36,091 - mmaction - INFO - Epoch [358][340/1878] lr: 1.000e-05, eta: 7 days, 11:27:58, time: 1.274, data_time: 0.061, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8855, loss_cls: 1.0863, loss: 1.0863, grad_norm: 7.5892 2022-03-03 02:10:01,658 - mmaction - INFO - Epoch [358][360/1878] lr: 1.000e-05, eta: 7 days, 11:27:13, time: 1.278, data_time: 0.065, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8777, loss_cls: 1.1367, loss: 1.1367, grad_norm: 7.9112 2022-03-03 02:10:27,133 - mmaction - INFO - Epoch [358][380/1878] lr: 1.000e-05, eta: 7 days, 11:26:28, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7434, top5_acc: 0.8871, loss_cls: 1.0942, loss: 1.0942, grad_norm: 7.8460 2022-03-03 02:10:52,777 - mmaction - INFO - Epoch [358][400/1878] lr: 1.000e-05, eta: 7 days, 11:25:43, time: 1.282, data_time: 0.063, memory: 9654, top1_acc: 0.7535, top5_acc: 0.8973, loss_cls: 1.0474, loss: 1.0474, grad_norm: 7.6600 2022-03-03 02:11:17,953 - mmaction - INFO - Epoch [358][420/1878] lr: 1.000e-05, eta: 7 days, 11:24:58, time: 1.259, data_time: 0.067, memory: 9654, top1_acc: 0.7512, top5_acc: 0.8977, loss_cls: 1.0691, loss: 1.0691, grad_norm: 7.7528 2022-03-03 02:11:43,148 - mmaction - INFO - Epoch [358][440/1878] lr: 1.000e-05, eta: 7 days, 11:24:12, time: 1.260, data_time: 0.061, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8895, loss_cls: 1.0903, loss: 1.0903, grad_norm: 7.7660 2022-03-03 02:12:08,872 - mmaction - INFO - Epoch [358][460/1878] lr: 1.000e-05, eta: 7 days, 11:23:27, time: 1.286, data_time: 0.069, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8883, loss_cls: 1.0868, loss: 1.0868, grad_norm: 7.7847 2022-03-03 02:12:34,119 - mmaction - INFO - Epoch [358][480/1878] lr: 1.000e-05, eta: 7 days, 11:22:41, time: 1.262, data_time: 0.069, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8879, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.9095 2022-03-03 02:12:59,393 - mmaction - INFO - Epoch [358][500/1878] lr: 1.000e-05, eta: 7 days, 11:21:56, time: 1.264, data_time: 0.064, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8922, loss_cls: 1.0894, loss: 1.0894, grad_norm: 7.6259 2022-03-03 02:13:25,148 - mmaction - INFO - Epoch [358][520/1878] lr: 1.000e-05, eta: 7 days, 11:21:11, time: 1.287, data_time: 0.068, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8879, loss_cls: 1.0987, loss: 1.0987, grad_norm: 7.7540 2022-03-03 02:13:50,467 - mmaction - INFO - Epoch [358][540/1878] lr: 1.000e-05, eta: 7 days, 11:20:26, time: 1.266, data_time: 0.070, memory: 9654, top1_acc: 0.7559, top5_acc: 0.8926, loss_cls: 1.0994, loss: 1.0994, grad_norm: 7.7575 2022-03-03 02:14:15,751 - mmaction - INFO - Epoch [358][560/1878] lr: 1.000e-05, eta: 7 days, 11:19:40, time: 1.265, data_time: 0.066, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8891, loss_cls: 1.1068, loss: 1.1068, grad_norm: 7.6487 2022-03-03 02:14:41,109 - mmaction - INFO - Epoch [358][580/1878] lr: 1.000e-05, eta: 7 days, 11:18:55, time: 1.267, data_time: 0.061, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8879, loss_cls: 1.1070, loss: 1.1070, grad_norm: 7.7997 2022-03-03 02:15:06,910 - mmaction - INFO - Epoch [358][600/1878] lr: 1.000e-05, eta: 7 days, 11:18:10, time: 1.290, data_time: 0.063, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8984, loss_cls: 1.0452, loss: 1.0452, grad_norm: 7.5427 2022-03-03 02:15:32,538 - mmaction - INFO - Epoch [358][620/1878] lr: 1.000e-05, eta: 7 days, 11:17:26, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7648, top5_acc: 0.8977, loss_cls: 1.0098, loss: 1.0098, grad_norm: 7.4605 2022-03-03 02:15:58,163 - mmaction - INFO - Epoch [358][640/1878] lr: 1.000e-05, eta: 7 days, 11:16:41, time: 1.282, data_time: 0.062, memory: 9654, top1_acc: 0.7566, top5_acc: 0.8973, loss_cls: 1.0579, loss: 1.0579, grad_norm: 7.4965 2022-03-03 02:16:23,648 - mmaction - INFO - Epoch [358][660/1878] lr: 1.000e-05, eta: 7 days, 11:15:56, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8883, loss_cls: 1.1049, loss: 1.1049, grad_norm: 7.8181 2022-03-03 02:16:49,168 - mmaction - INFO - Epoch [358][680/1878] lr: 1.000e-05, eta: 7 days, 11:15:11, time: 1.277, data_time: 0.065, memory: 9654, top1_acc: 0.7387, top5_acc: 0.8875, loss_cls: 1.1203, loss: 1.1203, grad_norm: 7.7893 2022-03-03 02:17:14,866 - mmaction - INFO - Epoch [358][700/1878] lr: 1.000e-05, eta: 7 days, 11:14:26, time: 1.284, data_time: 0.068, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8980, loss_cls: 1.0269, loss: 1.0269, grad_norm: 7.7921 2022-03-03 02:17:40,255 - mmaction - INFO - Epoch [358][720/1878] lr: 1.000e-05, eta: 7 days, 11:13:41, time: 1.270, data_time: 0.059, memory: 9654, top1_acc: 0.7469, top5_acc: 0.8945, loss_cls: 1.0531, loss: 1.0531, grad_norm: 7.5321 2022-03-03 02:18:05,795 - mmaction - INFO - Epoch [358][740/1878] lr: 1.000e-05, eta: 7 days, 11:12:56, time: 1.277, data_time: 0.061, memory: 9654, top1_acc: 0.7309, top5_acc: 0.8883, loss_cls: 1.1012, loss: 1.1012, grad_norm: 7.9762 2022-03-03 02:18:31,090 - mmaction - INFO - Epoch [358][760/1878] lr: 1.000e-05, eta: 7 days, 11:12:11, time: 1.264, data_time: 0.070, memory: 9654, top1_acc: 0.7473, top5_acc: 0.8855, loss_cls: 1.0961, loss: 1.0961, grad_norm: 7.5636 2022-03-03 02:18:56,739 - mmaction - INFO - Epoch [358][780/1878] lr: 1.000e-05, eta: 7 days, 11:11:26, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8828, loss_cls: 1.1151, loss: 1.1151, grad_norm: 7.7761 2022-03-03 02:19:22,336 - mmaction - INFO - Epoch [358][800/1878] lr: 1.000e-05, eta: 7 days, 11:10:41, time: 1.279, data_time: 0.067, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8879, loss_cls: 1.0737, loss: 1.0737, grad_norm: 7.7666 2022-03-03 02:19:47,531 - mmaction - INFO - Epoch [358][820/1878] lr: 1.000e-05, eta: 7 days, 11:09:56, time: 1.261, data_time: 0.064, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8863, loss_cls: 1.1048, loss: 1.1048, grad_norm: 7.7755 2022-03-03 02:20:13,444 - mmaction - INFO - Epoch [358][840/1878] lr: 1.000e-05, eta: 7 days, 11:09:12, time: 1.295, data_time: 0.062, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8906, loss_cls: 1.0873, loss: 1.0873, grad_norm: 7.6900 2022-03-03 02:20:39,070 - mmaction - INFO - Epoch [358][860/1878] lr: 1.000e-05, eta: 7 days, 11:08:27, time: 1.281, data_time: 0.063, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0749, loss: 1.0749, grad_norm: 7.7364 2022-03-03 02:21:04,661 - mmaction - INFO - Epoch [358][880/1878] lr: 1.000e-05, eta: 7 days, 11:07:42, time: 1.279, data_time: 0.061, memory: 9654, top1_acc: 0.7285, top5_acc: 0.8730, loss_cls: 1.1649, loss: 1.1649, grad_norm: 7.6892 2022-03-03 02:21:29,941 - mmaction - INFO - Epoch [358][900/1878] lr: 1.000e-05, eta: 7 days, 11:06:57, time: 1.265, data_time: 0.069, memory: 9654, top1_acc: 0.7582, top5_acc: 0.9000, loss_cls: 1.0288, loss: 1.0288, grad_norm: 7.5034 2022-03-03 02:21:55,748 - mmaction - INFO - Epoch [358][920/1878] lr: 1.000e-05, eta: 7 days, 11:06:13, time: 1.290, data_time: 0.068, memory: 9654, top1_acc: 0.7406, top5_acc: 0.8910, loss_cls: 1.0691, loss: 1.0691, grad_norm: 7.6121 2022-03-03 02:22:21,386 - mmaction - INFO - Epoch [358][940/1878] lr: 1.000e-05, eta: 7 days, 11:05:28, time: 1.282, data_time: 0.074, memory: 9654, top1_acc: 0.7375, top5_acc: 0.8859, loss_cls: 1.0983, loss: 1.0983, grad_norm: 7.9727 2022-03-03 02:22:47,079 - mmaction - INFO - Epoch [358][960/1878] lr: 1.000e-05, eta: 7 days, 11:04:44, time: 1.285, data_time: 0.067, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8816, loss_cls: 1.1075, loss: 1.1075, grad_norm: 7.8814 2022-03-03 02:23:12,853 - mmaction - INFO - Epoch [358][980/1878] lr: 1.000e-05, eta: 7 days, 11:03:59, time: 1.288, data_time: 0.068, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8953, loss_cls: 1.0707, loss: 1.0707, grad_norm: 7.7007 2022-03-03 02:23:38,202 - mmaction - INFO - Epoch [358][1000/1878] lr: 1.000e-05, eta: 7 days, 11:03:14, time: 1.268, data_time: 0.070, memory: 9654, top1_acc: 0.7332, top5_acc: 0.8832, loss_cls: 1.1090, loss: 1.1090, grad_norm: 7.7791 2022-03-03 02:24:03,926 - mmaction - INFO - Epoch [358][1020/1878] lr: 1.000e-05, eta: 7 days, 11:02:30, time: 1.286, data_time: 0.065, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8875, loss_cls: 1.0904, loss: 1.0904, grad_norm: 7.6769 2022-03-03 02:24:29,301 - mmaction - INFO - Epoch [358][1040/1878] lr: 1.000e-05, eta: 7 days, 11:01:45, time: 1.269, data_time: 0.070, memory: 9654, top1_acc: 0.7355, top5_acc: 0.8969, loss_cls: 1.0548, loss: 1.0548, grad_norm: 7.6896 2022-03-03 02:24:55,117 - mmaction - INFO - Epoch [358][1060/1878] lr: 1.000e-05, eta: 7 days, 11:01:01, time: 1.290, data_time: 0.067, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8953, loss_cls: 1.0880, loss: 1.0880, grad_norm: 7.8565 2022-03-03 02:25:20,540 - mmaction - INFO - Epoch [358][1080/1878] lr: 1.000e-05, eta: 7 days, 11:00:15, time: 1.271, data_time: 0.066, memory: 9654, top1_acc: 0.7531, top5_acc: 0.8906, loss_cls: 1.0686, loss: 1.0686, grad_norm: 7.5617 2022-03-03 02:25:45,986 - mmaction - INFO - Epoch [358][1100/1878] lr: 1.000e-05, eta: 7 days, 10:59:30, time: 1.273, data_time: 0.069, memory: 9654, top1_acc: 0.7367, top5_acc: 0.8895, loss_cls: 1.0778, loss: 1.0778, grad_norm: 7.6365 2022-03-03 02:26:11,575 - mmaction - INFO - Epoch [358][1120/1878] lr: 1.000e-05, eta: 7 days, 10:58:46, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8816, loss_cls: 1.0998, loss: 1.0998, grad_norm: 7.6294 2022-03-03 02:26:37,130 - mmaction - INFO - Epoch [358][1140/1878] lr: 1.000e-05, eta: 7 days, 10:58:01, time: 1.277, data_time: 0.064, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8949, loss_cls: 1.1093, loss: 1.1093, grad_norm: 7.7935 2022-03-03 02:27:02,780 - mmaction - INFO - Epoch [358][1160/1878] lr: 1.000e-05, eta: 7 days, 10:57:16, time: 1.283, data_time: 0.066, memory: 9654, top1_acc: 0.7277, top5_acc: 0.8898, loss_cls: 1.0991, loss: 1.0991, grad_norm: 7.8310 2022-03-03 02:27:28,595 - mmaction - INFO - Epoch [358][1180/1878] lr: 1.000e-05, eta: 7 days, 10:56:32, time: 1.290, data_time: 0.070, memory: 9654, top1_acc: 0.7422, top5_acc: 0.8891, loss_cls: 1.0740, loss: 1.0740, grad_norm: 7.7235 2022-03-03 02:27:54,225 - mmaction - INFO - Epoch [358][1200/1878] lr: 1.000e-05, eta: 7 days, 10:55:48, time: 1.281, data_time: 0.068, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8969, loss_cls: 1.0451, loss: 1.0451, grad_norm: 7.6215 2022-03-03 02:28:19,914 - mmaction - INFO - Epoch [358][1220/1878] lr: 1.000e-05, eta: 7 days, 10:55:03, time: 1.285, data_time: 0.065, memory: 9654, top1_acc: 0.7461, top5_acc: 0.8922, loss_cls: 1.0977, loss: 1.0977, grad_norm: 7.8832 2022-03-03 02:28:45,475 - mmaction - INFO - Epoch [358][1240/1878] lr: 1.000e-05, eta: 7 days, 10:54:19, time: 1.279, data_time: 0.062, memory: 9654, top1_acc: 0.7555, top5_acc: 0.8926, loss_cls: 1.0575, loss: 1.0575, grad_norm: 7.6645 2022-03-03 02:29:10,801 - mmaction - INFO - Epoch [358][1260/1878] lr: 1.000e-05, eta: 7 days, 10:53:33, time: 1.265, data_time: 0.067, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8852, loss_cls: 1.1020, loss: 1.1020, grad_norm: 7.6680 2022-03-03 02:29:36,329 - mmaction - INFO - Epoch [358][1280/1878] lr: 1.000e-05, eta: 7 days, 10:52:49, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7316, top5_acc: 0.8844, loss_cls: 1.1217, loss: 1.1217, grad_norm: 7.8388 2022-03-03 02:30:01,934 - mmaction - INFO - Epoch [358][1300/1878] lr: 1.000e-05, eta: 7 days, 10:52:04, time: 1.279, data_time: 0.064, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8867, loss_cls: 1.0965, loss: 1.0965, grad_norm: 7.8407 2022-03-03 02:30:27,965 - mmaction - INFO - Epoch [358][1320/1878] lr: 1.000e-05, eta: 7 days, 10:51:21, time: 1.302, data_time: 0.067, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8812, loss_cls: 1.0969, loss: 1.0969, grad_norm: 7.5336 2022-03-03 02:30:53,658 - mmaction - INFO - Epoch [358][1340/1878] lr: 1.000e-05, eta: 7 days, 10:50:36, time: 1.286, data_time: 0.073, memory: 9654, top1_acc: 0.7379, top5_acc: 0.8871, loss_cls: 1.0941, loss: 1.0941, grad_norm: 7.5570 2022-03-03 02:31:19,328 - mmaction - INFO - Epoch [358][1360/1878] lr: 1.000e-05, eta: 7 days, 10:49:52, time: 1.282, data_time: 0.063, memory: 9654, top1_acc: 0.7465, top5_acc: 0.8910, loss_cls: 1.0764, loss: 1.0764, grad_norm: 7.6696 2022-03-03 02:31:44,885 - mmaction - INFO - Epoch [358][1380/1878] lr: 1.000e-05, eta: 7 days, 10:49:07, time: 1.279, data_time: 0.060, memory: 9654, top1_acc: 0.7508, top5_acc: 0.8996, loss_cls: 1.0464, loss: 1.0464, grad_norm: 7.7651 2022-03-03 02:32:10,387 - mmaction - INFO - Epoch [358][1400/1878] lr: 1.000e-05, eta: 7 days, 10:48:22, time: 1.275, data_time: 0.065, memory: 9654, top1_acc: 0.7438, top5_acc: 0.8852, loss_cls: 1.1174, loss: 1.1174, grad_norm: 7.5955 2022-03-03 02:32:35,736 - mmaction - INFO - Epoch [358][1420/1878] lr: 1.000e-05, eta: 7 days, 10:47:37, time: 1.267, data_time: 0.064, memory: 9654, top1_acc: 0.7445, top5_acc: 0.8922, loss_cls: 1.0553, loss: 1.0553, grad_norm: 7.7595 2022-03-03 02:33:01,556 - mmaction - INFO - Epoch [358][1440/1878] lr: 1.000e-05, eta: 7 days, 10:46:53, time: 1.292, data_time: 0.066, memory: 9654, top1_acc: 0.7605, top5_acc: 0.9043, loss_cls: 1.0107, loss: 1.0107, grad_norm: 7.5904 2022-03-03 02:33:27,205 - mmaction - INFO - Epoch [358][1460/1878] lr: 1.000e-05, eta: 7 days, 10:46:09, time: 1.282, data_time: 0.068, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8918, loss_cls: 1.0943, loss: 1.0943, grad_norm: 7.7295 2022-03-03 02:33:52,894 - mmaction - INFO - Epoch [358][1480/1878] lr: 1.000e-05, eta: 7 days, 10:45:25, time: 1.285, data_time: 0.066, memory: 9654, top1_acc: 0.7383, top5_acc: 0.8949, loss_cls: 1.1174, loss: 1.1174, grad_norm: 7.9964 2022-03-03 02:34:18,347 - mmaction - INFO - Epoch [358][1500/1878] lr: 1.000e-05, eta: 7 days, 10:44:40, time: 1.273, data_time: 0.065, memory: 9654, top1_acc: 0.7461, top5_acc: 0.9000, loss_cls: 1.0536, loss: 1.0536, grad_norm: 7.7208 2022-03-03 02:34:43,926 - mmaction - INFO - Epoch [358][1520/1878] lr: 1.000e-05, eta: 7 days, 10:43:55, time: 1.278, data_time: 0.066, memory: 9654, top1_acc: 0.7488, top5_acc: 0.8891, loss_cls: 1.1033, loss: 1.1033, grad_norm: 7.9161 2022-03-03 02:35:09,389 - mmaction - INFO - Epoch [358][1540/1878] lr: 1.000e-05, eta: 7 days, 10:43:10, time: 1.274, data_time: 0.064, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8926, loss_cls: 1.1023, loss: 1.1023, grad_norm: 7.8847 2022-03-03 02:35:34,910 - mmaction - INFO - Epoch [358][1560/1878] lr: 1.000e-05, eta: 7 days, 10:42:25, time: 1.276, data_time: 0.065, memory: 9654, top1_acc: 0.7320, top5_acc: 0.8793, loss_cls: 1.1625, loss: 1.1625, grad_norm: 8.0135 2022-03-03 02:36:00,496 - mmaction - INFO - Epoch [358][1580/1878] lr: 1.000e-05, eta: 7 days, 10:41:41, time: 1.280, data_time: 0.074, memory: 9654, top1_acc: 0.7477, top5_acc: 0.8875, loss_cls: 1.0675, loss: 1.0675, grad_norm: 7.6567 2022-03-03 02:36:26,100 - mmaction - INFO - Epoch [358][1600/1878] lr: 1.000e-05, eta: 7 days, 10:40:56, time: 1.279, data_time: 0.069, memory: 9654, top1_acc: 0.7543, top5_acc: 0.8992, loss_cls: 1.0103, loss: 1.0103, grad_norm: 7.5018 2022-03-03 02:36:51,183 - mmaction - INFO - Epoch [358][1620/1878] lr: 1.000e-05, eta: 7 days, 10:40:10, time: 1.255, data_time: 0.063, memory: 9654, top1_acc: 0.7441, top5_acc: 0.8895, loss_cls: 1.0918, loss: 1.0918, grad_norm: 7.6024 2022-03-03 02:37:16,680 - mmaction - INFO - Epoch [358][1640/1878] lr: 1.000e-05, eta: 7 days, 10:39:26, time: 1.274, data_time: 0.068, memory: 9654, top1_acc: 0.7352, top5_acc: 0.8855, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.9426 2022-03-03 02:37:41,968 - mmaction - INFO - Epoch [358][1660/1878] lr: 1.000e-05, eta: 7 days, 10:38:40, time: 1.264, data_time: 0.068, memory: 9654, top1_acc: 0.7281, top5_acc: 0.8871, loss_cls: 1.1464, loss: 1.1464, grad_norm: 8.0150 2022-03-03 02:38:07,664 - mmaction - INFO - Epoch [358][1680/1878] lr: 1.000e-05, eta: 7 days, 10:37:56, time: 1.285, data_time: 0.068, memory: 9654, top1_acc: 0.7391, top5_acc: 0.8891, loss_cls: 1.1054, loss: 1.1054, grad_norm: 7.7014 2022-03-03 02:38:32,777 - mmaction - INFO - Epoch [358][1700/1878] lr: 1.000e-05, eta: 7 days, 10:37:10, time: 1.255, data_time: 0.062, memory: 9654, top1_acc: 0.7426, top5_acc: 0.8918, loss_cls: 1.0858, loss: 1.0858, grad_norm: 7.7480 2022-03-03 02:38:58,617 - mmaction - INFO - Epoch [358][1720/1878] lr: 1.000e-05, eta: 7 days, 10:36:26, time: 1.293, data_time: 0.066, memory: 9654, top1_acc: 0.7430, top5_acc: 0.8832, loss_cls: 1.0932, loss: 1.0932, grad_norm: 7.6268 2022-03-03 02:39:24,124 - mmaction - INFO - Epoch [358][1740/1878] lr: 1.000e-05, eta: 7 days, 10:35:42, time: 1.274, data_time: 0.070, memory: 9654, top1_acc: 0.7449, top5_acc: 0.8781, loss_cls: 1.1125, loss: 1.1125, grad_norm: 7.7332 2022-03-03 02:39:49,728 - mmaction - INFO - Epoch [358][1760/1878] lr: 1.000e-05, eta: 7 days, 10:34:57, time: 1.282, data_time: 0.070, memory: 9654, top1_acc: 0.7418, top5_acc: 0.8871, loss_cls: 1.0999, loss: 1.0999, grad_norm: 7.8555 2022-03-03 02:40:15,836 - mmaction - INFO - Epoch [358][1780/1878] lr: 1.000e-05, eta: 7 days, 10:34:14, time: 1.303, data_time: 0.068, memory: 9654, top1_acc: 0.7137, top5_acc: 0.8801, loss_cls: 1.1635, loss: 1.1635, grad_norm: 7.8664 2022-03-03 02:40:41,414 - mmaction - INFO - Epoch [358][1800/1878] lr: 1.000e-05, eta: 7 days, 10:33:30, time: 1.280, data_time: 0.068, memory: 9654, top1_acc: 0.7496, top5_acc: 0.8887, loss_cls: 1.0692, loss: 1.0692, grad_norm: 7.5555 2022-03-03 02:41:06,912 - mmaction - INFO - Epoch [358][1820/1878] lr: 1.000e-05, eta: 7 days, 10:32:45, time: 1.274, data_time: 0.063, memory: 9654, top1_acc: 0.7402, top5_acc: 0.8930, loss_cls: 1.0772, loss: 1.0772, grad_norm: 7.8578 2022-03-03 02:41:32,463 - mmaction - INFO - Epoch [358][1840/1878] lr: 1.000e-05, eta: 7 days, 10:32:00, time: 1.278, data_time: 0.069, memory: 9654, top1_acc: 0.7492, top5_acc: 0.8961, loss_cls: 1.0456, loss: 1.0456, grad_norm: 7.7432 2022-03-03 02:41:58,197 - mmaction - INFO - Epoch [358][1860/1878] lr: 1.000e-05, eta: 7 days, 10:31:16, time: 1.286, data_time: 0.066, memory: 9654, top1_acc: 0.7340, top5_acc: 0.8844, loss_cls: 1.1378, loss: 1.1378, grad_norm: 8.1429 2022-03-03 02:42:23,137 - mmaction - INFO - Saving checkpoint at 358 epochs