2021-07-18 18:12:40,511 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-36) PyTorch: 1.8.1+cu102 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=10.2, CUDNN_VERSION=7.6.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.9.1+cu102 OpenCV: 4.1.1 MMCV: 1.3.8 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 10.2 MMAction2: 0.15.0+1aeabf5 ------------------------------------------------------------ 2021-07-18 18:12:40,512 - mmaction - INFO - Distributed training: True 2021-07-18 18:12:41,439 - mmaction - INFO - Config: model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, out_indices=(2, 3), conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), neck=dict( type='TPN', in_channels=(1024, 2048), out_channels=1024, spatial_modulation_cfg=dict( in_channels=(1024, 2048), out_channels=2048), temporal_modulation_cfg=dict(downsample_scales=(8, 8)), upsample_cfg=dict(scale_factor=(1, 1, 1)), downsample_cfg=dict(downsample_scale=(1, 1, 1)), level_fusion_cfg=dict( in_channels=(1024, 1024), mid_channels=(1024, 1024), out_channels=2048, downsample_scales=((1, 1, 1), (1, 1, 1))), aux_head_cfg=dict(out_channels=400, loss_weight=0.5)), cls_head=dict( type='TPNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.01), train_cfg=None, test_cfg=dict(average_clips='prob')) checkpoint_config = dict(interval=1) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'VideoDataset' data_root = '/mnt/lustre/share_data/openmmlab/datasets/mmaction2/kinetics_400_train_320' data_root_val = '/mnt/lustre/share_data/openmmlab/datasets/mmaction2/kinetics_400_val_320' ann_file_train = 'data/kinetics_vtrain_list.txt' ann_file_val = 'data/kinetics_vval_list.txt' mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict( type='DecordInit', 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='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='DecordDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='ColorJitter'), 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='DecordInit', 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='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', 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']) ] test_pipeline = [ dict( type='DecordInit', 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='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='DecordDecode'), 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=8, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type='VideoDataset', ann_file='data/kinetics_vtrain_list.txt', data_prefix= '/mnt/lustre/share_data/openmmlab/datasets/mmaction2/kinetics_400_train_320', pipeline=[ dict( type='DecordInit', 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='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='DecordDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='ColorJitter'), 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='VideoDataset', ann_file='data/kinetics_vval_list.txt', data_prefix= '/mnt/lustre/share_data/openmmlab/datasets/mmaction2/kinetics_400_val_320', pipeline=[ dict( type='DecordInit', 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='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', 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']) ]), test=dict( type='VideoDataset', ann_file='data/kinetics_vval_list.txt', data_prefix= '/mnt/lustre/share_data/openmmlab/datasets/mmaction2/kinetics_400_val_320', pipeline=[ dict( type='DecordInit', 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='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='DecordDecode'), 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']) ])) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) optimizer = dict(type='SGD', lr=0.2, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='CosineAnnealing', by_epoch=False, min_lr=0) total_epochs = 150 work_dir = './work_dirs/tpn' gpu_ids = range(0, 16) omnisource = False module_hooks = [] 2021-07-18 18:12:55,501 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC1-10-198-4-71, work_dir: /mnt/cache/duanhaodong1/mma2-ssl/work_dirs/tpn 2021-07-18 18:12:55,503 - mmaction - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- 2021-07-18 18:12:55,503 - mmaction - INFO - workflow: [('train', 1)], max: 150 epochs 2021-07-18 18:21:04,280 - mmaction - INFO - Epoch [1][20/1879] lr: 2.000e-01, eta: 79 days, 16:52:35, time: 24.434, data_time: 23.706, memory: 6921, loss_aux: 3.1592, top1_acc: 0.0043, top5_acc: 0.0207, loss_cls: 6.6106, loss: 9.7697, grad_norm: 3.5826 2021-07-18 18:21:15,878 - mmaction - INFO - Epoch [1][40/1879] lr: 2.000e-01, eta: 40 days, 19:09:44, time: 0.582, data_time: 0.008, memory: 6921, loss_aux: 3.1751, top1_acc: 0.0063, top5_acc: 0.0238, loss_cls: 6.3574, loss: 9.5325, grad_norm: 2.1895 2021-07-18 18:21:27,816 - mmaction - INFO - Epoch [1][60/1879] lr: 2.000e-01, eta: 27 days, 20:17:56, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 3.0485, top1_acc: 0.0051, top5_acc: 0.0289, loss_cls: 6.0376, loss: 9.0861, grad_norm: 1.3205 2021-07-18 18:21:39,435 - mmaction - INFO - Epoch [1][80/1879] lr: 2.000e-01, eta: 21 days, 8:33:20, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 2.9975, top1_acc: 0.0094, top5_acc: 0.0336, loss_cls: 5.9302, loss: 8.9278, grad_norm: 1.1965 2021-07-18 18:21:51,228 - mmaction - INFO - Epoch [1][100/1879] lr: 2.000e-01, eta: 17 days, 11:14:34, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 2.9633, top1_acc: 0.0094, top5_acc: 0.0379, loss_cls: 5.8957, loss: 8.8589, grad_norm: 1.0787 2021-07-18 18:22:02,832 - mmaction - INFO - Epoch [1][120/1879] lr: 2.000e-01, eta: 14 days, 20:55:19, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 2.9616, top1_acc: 0.0078, top5_acc: 0.0379, loss_cls: 5.8798, loss: 8.8414, grad_norm: 0.9496 2021-07-18 18:22:14,420 - mmaction - INFO - Epoch [1][140/1879] lr: 2.000e-01, eta: 13 days, 0:23:26, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 2.9268, top1_acc: 0.0090, top5_acc: 0.0406, loss_cls: 5.8382, loss: 8.7651, grad_norm: 0.9078 2021-07-18 18:22:26,006 - mmaction - INFO - Epoch [1][160/1879] lr: 2.000e-01, eta: 11 days, 14:58:42, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 2.9189, top1_acc: 0.0090, top5_acc: 0.0477, loss_cls: 5.8236, loss: 8.7425, grad_norm: 0.8956 2021-07-18 18:22:37,714 - mmaction - INFO - Epoch [1][180/1879] lr: 2.000e-01, eta: 10 days, 13:03:06, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 2.9193, top1_acc: 0.0078, top5_acc: 0.0375, loss_cls: 5.8434, loss: 8.7628, grad_norm: 0.7986 2021-07-18 18:22:50,993 - mmaction - INFO - Epoch [1][200/1879] lr: 2.000e-01, eta: 9 days, 16:55:16, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 2.9085, top1_acc: 0.0152, top5_acc: 0.0523, loss_cls: 5.7869, loss: 8.6954, grad_norm: 1.0021 2021-07-18 18:23:09,675 - mmaction - INFO - Epoch [1][220/1879] lr: 2.000e-01, eta: 9 days, 2:22:46, time: 0.935, data_time: 0.003, memory: 6921, loss_aux: 2.8990, top1_acc: 0.0121, top5_acc: 0.0484, loss_cls: 5.7810, loss: 8.6800, grad_norm: 0.8350 2021-07-18 18:23:21,726 - mmaction - INFO - Epoch [1][240/1879] lr: 2.000e-01, eta: 8 days, 12:05:49, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 2.8946, top1_acc: 0.0133, top5_acc: 0.0477, loss_cls: 5.7737, loss: 8.6683, grad_norm: 0.8721 2021-07-18 18:23:35,532 - mmaction - INFO - Epoch [1][260/1879] lr: 2.000e-01, eta: 8 days, 0:32:18, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 2.8879, top1_acc: 0.0145, top5_acc: 0.0496, loss_cls: 5.7696, loss: 8.6576, grad_norm: 0.8504 2021-07-18 18:23:47,363 - mmaction - INFO - Epoch [1][280/1879] lr: 2.000e-01, eta: 7 days, 14:04:35, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 2.8870, top1_acc: 0.0141, top5_acc: 0.0590, loss_cls: 5.7680, loss: 8.6549, grad_norm: 0.8322 2021-07-18 18:23:59,398 - mmaction - INFO - Epoch [1][300/1879] lr: 2.000e-01, eta: 7 days, 5:01:47, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 2.8923, top1_acc: 0.0109, top5_acc: 0.0574, loss_cls: 5.7755, loss: 8.6678, grad_norm: 0.8113 2021-07-18 18:24:13,245 - mmaction - INFO - Epoch [1][320/1879] lr: 2.000e-01, eta: 6 days, 21:36:20, time: 0.696, data_time: 0.008, memory: 6921, loss_aux: 2.8771, top1_acc: 0.0125, top5_acc: 0.0555, loss_cls: 5.7560, loss: 8.6330, grad_norm: 0.8223 2021-07-18 18:24:26,019 - mmaction - INFO - Epoch [1][340/1879] lr: 2.000e-01, eta: 6 days, 14:48:00, time: 0.641, data_time: 0.005, memory: 6921, loss_aux: 2.8699, top1_acc: 0.0187, top5_acc: 0.0641, loss_cls: 5.7184, loss: 8.5883, grad_norm: 0.8162 2021-07-18 18:24:38,575 - mmaction - INFO - Epoch [1][360/1879] lr: 2.000e-01, eta: 6 days, 8:41:41, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 2.8717, top1_acc: 0.0148, top5_acc: 0.0527, loss_cls: 5.7314, loss: 8.6031, grad_norm: 0.8020 2021-07-18 18:24:50,074 - mmaction - INFO - Epoch [1][380/1879] lr: 2.000e-01, eta: 6 days, 3:00:48, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 2.8761, top1_acc: 0.0164, top5_acc: 0.0633, loss_cls: 5.7270, loss: 8.6030, grad_norm: 0.8142 2021-07-18 18:25:03,230 - mmaction - INFO - Epoch [1][400/1879] lr: 2.000e-01, eta: 5 days, 22:13:32, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 2.8528, top1_acc: 0.0133, top5_acc: 0.0648, loss_cls: 5.6903, loss: 8.5431, grad_norm: 0.8056 2021-07-18 18:25:16,449 - mmaction - INFO - Epoch [1][420/1879] lr: 2.000e-01, eta: 5 days, 17:54:14, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 2.8530, top1_acc: 0.0203, top5_acc: 0.0672, loss_cls: 5.6872, loss: 8.5403, grad_norm: 0.8544 2021-07-18 18:25:29,135 - mmaction - INFO - Epoch [1][440/1879] lr: 2.000e-01, eta: 5 days, 13:52:25, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 2.8524, top1_acc: 0.0145, top5_acc: 0.0660, loss_cls: 5.6735, loss: 8.5259, grad_norm: 0.8392 2021-07-18 18:25:40,762 - mmaction - INFO - Epoch [1][460/1879] lr: 2.000e-01, eta: 5 days, 10:01:37, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 2.8392, top1_acc: 0.0176, top5_acc: 0.0676, loss_cls: 5.6556, loss: 8.4949, grad_norm: 0.8587 2021-07-18 18:25:52,161 - mmaction - INFO - Epoch [1][480/1879] lr: 2.000e-01, eta: 5 days, 6:27:17, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 2.8454, top1_acc: 0.0156, top5_acc: 0.0684, loss_cls: 5.6689, loss: 8.5143, grad_norm: 0.8609 2021-07-18 18:26:05,168 - mmaction - INFO - Epoch [1][500/1879] lr: 2.000e-01, eta: 5 days, 3:25:11, time: 0.650, data_time: 0.005, memory: 6921, loss_aux: 2.8544, top1_acc: 0.0164, top5_acc: 0.0613, loss_cls: 5.6704, loss: 8.5247, grad_norm: 0.8489 2021-07-18 18:26:23,163 - mmaction - INFO - Epoch [1][520/1879] lr: 2.000e-01, eta: 5 days, 1:21:58, time: 0.899, data_time: 0.003, memory: 6921, loss_aux: 2.8373, top1_acc: 0.0207, top5_acc: 0.0629, loss_cls: 5.6320, loss: 8.4693, grad_norm: 0.8435 2021-07-18 18:26:37,478 - mmaction - INFO - Epoch [1][540/1879] lr: 2.000e-01, eta: 4 days, 22:55:59, time: 0.715, data_time: 0.004, memory: 6921, loss_aux: 2.8394, top1_acc: 0.0223, top5_acc: 0.0754, loss_cls: 5.6308, loss: 8.4702, grad_norm: 0.8240 2021-07-18 18:26:48,623 - mmaction - INFO - Epoch [1][560/1879] lr: 2.000e-01, eta: 4 days, 20:14:11, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 2.8326, top1_acc: 0.0219, top5_acc: 0.0742, loss_cls: 5.6122, loss: 8.4448, grad_norm: 0.8536 2021-07-18 18:27:03,099 - mmaction - INFO - Epoch [1][580/1879] lr: 2.000e-01, eta: 4 days, 18:10:18, time: 0.724, data_time: 0.004, memory: 6921, loss_aux: 2.8321, top1_acc: 0.0184, top5_acc: 0.0719, loss_cls: 5.6127, loss: 8.4448, grad_norm: 0.8393 2021-07-18 18:27:16,700 - mmaction - INFO - Epoch [1][600/1879] lr: 2.000e-01, eta: 4 days, 16:07:19, time: 0.677, data_time: 0.006, memory: 6921, loss_aux: 2.8352, top1_acc: 0.0187, top5_acc: 0.0691, loss_cls: 5.6025, loss: 8.4377, grad_norm: 0.8334 2021-07-18 18:27:28,099 - mmaction - INFO - Epoch [1][620/1879] lr: 2.000e-01, eta: 4 days, 13:56:28, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 2.8272, top1_acc: 0.0227, top5_acc: 0.0746, loss_cls: 5.5960, loss: 8.4232, grad_norm: 0.8644 2021-07-18 18:27:40,459 - mmaction - INFO - Epoch [1][640/1879] lr: 2.000e-01, eta: 4 days, 12:00:22, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 2.8110, top1_acc: 0.0148, top5_acc: 0.0793, loss_cls: 5.5811, loss: 8.3921, grad_norm: 0.8622 2021-07-18 18:27:54,258 - mmaction - INFO - Epoch [1][660/1879] lr: 2.000e-01, eta: 4 days, 10:20:41, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 2.8076, top1_acc: 0.0207, top5_acc: 0.0789, loss_cls: 5.5568, loss: 8.3644, grad_norm: 0.8704 2021-07-18 18:28:05,856 - mmaction - INFO - Epoch [1][680/1879] lr: 2.000e-01, eta: 4 days, 8:33:14, time: 0.585, data_time: 0.008, memory: 6921, loss_aux: 2.8095, top1_acc: 0.0297, top5_acc: 0.0809, loss_cls: 5.5490, loss: 8.3585, grad_norm: 0.8522 2021-07-18 18:28:18,103 - mmaction - INFO - Epoch [1][700/1879] lr: 2.000e-01, eta: 4 days, 6:55:29, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 2.8260, top1_acc: 0.0195, top5_acc: 0.0801, loss_cls: 5.5978, loss: 8.4238, grad_norm: 0.8395 2021-07-18 18:28:32,081 - mmaction - INFO - Epoch [1][720/1879] lr: 2.000e-01, eta: 4 days, 5:34:32, time: 0.699, data_time: 0.004, memory: 6921, loss_aux: 2.8140, top1_acc: 0.0191, top5_acc: 0.0793, loss_cls: 5.5630, loss: 8.3770, grad_norm: 0.8217 2021-07-18 18:28:50,626 - mmaction - INFO - Epoch [1][740/1879] lr: 2.000e-01, eta: 4 days, 4:46:39, time: 0.926, data_time: 0.005, memory: 6921, loss_aux: 2.8053, top1_acc: 0.0246, top5_acc: 0.0813, loss_cls: 5.5382, loss: 8.3435, grad_norm: 0.8308 2021-07-18 18:29:02,581 - mmaction - INFO - Epoch [1][760/1879] lr: 2.000e-01, eta: 4 days, 3:20:57, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 2.7967, top1_acc: 0.0187, top5_acc: 0.0781, loss_cls: 5.5398, loss: 8.3364, grad_norm: 0.7919 2021-07-18 18:29:15,424 - mmaction - INFO - Epoch [1][780/1879] lr: 2.000e-01, eta: 4 days, 2:04:52, time: 0.643, data_time: 0.056, memory: 6921, loss_aux: 2.8056, top1_acc: 0.0187, top5_acc: 0.0715, loss_cls: 5.5380, loss: 8.3436, grad_norm: 0.7892 2021-07-18 18:29:30,901 - mmaction - INFO - Epoch [1][800/1879] lr: 2.000e-01, eta: 4 days, 1:07:48, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 2.7753, top1_acc: 0.0254, top5_acc: 0.0906, loss_cls: 5.4918, loss: 8.2671, grad_norm: 0.8223 2021-07-18 18:29:45,395 - mmaction - INFO - Epoch [1][820/1879] lr: 2.000e-01, eta: 4 days, 0:08:02, time: 0.725, data_time: 0.005, memory: 6921, loss_aux: 2.8291, top1_acc: 0.0207, top5_acc: 0.0789, loss_cls: 5.5486, loss: 8.3777, grad_norm: 0.8366 2021-07-18 18:29:56,541 - mmaction - INFO - Epoch [1][840/1879] lr: 2.000e-01, eta: 3 days, 22:52:38, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 2.8080, top1_acc: 0.0223, top5_acc: 0.0867, loss_cls: 5.5412, loss: 8.3492, grad_norm: 0.8117 2021-07-18 18:30:13,321 - mmaction - INFO - Epoch [1][860/1879] lr: 2.000e-01, eta: 3 days, 22:11:00, time: 0.837, data_time: 0.002, memory: 6921, loss_aux: 2.7950, top1_acc: 0.0250, top5_acc: 0.0914, loss_cls: 5.5007, loss: 8.2957, grad_norm: 0.7700 2021-07-18 18:30:25,154 - mmaction - INFO - Epoch [1][880/1879] lr: 2.000e-01, eta: 3 days, 21:05:18, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 2.7828, top1_acc: 0.0238, top5_acc: 0.0836, loss_cls: 5.4749, loss: 8.2577, grad_norm: 0.7967 2021-07-18 18:30:36,726 - mmaction - INFO - Epoch [1][900/1879] lr: 2.000e-01, eta: 3 days, 20:01:01, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 2.7910, top1_acc: 0.0262, top5_acc: 0.0922, loss_cls: 5.5003, loss: 8.2913, grad_norm: 0.8092 2021-07-18 18:30:47,999 - mmaction - INFO - Epoch [1][920/1879] lr: 2.000e-01, eta: 3 days, 18:58:00, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 2.7947, top1_acc: 0.0246, top5_acc: 0.0844, loss_cls: 5.4889, loss: 8.2836, grad_norm: 0.7919 2021-07-18 18:30:59,868 - mmaction - INFO - Epoch [1][940/1879] lr: 2.000e-01, eta: 3 days, 18:00:40, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 2.7641, top1_acc: 0.0191, top5_acc: 0.0938, loss_cls: 5.4521, loss: 8.2162, grad_norm: 0.8136 2021-07-18 18:31:11,491 - mmaction - INFO - Epoch [1][960/1879] lr: 2.000e-01, eta: 3 days, 17:04:23, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 2.7779, top1_acc: 0.0234, top5_acc: 0.0910, loss_cls: 5.4563, loss: 8.2342, grad_norm: 0.8045 2021-07-18 18:31:23,195 - mmaction - INFO - Epoch [1][980/1879] lr: 2.000e-01, eta: 3 days, 16:10:54, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 2.7853, top1_acc: 0.0230, top5_acc: 0.0852, loss_cls: 5.4720, loss: 8.2573, grad_norm: 0.8363 2021-07-18 18:31:34,462 - mmaction - INFO - Epoch [1][1000/1879] lr: 2.000e-01, eta: 3 days, 15:17:20, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 2.7771, top1_acc: 0.0238, top5_acc: 0.0863, loss_cls: 5.4717, loss: 8.2487, grad_norm: 0.7935 2021-07-18 18:31:46,534 - mmaction - INFO - Epoch [1][1020/1879] lr: 2.000e-01, eta: 3 days, 14:29:44, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 2.7659, top1_acc: 0.0242, top5_acc: 0.0938, loss_cls: 5.4583, loss: 8.2242, grad_norm: 0.8229 2021-07-18 18:31:58,647 - mmaction - INFO - Epoch [1][1040/1879] lr: 2.000e-01, eta: 3 days, 13:44:03, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 2.7714, top1_acc: 0.0223, top5_acc: 0.0914, loss_cls: 5.4484, loss: 8.2199, grad_norm: 0.8183 2021-07-18 18:32:10,628 - mmaction - INFO - Epoch [1][1060/1879] lr: 2.000e-01, eta: 3 days, 12:59:29, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 2.7733, top1_acc: 0.0266, top5_acc: 0.0961, loss_cls: 5.4612, loss: 8.2345, grad_norm: 0.8397 2021-07-18 18:32:21,714 - mmaction - INFO - Epoch [1][1080/1879] lr: 2.000e-01, eta: 3 days, 12:12:49, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 2.7542, top1_acc: 0.0266, top5_acc: 0.0980, loss_cls: 5.4030, loss: 8.1572, grad_norm: 0.8513 2021-07-18 18:32:35,187 - mmaction - INFO - Epoch [1][1100/1879] lr: 2.000e-01, eta: 3 days, 11:37:52, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 2.7645, top1_acc: 0.0262, top5_acc: 0.0883, loss_cls: 5.4404, loss: 8.2049, grad_norm: 0.8265 2021-07-18 18:32:46,875 - mmaction - INFO - Epoch [1][1120/1879] lr: 2.000e-01, eta: 3 days, 10:56:46, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 2.7497, top1_acc: 0.0301, top5_acc: 0.1016, loss_cls: 5.3804, loss: 8.1301, grad_norm: 0.8672 2021-07-18 18:32:58,718 - mmaction - INFO - Epoch [1][1140/1879] lr: 2.000e-01, eta: 3 days, 10:17:48, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 2.7575, top1_acc: 0.0293, top5_acc: 0.1062, loss_cls: 5.3882, loss: 8.1457, grad_norm: 0.8371 2021-07-18 18:33:14,047 - mmaction - INFO - Epoch [1][1160/1879] lr: 2.000e-01, eta: 3 days, 9:53:57, time: 0.764, data_time: 0.002, memory: 6921, loss_aux: 2.7387, top1_acc: 0.0270, top5_acc: 0.0965, loss_cls: 5.3853, loss: 8.1241, grad_norm: 0.8327 2021-07-18 18:33:26,706 - mmaction - INFO - Epoch [1][1180/1879] lr: 2.000e-01, eta: 3 days, 9:20:27, time: 0.632, data_time: 0.006, memory: 6921, loss_aux: 2.7509, top1_acc: 0.0309, top5_acc: 0.0914, loss_cls: 5.3912, loss: 8.1421, grad_norm: 0.8567 2021-07-18 18:33:38,287 - mmaction - INFO - Epoch [1][1200/1879] lr: 2.000e-01, eta: 3 days, 8:43:58, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 2.7505, top1_acc: 0.0234, top5_acc: 0.0949, loss_cls: 5.4115, loss: 8.1620, grad_norm: 0.8839 2021-07-18 18:33:58,277 - mmaction - INFO - Epoch [1][1220/1879] lr: 2.000e-01, eta: 3 days, 8:40:33, time: 0.996, data_time: 0.003, memory: 6921, loss_aux: 2.7283, top1_acc: 0.0270, top5_acc: 0.1012, loss_cls: 5.3748, loss: 8.1031, grad_norm: 0.8479 2021-07-18 18:34:10,874 - mmaction - INFO - Epoch [1][1240/1879] lr: 2.000e-01, eta: 3 days, 8:10:04, time: 0.635, data_time: 0.018, memory: 6921, loss_aux: 2.7142, top1_acc: 0.0301, top5_acc: 0.1035, loss_cls: 5.3212, loss: 8.0354, grad_norm: 0.8779 2021-07-18 18:34:22,111 - mmaction - INFO - Epoch [1][1260/1879] lr: 2.000e-01, eta: 3 days, 7:35:03, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 2.7147, top1_acc: 0.0281, top5_acc: 0.1137, loss_cls: 5.3215, loss: 8.0362, grad_norm: 0.9083 2021-07-18 18:34:36,211 - mmaction - INFO - Epoch [1][1280/1879] lr: 2.000e-01, eta: 3 days, 7:11:38, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 2.7164, top1_acc: 0.0320, top5_acc: 0.1141, loss_cls: 5.3366, loss: 8.0531, grad_norm: 0.9222 2021-07-18 18:34:48,867 - mmaction - INFO - Epoch [1][1300/1879] lr: 2.000e-01, eta: 3 days, 6:43:41, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 2.7088, top1_acc: 0.0309, top5_acc: 0.1070, loss_cls: 5.3437, loss: 8.0525, grad_norm: 0.8848 2021-07-18 18:34:59,885 - mmaction - INFO - Epoch [1][1320/1879] lr: 2.000e-01, eta: 3 days, 6:10:51, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 2.7264, top1_acc: 0.0324, top5_acc: 0.1020, loss_cls: 5.3517, loss: 8.0781, grad_norm: 0.8903 2021-07-18 18:35:11,370 - mmaction - INFO - Epoch [1][1340/1879] lr: 2.000e-01, eta: 3 days, 5:40:31, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 2.7092, top1_acc: 0.0320, top5_acc: 0.1098, loss_cls: 5.3170, loss: 8.0262, grad_norm: 0.8601 2021-07-18 18:35:23,475 - mmaction - INFO - Epoch [1][1360/1879] lr: 2.000e-01, eta: 3 days, 5:13:14, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 2.7155, top1_acc: 0.0312, top5_acc: 0.1070, loss_cls: 5.3245, loss: 8.0400, grad_norm: 0.9039 2021-07-18 18:35:34,590 - mmaction - INFO - Epoch [1][1380/1879] lr: 2.000e-01, eta: 3 days, 4:43:31, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 2.7016, top1_acc: 0.0324, top5_acc: 0.1227, loss_cls: 5.3178, loss: 8.0194, grad_norm: 0.9087 2021-07-18 18:35:46,083 - mmaction - INFO - Epoch [1][1400/1879] lr: 2.000e-01, eta: 3 days, 4:15:45, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 2.7156, top1_acc: 0.0262, top5_acc: 0.1098, loss_cls: 5.3502, loss: 8.0657, grad_norm: 0.9478 2021-07-18 18:35:57,772 - mmaction - INFO - Epoch [1][1420/1879] lr: 2.000e-01, eta: 3 days, 3:49:26, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 2.7006, top1_acc: 0.0371, top5_acc: 0.1152, loss_cls: 5.2918, loss: 7.9923, grad_norm: 0.9352 2021-07-18 18:36:10,031 - mmaction - INFO - Epoch [1][1440/1879] lr: 2.000e-01, eta: 3 days, 3:25:48, time: 0.614, data_time: 0.006, memory: 6921, loss_aux: 2.6893, top1_acc: 0.0395, top5_acc: 0.1254, loss_cls: 5.2844, loss: 7.9737, grad_norm: 0.9237 2021-07-18 18:36:26,364 - mmaction - INFO - Epoch [1][1460/1879] lr: 2.000e-01, eta: 3 days, 3:15:41, time: 0.815, data_time: 0.002, memory: 6921, loss_aux: 2.7181, top1_acc: 0.0324, top5_acc: 0.1102, loss_cls: 5.3169, loss: 8.0350, grad_norm: 0.9582 2021-07-18 18:36:38,341 - mmaction - INFO - Epoch [1][1480/1879] lr: 2.000e-01, eta: 3 days, 2:52:07, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 2.7086, top1_acc: 0.0297, top5_acc: 0.1164, loss_cls: 5.3094, loss: 8.0180, grad_norm: 0.9283 2021-07-18 18:36:52,780 - mmaction - INFO - Epoch [1][1500/1879] lr: 2.000e-01, eta: 3 days, 2:36:53, time: 0.722, data_time: 0.004, memory: 6921, loss_aux: 2.7029, top1_acc: 0.0359, top5_acc: 0.1195, loss_cls: 5.3217, loss: 8.0246, grad_norm: 0.9001 2021-07-18 18:37:12,445 - mmaction - INFO - Epoch [1][1520/1879] lr: 2.000e-01, eta: 3 days, 2:38:05, time: 0.983, data_time: 0.003, memory: 6921, loss_aux: 2.6812, top1_acc: 0.0348, top5_acc: 0.1203, loss_cls: 5.2833, loss: 7.9645, grad_norm: 0.9157 2021-07-18 18:37:26,155 - mmaction - INFO - Epoch [1][1540/1879] lr: 2.000e-01, eta: 3 days, 2:21:15, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 2.6907, top1_acc: 0.0293, top5_acc: 0.1148, loss_cls: 5.2972, loss: 7.9879, grad_norm: 0.9177 2021-07-18 18:37:37,317 - mmaction - INFO - Epoch [1][1560/1879] lr: 2.000e-01, eta: 3 days, 1:57:10, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 2.6872, top1_acc: 0.0387, top5_acc: 0.1301, loss_cls: 5.2886, loss: 7.9758, grad_norm: 0.9180 2021-07-18 18:37:48,713 - mmaction - INFO - Epoch [1][1580/1879] lr: 2.000e-01, eta: 3 days, 1:34:23, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.6630, top1_acc: 0.0359, top5_acc: 0.1332, loss_cls: 5.2335, loss: 7.8965, grad_norm: 0.9584 2021-07-18 18:37:59,765 - mmaction - INFO - Epoch [1][1600/1879] lr: 2.000e-01, eta: 3 days, 1:11:10, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 2.6461, top1_acc: 0.0418, top5_acc: 0.1453, loss_cls: 5.2080, loss: 7.8541, grad_norm: 0.9594 2021-07-18 18:38:11,563 - mmaction - INFO - Epoch [1][1620/1879] lr: 2.000e-01, eta: 3 days, 0:50:41, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 2.6619, top1_acc: 0.0430, top5_acc: 0.1484, loss_cls: 5.2195, loss: 7.8815, grad_norm: 0.9392 2021-07-18 18:38:23,076 - mmaction - INFO - Epoch [1][1640/1879] lr: 2.000e-01, eta: 3 days, 0:29:49, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 2.6591, top1_acc: 0.0410, top5_acc: 0.1375, loss_cls: 5.2142, loss: 7.8733, grad_norm: 0.9638 2021-07-18 18:38:36,073 - mmaction - INFO - Epoch [1][1660/1879] lr: 2.000e-01, eta: 3 days, 0:13:42, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 2.6491, top1_acc: 0.0457, top5_acc: 0.1414, loss_cls: 5.1862, loss: 7.8353, grad_norm: 1.0021 2021-07-18 18:38:48,004 - mmaction - INFO - Epoch [1][1680/1879] lr: 2.000e-01, eta: 2 days, 23:54:57, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 2.6648, top1_acc: 0.0422, top5_acc: 0.1316, loss_cls: 5.2289, loss: 7.8937, grad_norm: 0.9447 2021-07-18 18:39:00,253 - mmaction - INFO - Epoch [1][1700/1879] lr: 2.000e-01, eta: 2 days, 23:37:24, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 2.6553, top1_acc: 0.0445, top5_acc: 0.1297, loss_cls: 5.2212, loss: 7.8764, grad_norm: 0.9463 2021-07-18 18:39:12,092 - mmaction - INFO - Epoch [1][1720/1879] lr: 2.000e-01, eta: 2 days, 23:19:22, time: 0.594, data_time: 0.006, memory: 6921, loss_aux: 2.6531, top1_acc: 0.0445, top5_acc: 0.1328, loss_cls: 5.2163, loss: 7.8694, grad_norm: 0.9705 2021-07-18 18:39:24,851 - mmaction - INFO - Epoch [1][1740/1879] lr: 2.000e-01, eta: 2 days, 23:04:08, time: 0.639, data_time: 0.003, memory: 6921, loss_aux: 2.6514, top1_acc: 0.0414, top5_acc: 0.1398, loss_cls: 5.2196, loss: 7.8710, grad_norm: 0.9093 2021-07-18 18:39:40,162 - mmaction - INFO - Epoch [1][1760/1879] lr: 2.000e-01, eta: 2 days, 22:55:51, time: 0.763, data_time: 0.005, memory: 6921, loss_aux: 2.6395, top1_acc: 0.0484, top5_acc: 0.1453, loss_cls: 5.2008, loss: 7.8403, grad_norm: 1.0036 2021-07-18 18:39:51,855 - mmaction - INFO - Epoch [1][1780/1879] lr: 2.000e-01, eta: 2 days, 22:38:31, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 2.6389, top1_acc: 0.0434, top5_acc: 0.1391, loss_cls: 5.1959, loss: 7.8348, grad_norm: 0.9953 2021-07-18 18:40:03,175 - mmaction - INFO - Epoch [1][1800/1879] lr: 2.000e-01, eta: 2 days, 22:20:24, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 2.6527, top1_acc: 0.0371, top5_acc: 0.1297, loss_cls: 5.2232, loss: 7.8759, grad_norm: 0.9482 2021-07-18 18:40:14,824 - mmaction - INFO - Epoch [1][1820/1879] lr: 2.000e-01, eta: 2 days, 22:03:31, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 2.6428, top1_acc: 0.0441, top5_acc: 0.1516, loss_cls: 5.1924, loss: 7.8351, grad_norm: 0.9488 2021-07-18 18:40:25,851 - mmaction - INFO - Epoch [1][1840/1879] lr: 2.000e-01, eta: 2 days, 21:45:39, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 2.6253, top1_acc: 0.0406, top5_acc: 0.1445, loss_cls: 5.1605, loss: 7.7858, grad_norm: 0.9752 2021-07-18 18:40:41,686 - mmaction - INFO - Epoch [1][1860/1879] lr: 2.000e-01, eta: 2 days, 21:38:55, time: 0.769, data_time: 0.002, memory: 6921, loss_aux: 2.6312, top1_acc: 0.0379, top5_acc: 0.1328, loss_cls: 5.2071, loss: 7.8383, grad_norm: 0.9646 2021-07-18 18:40:55,978 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-07-18 18:41:18,882 - mmaction - INFO - Epoch [2][20/1879] lr: 2.000e-01, eta: 2 days, 21:03:56, time: 1.046, data_time: 0.337, memory: 6921, loss_aux: 2.6407, top1_acc: 0.0434, top5_acc: 0.1391, loss_cls: 5.1948, loss: 7.8355, grad_norm: 0.9811 2021-07-18 18:41:32,477 - mmaction - INFO - Epoch [2][40/1879] lr: 2.000e-01, eta: 2 days, 20:53:32, time: 0.680, data_time: 0.018, memory: 6921, loss_aux: 2.6234, top1_acc: 0.0434, top5_acc: 0.1496, loss_cls: 5.1687, loss: 7.7921, grad_norm: 0.9766 2021-07-18 18:41:43,687 - mmaction - INFO - Epoch [2][60/1879] lr: 2.000e-01, eta: 2 days, 20:37:37, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 2.6121, top1_acc: 0.0437, top5_acc: 0.1520, loss_cls: 5.1326, loss: 7.7448, grad_norm: 0.9482 2021-07-18 18:41:54,782 - mmaction - INFO - Epoch [2][80/1879] lr: 2.000e-01, eta: 2 days, 20:21:40, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 2.5979, top1_acc: 0.0449, top5_acc: 0.1418, loss_cls: 5.1128, loss: 7.7106, grad_norm: 0.9700 2021-07-18 18:42:06,812 - mmaction - INFO - Epoch [2][100/1879] lr: 2.000e-01, eta: 2 days, 20:08:14, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 2.6162, top1_acc: 0.0453, top5_acc: 0.1484, loss_cls: 5.1475, loss: 7.7637, grad_norm: 0.9593 2021-07-18 18:42:19,640 - mmaction - INFO - Epoch [2][120/1879] lr: 2.000e-01, eta: 2 days, 19:56:59, time: 0.641, data_time: 0.005, memory: 6921, loss_aux: 2.6182, top1_acc: 0.0406, top5_acc: 0.1461, loss_cls: 5.1543, loss: 7.7726, grad_norm: 0.9702 2021-07-18 18:42:32,529 - mmaction - INFO - Epoch [2][140/1879] lr: 2.000e-01, eta: 2 days, 19:45:54, time: 0.641, data_time: 0.013, memory: 6921, loss_aux: 2.6076, top1_acc: 0.0523, top5_acc: 0.1629, loss_cls: 5.1417, loss: 7.7493, grad_norm: 0.9455 2021-07-18 18:42:44,558 - mmaction - INFO - Epoch [2][160/1879] lr: 2.000e-01, eta: 2 days, 19:33:11, time: 0.600, data_time: 0.009, memory: 6921, loss_aux: 2.6054, top1_acc: 0.0469, top5_acc: 0.1461, loss_cls: 5.1335, loss: 7.7389, grad_norm: 0.9768 2021-07-18 18:42:56,930 - mmaction - INFO - Epoch [2][180/1879] lr: 2.000e-01, eta: 2 days, 19:21:48, time: 0.624, data_time: 0.009, memory: 6921, loss_aux: 2.6077, top1_acc: 0.0473, top5_acc: 0.1484, loss_cls: 5.1281, loss: 7.7358, grad_norm: 0.9777 2021-07-18 18:43:09,353 - mmaction - INFO - Epoch [2][200/1879] lr: 2.000e-01, eta: 2 days, 19:10:31, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 2.6133, top1_acc: 0.0414, top5_acc: 0.1500, loss_cls: 5.1329, loss: 7.7462, grad_norm: 0.9804 2021-07-18 18:43:22,117 - mmaction - INFO - Epoch [2][220/1879] lr: 2.000e-01, eta: 2 days, 19:00:09, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 2.5972, top1_acc: 0.0445, top5_acc: 0.1488, loss_cls: 5.1072, loss: 7.7044, grad_norm: 0.9680 2021-07-18 18:43:40,356 - mmaction - INFO - Epoch [2][240/1879] lr: 2.000e-01, eta: 2 days, 19:01:49, time: 0.907, data_time: 0.002, memory: 6921, loss_aux: 2.6179, top1_acc: 0.0484, top5_acc: 0.1477, loss_cls: 5.1533, loss: 7.7712, grad_norm: 0.9793 2021-07-18 18:43:51,358 - mmaction - INFO - Epoch [2][260/1879] lr: 2.000e-01, eta: 2 days, 18:48:10, time: 0.556, data_time: 0.009, memory: 6921, loss_aux: 2.5883, top1_acc: 0.0527, top5_acc: 0.1539, loss_cls: 5.1008, loss: 7.6891, grad_norm: 0.9844 2021-07-18 18:44:02,770 - mmaction - INFO - Epoch [2][280/1879] lr: 2.000e-01, eta: 2 days, 18:35:25, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 2.5779, top1_acc: 0.0500, top5_acc: 0.1594, loss_cls: 5.0742, loss: 7.6520, grad_norm: 1.0300 2021-07-18 18:44:15,181 - mmaction - INFO - Epoch [2][300/1879] lr: 2.000e-01, eta: 2 days, 18:24:59, time: 0.620, data_time: 0.001, memory: 6921, loss_aux: 2.5939, top1_acc: 0.0469, top5_acc: 0.1477, loss_cls: 5.0979, loss: 7.6918, grad_norm: 0.9840 2021-07-18 18:44:26,575 - mmaction - INFO - Epoch [2][320/1879] lr: 2.000e-01, eta: 2 days, 18:12:35, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 2.6077, top1_acc: 0.0504, top5_acc: 0.1547, loss_cls: 5.1248, loss: 7.7325, grad_norm: 0.9520 2021-07-18 18:44:38,748 - mmaction - INFO - Epoch [2][340/1879] lr: 2.000e-01, eta: 2 days, 18:02:03, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 2.5891, top1_acc: 0.0477, top5_acc: 0.1531, loss_cls: 5.1085, loss: 7.6976, grad_norm: 0.9627 2021-07-18 18:44:51,542 - mmaction - INFO - Epoch [2][360/1879] lr: 2.000e-01, eta: 2 days, 17:52:55, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 2.5901, top1_acc: 0.0516, top5_acc: 0.1668, loss_cls: 5.0911, loss: 7.6812, grad_norm: 0.9718 2021-07-18 18:45:02,888 - mmaction - INFO - Epoch [2][380/1879] lr: 2.000e-01, eta: 2 days, 17:41:11, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 2.5925, top1_acc: 0.0539, top5_acc: 0.1543, loss_cls: 5.1264, loss: 7.7188, grad_norm: 0.9329 2021-07-18 18:45:17,726 - mmaction - INFO - Epoch [2][400/1879] lr: 2.000e-01, eta: 2 days, 17:36:38, time: 0.742, data_time: 0.001, memory: 6921, loss_aux: 2.5550, top1_acc: 0.0609, top5_acc: 0.1719, loss_cls: 5.0391, loss: 7.5941, grad_norm: 1.0280 2021-07-18 18:45:30,974 - mmaction - INFO - Epoch [2][420/1879] lr: 2.000e-01, eta: 2 days, 17:28:53, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 2.5792, top1_acc: 0.0492, top5_acc: 0.1582, loss_cls: 5.0645, loss: 7.6438, grad_norm: 0.9843 2021-07-18 18:45:43,085 - mmaction - INFO - Epoch [2][440/1879] lr: 2.000e-01, eta: 2 days, 17:19:08, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 2.5635, top1_acc: 0.0520, top5_acc: 0.1656, loss_cls: 5.0496, loss: 7.6131, grad_norm: 0.9499 2021-07-18 18:45:55,074 - mmaction - INFO - Epoch [2][460/1879] lr: 2.000e-01, eta: 2 days, 17:09:12, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 2.5617, top1_acc: 0.0547, top5_acc: 0.1750, loss_cls: 5.0416, loss: 7.6034, grad_norm: 1.0312 2021-07-18 18:46:07,923 - mmaction - INFO - Epoch [2][480/1879] lr: 2.000e-01, eta: 2 days, 17:01:08, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 2.5719, top1_acc: 0.0543, top5_acc: 0.1664, loss_cls: 5.0422, loss: 7.6141, grad_norm: 1.0114 2021-07-18 18:46:20,298 - mmaction - INFO - Epoch [2][500/1879] lr: 2.000e-01, eta: 2 days, 16:52:17, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 2.5515, top1_acc: 0.0480, top5_acc: 0.1664, loss_cls: 5.0361, loss: 7.5877, grad_norm: 0.9693 2021-07-18 18:46:31,966 - mmaction - INFO - Epoch [2][520/1879] lr: 2.000e-01, eta: 2 days, 16:42:13, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 2.5897, top1_acc: 0.0445, top5_acc: 0.1535, loss_cls: 5.0966, loss: 7.6863, grad_norm: 1.0180 2021-07-18 18:46:46,925 - mmaction - INFO - Epoch [2][540/1879] lr: 2.000e-01, eta: 2 days, 16:38:43, time: 0.750, data_time: 0.003, memory: 6921, loss_aux: 2.5791, top1_acc: 0.0477, top5_acc: 0.1656, loss_cls: 5.0848, loss: 7.6638, grad_norm: 0.9514 2021-07-18 18:47:00,981 - mmaction - INFO - Epoch [2][560/1879] lr: 2.000e-01, eta: 2 days, 16:33:14, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 2.5690, top1_acc: 0.0457, top5_acc: 0.1617, loss_cls: 5.0653, loss: 7.6343, grad_norm: 0.9706 2021-07-18 18:47:12,648 - mmaction - INFO - Epoch [2][580/1879] lr: 2.000e-01, eta: 2 days, 16:23:43, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 2.5767, top1_acc: 0.0508, top5_acc: 0.1598, loss_cls: 5.0696, loss: 7.6463, grad_norm: 0.9754 2021-07-18 18:47:24,241 - mmaction - INFO - Epoch [2][600/1879] lr: 2.000e-01, eta: 2 days, 16:14:04, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 2.5746, top1_acc: 0.0598, top5_acc: 0.1715, loss_cls: 5.0612, loss: 7.6358, grad_norm: 0.9800 2021-07-18 18:47:36,194 - mmaction - INFO - Epoch [2][620/1879] lr: 2.000e-01, eta: 2 days, 16:05:15, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 2.5697, top1_acc: 0.0539, top5_acc: 0.1602, loss_cls: 5.0636, loss: 7.6333, grad_norm: 0.9412 2021-07-18 18:47:47,819 - mmaction - INFO - Epoch [2][640/1879] lr: 2.000e-01, eta: 2 days, 15:55:27, time: 0.568, data_time: 0.001, memory: 6921, loss_aux: 2.5513, top1_acc: 0.0551, top5_acc: 0.1746, loss_cls: 5.0036, loss: 7.5549, grad_norm: 0.9951 2021-07-18 18:48:00,601 - mmaction - INFO - Epoch [2][660/1879] lr: 2.000e-01, eta: 2 days, 15:48:50, time: 0.651, data_time: 0.015, memory: 6921, loss_aux: 2.5404, top1_acc: 0.0559, top5_acc: 0.1742, loss_cls: 5.0246, loss: 7.5649, grad_norm: 0.9903 2021-07-18 18:48:12,010 - mmaction - INFO - Epoch [2][680/1879] lr: 2.000e-01, eta: 2 days, 15:39:23, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.5690, top1_acc: 0.0504, top5_acc: 0.1590, loss_cls: 5.0792, loss: 7.6482, grad_norm: 0.9333 2021-07-18 18:48:24,828 - mmaction - INFO - Epoch [2][700/1879] lr: 2.000e-01, eta: 2 days, 15:32:40, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 2.5518, top1_acc: 0.0563, top5_acc: 0.1719, loss_cls: 5.0113, loss: 7.5631, grad_norm: 0.9643 2021-07-18 18:48:37,167 - mmaction - INFO - Epoch [2][720/1879] lr: 2.000e-01, eta: 2 days, 15:25:04, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 2.5602, top1_acc: 0.0477, top5_acc: 0.1762, loss_cls: 5.0485, loss: 7.6088, grad_norm: 0.9790 2021-07-18 18:48:49,425 - mmaction - INFO - Epoch [2][740/1879] lr: 2.000e-01, eta: 2 days, 15:17:35, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 2.5447, top1_acc: 0.0516, top5_acc: 0.1805, loss_cls: 5.0130, loss: 7.5576, grad_norm: 1.0004 2021-07-18 18:49:00,741 - mmaction - INFO - Epoch [2][760/1879] lr: 2.000e-01, eta: 2 days, 15:08:29, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.5433, top1_acc: 0.0613, top5_acc: 0.1781, loss_cls: 5.0022, loss: 7.5456, grad_norm: 0.9660 2021-07-18 18:49:13,285 - mmaction - INFO - Epoch [2][780/1879] lr: 2.000e-01, eta: 2 days, 15:01:40, time: 0.627, data_time: 0.007, memory: 6921, loss_aux: 2.5195, top1_acc: 0.0629, top5_acc: 0.1781, loss_cls: 4.9615, loss: 7.4810, grad_norm: 1.0080 2021-07-18 18:49:24,960 - mmaction - INFO - Epoch [2][800/1879] lr: 2.000e-01, eta: 2 days, 14:53:28, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 2.5120, top1_acc: 0.0563, top5_acc: 0.1781, loss_cls: 4.9358, loss: 7.4478, grad_norm: 1.0356 2021-07-18 18:49:37,110 - mmaction - INFO - Epoch [2][820/1879] lr: 2.000e-01, eta: 2 days, 14:46:07, time: 0.606, data_time: 0.028, memory: 6921, loss_aux: 2.5375, top1_acc: 0.0516, top5_acc: 0.1645, loss_cls: 5.0116, loss: 7.5491, grad_norm: 0.9979 2021-07-18 18:49:50,501 - mmaction - INFO - Epoch [2][840/1879] lr: 2.000e-01, eta: 2 days, 14:41:04, time: 0.670, data_time: 0.005, memory: 6921, loss_aux: 2.5102, top1_acc: 0.0633, top5_acc: 0.1977, loss_cls: 4.9367, loss: 7.4469, grad_norm: 1.0147 2021-07-18 18:50:05,346 - mmaction - INFO - Epoch [2][860/1879] lr: 2.000e-01, eta: 2 days, 14:38:35, time: 0.743, data_time: 0.005, memory: 6921, loss_aux: 2.5263, top1_acc: 0.0637, top5_acc: 0.1777, loss_cls: 4.9930, loss: 7.5193, grad_norm: 1.0155 2021-07-18 18:50:16,410 - mmaction - INFO - Epoch [2][880/1879] lr: 2.000e-01, eta: 2 days, 14:29:42, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 2.5549, top1_acc: 0.0508, top5_acc: 0.1637, loss_cls: 5.0266, loss: 7.5816, grad_norm: 0.9559 2021-07-18 18:50:27,874 - mmaction - INFO - Epoch [2][900/1879] lr: 2.000e-01, eta: 2 days, 14:21:38, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 2.5279, top1_acc: 0.0563, top5_acc: 0.1863, loss_cls: 4.9494, loss: 7.4773, grad_norm: 1.0140 2021-07-18 18:50:40,740 - mmaction - INFO - Epoch [2][920/1879] lr: 2.000e-01, eta: 2 days, 14:16:02, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 2.5237, top1_acc: 0.0551, top5_acc: 0.1758, loss_cls: 4.9639, loss: 7.4876, grad_norm: 1.0204 2021-07-18 18:50:52,307 - mmaction - INFO - Epoch [2][940/1879] lr: 2.000e-01, eta: 2 days, 14:08:23, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 2.5123, top1_acc: 0.0613, top5_acc: 0.1875, loss_cls: 4.9507, loss: 7.4630, grad_norm: 1.0361 2021-07-18 18:51:05,384 - mmaction - INFO - Epoch [2][960/1879] lr: 1.999e-01, eta: 2 days, 14:03:14, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 2.4982, top1_acc: 0.0691, top5_acc: 0.1895, loss_cls: 4.9120, loss: 7.4102, grad_norm: 1.0150 2021-07-18 18:51:18,505 - mmaction - INFO - Epoch [2][980/1879] lr: 1.999e-01, eta: 2 days, 13:58:17, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 2.4960, top1_acc: 0.0605, top5_acc: 0.1941, loss_cls: 4.9195, loss: 7.4156, grad_norm: 1.0342 2021-07-18 18:51:30,624 - mmaction - INFO - Epoch [2][1000/1879] lr: 1.999e-01, eta: 2 days, 13:51:45, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 2.5230, top1_acc: 0.0613, top5_acc: 0.1906, loss_cls: 4.9613, loss: 7.4844, grad_norm: 0.9867 2021-07-18 18:51:42,061 - mmaction - INFO - Epoch [2][1020/1879] lr: 1.999e-01, eta: 2 days, 13:44:13, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 2.5245, top1_acc: 0.0602, top5_acc: 0.1770, loss_cls: 4.9628, loss: 7.4873, grad_norm: 1.0184 2021-07-18 18:51:56,742 - mmaction - INFO - Epoch [2][1040/1879] lr: 1.999e-01, eta: 2 days, 13:41:54, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 2.5313, top1_acc: 0.0527, top5_acc: 0.1875, loss_cls: 4.9622, loss: 7.4935, grad_norm: 1.0535 2021-07-18 18:52:10,126 - mmaction - INFO - Epoch [2][1060/1879] lr: 1.999e-01, eta: 2 days, 13:37:30, time: 0.666, data_time: 0.007, memory: 6921, loss_aux: 2.5126, top1_acc: 0.0617, top5_acc: 0.1887, loss_cls: 4.9334, loss: 7.4460, grad_norm: 1.0286 2021-07-18 18:52:21,934 - mmaction - INFO - Epoch [2][1080/1879] lr: 1.999e-01, eta: 2 days, 13:30:57, time: 0.595, data_time: 0.007, memory: 6921, loss_aux: 2.5286, top1_acc: 0.0609, top5_acc: 0.1891, loss_cls: 4.9736, loss: 7.5022, grad_norm: 1.0403 2021-07-18 18:52:33,339 - mmaction - INFO - Epoch [2][1100/1879] lr: 1.999e-01, eta: 2 days, 13:23:41, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.5263, top1_acc: 0.0586, top5_acc: 0.1859, loss_cls: 4.9474, loss: 7.4736, grad_norm: 1.0501 2021-07-18 18:52:46,193 - mmaction - INFO - Epoch [2][1120/1879] lr: 1.999e-01, eta: 2 days, 13:18:47, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 2.4982, top1_acc: 0.0711, top5_acc: 0.2039, loss_cls: 4.9121, loss: 7.4103, grad_norm: 1.0539 2021-07-18 18:52:57,866 - mmaction - INFO - Epoch [2][1140/1879] lr: 1.999e-01, eta: 2 days, 13:12:07, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 2.5202, top1_acc: 0.0543, top5_acc: 0.1863, loss_cls: 4.9477, loss: 7.4678, grad_norm: 1.0240 2021-07-18 18:53:09,248 - mmaction - INFO - Epoch [2][1160/1879] lr: 1.999e-01, eta: 2 days, 13:05:06, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 2.4940, top1_acc: 0.0633, top5_acc: 0.1938, loss_cls: 4.9289, loss: 7.4229, grad_norm: 1.0153 2021-07-18 18:53:20,495 - mmaction - INFO - Epoch [2][1180/1879] lr: 1.999e-01, eta: 2 days, 12:57:58, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 2.5017, top1_acc: 0.0625, top5_acc: 0.1844, loss_cls: 4.9214, loss: 7.4231, grad_norm: 1.0025 2021-07-18 18:53:31,862 - mmaction - INFO - Epoch [2][1200/1879] lr: 1.999e-01, eta: 2 days, 12:51:03, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.5085, top1_acc: 0.0531, top5_acc: 0.1766, loss_cls: 4.9453, loss: 7.4538, grad_norm: 1.0508 2021-07-18 18:53:45,026 - mmaction - INFO - Epoch [2][1220/1879] lr: 1.999e-01, eta: 2 days, 12:46:58, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 2.5059, top1_acc: 0.0645, top5_acc: 0.1914, loss_cls: 4.9246, loss: 7.4305, grad_norm: 1.0281 2021-07-18 18:54:00,132 - mmaction - INFO - Epoch [2][1240/1879] lr: 1.999e-01, eta: 2 days, 12:42:56, time: 0.659, data_time: 0.004, memory: 6921, loss_aux: 2.4975, top1_acc: 0.0582, top5_acc: 0.1859, loss_cls: 4.9159, loss: 7.4134, grad_norm: 1.0415 2021-07-18 18:54:15,010 - mmaction - INFO - Epoch [2][1260/1879] lr: 1.999e-01, eta: 2 days, 12:44:23, time: 0.842, data_time: 0.100, memory: 6921, loss_aux: 2.5113, top1_acc: 0.0664, top5_acc: 0.1836, loss_cls: 4.9497, loss: 7.4610, grad_norm: 1.0345 2021-07-18 18:54:26,938 - mmaction - INFO - Epoch [2][1280/1879] lr: 1.999e-01, eta: 2 days, 12:38:35, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 2.5186, top1_acc: 0.0613, top5_acc: 0.1777, loss_cls: 4.9582, loss: 7.4768, grad_norm: 1.0285 2021-07-18 18:54:38,911 - mmaction - INFO - Epoch [2][1300/1879] lr: 1.999e-01, eta: 2 days, 12:32:55, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 2.4957, top1_acc: 0.0664, top5_acc: 0.1859, loss_cls: 4.9223, loss: 7.4180, grad_norm: 1.0172 2021-07-18 18:54:52,041 - mmaction - INFO - Epoch [2][1320/1879] lr: 1.999e-01, eta: 2 days, 12:29:01, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 2.5107, top1_acc: 0.0625, top5_acc: 0.1934, loss_cls: 4.9220, loss: 7.4327, grad_norm: 1.0558 2021-07-18 18:55:06,375 - mmaction - INFO - Epoch [2][1340/1879] lr: 1.999e-01, eta: 2 days, 12:26:47, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 2.5110, top1_acc: 0.0645, top5_acc: 0.1969, loss_cls: 4.9462, loss: 7.4572, grad_norm: 1.0055 2021-07-18 18:55:17,873 - mmaction - INFO - Epoch [2][1360/1879] lr: 1.999e-01, eta: 2 days, 12:20:45, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 2.4876, top1_acc: 0.0727, top5_acc: 0.2043, loss_cls: 4.8880, loss: 7.3756, grad_norm: 1.0424 2021-07-18 18:55:29,212 - mmaction - INFO - Epoch [2][1380/1879] lr: 1.999e-01, eta: 2 days, 12:14:24, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 2.4985, top1_acc: 0.0691, top5_acc: 0.1891, loss_cls: 4.9113, loss: 7.4098, grad_norm: 1.0163 2021-07-18 18:55:42,119 - mmaction - INFO - Epoch [2][1400/1879] lr: 1.999e-01, eta: 2 days, 12:10:19, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 2.4808, top1_acc: 0.0625, top5_acc: 0.1992, loss_cls: 4.8705, loss: 7.3513, grad_norm: 1.0384 2021-07-18 18:55:58,554 - mmaction - INFO - Epoch [2][1420/1879] lr: 1.999e-01, eta: 2 days, 12:11:21, time: 0.824, data_time: 0.006, memory: 6921, loss_aux: 2.4973, top1_acc: 0.0691, top5_acc: 0.2055, loss_cls: 4.8986, loss: 7.3959, grad_norm: 1.0638 2021-07-18 18:56:10,137 - mmaction - INFO - Epoch [2][1440/1879] lr: 1.999e-01, eta: 2 days, 12:05:31, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 2.4880, top1_acc: 0.0711, top5_acc: 0.1977, loss_cls: 4.8779, loss: 7.3659, grad_norm: 1.1005 2021-07-18 18:56:23,986 - mmaction - INFO - Epoch [2][1460/1879] lr: 1.999e-01, eta: 2 days, 12:02:53, time: 0.691, data_time: 0.007, memory: 6921, loss_aux: 2.4893, top1_acc: 0.0641, top5_acc: 0.1961, loss_cls: 4.9022, loss: 7.3915, grad_norm: 1.0332 2021-07-18 18:56:37,488 - mmaction - INFO - Epoch [2][1480/1879] lr: 1.999e-01, eta: 2 days, 11:59:54, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 2.4795, top1_acc: 0.0773, top5_acc: 0.2102, loss_cls: 4.8663, loss: 7.3458, grad_norm: 1.0606 2021-07-18 18:56:49,755 - mmaction - INFO - Epoch [2][1500/1879] lr: 1.999e-01, eta: 2 days, 11:55:09, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 2.4609, top1_acc: 0.0695, top5_acc: 0.2113, loss_cls: 4.8461, loss: 7.3071, grad_norm: 1.0561 2021-07-18 18:57:03,871 - mmaction - INFO - Epoch [2][1520/1879] lr: 1.999e-01, eta: 2 days, 11:53:01, time: 0.706, data_time: 0.003, memory: 6921, loss_aux: 2.4777, top1_acc: 0.0723, top5_acc: 0.2047, loss_cls: 4.8499, loss: 7.3276, grad_norm: 1.0692 2021-07-18 18:57:19,077 - mmaction - INFO - Epoch [2][1540/1879] lr: 1.999e-01, eta: 2 days, 11:52:23, time: 0.760, data_time: 0.005, memory: 6921, loss_aux: 2.4917, top1_acc: 0.0676, top5_acc: 0.1965, loss_cls: 4.8920, loss: 7.3836, grad_norm: 1.0524 2021-07-18 18:57:30,722 - mmaction - INFO - Epoch [2][1560/1879] lr: 1.999e-01, eta: 2 days, 11:46:58, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 2.4735, top1_acc: 0.0641, top5_acc: 0.2023, loss_cls: 4.8510, loss: 7.3245, grad_norm: 1.0724 2021-07-18 18:57:43,496 - mmaction - INFO - Epoch [2][1580/1879] lr: 1.999e-01, eta: 2 days, 11:43:01, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 2.4672, top1_acc: 0.0703, top5_acc: 0.2094, loss_cls: 4.8457, loss: 7.3128, grad_norm: 1.0913 2021-07-18 18:57:54,877 - mmaction - INFO - Epoch [2][1600/1879] lr: 1.999e-01, eta: 2 days, 11:37:24, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 2.4841, top1_acc: 0.0758, top5_acc: 0.1992, loss_cls: 4.8982, loss: 7.3823, grad_norm: 1.0527 2021-07-18 18:58:08,007 - mmaction - INFO - Epoch [2][1620/1879] lr: 1.999e-01, eta: 2 days, 11:34:02, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 2.5036, top1_acc: 0.0723, top5_acc: 0.1996, loss_cls: 4.9033, loss: 7.4068, grad_norm: 1.0729 2021-07-18 18:58:19,480 - mmaction - INFO - Epoch [2][1640/1879] lr: 1.999e-01, eta: 2 days, 11:28:40, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 2.4560, top1_acc: 0.0746, top5_acc: 0.2191, loss_cls: 4.8005, loss: 7.2565, grad_norm: 1.0883 2021-07-18 18:58:30,877 - mmaction - INFO - Epoch [2][1660/1879] lr: 1.999e-01, eta: 2 days, 11:23:11, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.4461, top1_acc: 0.0773, top5_acc: 0.1984, loss_cls: 4.8046, loss: 7.2507, grad_norm: 1.1011 2021-07-18 18:58:42,405 - mmaction - INFO - Epoch [2][1680/1879] lr: 1.999e-01, eta: 2 days, 11:17:47, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 2.4860, top1_acc: 0.0672, top5_acc: 0.1973, loss_cls: 4.8786, loss: 7.3646, grad_norm: 1.0890 2021-07-18 18:58:55,160 - mmaction - INFO - Epoch [2][1700/1879] lr: 1.999e-01, eta: 2 days, 11:14:19, time: 0.643, data_time: 0.008, memory: 6921, loss_aux: 2.4531, top1_acc: 0.0660, top5_acc: 0.2031, loss_cls: 4.8274, loss: 7.2805, grad_norm: 1.0505 2021-07-18 18:59:06,512 - mmaction - INFO - Epoch [2][1720/1879] lr: 1.999e-01, eta: 2 days, 11:08:57, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 2.4710, top1_acc: 0.0656, top5_acc: 0.2074, loss_cls: 4.8621, loss: 7.3330, grad_norm: 1.0383 2021-07-18 18:59:20,054 - mmaction - INFO - Epoch [2][1740/1879] lr: 1.999e-01, eta: 2 days, 11:06:28, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 2.4764, top1_acc: 0.0680, top5_acc: 0.1996, loss_cls: 4.8502, loss: 7.3266, grad_norm: 1.0637 2021-07-18 18:59:34,299 - mmaction - INFO - Epoch [2][1760/1879] lr: 1.999e-01, eta: 2 days, 11:04:50, time: 0.711, data_time: 0.114, memory: 6921, loss_aux: 2.4593, top1_acc: 0.0617, top5_acc: 0.2039, loss_cls: 4.8374, loss: 7.2967, grad_norm: 1.0798 2021-07-18 18:59:46,663 - mmaction - INFO - Epoch [2][1780/1879] lr: 1.999e-01, eta: 2 days, 11:00:52, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 2.4617, top1_acc: 0.0734, top5_acc: 0.2004, loss_cls: 4.8396, loss: 7.3014, grad_norm: 1.0797 2021-07-18 18:59:57,855 - mmaction - INFO - Epoch [2][1800/1879] lr: 1.999e-01, eta: 2 days, 10:55:30, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 2.4737, top1_acc: 0.0672, top5_acc: 0.2105, loss_cls: 4.8404, loss: 7.3140, grad_norm: 1.0782 2021-07-18 19:00:10,101 - mmaction - INFO - Epoch [2][1820/1879] lr: 1.999e-01, eta: 2 days, 10:51:27, time: 0.611, data_time: 0.001, memory: 6921, loss_aux: 2.4606, top1_acc: 0.0699, top5_acc: 0.2074, loss_cls: 4.8263, loss: 7.2869, grad_norm: 1.0719 2021-07-18 19:00:22,886 - mmaction - INFO - Epoch [2][1840/1879] lr: 1.999e-01, eta: 2 days, 10:48:09, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 2.4682, top1_acc: 0.0781, top5_acc: 0.2121, loss_cls: 4.8395, loss: 7.3077, grad_norm: 1.0932 2021-07-18 19:00:34,968 - mmaction - INFO - Epoch [2][1860/1879] lr: 1.999e-01, eta: 2 days, 10:44:00, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 2.4649, top1_acc: 0.0625, top5_acc: 0.2141, loss_cls: 4.8365, loss: 7.3014, grad_norm: 1.0926 2021-07-18 19:00:48,100 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-07-18 19:01:19,578 - mmaction - INFO - Epoch [3][20/1879] lr: 1.999e-01, eta: 2 days, 10:42:55, time: 1.459, data_time: 0.282, memory: 6921, loss_aux: 2.4462, top1_acc: 0.0820, top5_acc: 0.2277, loss_cls: 4.7867, loss: 7.2329, grad_norm: 1.0791 2021-07-18 19:01:36,496 - mmaction - INFO - Epoch [3][40/1879] lr: 1.999e-01, eta: 2 days, 10:44:45, time: 0.845, data_time: 0.005, memory: 6921, loss_aux: 2.4240, top1_acc: 0.0855, top5_acc: 0.2191, loss_cls: 4.7602, loss: 7.1842, grad_norm: 1.1269 2021-07-18 19:01:48,906 - mmaction - INFO - Epoch [3][60/1879] lr: 1.999e-01, eta: 2 days, 10:41:06, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 2.4715, top1_acc: 0.0652, top5_acc: 0.2031, loss_cls: 4.8420, loss: 7.3135, grad_norm: 1.0663 2021-07-18 19:02:01,377 - mmaction - INFO - Epoch [3][80/1879] lr: 1.999e-01, eta: 2 days, 10:37:34, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 2.4408, top1_acc: 0.0727, top5_acc: 0.2160, loss_cls: 4.7911, loss: 7.2319, grad_norm: 1.1262 2021-07-18 19:02:25,769 - mmaction - INFO - Epoch [3][100/1879] lr: 1.999e-01, eta: 2 days, 10:48:16, time: 1.215, data_time: 0.007, memory: 6921, loss_aux: 2.4350, top1_acc: 0.0773, top5_acc: 0.2180, loss_cls: 4.7852, loss: 7.2202, grad_norm: 1.1049 2021-07-18 19:02:38,450 - mmaction - INFO - Epoch [3][120/1879] lr: 1.999e-01, eta: 2 days, 10:45:05, time: 0.638, data_time: 0.013, memory: 6921, loss_aux: 2.4411, top1_acc: 0.0805, top5_acc: 0.2203, loss_cls: 4.7858, loss: 7.2269, grad_norm: 1.1317 2021-07-18 19:02:49,794 - mmaction - INFO - Epoch [3][140/1879] lr: 1.999e-01, eta: 2 days, 10:40:14, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 2.4464, top1_acc: 0.0738, top5_acc: 0.2227, loss_cls: 4.7819, loss: 7.2283, grad_norm: 1.1118 2021-07-18 19:03:01,804 - mmaction - INFO - Epoch [3][160/1879] lr: 1.999e-01, eta: 2 days, 10:36:12, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 2.4373, top1_acc: 0.0715, top5_acc: 0.2199, loss_cls: 4.7660, loss: 7.2033, grad_norm: 1.0861 2021-07-18 19:03:13,197 - mmaction - INFO - Epoch [3][180/1879] lr: 1.999e-01, eta: 2 days, 10:31:30, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.4452, top1_acc: 0.0840, top5_acc: 0.2258, loss_cls: 4.7858, loss: 7.2310, grad_norm: 1.1935 2021-07-18 19:03:25,210 - mmaction - INFO - Epoch [3][200/1879] lr: 1.999e-01, eta: 2 days, 10:27:34, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 2.4655, top1_acc: 0.0676, top5_acc: 0.2168, loss_cls: 4.8156, loss: 7.2812, grad_norm: 1.1029 2021-07-18 19:03:38,119 - mmaction - INFO - Epoch [3][220/1879] lr: 1.999e-01, eta: 2 days, 10:24:38, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 2.4302, top1_acc: 0.0785, top5_acc: 0.2273, loss_cls: 4.7406, loss: 7.1708, grad_norm: 1.1158 2021-07-18 19:03:54,497 - mmaction - INFO - Epoch [3][240/1879] lr: 1.999e-01, eta: 2 days, 10:25:54, time: 0.823, data_time: 0.007, memory: 6921, loss_aux: 2.4149, top1_acc: 0.0848, top5_acc: 0.2383, loss_cls: 4.7342, loss: 7.1490, grad_norm: 1.1159 2021-07-18 19:04:06,912 - mmaction - INFO - Epoch [3][260/1879] lr: 1.999e-01, eta: 2 days, 10:22:31, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 2.4449, top1_acc: 0.0820, top5_acc: 0.2176, loss_cls: 4.7942, loss: 7.2391, grad_norm: 1.1122 2021-07-18 19:04:20,591 - mmaction - INFO - Epoch [3][280/1879] lr: 1.999e-01, eta: 2 days, 10:20:35, time: 0.684, data_time: 0.003, memory: 6921, loss_aux: 2.4353, top1_acc: 0.0770, top5_acc: 0.2227, loss_cls: 4.7764, loss: 7.2117, grad_norm: 1.0998 2021-07-18 19:04:35,199 - mmaction - INFO - Epoch [3][300/1879] lr: 1.999e-01, eta: 2 days, 10:19:45, time: 0.730, data_time: 0.004, memory: 6921, loss_aux: 2.4114, top1_acc: 0.0867, top5_acc: 0.2371, loss_cls: 4.7256, loss: 7.1370, grad_norm: 1.1324 2021-07-18 19:04:47,664 - mmaction - INFO - Epoch [3][320/1879] lr: 1.999e-01, eta: 2 days, 10:16:29, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 2.4455, top1_acc: 0.0746, top5_acc: 0.2207, loss_cls: 4.7700, loss: 7.2155, grad_norm: 1.1219 2021-07-18 19:05:00,359 - mmaction - INFO - Epoch [3][340/1879] lr: 1.999e-01, eta: 2 days, 10:13:30, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 2.4171, top1_acc: 0.0766, top5_acc: 0.2332, loss_cls: 4.7116, loss: 7.1287, grad_norm: 1.1224 2021-07-18 19:05:14,587 - mmaction - INFO - Epoch [3][360/1879] lr: 1.999e-01, eta: 2 days, 10:12:16, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 2.4046, top1_acc: 0.0895, top5_acc: 0.2379, loss_cls: 4.7317, loss: 7.1363, grad_norm: 1.1126 2021-07-18 19:05:26,515 - mmaction - INFO - Epoch [3][380/1879] lr: 1.999e-01, eta: 2 days, 10:08:30, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 2.3986, top1_acc: 0.0789, top5_acc: 0.2445, loss_cls: 4.7009, loss: 7.0995, grad_norm: 1.1143 2021-07-18 19:05:38,828 - mmaction - INFO - Epoch [3][400/1879] lr: 1.999e-01, eta: 2 days, 10:05:11, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 2.4102, top1_acc: 0.0875, top5_acc: 0.2359, loss_cls: 4.7147, loss: 7.1248, grad_norm: 1.1023 2021-07-18 19:05:50,144 - mmaction - INFO - Epoch [3][420/1879] lr: 1.999e-01, eta: 2 days, 10:00:47, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.4391, top1_acc: 0.0813, top5_acc: 0.2266, loss_cls: 4.7491, loss: 7.1883, grad_norm: 1.1181 2021-07-18 19:06:02,449 - mmaction - INFO - Epoch [3][440/1879] lr: 1.999e-01, eta: 2 days, 9:57:30, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 2.4159, top1_acc: 0.0906, top5_acc: 0.2336, loss_cls: 4.7186, loss: 7.1344, grad_norm: 1.1404 2021-07-18 19:06:13,874 - mmaction - INFO - Epoch [3][460/1879] lr: 1.999e-01, eta: 2 days, 9:53:18, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 2.4044, top1_acc: 0.0828, top5_acc: 0.2402, loss_cls: 4.7120, loss: 7.1164, grad_norm: 1.1478 2021-07-18 19:06:26,213 - mmaction - INFO - Epoch [3][480/1879] lr: 1.999e-01, eta: 2 days, 9:50:08, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 2.4006, top1_acc: 0.0805, top5_acc: 0.2371, loss_cls: 4.6912, loss: 7.0917, grad_norm: 1.1174 2021-07-18 19:06:37,387 - mmaction - INFO - Epoch [3][500/1879] lr: 1.999e-01, eta: 2 days, 9:45:41, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 2.4042, top1_acc: 0.0777, top5_acc: 0.2273, loss_cls: 4.7233, loss: 7.1275, grad_norm: 1.1625 2021-07-18 19:06:51,899 - mmaction - INFO - Epoch [3][520/1879] lr: 1.999e-01, eta: 2 days, 9:44:56, time: 0.726, data_time: 0.005, memory: 6921, loss_aux: 2.4063, top1_acc: 0.0883, top5_acc: 0.2301, loss_cls: 4.6876, loss: 7.0939, grad_norm: 1.1389 2021-07-18 19:07:03,675 - mmaction - INFO - Epoch [3][540/1879] lr: 1.999e-01, eta: 2 days, 9:41:04, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 2.3915, top1_acc: 0.0840, top5_acc: 0.2297, loss_cls: 4.6962, loss: 7.0877, grad_norm: 1.1176 2021-07-18 19:07:16,063 - mmaction - INFO - Epoch [3][560/1879] lr: 1.999e-01, eta: 2 days, 9:38:13, time: 0.627, data_time: 0.014, memory: 6921, loss_aux: 2.4119, top1_acc: 0.0902, top5_acc: 0.2313, loss_cls: 4.7156, loss: 7.1275, grad_norm: 1.1304 2021-07-18 19:07:29,146 - mmaction - INFO - Epoch [3][580/1879] lr: 1.999e-01, eta: 2 days, 9:35:58, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 2.3921, top1_acc: 0.0832, top5_acc: 0.2480, loss_cls: 4.6888, loss: 7.0810, grad_norm: 1.1675 2021-07-18 19:07:40,955 - mmaction - INFO - Epoch [3][600/1879] lr: 1.999e-01, eta: 2 days, 9:32:26, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 2.4041, top1_acc: 0.0801, top5_acc: 0.2430, loss_cls: 4.6924, loss: 7.0965, grad_norm: 1.1338 2021-07-18 19:07:53,541 - mmaction - INFO - Epoch [3][620/1879] lr: 1.999e-01, eta: 2 days, 9:29:43, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 2.4082, top1_acc: 0.0848, top5_acc: 0.2363, loss_cls: 4.7201, loss: 7.1282, grad_norm: 1.1474 2021-07-18 19:08:08,723 - mmaction - INFO - Epoch [3][640/1879] lr: 1.999e-01, eta: 2 days, 9:29:46, time: 0.760, data_time: 0.002, memory: 6921, loss_aux: 2.4087, top1_acc: 0.0844, top5_acc: 0.2309, loss_cls: 4.7149, loss: 7.1236, grad_norm: 1.1475 2021-07-18 19:08:19,999 - mmaction - INFO - Epoch [3][660/1879] lr: 1.999e-01, eta: 2 days, 9:25:39, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 2.3956, top1_acc: 0.0934, top5_acc: 0.2422, loss_cls: 4.6746, loss: 7.0703, grad_norm: 1.1414 2021-07-18 19:08:31,318 - mmaction - INFO - Epoch [3][680/1879] lr: 1.999e-01, eta: 2 days, 9:21:41, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 2.4098, top1_acc: 0.0922, top5_acc: 0.2398, loss_cls: 4.7008, loss: 7.1106, grad_norm: 1.1356 2021-07-18 19:08:44,584 - mmaction - INFO - Epoch [3][700/1879] lr: 1.999e-01, eta: 2 days, 9:19:46, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 2.3913, top1_acc: 0.0875, top5_acc: 0.2332, loss_cls: 4.6840, loss: 7.0752, grad_norm: 1.1634 2021-07-18 19:08:56,396 - mmaction - INFO - Epoch [3][720/1879] lr: 1.999e-01, eta: 2 days, 9:16:22, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 2.4105, top1_acc: 0.0910, top5_acc: 0.2441, loss_cls: 4.7080, loss: 7.1185, grad_norm: 1.1579 2021-07-18 19:09:08,097 - mmaction - INFO - Epoch [3][740/1879] lr: 1.999e-01, eta: 2 days, 9:12:50, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 2.3971, top1_acc: 0.0898, top5_acc: 0.2465, loss_cls: 4.6747, loss: 7.0718, grad_norm: 1.1499 2021-07-18 19:09:21,679 - mmaction - INFO - Epoch [3][760/1879] lr: 1.999e-01, eta: 2 days, 9:11:19, time: 0.680, data_time: 0.026, memory: 6921, loss_aux: 2.4105, top1_acc: 0.0836, top5_acc: 0.2289, loss_cls: 4.6983, loss: 7.1088, grad_norm: 1.1219 2021-07-18 19:09:35,443 - mmaction - INFO - Epoch [3][780/1879] lr: 1.999e-01, eta: 2 days, 9:09:55, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 2.3731, top1_acc: 0.0961, top5_acc: 0.2660, loss_cls: 4.6482, loss: 7.0213, grad_norm: 1.1578 2021-07-18 19:09:47,063 - mmaction - INFO - Epoch [3][800/1879] lr: 1.999e-01, eta: 2 days, 9:06:26, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 2.3761, top1_acc: 0.0930, top5_acc: 0.2594, loss_cls: 4.6476, loss: 7.0237, grad_norm: 1.1689 2021-07-18 19:09:58,617 - mmaction - INFO - Epoch [3][820/1879] lr: 1.999e-01, eta: 2 days, 9:02:54, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 2.3793, top1_acc: 0.1027, top5_acc: 0.2520, loss_cls: 4.6292, loss: 7.0085, grad_norm: 1.1471 2021-07-18 19:10:18,175 - mmaction - INFO - Epoch [3][840/1879] lr: 1.999e-01, eta: 2 days, 9:07:21, time: 0.974, data_time: 0.001, memory: 6921, loss_aux: 2.3859, top1_acc: 0.0941, top5_acc: 0.2441, loss_cls: 4.6739, loss: 7.0598, grad_norm: 1.1624 2021-07-18 19:10:30,114 - mmaction - INFO - Epoch [3][860/1879] lr: 1.999e-01, eta: 2 days, 9:04:16, time: 0.600, data_time: 0.006, memory: 6921, loss_aux: 2.3635, top1_acc: 0.1004, top5_acc: 0.2629, loss_cls: 4.6263, loss: 6.9898, grad_norm: 1.1563 2021-07-18 19:10:47,731 - mmaction - INFO - Epoch [3][880/1879] lr: 1.999e-01, eta: 2 days, 9:06:48, time: 0.881, data_time: 0.002, memory: 6921, loss_aux: 2.3539, top1_acc: 0.1008, top5_acc: 0.2574, loss_cls: 4.5949, loss: 6.9487, grad_norm: 1.1786 2021-07-18 19:11:01,209 - mmaction - INFO - Epoch [3][900/1879] lr: 1.999e-01, eta: 2 days, 9:05:05, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 2.3684, top1_acc: 0.0863, top5_acc: 0.2500, loss_cls: 4.6538, loss: 7.0222, grad_norm: 1.1711 2021-07-18 19:11:12,735 - mmaction - INFO - Epoch [3][920/1879] lr: 1.999e-01, eta: 2 days, 9:01:42, time: 0.582, data_time: 0.009, memory: 6921, loss_aux: 2.3880, top1_acc: 0.0848, top5_acc: 0.2449, loss_cls: 4.6715, loss: 7.0595, grad_norm: 1.1672 2021-07-18 19:11:26,969 - mmaction - INFO - Epoch [3][940/1879] lr: 1.999e-01, eta: 2 days, 9:00:50, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 2.3664, top1_acc: 0.1031, top5_acc: 0.2625, loss_cls: 4.6336, loss: 6.9999, grad_norm: 1.1455 2021-07-18 19:11:39,929 - mmaction - INFO - Epoch [3][960/1879] lr: 1.999e-01, eta: 2 days, 8:58:45, time: 0.647, data_time: 0.005, memory: 6921, loss_aux: 2.3542, top1_acc: 0.0910, top5_acc: 0.2652, loss_cls: 4.5846, loss: 6.9388, grad_norm: 1.1614 2021-07-18 19:11:52,253 - mmaction - INFO - Epoch [3][980/1879] lr: 1.999e-01, eta: 2 days, 8:56:08, time: 0.619, data_time: 0.008, memory: 6921, loss_aux: 2.3748, top1_acc: 0.0930, top5_acc: 0.2461, loss_cls: 4.6506, loss: 7.0255, grad_norm: 1.1942 2021-07-18 19:12:03,650 - mmaction - INFO - Epoch [3][1000/1879] lr: 1.999e-01, eta: 2 days, 8:52:37, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.4201, top1_acc: 0.0883, top5_acc: 0.2410, loss_cls: 4.7246, loss: 7.1447, grad_norm: 1.1557 2021-07-18 19:12:16,197 - mmaction - INFO - Epoch [3][1020/1879] lr: 1.999e-01, eta: 2 days, 8:50:12, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 2.4122, top1_acc: 0.0902, top5_acc: 0.2402, loss_cls: 4.7188, loss: 7.1311, grad_norm: 1.1442 2021-07-18 19:12:27,459 - mmaction - INFO - Epoch [3][1040/1879] lr: 1.999e-01, eta: 2 days, 8:46:36, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 2.3874, top1_acc: 0.0957, top5_acc: 0.2426, loss_cls: 4.6911, loss: 7.0785, grad_norm: 1.1469 2021-07-18 19:12:38,926 - mmaction - INFO - Epoch [3][1060/1879] lr: 1.999e-01, eta: 2 days, 8:43:11, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 2.3783, top1_acc: 0.0969, top5_acc: 0.2582, loss_cls: 4.6657, loss: 7.0439, grad_norm: 1.1486 2021-07-18 19:12:50,011 - mmaction - INFO - Epoch [3][1080/1879] lr: 1.999e-01, eta: 2 days, 8:39:28, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 2.3974, top1_acc: 0.0895, top5_acc: 0.2477, loss_cls: 4.6955, loss: 7.0929, grad_norm: 1.1493 2021-07-18 19:13:10,304 - mmaction - INFO - Epoch [3][1100/1879] lr: 1.999e-01, eta: 2 days, 8:44:27, time: 1.011, data_time: 0.001, memory: 6921, loss_aux: 2.3584, top1_acc: 0.0910, top5_acc: 0.2535, loss_cls: 4.6128, loss: 6.9712, grad_norm: 1.1435 2021-07-18 19:13:22,254 - mmaction - INFO - Epoch [3][1120/1879] lr: 1.999e-01, eta: 2 days, 8:41:37, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 2.3828, top1_acc: 0.0887, top5_acc: 0.2453, loss_cls: 4.6673, loss: 7.0501, grad_norm: 1.1870 2021-07-18 19:13:34,994 - mmaction - INFO - Epoch [3][1140/1879] lr: 1.999e-01, eta: 2 days, 8:39:28, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 2.3667, top1_acc: 0.0980, top5_acc: 0.2535, loss_cls: 4.6333, loss: 7.0000, grad_norm: 1.1575 2021-07-18 19:13:47,539 - mmaction - INFO - Epoch [3][1160/1879] lr: 1.998e-01, eta: 2 days, 8:37:10, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 2.3650, top1_acc: 0.0996, top5_acc: 0.2559, loss_cls: 4.6251, loss: 6.9902, grad_norm: 1.1661 2021-07-18 19:13:59,049 - mmaction - INFO - Epoch [3][1180/1879] lr: 1.998e-01, eta: 2 days, 8:33:56, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 2.3536, top1_acc: 0.0895, top5_acc: 0.2570, loss_cls: 4.6101, loss: 6.9638, grad_norm: 1.1847 2021-07-18 19:14:11,186 - mmaction - INFO - Epoch [3][1200/1879] lr: 1.998e-01, eta: 2 days, 8:31:18, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 2.3898, top1_acc: 0.0961, top5_acc: 0.2496, loss_cls: 4.6671, loss: 7.0569, grad_norm: 1.2424 2021-07-18 19:14:28,066 - mmaction - INFO - Epoch [3][1220/1879] lr: 1.998e-01, eta: 2 days, 8:33:01, time: 0.841, data_time: 0.002, memory: 6921, loss_aux: 2.4057, top1_acc: 0.0883, top5_acc: 0.2453, loss_cls: 4.7004, loss: 7.1060, grad_norm: 1.1661 2021-07-18 19:14:39,392 - mmaction - INFO - Epoch [3][1240/1879] lr: 1.998e-01, eta: 2 days, 8:29:41, time: 0.568, data_time: 0.007, memory: 6921, loss_aux: 2.3862, top1_acc: 0.0938, top5_acc: 0.2555, loss_cls: 4.6483, loss: 7.0345, grad_norm: 1.1396 2021-07-18 19:14:51,252 - mmaction - INFO - Epoch [3][1260/1879] lr: 1.998e-01, eta: 2 days, 8:26:52, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 2.3804, top1_acc: 0.0918, top5_acc: 0.2441, loss_cls: 4.6394, loss: 7.0198, grad_norm: 1.1986 2021-07-18 19:15:04,124 - mmaction - INFO - Epoch [3][1280/1879] lr: 1.998e-01, eta: 2 days, 8:24:54, time: 0.640, data_time: 0.005, memory: 6921, loss_aux: 2.3801, top1_acc: 0.0906, top5_acc: 0.2426, loss_cls: 4.6508, loss: 7.0310, grad_norm: 1.1731 2021-07-18 19:15:15,628 - mmaction - INFO - Epoch [3][1300/1879] lr: 1.998e-01, eta: 2 days, 8:21:50, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 2.3484, top1_acc: 0.1031, top5_acc: 0.2664, loss_cls: 4.5812, loss: 6.9296, grad_norm: 1.2112 2021-07-18 19:15:26,783 - mmaction - INFO - Epoch [3][1320/1879] lr: 1.998e-01, eta: 2 days, 8:18:25, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 2.3682, top1_acc: 0.0887, top5_acc: 0.2562, loss_cls: 4.6313, loss: 6.9996, grad_norm: 1.2290 2021-07-18 19:15:39,492 - mmaction - INFO - Epoch [3][1340/1879] lr: 1.998e-01, eta: 2 days, 8:16:24, time: 0.635, data_time: 0.001, memory: 6921, loss_aux: 2.3638, top1_acc: 0.0992, top5_acc: 0.2617, loss_cls: 4.5886, loss: 6.9524, grad_norm: 1.1707 2021-07-18 19:15:51,571 - mmaction - INFO - Epoch [3][1360/1879] lr: 1.998e-01, eta: 2 days, 8:13:50, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 2.3705, top1_acc: 0.0945, top5_acc: 0.2496, loss_cls: 4.6133, loss: 6.9838, grad_norm: 1.1875 2021-07-18 19:16:04,278 - mmaction - INFO - Epoch [3][1380/1879] lr: 1.998e-01, eta: 2 days, 8:11:50, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 2.3422, top1_acc: 0.1062, top5_acc: 0.2719, loss_cls: 4.5643, loss: 6.9065, grad_norm: 1.1941 2021-07-18 19:16:15,351 - mmaction - INFO - Epoch [3][1400/1879] lr: 1.998e-01, eta: 2 days, 8:08:28, time: 0.556, data_time: 0.004, memory: 6921, loss_aux: 2.3596, top1_acc: 0.0977, top5_acc: 0.2602, loss_cls: 4.6123, loss: 6.9719, grad_norm: 1.2084 2021-07-18 19:16:26,480 - mmaction - INFO - Epoch [3][1420/1879] lr: 1.998e-01, eta: 2 days, 8:05:07, time: 0.556, data_time: 0.001, memory: 6921, loss_aux: 2.3545, top1_acc: 0.1012, top5_acc: 0.2695, loss_cls: 4.5926, loss: 6.9470, grad_norm: 1.1501 2021-07-18 19:16:38,941 - mmaction - INFO - Epoch [3][1440/1879] lr: 1.998e-01, eta: 2 days, 8:02:58, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 2.3713, top1_acc: 0.0934, top5_acc: 0.2625, loss_cls: 4.6273, loss: 6.9986, grad_norm: 1.1989 2021-07-18 19:16:57,157 - mmaction - INFO - Epoch [3][1460/1879] lr: 1.998e-01, eta: 2 days, 8:05:53, time: 0.908, data_time: 0.002, memory: 6921, loss_aux: 2.3580, top1_acc: 0.0945, top5_acc: 0.2516, loss_cls: 4.6162, loss: 6.9742, grad_norm: 1.1983 2021-07-18 19:17:08,245 - mmaction - INFO - Epoch [3][1480/1879] lr: 1.998e-01, eta: 2 days, 8:02:36, time: 0.557, data_time: 0.006, memory: 6921, loss_aux: 2.3400, top1_acc: 0.1051, top5_acc: 0.2785, loss_cls: 4.5549, loss: 6.8949, grad_norm: 1.1705 2021-07-18 19:17:19,437 - mmaction - INFO - Epoch [3][1500/1879] lr: 1.998e-01, eta: 2 days, 7:59:24, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 2.3712, top1_acc: 0.0945, top5_acc: 0.2461, loss_cls: 4.6434, loss: 7.0146, grad_norm: 1.1931 2021-07-18 19:17:34,936 - mmaction - INFO - Epoch [3][1520/1879] lr: 1.998e-01, eta: 2 days, 7:59:54, time: 0.771, data_time: 0.006, memory: 6921, loss_aux: 2.3468, top1_acc: 0.1004, top5_acc: 0.2699, loss_cls: 4.5799, loss: 6.9267, grad_norm: 1.2039 2021-07-18 19:17:46,768 - mmaction - INFO - Epoch [3][1540/1879] lr: 1.998e-01, eta: 2 days, 7:57:19, time: 0.595, data_time: 0.015, memory: 6921, loss_aux: 2.3425, top1_acc: 0.0973, top5_acc: 0.2594, loss_cls: 4.5871, loss: 6.9296, grad_norm: 1.1899 2021-07-18 19:17:58,320 - mmaction - INFO - Epoch [3][1560/1879] lr: 1.998e-01, eta: 2 days, 7:54:27, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 2.3394, top1_acc: 0.1082, top5_acc: 0.2746, loss_cls: 4.5700, loss: 6.9093, grad_norm: 1.1780 2021-07-18 19:18:11,170 - mmaction - INFO - Epoch [3][1580/1879] lr: 1.998e-01, eta: 2 days, 7:52:45, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 2.3447, top1_acc: 0.1027, top5_acc: 0.2664, loss_cls: 4.5611, loss: 6.9058, grad_norm: 1.1986 2021-07-18 19:18:22,987 - mmaction - INFO - Epoch [3][1600/1879] lr: 1.998e-01, eta: 2 days, 7:50:08, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 2.3145, top1_acc: 0.1066, top5_acc: 0.2809, loss_cls: 4.5180, loss: 6.8325, grad_norm: 1.2269 2021-07-18 19:18:37,284 - mmaction - INFO - Epoch [3][1620/1879] lr: 1.998e-01, eta: 2 days, 7:49:37, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 2.3419, top1_acc: 0.0992, top5_acc: 0.2680, loss_cls: 4.5387, loss: 6.8806, grad_norm: 1.2014 2021-07-18 19:18:48,789 - mmaction - INFO - Epoch [3][1640/1879] lr: 1.998e-01, eta: 2 days, 7:46:50, time: 0.578, data_time: 0.007, memory: 6921, loss_aux: 2.3507, top1_acc: 0.0992, top5_acc: 0.2512, loss_cls: 4.6094, loss: 6.9601, grad_norm: 1.1731 2021-07-18 19:19:00,487 - mmaction - INFO - Epoch [3][1660/1879] lr: 1.998e-01, eta: 2 days, 7:44:12, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 2.3394, top1_acc: 0.0926, top5_acc: 0.2660, loss_cls: 4.5808, loss: 6.9202, grad_norm: 1.2002 2021-07-18 19:19:11,860 - mmaction - INFO - Epoch [3][1680/1879] lr: 1.998e-01, eta: 2 days, 7:41:19, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 2.3552, top1_acc: 0.0883, top5_acc: 0.2586, loss_cls: 4.6082, loss: 6.9633, grad_norm: 1.1826 2021-07-18 19:19:25,508 - mmaction - INFO - Epoch [3][1700/1879] lr: 1.998e-01, eta: 2 days, 7:40:20, time: 0.681, data_time: 0.054, memory: 6921, loss_aux: 2.3471, top1_acc: 0.0969, top5_acc: 0.2551, loss_cls: 4.5636, loss: 6.9107, grad_norm: 1.1768 2021-07-18 19:19:37,433 - mmaction - INFO - Epoch [3][1720/1879] lr: 1.998e-01, eta: 2 days, 7:37:55, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 2.3529, top1_acc: 0.0898, top5_acc: 0.2578, loss_cls: 4.6009, loss: 6.9538, grad_norm: 1.1939 2021-07-18 19:19:48,560 - mmaction - INFO - Epoch [3][1740/1879] lr: 1.998e-01, eta: 2 days, 7:34:51, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 2.3369, top1_acc: 0.1105, top5_acc: 0.2742, loss_cls: 4.5655, loss: 6.9023, grad_norm: 1.1887 2021-07-18 19:20:01,977 - mmaction - INFO - Epoch [3][1760/1879] lr: 1.998e-01, eta: 2 days, 7:33:43, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 2.3345, top1_acc: 0.0930, top5_acc: 0.2684, loss_cls: 4.5702, loss: 6.9047, grad_norm: 1.1881 2021-07-18 19:20:14,425 - mmaction - INFO - Epoch [3][1780/1879] lr: 1.998e-01, eta: 2 days, 7:31:48, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 2.3304, top1_acc: 0.1016, top5_acc: 0.2641, loss_cls: 4.5612, loss: 6.8916, grad_norm: 1.2178 2021-07-18 19:20:25,483 - mmaction - INFO - Epoch [3][1800/1879] lr: 1.998e-01, eta: 2 days, 7:28:45, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 2.3079, top1_acc: 0.1168, top5_acc: 0.2863, loss_cls: 4.5047, loss: 6.8126, grad_norm: 1.1960 2021-07-18 19:20:37,066 - mmaction - INFO - Epoch [3][1820/1879] lr: 1.998e-01, eta: 2 days, 7:26:08, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 2.3154, top1_acc: 0.1051, top5_acc: 0.2801, loss_cls: 4.5295, loss: 6.8449, grad_norm: 1.2059 2021-07-18 19:20:48,611 - mmaction - INFO - Epoch [3][1840/1879] lr: 1.998e-01, eta: 2 days, 7:23:31, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 2.2990, top1_acc: 0.1152, top5_acc: 0.2863, loss_cls: 4.5009, loss: 6.7999, grad_norm: 1.2393 2021-07-18 19:21:00,601 - mmaction - INFO - Epoch [3][1860/1879] lr: 1.998e-01, eta: 2 days, 7:21:15, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 2.3070, top1_acc: 0.1121, top5_acc: 0.2766, loss_cls: 4.5256, loss: 6.8326, grad_norm: 1.2451 2021-07-18 19:21:16,963 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-07-18 19:21:47,584 - mmaction - INFO - Epoch [4][20/1879] lr: 1.998e-01, eta: 2 days, 7:20:31, time: 1.391, data_time: 0.338, memory: 6921, loss_aux: 2.3114, top1_acc: 0.1090, top5_acc: 0.2867, loss_cls: 4.5093, loss: 6.8208, grad_norm: 1.2185 2021-07-18 19:22:01,133 - mmaction - INFO - Epoch [4][40/1879] lr: 1.998e-01, eta: 2 days, 7:19:38, time: 0.681, data_time: 0.012, memory: 6921, loss_aux: 2.3287, top1_acc: 0.1004, top5_acc: 0.2695, loss_cls: 4.5363, loss: 6.8650, grad_norm: 1.2391 2021-07-18 19:22:12,258 - mmaction - INFO - Epoch [4][60/1879] lr: 1.998e-01, eta: 2 days, 7:16:46, time: 0.559, data_time: 0.006, memory: 6921, loss_aux: 2.3279, top1_acc: 0.1078, top5_acc: 0.2742, loss_cls: 4.5265, loss: 6.8544, grad_norm: 1.2435 2021-07-18 19:22:23,832 - mmaction - INFO - Epoch [4][80/1879] lr: 1.998e-01, eta: 2 days, 7:14:15, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 2.3256, top1_acc: 0.1066, top5_acc: 0.2703, loss_cls: 4.5514, loss: 6.8771, grad_norm: 1.2541 2021-07-18 19:22:44,996 - mmaction - INFO - Epoch [4][100/1879] lr: 1.998e-01, eta: 2 days, 7:19:24, time: 1.056, data_time: 0.003, memory: 6921, loss_aux: 2.3379, top1_acc: 0.0969, top5_acc: 0.2602, loss_cls: 4.5679, loss: 6.9058, grad_norm: 1.2087 2021-07-18 19:22:56,486 - mmaction - INFO - Epoch [4][120/1879] lr: 1.998e-01, eta: 2 days, 7:16:51, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 2.3238, top1_acc: 0.1066, top5_acc: 0.2758, loss_cls: 4.5438, loss: 6.8675, grad_norm: 1.2137 2021-07-18 19:23:10,333 - mmaction - INFO - Epoch [4][140/1879] lr: 1.998e-01, eta: 2 days, 7:16:09, time: 0.692, data_time: 0.002, memory: 6921, loss_aux: 2.3147, top1_acc: 0.1059, top5_acc: 0.2770, loss_cls: 4.5210, loss: 6.8357, grad_norm: 1.2061 2021-07-18 19:23:21,870 - mmaction - INFO - Epoch [4][160/1879] lr: 1.998e-01, eta: 2 days, 7:13:31, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 2.3015, top1_acc: 0.1059, top5_acc: 0.2898, loss_cls: 4.4868, loss: 6.7883, grad_norm: 1.2196 2021-07-18 19:23:34,398 - mmaction - INFO - Epoch [4][180/1879] lr: 1.998e-01, eta: 2 days, 7:11:54, time: 0.633, data_time: 0.010, memory: 6921, loss_aux: 2.3224, top1_acc: 0.1055, top5_acc: 0.2816, loss_cls: 4.5328, loss: 6.8553, grad_norm: 1.2681 2021-07-18 19:23:47,779 - mmaction - INFO - Epoch [4][200/1879] lr: 1.998e-01, eta: 2 days, 7:10:51, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 2.2968, top1_acc: 0.1094, top5_acc: 0.2930, loss_cls: 4.4787, loss: 6.7755, grad_norm: 1.2006 2021-07-18 19:23:59,016 - mmaction - INFO - Epoch [4][220/1879] lr: 1.998e-01, eta: 2 days, 7:08:08, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 2.3131, top1_acc: 0.1059, top5_acc: 0.2852, loss_cls: 4.5198, loss: 6.8329, grad_norm: 1.2510 2021-07-18 19:24:11,158 - mmaction - INFO - Epoch [4][240/1879] lr: 1.998e-01, eta: 2 days, 7:06:09, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 2.3077, top1_acc: 0.1129, top5_acc: 0.2855, loss_cls: 4.4940, loss: 6.8017, grad_norm: 1.2448 2021-07-18 19:24:22,279 - mmaction - INFO - Epoch [4][260/1879] lr: 1.998e-01, eta: 2 days, 7:03:23, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 2.3149, top1_acc: 0.1012, top5_acc: 0.2750, loss_cls: 4.5426, loss: 6.8575, grad_norm: 1.2360 2021-07-18 19:24:35,518 - mmaction - INFO - Epoch [4][280/1879] lr: 1.998e-01, eta: 2 days, 7:02:15, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 2.3016, top1_acc: 0.1121, top5_acc: 0.2844, loss_cls: 4.4970, loss: 6.7986, grad_norm: 1.2334 2021-07-18 19:24:48,199 - mmaction - INFO - Epoch [4][300/1879] lr: 1.998e-01, eta: 2 days, 7:00:41, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 2.3028, top1_acc: 0.1062, top5_acc: 0.2824, loss_cls: 4.4861, loss: 6.7889, grad_norm: 1.2658 2021-07-18 19:25:00,186 - mmaction - INFO - Epoch [4][320/1879] lr: 1.998e-01, eta: 2 days, 6:58:38, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 2.3275, top1_acc: 0.1023, top5_acc: 0.2758, loss_cls: 4.5434, loss: 6.8710, grad_norm: 1.2411 2021-07-18 19:25:12,361 - mmaction - INFO - Epoch [4][340/1879] lr: 1.998e-01, eta: 2 days, 6:56:44, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 2.2692, top1_acc: 0.1246, top5_acc: 0.3012, loss_cls: 4.4109, loss: 6.6801, grad_norm: 1.2209 2021-07-18 19:25:25,721 - mmaction - INFO - Epoch [4][360/1879] lr: 1.998e-01, eta: 2 days, 6:55:42, time: 0.665, data_time: 0.003, memory: 6921, loss_aux: 2.3051, top1_acc: 0.1082, top5_acc: 0.2691, loss_cls: 4.5081, loss: 6.8131, grad_norm: 1.2319 2021-07-18 19:25:37,306 - mmaction - INFO - Epoch [4][380/1879] lr: 1.998e-01, eta: 2 days, 6:53:21, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 2.3178, top1_acc: 0.1016, top5_acc: 0.2734, loss_cls: 4.5381, loss: 6.8559, grad_norm: 1.2298 2021-07-18 19:25:49,449 - mmaction - INFO - Epoch [4][400/1879] lr: 1.998e-01, eta: 2 days, 6:51:30, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 2.3342, top1_acc: 0.0957, top5_acc: 0.2695, loss_cls: 4.5386, loss: 6.8728, grad_norm: 1.2413 2021-07-18 19:26:03,224 - mmaction - INFO - Epoch [4][420/1879] lr: 1.998e-01, eta: 2 days, 6:50:48, time: 0.685, data_time: 0.002, memory: 6921, loss_aux: 2.2913, top1_acc: 0.1117, top5_acc: 0.2887, loss_cls: 4.4575, loss: 6.7489, grad_norm: 1.2358 2021-07-18 19:26:15,490 - mmaction - INFO - Epoch [4][440/1879] lr: 1.998e-01, eta: 2 days, 6:49:04, time: 0.616, data_time: 0.006, memory: 6921, loss_aux: 2.2858, top1_acc: 0.1164, top5_acc: 0.2996, loss_cls: 4.4730, loss: 6.7587, grad_norm: 1.2263 2021-07-18 19:26:26,814 - mmaction - INFO - Epoch [4][460/1879] lr: 1.998e-01, eta: 2 days, 6:46:35, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 2.2791, top1_acc: 0.1195, top5_acc: 0.3004, loss_cls: 4.4444, loss: 6.7235, grad_norm: 1.2419 2021-07-18 19:26:38,346 - mmaction - INFO - Epoch [4][480/1879] lr: 1.998e-01, eta: 2 days, 6:44:15, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 2.2936, top1_acc: 0.1098, top5_acc: 0.2941, loss_cls: 4.4581, loss: 6.7517, grad_norm: 1.2421 2021-07-18 19:26:50,067 - mmaction - INFO - Epoch [4][500/1879] lr: 1.998e-01, eta: 2 days, 6:42:05, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 2.2858, top1_acc: 0.1164, top5_acc: 0.2930, loss_cls: 4.4535, loss: 6.7393, grad_norm: 1.2288 2021-07-18 19:27:01,917 - mmaction - INFO - Epoch [4][520/1879] lr: 1.998e-01, eta: 2 days, 6:40:01, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 2.3018, top1_acc: 0.1113, top5_acc: 0.2812, loss_cls: 4.4841, loss: 6.7859, grad_norm: 1.2547 2021-07-18 19:27:13,484 - mmaction - INFO - Epoch [4][540/1879] lr: 1.998e-01, eta: 2 days, 6:37:47, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 2.2786, top1_acc: 0.1250, top5_acc: 0.2945, loss_cls: 4.4646, loss: 6.7433, grad_norm: 1.2525 2021-07-18 19:27:25,094 - mmaction - INFO - Epoch [4][560/1879] lr: 1.998e-01, eta: 2 days, 6:35:34, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 2.2784, top1_acc: 0.1105, top5_acc: 0.2852, loss_cls: 4.4509, loss: 6.7294, grad_norm: 1.2652 2021-07-18 19:27:36,450 - mmaction - INFO - Epoch [4][580/1879] lr: 1.998e-01, eta: 2 days, 6:33:11, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 2.3062, top1_acc: 0.1156, top5_acc: 0.2867, loss_cls: 4.5048, loss: 6.8110, grad_norm: 1.2629 2021-07-18 19:27:50,381 - mmaction - INFO - Epoch [4][600/1879] lr: 1.998e-01, eta: 2 days, 6:32:41, time: 0.694, data_time: 0.002, memory: 6921, loss_aux: 2.2968, top1_acc: 0.1105, top5_acc: 0.2875, loss_cls: 4.4746, loss: 6.7714, grad_norm: 1.2181 2021-07-18 19:28:02,205 - mmaction - INFO - Epoch [4][620/1879] lr: 1.998e-01, eta: 2 days, 6:30:42, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 2.2756, top1_acc: 0.1121, top5_acc: 0.2961, loss_cls: 4.4140, loss: 6.6896, grad_norm: 1.2520 2021-07-18 19:28:18,632 - mmaction - INFO - Epoch [4][640/1879] lr: 1.998e-01, eta: 2 days, 6:32:03, time: 0.820, data_time: 0.002, memory: 6921, loss_aux: 2.2760, top1_acc: 0.1102, top5_acc: 0.2930, loss_cls: 4.4198, loss: 6.6957, grad_norm: 1.2554 2021-07-18 19:28:33,810 - mmaction - INFO - Epoch [4][660/1879] lr: 1.998e-01, eta: 2 days, 6:32:29, time: 0.759, data_time: 0.006, memory: 6921, loss_aux: 2.2923, top1_acc: 0.1086, top5_acc: 0.2895, loss_cls: 4.4833, loss: 6.7756, grad_norm: 1.2801 2021-07-18 19:28:46,762 - mmaction - INFO - Epoch [4][680/1879] lr: 1.998e-01, eta: 2 days, 6:31:17, time: 0.647, data_time: 0.007, memory: 6921, loss_aux: 2.3001, top1_acc: 0.1086, top5_acc: 0.2953, loss_cls: 4.4945, loss: 6.7946, grad_norm: 1.2634 2021-07-18 19:29:00,220 - mmaction - INFO - Epoch [4][700/1879] lr: 1.998e-01, eta: 2 days, 6:30:30, time: 0.674, data_time: 0.005, memory: 6921, loss_aux: 2.2927, top1_acc: 0.1133, top5_acc: 0.2930, loss_cls: 4.4378, loss: 6.7305, grad_norm: 1.2601 2021-07-18 19:29:12,006 - mmaction - INFO - Epoch [4][720/1879] lr: 1.997e-01, eta: 2 days, 6:28:29, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 2.3031, top1_acc: 0.1105, top5_acc: 0.2895, loss_cls: 4.4845, loss: 6.7876, grad_norm: 1.2616 2021-07-18 19:29:24,356 - mmaction - INFO - Epoch [4][740/1879] lr: 1.997e-01, eta: 2 days, 6:26:53, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 2.2809, top1_acc: 0.1211, top5_acc: 0.2953, loss_cls: 4.4496, loss: 6.7305, grad_norm: 1.2091 2021-07-18 19:29:39,339 - mmaction - INFO - Epoch [4][760/1879] lr: 1.997e-01, eta: 2 days, 6:27:11, time: 0.748, data_time: 0.003, memory: 6921, loss_aux: 2.2964, top1_acc: 0.1094, top5_acc: 0.2898, loss_cls: 4.4955, loss: 6.7919, grad_norm: 1.2789 2021-07-18 19:29:51,292 - mmaction - INFO - Epoch [4][780/1879] lr: 1.997e-01, eta: 2 days, 6:25:19, time: 0.599, data_time: 0.007, memory: 6921, loss_aux: 2.2653, top1_acc: 0.1078, top5_acc: 0.2934, loss_cls: 4.4131, loss: 6.6783, grad_norm: 1.2492 2021-07-18 19:30:03,886 - mmaction - INFO - Epoch [4][800/1879] lr: 1.997e-01, eta: 2 days, 6:23:54, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 2.3031, top1_acc: 0.1207, top5_acc: 0.2863, loss_cls: 4.4905, loss: 6.7935, grad_norm: 1.2606 2021-07-18 19:30:15,160 - mmaction - INFO - Epoch [4][820/1879] lr: 1.997e-01, eta: 2 days, 6:21:35, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 2.2907, top1_acc: 0.1156, top5_acc: 0.2898, loss_cls: 4.4685, loss: 6.7592, grad_norm: 1.2799 2021-07-18 19:30:29,916 - mmaction - INFO - Epoch [4][840/1879] lr: 1.997e-01, eta: 2 days, 6:21:43, time: 0.737, data_time: 0.004, memory: 6921, loss_aux: 2.2865, top1_acc: 0.1113, top5_acc: 0.2977, loss_cls: 4.4395, loss: 6.7261, grad_norm: 1.2480 2021-07-18 19:30:42,077 - mmaction - INFO - Epoch [4][860/1879] lr: 1.997e-01, eta: 2 days, 6:20:04, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 2.2834, top1_acc: 0.1137, top5_acc: 0.2984, loss_cls: 4.4408, loss: 6.7242, grad_norm: 1.2490 2021-07-18 19:30:54,379 - mmaction - INFO - Epoch [4][880/1879] lr: 1.997e-01, eta: 2 days, 6:18:29, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 2.2784, top1_acc: 0.1203, top5_acc: 0.3004, loss_cls: 4.4360, loss: 6.7144, grad_norm: 1.2780 2021-07-18 19:31:06,498 - mmaction - INFO - Epoch [4][900/1879] lr: 1.997e-01, eta: 2 days, 6:16:47, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 2.2853, top1_acc: 0.1184, top5_acc: 0.2918, loss_cls: 4.4688, loss: 6.7541, grad_norm: 1.2263 2021-07-18 19:31:22,410 - mmaction - INFO - Epoch [4][920/1879] lr: 1.997e-01, eta: 2 days, 6:17:18, time: 0.764, data_time: 0.007, memory: 6921, loss_aux: 2.2969, top1_acc: 0.1168, top5_acc: 0.2988, loss_cls: 4.4709, loss: 6.7677, grad_norm: 1.2328 2021-07-18 19:31:33,941 - mmaction - INFO - Epoch [4][940/1879] lr: 1.997e-01, eta: 2 days, 6:15:38, time: 0.608, data_time: 0.034, memory: 6921, loss_aux: 2.2785, top1_acc: 0.1125, top5_acc: 0.3074, loss_cls: 4.4412, loss: 6.7197, grad_norm: 1.2230 2021-07-18 19:31:46,083 - mmaction - INFO - Epoch [4][960/1879] lr: 1.997e-01, eta: 2 days, 6:13:58, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 2.2615, top1_acc: 0.1195, top5_acc: 0.3195, loss_cls: 4.3772, loss: 6.6387, grad_norm: 1.2536 2021-07-18 19:31:57,609 - mmaction - INFO - Epoch [4][980/1879] lr: 1.997e-01, eta: 2 days, 6:11:54, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 2.2594, top1_acc: 0.1145, top5_acc: 0.3004, loss_cls: 4.4103, loss: 6.6697, grad_norm: 1.2683 2021-07-18 19:32:13,910 - mmaction - INFO - Epoch [4][1000/1879] lr: 1.997e-01, eta: 2 days, 6:13:06, time: 0.813, data_time: 0.005, memory: 6921, loss_aux: 2.3006, top1_acc: 0.1094, top5_acc: 0.2758, loss_cls: 4.5004, loss: 6.8010, grad_norm: 1.2519 2021-07-18 19:32:30,160 - mmaction - INFO - Epoch [4][1020/1879] lr: 1.997e-01, eta: 2 days, 6:14:19, time: 0.815, data_time: 0.004, memory: 6921, loss_aux: 2.2883, top1_acc: 0.1164, top5_acc: 0.2965, loss_cls: 4.4453, loss: 6.7336, grad_norm: 1.2577 2021-07-18 19:32:43,531 - mmaction - INFO - Epoch [4][1040/1879] lr: 1.997e-01, eta: 2 days, 6:13:27, time: 0.664, data_time: 0.004, memory: 6921, loss_aux: 2.2761, top1_acc: 0.1086, top5_acc: 0.3047, loss_cls: 4.3982, loss: 6.6743, grad_norm: 1.2806 2021-07-18 19:33:04,660 - mmaction - INFO - Epoch [4][1060/1879] lr: 1.997e-01, eta: 2 days, 6:17:59, time: 1.057, data_time: 0.008, memory: 6921, loss_aux: 2.2790, top1_acc: 0.1113, top5_acc: 0.2914, loss_cls: 4.4466, loss: 6.7255, grad_norm: 1.2819 2021-07-18 19:33:20,057 - mmaction - INFO - Epoch [4][1080/1879] lr: 1.997e-01, eta: 2 days, 6:18:36, time: 0.773, data_time: 0.007, memory: 6921, loss_aux: 2.2727, top1_acc: 0.1250, top5_acc: 0.2980, loss_cls: 4.4461, loss: 6.7188, grad_norm: 1.2600 2021-07-18 19:33:34,132 - mmaction - INFO - Epoch [4][1100/1879] lr: 1.997e-01, eta: 2 days, 6:18:14, time: 0.701, data_time: 0.005, memory: 6921, loss_aux: 2.2774, top1_acc: 0.1039, top5_acc: 0.2996, loss_cls: 4.4340, loss: 6.7114, grad_norm: 1.2418 2021-07-18 19:33:47,201 - mmaction - INFO - Epoch [4][1120/1879] lr: 1.997e-01, eta: 2 days, 6:17:12, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 2.2992, top1_acc: 0.1137, top5_acc: 0.2953, loss_cls: 4.4691, loss: 6.7683, grad_norm: 1.2454 2021-07-18 19:33:59,324 - mmaction - INFO - Epoch [4][1140/1879] lr: 1.997e-01, eta: 2 days, 6:15:38, time: 0.612, data_time: 0.007, memory: 6921, loss_aux: 2.3018, top1_acc: 0.1109, top5_acc: 0.2938, loss_cls: 4.4735, loss: 6.7752, grad_norm: 1.2667 2021-07-18 19:34:13,090 - mmaction - INFO - Epoch [4][1160/1879] lr: 1.997e-01, eta: 2 days, 6:15:04, time: 0.686, data_time: 0.036, memory: 6921, loss_aux: 2.2826, top1_acc: 0.1293, top5_acc: 0.2965, loss_cls: 4.4426, loss: 6.7252, grad_norm: 1.2682 2021-07-18 19:34:24,961 - mmaction - INFO - Epoch [4][1180/1879] lr: 1.997e-01, eta: 2 days, 6:13:17, time: 0.595, data_time: 0.005, memory: 6921, loss_aux: 2.2607, top1_acc: 0.1176, top5_acc: 0.3004, loss_cls: 4.4388, loss: 6.6995, grad_norm: 1.2316 2021-07-18 19:34:37,064 - mmaction - INFO - Epoch [4][1200/1879] lr: 1.997e-01, eta: 2 days, 6:11:38, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 2.2947, top1_acc: 0.1086, top5_acc: 0.2980, loss_cls: 4.4518, loss: 6.7465, grad_norm: 1.2878 2021-07-18 19:34:48,576 - mmaction - INFO - Epoch [4][1220/1879] lr: 1.997e-01, eta: 2 days, 6:09:38, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 2.2927, top1_acc: 0.1215, top5_acc: 0.2945, loss_cls: 4.4933, loss: 6.7860, grad_norm: 1.2959 2021-07-18 19:34:59,998 - mmaction - INFO - Epoch [4][1240/1879] lr: 1.997e-01, eta: 2 days, 6:07:33, time: 0.571, data_time: 0.001, memory: 6921, loss_aux: 2.2557, top1_acc: 0.1199, top5_acc: 0.3090, loss_cls: 4.3950, loss: 6.6507, grad_norm: 1.2404 2021-07-18 19:35:12,194 - mmaction - INFO - Epoch [4][1260/1879] lr: 1.997e-01, eta: 2 days, 6:06:00, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 2.2995, top1_acc: 0.1031, top5_acc: 0.2859, loss_cls: 4.4953, loss: 6.7947, grad_norm: 1.2818 2021-07-18 19:35:23,492 - mmaction - INFO - Epoch [4][1280/1879] lr: 1.997e-01, eta: 2 days, 6:03:51, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 2.2758, top1_acc: 0.1102, top5_acc: 0.2977, loss_cls: 4.4445, loss: 6.7203, grad_norm: 1.2813 2021-07-18 19:35:36,395 - mmaction - INFO - Epoch [4][1300/1879] lr: 1.997e-01, eta: 2 days, 6:02:46, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 2.2673, top1_acc: 0.1203, top5_acc: 0.3004, loss_cls: 4.4366, loss: 6.7039, grad_norm: 1.2516 2021-07-18 19:35:52,517 - mmaction - INFO - Epoch [4][1320/1879] lr: 1.997e-01, eta: 2 days, 6:03:49, time: 0.806, data_time: 0.004, memory: 6921, loss_aux: 2.2906, top1_acc: 0.1191, top5_acc: 0.2938, loss_cls: 4.4598, loss: 6.7504, grad_norm: 1.2472 2021-07-18 19:36:03,772 - mmaction - INFO - Epoch [4][1340/1879] lr: 1.997e-01, eta: 2 days, 6:01:42, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 2.2662, top1_acc: 0.1113, top5_acc: 0.2984, loss_cls: 4.4156, loss: 6.6818, grad_norm: 1.2672 2021-07-18 19:36:15,993 - mmaction - INFO - Epoch [4][1360/1879] lr: 1.997e-01, eta: 2 days, 6:00:12, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 2.2682, top1_acc: 0.1246, top5_acc: 0.3063, loss_cls: 4.4156, loss: 6.6838, grad_norm: 1.2894 2021-07-18 19:36:28,781 - mmaction - INFO - Epoch [4][1380/1879] lr: 1.997e-01, eta: 2 days, 5:59:04, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 2.2610, top1_acc: 0.1230, top5_acc: 0.3145, loss_cls: 4.3891, loss: 6.6502, grad_norm: 1.2725 2021-07-18 19:36:43,675 - mmaction - INFO - Epoch [4][1400/1879] lr: 1.997e-01, eta: 2 days, 5:59:20, time: 0.746, data_time: 0.004, memory: 6921, loss_aux: 2.2711, top1_acc: 0.1156, top5_acc: 0.2973, loss_cls: 4.4245, loss: 6.6957, grad_norm: 1.2699 2021-07-18 19:36:59,716 - mmaction - INFO - Epoch [4][1420/1879] lr: 1.997e-01, eta: 2 days, 6:00:18, time: 0.800, data_time: 0.002, memory: 6921, loss_aux: 2.2651, top1_acc: 0.1168, top5_acc: 0.3023, loss_cls: 4.4073, loss: 6.6724, grad_norm: 1.2904 2021-07-18 19:37:11,335 - mmaction - INFO - Epoch [4][1440/1879] lr: 1.997e-01, eta: 2 days, 5:58:27, time: 0.583, data_time: 0.007, memory: 6921, loss_aux: 2.2965, top1_acc: 0.1152, top5_acc: 0.2973, loss_cls: 4.4592, loss: 6.7557, grad_norm: 1.2798 2021-07-18 19:37:23,532 - mmaction - INFO - Epoch [4][1460/1879] lr: 1.997e-01, eta: 2 days, 5:56:58, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 2.2335, top1_acc: 0.1254, top5_acc: 0.3121, loss_cls: 4.3639, loss: 6.5974, grad_norm: 1.2631 2021-07-18 19:37:35,830 - mmaction - INFO - Epoch [4][1480/1879] lr: 1.997e-01, eta: 2 days, 5:55:33, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 2.2672, top1_acc: 0.1199, top5_acc: 0.2980, loss_cls: 4.4024, loss: 6.6696, grad_norm: 1.2780 2021-07-18 19:37:50,637 - mmaction - INFO - Epoch [4][1500/1879] lr: 1.997e-01, eta: 2 days, 5:55:45, time: 0.740, data_time: 0.002, memory: 6921, loss_aux: 2.2650, top1_acc: 0.1125, top5_acc: 0.3059, loss_cls: 4.4021, loss: 6.6671, grad_norm: 1.3121 2021-07-18 19:38:03,716 - mmaction - INFO - Epoch [4][1520/1879] lr: 1.997e-01, eta: 2 days, 5:54:49, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 2.2677, top1_acc: 0.1191, top5_acc: 0.2953, loss_cls: 4.4299, loss: 6.6975, grad_norm: 1.2865 2021-07-18 19:38:14,983 - mmaction - INFO - Epoch [4][1540/1879] lr: 1.997e-01, eta: 2 days, 5:52:47, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 2.2745, top1_acc: 0.1238, top5_acc: 0.3000, loss_cls: 4.4021, loss: 6.6766, grad_norm: 1.2661 2021-07-18 19:38:27,534 - mmaction - INFO - Epoch [4][1560/1879] lr: 1.997e-01, eta: 2 days, 5:51:32, time: 0.627, data_time: 0.001, memory: 6921, loss_aux: 2.2626, top1_acc: 0.1258, top5_acc: 0.3066, loss_cls: 4.3991, loss: 6.6617, grad_norm: 1.2974 2021-07-18 19:38:44,628 - mmaction - INFO - Epoch [4][1580/1879] lr: 1.997e-01, eta: 2 days, 5:53:09, time: 0.851, data_time: 0.003, memory: 6921, loss_aux: 2.3007, top1_acc: 0.1242, top5_acc: 0.2949, loss_cls: 4.4522, loss: 6.7529, grad_norm: 1.2724 2021-07-18 19:38:55,892 - mmaction - INFO - Epoch [4][1600/1879] lr: 1.997e-01, eta: 2 days, 5:51:08, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 2.2327, top1_acc: 0.1246, top5_acc: 0.3199, loss_cls: 4.3545, loss: 6.5872, grad_norm: 1.2739 2021-07-18 19:39:08,416 - mmaction - INFO - Epoch [4][1620/1879] lr: 1.997e-01, eta: 2 days, 5:49:54, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 2.2721, top1_acc: 0.1145, top5_acc: 0.2945, loss_cls: 4.4263, loss: 6.6985, grad_norm: 1.2694 2021-07-18 19:39:19,383 - mmaction - INFO - Epoch [4][1640/1879] lr: 1.997e-01, eta: 2 days, 5:47:41, time: 0.548, data_time: 0.002, memory: 6921, loss_aux: 2.2562, top1_acc: 0.1230, top5_acc: 0.3105, loss_cls: 4.3781, loss: 6.6343, grad_norm: 1.2677 2021-07-18 19:39:31,747 - mmaction - INFO - Epoch [4][1660/1879] lr: 1.997e-01, eta: 2 days, 5:46:21, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 2.2492, top1_acc: 0.1254, top5_acc: 0.2988, loss_cls: 4.3893, loss: 6.6384, grad_norm: 1.2769 2021-07-18 19:39:45,350 - mmaction - INFO - Epoch [4][1680/1879] lr: 1.997e-01, eta: 2 days, 5:45:46, time: 0.678, data_time: 0.003, memory: 6921, loss_aux: 2.2543, top1_acc: 0.1273, top5_acc: 0.3160, loss_cls: 4.3849, loss: 6.6392, grad_norm: 1.2708 2021-07-18 19:39:58,452 - mmaction - INFO - Epoch [4][1700/1879] lr: 1.997e-01, eta: 2 days, 5:44:56, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 2.2553, top1_acc: 0.1141, top5_acc: 0.3160, loss_cls: 4.3840, loss: 6.6393, grad_norm: 1.2933 2021-07-18 19:40:09,730 - mmaction - INFO - Epoch [4][1720/1879] lr: 1.997e-01, eta: 2 days, 5:42:57, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 2.2654, top1_acc: 0.1215, top5_acc: 0.3074, loss_cls: 4.3921, loss: 6.6576, grad_norm: 1.2840 2021-07-18 19:40:24,332 - mmaction - INFO - Epoch [4][1740/1879] lr: 1.997e-01, eta: 2 days, 5:43:02, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 2.2547, top1_acc: 0.1297, top5_acc: 0.3203, loss_cls: 4.3775, loss: 6.6322, grad_norm: 1.2978 2021-07-18 19:40:35,776 - mmaction - INFO - Epoch [4][1760/1879] lr: 1.997e-01, eta: 2 days, 5:41:10, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 2.2357, top1_acc: 0.1266, top5_acc: 0.3168, loss_cls: 4.3478, loss: 6.5836, grad_norm: 1.3219 2021-07-18 19:40:47,954 - mmaction - INFO - Epoch [4][1780/1879] lr: 1.997e-01, eta: 2 days, 5:39:46, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 2.2426, top1_acc: 0.1187, top5_acc: 0.3141, loss_cls: 4.3826, loss: 6.6252, grad_norm: 1.2796 2021-07-18 19:41:02,415 - mmaction - INFO - Epoch [4][1800/1879] lr: 1.997e-01, eta: 2 days, 5:39:46, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 2.2466, top1_acc: 0.1266, top5_acc: 0.3141, loss_cls: 4.3627, loss: 6.6093, grad_norm: 1.2755 2021-07-18 19:41:14,017 - mmaction - INFO - Epoch [4][1820/1879] lr: 1.997e-01, eta: 2 days, 5:38:01, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 2.2422, top1_acc: 0.1238, top5_acc: 0.3191, loss_cls: 4.3618, loss: 6.6039, grad_norm: 1.2810 2021-07-18 19:41:25,713 - mmaction - INFO - Epoch [4][1840/1879] lr: 1.997e-01, eta: 2 days, 5:36:19, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 2.2392, top1_acc: 0.1242, top5_acc: 0.3012, loss_cls: 4.3477, loss: 6.5869, grad_norm: 1.3228 2021-07-18 19:41:36,728 - mmaction - INFO - Epoch [4][1860/1879] lr: 1.997e-01, eta: 2 days, 5:34:14, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 2.2422, top1_acc: 0.1285, top5_acc: 0.3137, loss_cls: 4.3480, loss: 6.5902, grad_norm: 1.3040 2021-07-18 19:41:54,918 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-07-18 19:42:16,958 - mmaction - INFO - Epoch [5][20/1879] lr: 1.996e-01, eta: 2 days, 5:28:58, time: 0.975, data_time: 0.236, memory: 6921, loss_aux: 2.2443, top1_acc: 0.1234, top5_acc: 0.3074, loss_cls: 4.3521, loss: 6.5964, grad_norm: 1.2952 2021-07-18 19:42:30,185 - mmaction - INFO - Epoch [5][40/1879] lr: 1.996e-01, eta: 2 days, 5:28:16, time: 0.662, data_time: 0.005, memory: 6921, loss_aux: 2.2338, top1_acc: 0.1277, top5_acc: 0.3156, loss_cls: 4.3567, loss: 6.5905, grad_norm: 1.3162 2021-07-18 19:42:41,454 - mmaction - INFO - Epoch [5][60/1879] lr: 1.996e-01, eta: 2 days, 5:26:23, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 2.2075, top1_acc: 0.1352, top5_acc: 0.3223, loss_cls: 4.2811, loss: 6.4886, grad_norm: 1.3230 2021-07-18 19:42:53,606 - mmaction - INFO - Epoch [5][80/1879] lr: 1.996e-01, eta: 2 days, 5:24:59, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 2.2361, top1_acc: 0.1348, top5_acc: 0.3242, loss_cls: 4.3244, loss: 6.5605, grad_norm: 1.3182 2021-07-18 19:43:05,781 - mmaction - INFO - Epoch [5][100/1879] lr: 1.996e-01, eta: 2 days, 5:23:41, time: 0.612, data_time: 0.008, memory: 6921, loss_aux: 2.2361, top1_acc: 0.1270, top5_acc: 0.3043, loss_cls: 4.3368, loss: 6.5728, grad_norm: 1.3093 2021-07-18 19:43:17,828 - mmaction - INFO - Epoch [5][120/1879] lr: 1.996e-01, eta: 2 days, 5:22:13, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 2.2492, top1_acc: 0.1180, top5_acc: 0.3051, loss_cls: 4.3834, loss: 6.6326, grad_norm: 1.3087 2021-07-18 19:43:29,382 - mmaction - INFO - Epoch [5][140/1879] lr: 1.996e-01, eta: 2 days, 5:20:32, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 2.2435, top1_acc: 0.1246, top5_acc: 0.3086, loss_cls: 4.3857, loss: 6.6291, grad_norm: 1.2871 2021-07-18 19:43:40,374 - mmaction - INFO - Epoch [5][160/1879] lr: 1.996e-01, eta: 2 days, 5:18:32, time: 0.552, data_time: 0.005, memory: 6921, loss_aux: 2.2289, top1_acc: 0.1320, top5_acc: 0.3098, loss_cls: 4.3274, loss: 6.5563, grad_norm: 1.2986 2021-07-18 19:43:55,183 - mmaction - INFO - Epoch [5][180/1879] lr: 1.996e-01, eta: 2 days, 5:18:46, time: 0.739, data_time: 0.001, memory: 6921, loss_aux: 2.2209, top1_acc: 0.1262, top5_acc: 0.3285, loss_cls: 4.3271, loss: 6.5480, grad_norm: 1.3252 2021-07-18 19:44:06,599 - mmaction - INFO - Epoch [5][200/1879] lr: 1.996e-01, eta: 2 days, 5:17:00, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 2.2117, top1_acc: 0.1340, top5_acc: 0.3148, loss_cls: 4.3174, loss: 6.5292, grad_norm: 1.3004 2021-07-18 19:44:18,184 - mmaction - INFO - Epoch [5][220/1879] lr: 1.996e-01, eta: 2 days, 5:15:21, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 2.2380, top1_acc: 0.1289, top5_acc: 0.3184, loss_cls: 4.3458, loss: 6.5837, grad_norm: 1.3307 2021-07-18 19:44:29,839 - mmaction - INFO - Epoch [5][240/1879] lr: 1.996e-01, eta: 2 days, 5:13:44, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 2.2274, top1_acc: 0.1285, top5_acc: 0.3172, loss_cls: 4.3365, loss: 6.5639, grad_norm: 1.3465 2021-07-18 19:44:41,255 - mmaction - INFO - Epoch [5][260/1879] lr: 1.996e-01, eta: 2 days, 5:12:00, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 2.2507, top1_acc: 0.1309, top5_acc: 0.3160, loss_cls: 4.3722, loss: 6.6229, grad_norm: 1.2784 2021-07-18 19:44:52,730 - mmaction - INFO - Epoch [5][280/1879] lr: 1.996e-01, eta: 2 days, 5:10:17, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 2.2627, top1_acc: 0.1172, top5_acc: 0.3094, loss_cls: 4.4067, loss: 6.6693, grad_norm: 1.3105 2021-07-18 19:45:04,569 - mmaction - INFO - Epoch [5][300/1879] lr: 1.996e-01, eta: 2 days, 5:08:50, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 2.2421, top1_acc: 0.1203, top5_acc: 0.3074, loss_cls: 4.3839, loss: 6.6259, grad_norm: 1.3077 2021-07-18 19:45:17,416 - mmaction - INFO - Epoch [5][320/1879] lr: 1.996e-01, eta: 2 days, 5:07:56, time: 0.641, data_time: 0.001, memory: 6921, loss_aux: 2.2411, top1_acc: 0.1387, top5_acc: 0.3297, loss_cls: 4.3461, loss: 6.5872, grad_norm: 1.3488 2021-07-18 19:45:29,803 - mmaction - INFO - Epoch [5][340/1879] lr: 1.996e-01, eta: 2 days, 5:06:11, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 2.2254, top1_acc: 0.1359, top5_acc: 0.3195, loss_cls: 4.3253, loss: 6.5506, grad_norm: 1.3231 2021-07-18 19:46:06,469 - mmaction - INFO - Epoch [5][360/1879] lr: 1.996e-01, eta: 2 days, 5:19:37, time: 1.875, data_time: 0.056, memory: 6921, loss_aux: 2.2264, top1_acc: 0.1270, top5_acc: 0.3180, loss_cls: 4.3347, loss: 6.5611, grad_norm: 1.2858 2021-07-18 19:46:18,063 - mmaction - INFO - Epoch [5][380/1879] lr: 1.996e-01, eta: 2 days, 5:18:05, time: 0.589, data_time: 0.018, memory: 6921, loss_aux: 2.2270, top1_acc: 0.1285, top5_acc: 0.3098, loss_cls: 4.3519, loss: 6.5789, grad_norm: 1.3407 2021-07-18 19:46:30,724 - mmaction - INFO - Epoch [5][400/1879] lr: 1.996e-01, eta: 2 days, 5:17:05, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 2.1959, top1_acc: 0.1387, top5_acc: 0.3402, loss_cls: 4.2617, loss: 6.4576, grad_norm: 1.3238 2021-07-18 19:46:42,794 - mmaction - INFO - Epoch [5][420/1879] lr: 1.996e-01, eta: 2 days, 5:15:45, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 2.2470, top1_acc: 0.1340, top5_acc: 0.3152, loss_cls: 4.3569, loss: 6.6039, grad_norm: 1.3120 2021-07-18 19:46:54,180 - mmaction - INFO - Epoch [5][440/1879] lr: 1.996e-01, eta: 2 days, 5:14:00, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 2.2280, top1_acc: 0.1211, top5_acc: 0.3070, loss_cls: 4.3387, loss: 6.5667, grad_norm: 1.3567 2021-07-18 19:47:14,588 - mmaction - INFO - Epoch [5][460/1879] lr: 1.996e-01, eta: 2 days, 5:17:24, time: 1.017, data_time: 0.002, memory: 6921, loss_aux: 2.2374, top1_acc: 0.1246, top5_acc: 0.3086, loss_cls: 4.3494, loss: 6.5868, grad_norm: 1.3168 2021-07-18 19:47:26,435 - mmaction - INFO - Epoch [5][480/1879] lr: 1.996e-01, eta: 2 days, 5:15:58, time: 0.596, data_time: 0.007, memory: 6921, loss_aux: 2.2277, top1_acc: 0.1336, top5_acc: 0.3156, loss_cls: 4.3231, loss: 6.5508, grad_norm: 1.3070 2021-07-18 19:47:39,323 - mmaction - INFO - Epoch [5][500/1879] lr: 1.996e-01, eta: 2 days, 5:15:06, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 2.2474, top1_acc: 0.1230, top5_acc: 0.3164, loss_cls: 4.3654, loss: 6.6128, grad_norm: 1.3077 2021-07-18 19:47:52,961 - mmaction - INFO - Epoch [5][520/1879] lr: 1.996e-01, eta: 2 days, 5:14:37, time: 0.679, data_time: 0.003, memory: 6921, loss_aux: 2.2437, top1_acc: 0.1223, top5_acc: 0.3023, loss_cls: 4.3635, loss: 6.6072, grad_norm: 1.2903 2021-07-18 19:48:04,110 - mmaction - INFO - Epoch [5][540/1879] lr: 1.996e-01, eta: 2 days, 5:12:49, time: 0.562, data_time: 0.013, memory: 6921, loss_aux: 2.2180, top1_acc: 0.1383, top5_acc: 0.3406, loss_cls: 4.2932, loss: 6.5112, grad_norm: 1.3001 2021-07-18 19:48:15,669 - mmaction - INFO - Epoch [5][560/1879] lr: 1.996e-01, eta: 2 days, 5:11:12, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 2.2250, top1_acc: 0.1285, top5_acc: 0.3281, loss_cls: 4.3145, loss: 6.5395, grad_norm: 1.3223 2021-07-18 19:48:29,360 - mmaction - INFO - Epoch [5][580/1879] lr: 1.996e-01, eta: 2 days, 5:10:46, time: 0.680, data_time: 0.004, memory: 6921, loss_aux: 2.2218, top1_acc: 0.1289, top5_acc: 0.3207, loss_cls: 4.3199, loss: 6.5417, grad_norm: 1.3376 2021-07-18 19:48:40,776 - mmaction - INFO - Epoch [5][600/1879] lr: 1.996e-01, eta: 2 days, 5:09:07, time: 0.574, data_time: 0.011, memory: 6921, loss_aux: 2.2213, top1_acc: 0.1355, top5_acc: 0.3363, loss_cls: 4.2978, loss: 6.5190, grad_norm: 1.3586 2021-07-18 19:48:54,787 - mmaction - INFO - Epoch [5][620/1879] lr: 1.996e-01, eta: 2 days, 5:08:53, time: 0.699, data_time: 0.003, memory: 6921, loss_aux: 2.2265, top1_acc: 0.1375, top5_acc: 0.3332, loss_cls: 4.3115, loss: 6.5380, grad_norm: 1.3749 2021-07-18 19:49:05,907 - mmaction - INFO - Epoch [5][640/1879] lr: 1.996e-01, eta: 2 days, 5:07:04, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 2.2260, top1_acc: 0.1363, top5_acc: 0.3336, loss_cls: 4.3255, loss: 6.5515, grad_norm: 1.3323 2021-07-18 19:49:22,958 - mmaction - INFO - Epoch [5][660/1879] lr: 1.996e-01, eta: 2 days, 5:08:34, time: 0.854, data_time: 0.003, memory: 6921, loss_aux: 2.2229, top1_acc: 0.1316, top5_acc: 0.3324, loss_cls: 4.3275, loss: 6.5504, grad_norm: 1.3143 2021-07-18 19:49:42,809 - mmaction - INFO - Epoch [5][680/1879] lr: 1.996e-01, eta: 2 days, 5:11:33, time: 0.989, data_time: 0.003, memory: 6921, loss_aux: 2.2194, top1_acc: 0.1320, top5_acc: 0.3141, loss_cls: 4.3180, loss: 6.5374, grad_norm: 1.2941 2021-07-18 19:49:54,228 - mmaction - INFO - Epoch [5][700/1879] lr: 1.996e-01, eta: 2 days, 5:09:56, time: 0.574, data_time: 0.011, memory: 6921, loss_aux: 2.2100, top1_acc: 0.1352, top5_acc: 0.3344, loss_cls: 4.2650, loss: 6.4749, grad_norm: 1.3050 2021-07-18 19:50:07,875 - mmaction - INFO - Epoch [5][720/1879] lr: 1.996e-01, eta: 2 days, 5:09:28, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 2.2199, top1_acc: 0.1301, top5_acc: 0.3187, loss_cls: 4.3327, loss: 6.5527, grad_norm: 1.3423 2021-07-18 19:50:20,266 - mmaction - INFO - Epoch [5][740/1879] lr: 1.996e-01, eta: 2 days, 5:08:23, time: 0.622, data_time: 0.006, memory: 6921, loss_aux: 2.2257, top1_acc: 0.1313, top5_acc: 0.3273, loss_cls: 4.3219, loss: 6.5476, grad_norm: 1.3429 2021-07-18 19:50:32,344 - mmaction - INFO - Epoch [5][760/1879] lr: 1.996e-01, eta: 2 days, 5:07:06, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 2.2110, top1_acc: 0.1422, top5_acc: 0.3266, loss_cls: 4.3025, loss: 6.5135, grad_norm: 1.3390 2021-07-18 19:50:45,531 - mmaction - INFO - Epoch [5][780/1879] lr: 1.996e-01, eta: 2 days, 5:06:25, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 2.2229, top1_acc: 0.1305, top5_acc: 0.3277, loss_cls: 4.3311, loss: 6.5539, grad_norm: 1.3294 2021-07-18 19:50:57,650 - mmaction - INFO - Epoch [5][800/1879] lr: 1.996e-01, eta: 2 days, 5:05:11, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 2.2017, top1_acc: 0.1352, top5_acc: 0.3250, loss_cls: 4.2787, loss: 6.4804, grad_norm: 1.3007 2021-07-18 19:51:10,600 - mmaction - INFO - Epoch [5][820/1879] lr: 1.996e-01, eta: 2 days, 5:04:22, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 2.1780, top1_acc: 0.1465, top5_acc: 0.3328, loss_cls: 4.2465, loss: 6.4245, grad_norm: 1.3519 2021-07-18 19:51:22,639 - mmaction - INFO - Epoch [5][840/1879] lr: 1.996e-01, eta: 2 days, 5:03:06, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 2.2209, top1_acc: 0.1305, top5_acc: 0.3203, loss_cls: 4.3243, loss: 6.5452, grad_norm: 1.3432 2021-07-18 19:51:35,058 - mmaction - INFO - Epoch [5][860/1879] lr: 1.996e-01, eta: 2 days, 5:02:02, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 2.2290, top1_acc: 0.1250, top5_acc: 0.3145, loss_cls: 4.3223, loss: 6.5514, grad_norm: 1.3063 2021-07-18 19:51:47,506 - mmaction - INFO - Epoch [5][880/1879] lr: 1.996e-01, eta: 2 days, 5:00:58, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 2.2207, top1_acc: 0.1297, top5_acc: 0.3352, loss_cls: 4.3040, loss: 6.5247, grad_norm: 1.3439 2021-07-18 19:51:58,789 - mmaction - INFO - Epoch [5][900/1879] lr: 1.996e-01, eta: 2 days, 4:59:17, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 2.2462, top1_acc: 0.1277, top5_acc: 0.3113, loss_cls: 4.3501, loss: 6.5963, grad_norm: 1.3425 2021-07-18 19:52:11,854 - mmaction - INFO - Epoch [5][920/1879] lr: 1.996e-01, eta: 2 days, 4:58:34, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 2.1968, top1_acc: 0.1359, top5_acc: 0.3348, loss_cls: 4.2450, loss: 6.4418, grad_norm: 1.3419 2021-07-18 19:52:24,089 - mmaction - INFO - Epoch [5][940/1879] lr: 1.996e-01, eta: 2 days, 4:57:26, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 2.2244, top1_acc: 0.1379, top5_acc: 0.3254, loss_cls: 4.3313, loss: 6.5558, grad_norm: 1.3544 2021-07-18 19:52:35,478 - mmaction - INFO - Epoch [5][960/1879] lr: 1.996e-01, eta: 2 days, 4:55:49, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 2.1986, top1_acc: 0.1414, top5_acc: 0.3312, loss_cls: 4.2676, loss: 6.4662, grad_norm: 1.3410 2021-07-18 19:52:47,494 - mmaction - INFO - Epoch [5][980/1879] lr: 1.996e-01, eta: 2 days, 4:54:33, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 2.1975, top1_acc: 0.1273, top5_acc: 0.3383, loss_cls: 4.2844, loss: 6.4820, grad_norm: 1.3504 2021-07-18 19:52:58,802 - mmaction - INFO - Epoch [5][1000/1879] lr: 1.995e-01, eta: 2 days, 4:52:55, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 2.1868, top1_acc: 0.1406, top5_acc: 0.3414, loss_cls: 4.2523, loss: 6.4390, grad_norm: 1.3230 2021-07-18 19:53:12,308 - mmaction - INFO - Epoch [5][1020/1879] lr: 1.995e-01, eta: 2 days, 4:52:27, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 2.2091, top1_acc: 0.1273, top5_acc: 0.3492, loss_cls: 4.2629, loss: 6.4720, grad_norm: 1.3421 2021-07-18 19:53:23,504 - mmaction - INFO - Epoch [5][1040/1879] lr: 1.995e-01, eta: 2 days, 4:50:47, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 2.2336, top1_acc: 0.1289, top5_acc: 0.3172, loss_cls: 4.3500, loss: 6.5835, grad_norm: 1.3383 2021-07-18 19:53:35,336 - mmaction - INFO - Epoch [5][1060/1879] lr: 1.995e-01, eta: 2 days, 4:49:26, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 2.2006, top1_acc: 0.1531, top5_acc: 0.3355, loss_cls: 4.2615, loss: 6.4622, grad_norm: 1.3702 2021-07-18 19:53:46,322 - mmaction - INFO - Epoch [5][1080/1879] lr: 1.995e-01, eta: 2 days, 4:47:39, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 2.2274, top1_acc: 0.1289, top5_acc: 0.3191, loss_cls: 4.3366, loss: 6.5640, grad_norm: 1.3512 2021-07-18 19:53:59,646 - mmaction - INFO - Epoch [5][1100/1879] lr: 1.995e-01, eta: 2 days, 4:47:06, time: 0.665, data_time: 0.003, memory: 6921, loss_aux: 2.1999, top1_acc: 0.1270, top5_acc: 0.3391, loss_cls: 4.3031, loss: 6.5030, grad_norm: 1.3538 2021-07-18 19:54:10,824 - mmaction - INFO - Epoch [5][1120/1879] lr: 1.995e-01, eta: 2 days, 4:45:26, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 2.2015, top1_acc: 0.1426, top5_acc: 0.3367, loss_cls: 4.2816, loss: 6.4831, grad_norm: 1.3595 2021-07-18 19:54:24,133 - mmaction - INFO - Epoch [5][1140/1879] lr: 1.995e-01, eta: 2 days, 4:44:52, time: 0.663, data_time: 0.001, memory: 6921, loss_aux: 2.2105, top1_acc: 0.1395, top5_acc: 0.3273, loss_cls: 4.2865, loss: 6.4970, grad_norm: 1.3620 2021-07-18 19:54:35,844 - mmaction - INFO - Epoch [5][1160/1879] lr: 1.995e-01, eta: 2 days, 4:43:30, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 2.2131, top1_acc: 0.1367, top5_acc: 0.3270, loss_cls: 4.2729, loss: 6.4861, grad_norm: 1.3742 2021-07-18 19:54:47,242 - mmaction - INFO - Epoch [5][1180/1879] lr: 1.995e-01, eta: 2 days, 4:41:57, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 2.2256, top1_acc: 0.1348, top5_acc: 0.3281, loss_cls: 4.3271, loss: 6.5527, grad_norm: 1.3679 2021-07-18 19:55:04,205 - mmaction - INFO - Epoch [5][1200/1879] lr: 1.995e-01, eta: 2 days, 4:43:18, time: 0.845, data_time: 0.010, memory: 6921, loss_aux: 2.1845, top1_acc: 0.1430, top5_acc: 0.3496, loss_cls: 4.2206, loss: 6.4051, grad_norm: 1.3407 2021-07-18 19:55:16,091 - mmaction - INFO - Epoch [5][1220/1879] lr: 1.995e-01, eta: 2 days, 4:42:03, time: 0.597, data_time: 0.011, memory: 6921, loss_aux: 2.1811, top1_acc: 0.1395, top5_acc: 0.3387, loss_cls: 4.1996, loss: 6.3807, grad_norm: 1.3873 2021-07-18 19:55:27,503 - mmaction - INFO - Epoch [5][1240/1879] lr: 1.995e-01, eta: 2 days, 4:40:32, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 2.1731, top1_acc: 0.1352, top5_acc: 0.3305, loss_cls: 4.2278, loss: 6.4010, grad_norm: 1.3727 2021-07-18 19:55:38,684 - mmaction - INFO - Epoch [5][1260/1879] lr: 1.995e-01, eta: 2 days, 4:38:54, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 2.2144, top1_acc: 0.1371, top5_acc: 0.3234, loss_cls: 4.3046, loss: 6.5190, grad_norm: 1.3672 2021-07-18 19:55:53,762 - mmaction - INFO - Epoch [5][1280/1879] lr: 1.995e-01, eta: 2 days, 4:39:17, time: 0.753, data_time: 0.002, memory: 6921, loss_aux: 2.2164, top1_acc: 0.1418, top5_acc: 0.3254, loss_cls: 4.3061, loss: 6.5226, grad_norm: 1.3382 2021-07-18 19:56:04,978 - mmaction - INFO - Epoch [5][1300/1879] lr: 1.995e-01, eta: 2 days, 4:37:41, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 2.1751, top1_acc: 0.1422, top5_acc: 0.3438, loss_cls: 4.2012, loss: 6.3763, grad_norm: 1.3807 2021-07-18 19:56:20,067 - mmaction - INFO - Epoch [5][1320/1879] lr: 1.995e-01, eta: 2 days, 4:38:04, time: 0.753, data_time: 0.001, memory: 6921, loss_aux: 2.1954, top1_acc: 0.1359, top5_acc: 0.3375, loss_cls: 4.2525, loss: 6.4479, grad_norm: 1.3771 2021-07-18 19:56:31,369 - mmaction - INFO - Epoch [5][1340/1879] lr: 1.995e-01, eta: 2 days, 4:36:31, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 2.1909, top1_acc: 0.1469, top5_acc: 0.3383, loss_cls: 4.2584, loss: 6.4492, grad_norm: 1.3667 2021-07-18 19:56:42,860 - mmaction - INFO - Epoch [5][1360/1879] lr: 1.995e-01, eta: 2 days, 4:35:04, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 2.2121, top1_acc: 0.1270, top5_acc: 0.3348, loss_cls: 4.2794, loss: 6.4915, grad_norm: 1.3985 2021-07-18 19:56:54,135 - mmaction - INFO - Epoch [5][1380/1879] lr: 1.995e-01, eta: 2 days, 4:33:30, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 2.1915, top1_acc: 0.1418, top5_acc: 0.3398, loss_cls: 4.2507, loss: 6.4422, grad_norm: 1.3694 2021-07-18 19:57:05,887 - mmaction - INFO - Epoch [5][1400/1879] lr: 1.995e-01, eta: 2 days, 4:32:05, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 2.2031, top1_acc: 0.1262, top5_acc: 0.3332, loss_cls: 4.2878, loss: 6.4909, grad_norm: 1.3533 2021-07-18 19:57:20,541 - mmaction - INFO - Epoch [5][1420/1879] lr: 1.995e-01, eta: 2 days, 4:32:19, time: 0.739, data_time: 0.014, memory: 6921, loss_aux: 2.1778, top1_acc: 0.1457, top5_acc: 0.3488, loss_cls: 4.2262, loss: 6.4039, grad_norm: 1.4101 2021-07-18 19:57:33,974 - mmaction - INFO - Epoch [5][1440/1879] lr: 1.995e-01, eta: 2 days, 4:31:49, time: 0.666, data_time: 0.008, memory: 6921, loss_aux: 2.2081, top1_acc: 0.1281, top5_acc: 0.3297, loss_cls: 4.2830, loss: 6.4911, grad_norm: 1.3433 2021-07-18 19:57:52,247 - mmaction - INFO - Epoch [5][1460/1879] lr: 1.995e-01, eta: 2 days, 4:33:23, time: 0.872, data_time: 0.018, memory: 6921, loss_aux: 2.2066, top1_acc: 0.1367, top5_acc: 0.3367, loss_cls: 4.3051, loss: 6.5117, grad_norm: 1.3688 2021-07-18 19:58:09,727 - mmaction - INFO - Epoch [5][1480/1879] lr: 1.995e-01, eta: 2 days, 4:35:26, time: 0.918, data_time: 0.060, memory: 6921, loss_aux: 2.2096, top1_acc: 0.1348, top5_acc: 0.3266, loss_cls: 4.2903, loss: 6.4999, grad_norm: 1.3665 2021-07-18 19:58:24,049 - mmaction - INFO - Epoch [5][1500/1879] lr: 1.995e-01, eta: 2 days, 4:35:31, time: 0.724, data_time: 0.013, memory: 6921, loss_aux: 2.2075, top1_acc: 0.1480, top5_acc: 0.3355, loss_cls: 4.2796, loss: 6.4871, grad_norm: 1.3496 2021-07-18 19:58:36,301 - mmaction - INFO - Epoch [5][1520/1879] lr: 1.995e-01, eta: 2 days, 4:34:28, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 2.1857, top1_acc: 0.1348, top5_acc: 0.3238, loss_cls: 4.2648, loss: 6.4504, grad_norm: 1.3769 2021-07-18 19:58:47,666 - mmaction - INFO - Epoch [5][1540/1879] lr: 1.995e-01, eta: 2 days, 4:32:58, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 2.2052, top1_acc: 0.1426, top5_acc: 0.3344, loss_cls: 4.2826, loss: 6.4878, grad_norm: 1.3705 2021-07-18 19:59:05,063 - mmaction - INFO - Epoch [5][1560/1879] lr: 1.995e-01, eta: 2 days, 4:34:29, time: 0.867, data_time: 0.003, memory: 6921, loss_aux: 2.1986, top1_acc: 0.1418, top5_acc: 0.3207, loss_cls: 4.2864, loss: 6.4850, grad_norm: 1.3594 2021-07-18 19:59:20,116 - mmaction - INFO - Epoch [5][1580/1879] lr: 1.995e-01, eta: 2 days, 4:34:51, time: 0.755, data_time: 0.006, memory: 6921, loss_aux: 2.1842, top1_acc: 0.1414, top5_acc: 0.3320, loss_cls: 4.2602, loss: 6.4443, grad_norm: 1.3814 2021-07-18 19:59:31,795 - mmaction - INFO - Epoch [5][1600/1879] lr: 1.995e-01, eta: 2 days, 4:33:31, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 2.2170, top1_acc: 0.1332, top5_acc: 0.3266, loss_cls: 4.3086, loss: 6.5256, grad_norm: 1.3465 2021-07-18 19:59:43,581 - mmaction - INFO - Epoch [5][1620/1879] lr: 1.995e-01, eta: 2 days, 4:32:16, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 2.2071, top1_acc: 0.1289, top5_acc: 0.3234, loss_cls: 4.2977, loss: 6.5048, grad_norm: 1.3009 2021-07-18 20:00:03,340 - mmaction - INFO - Epoch [5][1640/1879] lr: 1.995e-01, eta: 2 days, 4:34:51, time: 0.977, data_time: 0.003, memory: 6921, loss_aux: 2.1717, top1_acc: 0.1434, top5_acc: 0.3574, loss_cls: 4.1993, loss: 6.3711, grad_norm: 1.3722 2021-07-18 20:00:18,182 - mmaction - INFO - Epoch [5][1660/1879] lr: 1.995e-01, eta: 2 days, 4:34:49, time: 0.713, data_time: 0.022, memory: 6921, loss_aux: 2.1877, top1_acc: 0.1336, top5_acc: 0.3293, loss_cls: 4.2804, loss: 6.4681, grad_norm: 1.4052 2021-07-18 20:00:29,365 - mmaction - INFO - Epoch [5][1680/1879] lr: 1.995e-01, eta: 2 days, 4:33:37, time: 0.597, data_time: 0.041, memory: 6921, loss_aux: 2.1902, top1_acc: 0.1414, top5_acc: 0.3387, loss_cls: 4.2680, loss: 6.4581, grad_norm: 1.3624 2021-07-18 20:00:41,103 - mmaction - INFO - Epoch [5][1700/1879] lr: 1.995e-01, eta: 2 days, 4:32:20, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 2.1944, top1_acc: 0.1348, top5_acc: 0.3375, loss_cls: 4.2587, loss: 6.4531, grad_norm: 1.3331 2021-07-18 20:00:58,556 - mmaction - INFO - Epoch [5][1720/1879] lr: 1.995e-01, eta: 2 days, 4:33:51, time: 0.871, data_time: 0.003, memory: 6921, loss_aux: 2.1940, top1_acc: 0.1422, top5_acc: 0.3457, loss_cls: 4.2452, loss: 6.4392, grad_norm: 1.3772 2021-07-18 20:01:10,081 - mmaction - INFO - Epoch [5][1740/1879] lr: 1.995e-01, eta: 2 days, 4:32:29, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 2.1568, top1_acc: 0.1535, top5_acc: 0.3535, loss_cls: 4.1804, loss: 6.3371, grad_norm: 1.3886 2021-07-18 20:01:21,240 - mmaction - INFO - Epoch [5][1760/1879] lr: 1.995e-01, eta: 2 days, 4:30:55, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 2.1947, top1_acc: 0.1387, top5_acc: 0.3398, loss_cls: 4.2633, loss: 6.4580, grad_norm: 1.3694 2021-07-18 20:01:39,405 - mmaction - INFO - Epoch [5][1780/1879] lr: 1.995e-01, eta: 2 days, 4:32:43, time: 0.902, data_time: 0.005, memory: 6921, loss_aux: 2.2124, top1_acc: 0.1359, top5_acc: 0.3402, loss_cls: 4.2947, loss: 6.5071, grad_norm: 1.3790 2021-07-18 20:01:51,313 - mmaction - INFO - Epoch [5][1800/1879] lr: 1.995e-01, eta: 2 days, 4:31:36, time: 0.603, data_time: 0.011, memory: 6921, loss_aux: 2.2016, top1_acc: 0.1391, top5_acc: 0.3344, loss_cls: 4.2601, loss: 6.4617, grad_norm: 1.3359 2021-07-18 20:02:09,316 - mmaction - INFO - Epoch [5][1820/1879] lr: 1.995e-01, eta: 2 days, 4:33:20, time: 0.897, data_time: 0.001, memory: 6921, loss_aux: 2.1690, top1_acc: 0.1316, top5_acc: 0.3383, loss_cls: 4.2309, loss: 6.4000, grad_norm: 1.3855 2021-07-18 20:02:20,584 - mmaction - INFO - Epoch [5][1840/1879] lr: 1.995e-01, eta: 2 days, 4:31:52, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 2.2023, top1_acc: 0.1324, top5_acc: 0.3305, loss_cls: 4.2773, loss: 6.4797, grad_norm: 1.3442 2021-07-18 20:02:33,219 - mmaction - INFO - Epoch [5][1860/1879] lr: 1.995e-01, eta: 2 days, 4:31:02, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 2.1864, top1_acc: 0.1313, top5_acc: 0.3449, loss_cls: 4.2343, loss: 6.4207, grad_norm: 1.3547 2021-07-18 20:02:43,451 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-07-18 20:03:13,156 - mmaction - INFO - Epoch [6][20/1879] lr: 1.994e-01, eta: 2 days, 4:30:50, time: 1.380, data_time: 0.238, memory: 6921, loss_aux: 2.1990, top1_acc: 0.1391, top5_acc: 0.3367, loss_cls: 4.2855, loss: 6.4845, grad_norm: 1.4214 2021-07-18 20:03:27,339 - mmaction - INFO - Epoch [6][40/1879] lr: 1.994e-01, eta: 2 days, 4:30:48, time: 0.714, data_time: 0.010, memory: 6921, loss_aux: 2.1957, top1_acc: 0.1359, top5_acc: 0.3391, loss_cls: 4.2471, loss: 6.4428, grad_norm: 1.3512 2021-07-18 20:03:39,925 - mmaction - INFO - Epoch [6][60/1879] lr: 1.994e-01, eta: 2 days, 4:29:58, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 2.1985, top1_acc: 0.1316, top5_acc: 0.3262, loss_cls: 4.2835, loss: 6.4819, grad_norm: 1.3504 2021-07-18 20:03:52,566 - mmaction - INFO - Epoch [6][80/1879] lr: 1.994e-01, eta: 2 days, 4:29:08, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 2.1618, top1_acc: 0.1422, top5_acc: 0.3445, loss_cls: 4.1962, loss: 6.3580, grad_norm: 1.3619 2021-07-18 20:04:05,647 - mmaction - INFO - Epoch [6][100/1879] lr: 1.994e-01, eta: 2 days, 4:28:30, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 2.1797, top1_acc: 0.1324, top5_acc: 0.3297, loss_cls: 4.2463, loss: 6.4260, grad_norm: 1.3714 2021-07-18 20:04:16,697 - mmaction - INFO - Epoch [6][120/1879] lr: 1.994e-01, eta: 2 days, 4:26:57, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 2.1821, top1_acc: 0.1477, top5_acc: 0.3402, loss_cls: 4.2206, loss: 6.4027, grad_norm: 1.3756 2021-07-18 20:04:28,283 - mmaction - INFO - Epoch [6][140/1879] lr: 1.994e-01, eta: 2 days, 4:25:37, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 2.1790, top1_acc: 0.1469, top5_acc: 0.3418, loss_cls: 4.2314, loss: 6.4105, grad_norm: 1.3855 2021-07-18 20:04:41,668 - mmaction - INFO - Epoch [6][160/1879] lr: 1.994e-01, eta: 2 days, 4:25:09, time: 0.668, data_time: 0.004, memory: 6921, loss_aux: 2.1921, top1_acc: 0.1375, top5_acc: 0.3379, loss_cls: 4.2385, loss: 6.4305, grad_norm: 1.3912 2021-07-18 20:04:53,871 - mmaction - INFO - Epoch [6][180/1879] lr: 1.994e-01, eta: 2 days, 4:24:09, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 2.1628, top1_acc: 0.1539, top5_acc: 0.3609, loss_cls: 4.1673, loss: 6.3301, grad_norm: 1.4118 2021-07-18 20:05:06,373 - mmaction - INFO - Epoch [6][200/1879] lr: 1.994e-01, eta: 2 days, 4:23:17, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 2.1495, top1_acc: 0.1469, top5_acc: 0.3563, loss_cls: 4.1697, loss: 6.3192, grad_norm: 1.3725 2021-07-18 20:05:17,453 - mmaction - INFO - Epoch [6][220/1879] lr: 1.994e-01, eta: 2 days, 4:21:45, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 2.1665, top1_acc: 0.1477, top5_acc: 0.3473, loss_cls: 4.1966, loss: 6.3630, grad_norm: 1.3886 2021-07-18 20:05:29,290 - mmaction - INFO - Epoch [6][240/1879] lr: 1.994e-01, eta: 2 days, 4:20:34, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 2.1748, top1_acc: 0.1547, top5_acc: 0.3449, loss_cls: 4.2120, loss: 6.3868, grad_norm: 1.4002 2021-07-18 20:05:46,222 - mmaction - INFO - Epoch [6][260/1879] lr: 1.994e-01, eta: 2 days, 4:21:44, time: 0.842, data_time: 0.004, memory: 6921, loss_aux: 2.1754, top1_acc: 0.1367, top5_acc: 0.3488, loss_cls: 4.2173, loss: 6.3927, grad_norm: 1.3676 2021-07-18 20:05:57,753 - mmaction - INFO - Epoch [6][280/1879] lr: 1.994e-01, eta: 2 days, 4:20:28, time: 0.581, data_time: 0.009, memory: 6921, loss_aux: 2.1662, top1_acc: 0.1387, top5_acc: 0.3461, loss_cls: 4.2215, loss: 6.3876, grad_norm: 1.3959 2021-07-18 20:06:09,974 - mmaction - INFO - Epoch [6][300/1879] lr: 1.994e-01, eta: 2 days, 4:19:28, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 2.1417, top1_acc: 0.1527, top5_acc: 0.3695, loss_cls: 4.1376, loss: 6.2793, grad_norm: 1.4136 2021-07-18 20:06:21,814 - mmaction - INFO - Epoch [6][320/1879] lr: 1.994e-01, eta: 2 days, 4:18:17, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 2.1686, top1_acc: 0.1430, top5_acc: 0.3336, loss_cls: 4.2262, loss: 6.3948, grad_norm: 1.4344 2021-07-18 20:06:38,199 - mmaction - INFO - Epoch [6][340/1879] lr: 1.994e-01, eta: 2 days, 4:18:55, time: 0.784, data_time: 0.004, memory: 6921, loss_aux: 2.1613, top1_acc: 0.1484, top5_acc: 0.3434, loss_cls: 4.1866, loss: 6.3479, grad_norm: 1.4131 2021-07-18 20:06:49,600 - mmaction - INFO - Epoch [6][360/1879] lr: 1.994e-01, eta: 2 days, 4:17:54, time: 0.608, data_time: 0.040, memory: 6921, loss_aux: 2.1478, top1_acc: 0.1457, top5_acc: 0.3574, loss_cls: 4.1591, loss: 6.3069, grad_norm: 1.4047 2021-07-18 20:07:01,831 - mmaction - INFO - Epoch [6][380/1879] lr: 1.994e-01, eta: 2 days, 4:16:55, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 2.1736, top1_acc: 0.1363, top5_acc: 0.3559, loss_cls: 4.2037, loss: 6.3773, grad_norm: 1.3964 2021-07-18 20:07:13,346 - mmaction - INFO - Epoch [6][400/1879] lr: 1.994e-01, eta: 2 days, 4:15:37, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 2.1603, top1_acc: 0.1457, top5_acc: 0.3391, loss_cls: 4.2197, loss: 6.3800, grad_norm: 1.4160 2021-07-18 20:07:24,822 - mmaction - INFO - Epoch [6][420/1879] lr: 1.994e-01, eta: 2 days, 4:14:09, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 2.1667, top1_acc: 0.1445, top5_acc: 0.3484, loss_cls: 4.2070, loss: 6.3736, grad_norm: 1.4031 2021-07-18 20:07:36,001 - mmaction - INFO - Epoch [6][440/1879] lr: 1.994e-01, eta: 2 days, 4:12:51, time: 0.574, data_time: 0.018, memory: 6921, loss_aux: 2.1766, top1_acc: 0.1422, top5_acc: 0.3406, loss_cls: 4.2177, loss: 6.3943, grad_norm: 1.3796 2021-07-18 20:07:53,537 - mmaction - INFO - Epoch [6][460/1879] lr: 1.994e-01, eta: 2 days, 4:14:15, time: 0.869, data_time: 0.009, memory: 6921, loss_aux: 2.1379, top1_acc: 0.1398, top5_acc: 0.3617, loss_cls: 4.1672, loss: 6.3051, grad_norm: 1.4042 2021-07-18 20:08:05,313 - mmaction - INFO - Epoch [6][480/1879] lr: 1.994e-01, eta: 2 days, 4:13:09, time: 0.597, data_time: 0.017, memory: 6921, loss_aux: 2.1612, top1_acc: 0.1457, top5_acc: 0.3500, loss_cls: 4.2087, loss: 6.3699, grad_norm: 1.3823 2021-07-18 20:08:20,153 - mmaction - INFO - Epoch [6][500/1879] lr: 1.994e-01, eta: 2 days, 4:13:23, time: 0.741, data_time: 0.002, memory: 6921, loss_aux: 2.1407, top1_acc: 0.1551, top5_acc: 0.3668, loss_cls: 4.1397, loss: 6.2804, grad_norm: 1.3793 2021-07-18 20:08:31,660 - mmaction - INFO - Epoch [6][520/1879] lr: 1.994e-01, eta: 2 days, 4:12:06, time: 0.578, data_time: 0.008, memory: 6921, loss_aux: 2.1552, top1_acc: 0.1437, top5_acc: 0.3520, loss_cls: 4.1890, loss: 6.3442, grad_norm: 1.4228 2021-07-18 20:08:45,767 - mmaction - INFO - Epoch [6][540/1879] lr: 1.994e-01, eta: 2 days, 4:11:59, time: 0.703, data_time: 0.001, memory: 6921, loss_aux: 2.1615, top1_acc: 0.1656, top5_acc: 0.3598, loss_cls: 4.1864, loss: 6.3479, grad_norm: 1.4187 2021-07-18 20:08:58,050 - mmaction - INFO - Epoch [6][560/1879] lr: 1.994e-01, eta: 2 days, 4:11:04, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 2.1394, top1_acc: 0.1477, top5_acc: 0.3629, loss_cls: 4.1643, loss: 6.3037, grad_norm: 1.4150 2021-07-18 20:09:10,386 - mmaction - INFO - Epoch [6][580/1879] lr: 1.994e-01, eta: 2 days, 4:10:10, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 2.1571, top1_acc: 0.1406, top5_acc: 0.3520, loss_cls: 4.1915, loss: 6.3486, grad_norm: 1.4261 2021-07-18 20:09:23,668 - mmaction - INFO - Epoch [6][600/1879] lr: 1.994e-01, eta: 2 days, 4:09:41, time: 0.664, data_time: 0.006, memory: 6921, loss_aux: 2.1806, top1_acc: 0.1496, top5_acc: 0.3492, loss_cls: 4.2072, loss: 6.3879, grad_norm: 1.4604 2021-07-18 20:09:38,697 - mmaction - INFO - Epoch [6][620/1879] lr: 1.994e-01, eta: 2 days, 4:09:59, time: 0.749, data_time: 0.005, memory: 6921, loss_aux: 2.1364, top1_acc: 0.1539, top5_acc: 0.3688, loss_cls: 4.1557, loss: 6.2922, grad_norm: 1.3810 2021-07-18 20:09:54,784 - mmaction - INFO - Epoch [6][640/1879] lr: 1.994e-01, eta: 2 days, 4:10:47, time: 0.805, data_time: 0.005, memory: 6921, loss_aux: 2.1740, top1_acc: 0.1484, top5_acc: 0.3320, loss_cls: 4.2327, loss: 6.4066, grad_norm: 1.3574 2021-07-18 20:10:09,598 - mmaction - INFO - Epoch [6][660/1879] lr: 1.994e-01, eta: 2 days, 4:11:01, time: 0.742, data_time: 0.005, memory: 6921, loss_aux: 2.1590, top1_acc: 0.1582, top5_acc: 0.3625, loss_cls: 4.1686, loss: 6.3275, grad_norm: 1.3716 2021-07-18 20:10:20,986 - mmaction - INFO - Epoch [6][680/1879] lr: 1.994e-01, eta: 2 days, 4:09:42, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 2.1490, top1_acc: 0.1480, top5_acc: 0.3602, loss_cls: 4.1762, loss: 6.3253, grad_norm: 1.4256 2021-07-18 20:10:32,629 - mmaction - INFO - Epoch [6][700/1879] lr: 1.994e-01, eta: 2 days, 4:08:30, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 2.1920, top1_acc: 0.1430, top5_acc: 0.3375, loss_cls: 4.2481, loss: 6.4400, grad_norm: 1.3879 2021-07-18 20:10:43,901 - mmaction - INFO - Epoch [6][720/1879] lr: 1.994e-01, eta: 2 days, 4:07:07, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 2.1924, top1_acc: 0.1406, top5_acc: 0.3453, loss_cls: 4.2574, loss: 6.4498, grad_norm: 1.3938 2021-07-18 20:10:55,977 - mmaction - INFO - Epoch [6][740/1879] lr: 1.994e-01, eta: 2 days, 4:06:06, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 2.1497, top1_acc: 0.1512, top5_acc: 0.3570, loss_cls: 4.1869, loss: 6.3366, grad_norm: 1.3706 2021-07-18 20:11:08,423 - mmaction - INFO - Epoch [6][760/1879] lr: 1.994e-01, eta: 2 days, 4:05:17, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 2.1777, top1_acc: 0.1387, top5_acc: 0.3500, loss_cls: 4.2148, loss: 6.3925, grad_norm: 1.4168 2021-07-18 20:11:20,047 - mmaction - INFO - Epoch [6][780/1879] lr: 1.994e-01, eta: 2 days, 4:04:05, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 2.1712, top1_acc: 0.1488, top5_acc: 0.3305, loss_cls: 4.2125, loss: 6.3837, grad_norm: 1.3945 2021-07-18 20:11:31,639 - mmaction - INFO - Epoch [6][800/1879] lr: 1.994e-01, eta: 2 days, 4:02:52, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 2.1552, top1_acc: 0.1574, top5_acc: 0.3512, loss_cls: 4.1836, loss: 6.3388, grad_norm: 1.4372 2021-07-18 20:11:43,386 - mmaction - INFO - Epoch [6][820/1879] lr: 1.994e-01, eta: 2 days, 4:01:43, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 2.1741, top1_acc: 0.1402, top5_acc: 0.3367, loss_cls: 4.2433, loss: 6.4174, grad_norm: 1.4318 2021-07-18 20:11:56,023 - mmaction - INFO - Epoch [6][840/1879] lr: 1.994e-01, eta: 2 days, 4:00:59, time: 0.632, data_time: 0.009, memory: 6921, loss_aux: 2.1422, top1_acc: 0.1480, top5_acc: 0.3387, loss_cls: 4.2039, loss: 6.3462, grad_norm: 1.3759 2021-07-18 20:12:09,291 - mmaction - INFO - Epoch [6][860/1879] lr: 1.993e-01, eta: 2 days, 4:00:32, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 2.1417, top1_acc: 0.1516, top5_acc: 0.3551, loss_cls: 4.1671, loss: 6.3089, grad_norm: 1.3914 2021-07-18 20:12:20,909 - mmaction - INFO - Epoch [6][880/1879] lr: 1.993e-01, eta: 2 days, 3:59:21, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 2.1627, top1_acc: 0.1492, top5_acc: 0.3633, loss_cls: 4.1872, loss: 6.3499, grad_norm: 1.4146 2021-07-18 20:12:32,065 - mmaction - INFO - Epoch [6][900/1879] lr: 1.993e-01, eta: 2 days, 3:57:58, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 2.1360, top1_acc: 0.1543, top5_acc: 0.3512, loss_cls: 4.1890, loss: 6.3251, grad_norm: 1.3955 2021-07-18 20:12:43,629 - mmaction - INFO - Epoch [6][920/1879] lr: 1.993e-01, eta: 2 days, 3:56:45, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 2.1481, top1_acc: 0.1484, top5_acc: 0.3461, loss_cls: 4.2004, loss: 6.3486, grad_norm: 1.3932 2021-07-18 20:12:57,425 - mmaction - INFO - Epoch [6][940/1879] lr: 1.993e-01, eta: 2 days, 3:56:13, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 2.1609, top1_acc: 0.1484, top5_acc: 0.3453, loss_cls: 4.2073, loss: 6.3682, grad_norm: 1.4145 2021-07-18 20:13:09,045 - mmaction - INFO - Epoch [6][960/1879] lr: 1.993e-01, eta: 2 days, 3:55:22, time: 0.616, data_time: 0.038, memory: 6921, loss_aux: 2.1428, top1_acc: 0.1492, top5_acc: 0.3633, loss_cls: 4.1290, loss: 6.2718, grad_norm: 1.4224 2021-07-18 20:13:22,209 - mmaction - INFO - Epoch [6][980/1879] lr: 1.993e-01, eta: 2 days, 3:54:52, time: 0.659, data_time: 0.003, memory: 6921, loss_aux: 2.1156, top1_acc: 0.1703, top5_acc: 0.3820, loss_cls: 4.0875, loss: 6.2031, grad_norm: 1.4049 2021-07-18 20:13:33,361 - mmaction - INFO - Epoch [6][1000/1879] lr: 1.993e-01, eta: 2 days, 3:53:30, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 2.1265, top1_acc: 0.1621, top5_acc: 0.3719, loss_cls: 4.1169, loss: 6.2433, grad_norm: 1.3967 2021-07-18 20:13:52,240 - mmaction - INFO - Epoch [6][1020/1879] lr: 1.993e-01, eta: 2 days, 3:55:29, time: 0.942, data_time: 0.002, memory: 6921, loss_aux: 2.1440, top1_acc: 0.1434, top5_acc: 0.3559, loss_cls: 4.1644, loss: 6.3084, grad_norm: 1.4490 2021-07-18 20:14:03,373 - mmaction - INFO - Epoch [6][1040/1879] lr: 1.993e-01, eta: 2 days, 3:54:07, time: 0.559, data_time: 0.006, memory: 6921, loss_aux: 2.1595, top1_acc: 0.1445, top5_acc: 0.3340, loss_cls: 4.2117, loss: 6.3712, grad_norm: 1.4515 2021-07-18 20:14:20,533 - mmaction - INFO - Epoch [6][1060/1879] lr: 1.993e-01, eta: 2 days, 3:55:20, time: 0.855, data_time: 0.002, memory: 6921, loss_aux: 2.1302, top1_acc: 0.1641, top5_acc: 0.3715, loss_cls: 4.1145, loss: 6.2447, grad_norm: 1.3978 2021-07-18 20:14:38,418 - mmaction - INFO - Epoch [6][1080/1879] lr: 1.993e-01, eta: 2 days, 3:56:54, time: 0.898, data_time: 0.006, memory: 6921, loss_aux: 2.1395, top1_acc: 0.1543, top5_acc: 0.3590, loss_cls: 4.1331, loss: 6.2726, grad_norm: 1.4145 2021-07-18 20:14:50,491 - mmaction - INFO - Epoch [6][1100/1879] lr: 1.993e-01, eta: 2 days, 3:55:56, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 2.1305, top1_acc: 0.1594, top5_acc: 0.3625, loss_cls: 4.1414, loss: 6.2720, grad_norm: 1.4195 2021-07-18 20:15:03,268 - mmaction - INFO - Epoch [6][1120/1879] lr: 1.993e-01, eta: 2 days, 3:55:15, time: 0.636, data_time: 0.011, memory: 6921, loss_aux: 2.1393, top1_acc: 0.1539, top5_acc: 0.3594, loss_cls: 4.1672, loss: 6.3064, grad_norm: 1.4621 2021-07-18 20:15:14,386 - mmaction - INFO - Epoch [6][1140/1879] lr: 1.993e-01, eta: 2 days, 3:53:54, time: 0.560, data_time: 0.006, memory: 6921, loss_aux: 2.1149, top1_acc: 0.1625, top5_acc: 0.3785, loss_cls: 4.0825, loss: 6.1975, grad_norm: 1.4552 2021-07-18 20:15:25,633 - mmaction - INFO - Epoch [6][1160/1879] lr: 1.993e-01, eta: 2 days, 3:52:35, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 2.1419, top1_acc: 0.1473, top5_acc: 0.3648, loss_cls: 4.1539, loss: 6.2958, grad_norm: 1.4106 2021-07-18 20:15:37,575 - mmaction - INFO - Epoch [6][1180/1879] lr: 1.993e-01, eta: 2 days, 3:51:35, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 2.1434, top1_acc: 0.1512, top5_acc: 0.3535, loss_cls: 4.1729, loss: 6.3163, grad_norm: 1.4420 2021-07-18 20:15:49,673 - mmaction - INFO - Epoch [6][1200/1879] lr: 1.993e-01, eta: 2 days, 3:50:39, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 2.1698, top1_acc: 0.1422, top5_acc: 0.3520, loss_cls: 4.2215, loss: 6.3913, grad_norm: 1.4467 2021-07-18 20:16:00,953 - mmaction - INFO - Epoch [6][1220/1879] lr: 1.993e-01, eta: 2 days, 3:49:21, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 2.1519, top1_acc: 0.1551, top5_acc: 0.3598, loss_cls: 4.1907, loss: 6.3427, grad_norm: 1.4666 2021-07-18 20:16:13,866 - mmaction - INFO - Epoch [6][1240/1879] lr: 1.993e-01, eta: 2 days, 3:48:47, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 2.1593, top1_acc: 0.1434, top5_acc: 0.3445, loss_cls: 4.1957, loss: 6.3550, grad_norm: 1.3995 2021-07-18 20:16:26,232 - mmaction - INFO - Epoch [6][1260/1879] lr: 1.993e-01, eta: 2 days, 3:47:57, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 2.1736, top1_acc: 0.1566, top5_acc: 0.3473, loss_cls: 4.2098, loss: 6.3834, grad_norm: 1.4153 2021-07-18 20:16:37,862 - mmaction - INFO - Epoch [6][1280/1879] lr: 1.993e-01, eta: 2 days, 3:46:49, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 2.1344, top1_acc: 0.1535, top5_acc: 0.3648, loss_cls: 4.1342, loss: 6.2686, grad_norm: 1.4332 2021-07-18 20:16:49,437 - mmaction - INFO - Epoch [6][1300/1879] lr: 1.993e-01, eta: 2 days, 3:45:41, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 2.1588, top1_acc: 0.1504, top5_acc: 0.3543, loss_cls: 4.1810, loss: 6.3398, grad_norm: 1.4344 2021-07-18 20:17:00,682 - mmaction - INFO - Epoch [6][1320/1879] lr: 1.993e-01, eta: 2 days, 3:44:24, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 2.1552, top1_acc: 0.1531, top5_acc: 0.3625, loss_cls: 4.1767, loss: 6.3320, grad_norm: 1.4225 2021-07-18 20:17:13,723 - mmaction - INFO - Epoch [6][1340/1879] lr: 1.993e-01, eta: 2 days, 3:43:52, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 2.1264, top1_acc: 0.1625, top5_acc: 0.3746, loss_cls: 4.1193, loss: 6.2456, grad_norm: 1.4275 2021-07-18 20:17:26,606 - mmaction - INFO - Epoch [6][1360/1879] lr: 1.993e-01, eta: 2 days, 3:43:13, time: 0.638, data_time: 0.005, memory: 6921, loss_aux: 2.1279, top1_acc: 0.1559, top5_acc: 0.3672, loss_cls: 4.1287, loss: 6.2566, grad_norm: 1.4371 2021-07-18 20:17:38,940 - mmaction - INFO - Epoch [6][1380/1879] lr: 1.993e-01, eta: 2 days, 3:42:28, time: 0.623, data_time: 0.009, memory: 6921, loss_aux: 2.1322, top1_acc: 0.1594, top5_acc: 0.3668, loss_cls: 4.1468, loss: 6.2790, grad_norm: 1.4359 2021-07-18 20:17:51,083 - mmaction - INFO - Epoch [6][1400/1879] lr: 1.993e-01, eta: 2 days, 3:41:34, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 2.1368, top1_acc: 0.1621, top5_acc: 0.3602, loss_cls: 4.1446, loss: 6.2814, grad_norm: 1.3991 2021-07-18 20:18:05,961 - mmaction - INFO - Epoch [6][1420/1879] lr: 1.993e-01, eta: 2 days, 3:41:48, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 2.1413, top1_acc: 0.1586, top5_acc: 0.3809, loss_cls: 4.1350, loss: 6.2763, grad_norm: 1.4423 2021-07-18 20:18:20,395 - mmaction - INFO - Epoch [6][1440/1879] lr: 1.993e-01, eta: 2 days, 3:41:53, time: 0.723, data_time: 0.005, memory: 6921, loss_aux: 2.1060, top1_acc: 0.1582, top5_acc: 0.3652, loss_cls: 4.1069, loss: 6.2129, grad_norm: 1.4416 2021-07-18 20:18:32,480 - mmaction - INFO - Epoch [6][1460/1879] lr: 1.993e-01, eta: 2 days, 3:40:57, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 2.1367, top1_acc: 0.1523, top5_acc: 0.3590, loss_cls: 4.1446, loss: 6.2813, grad_norm: 1.3994 2021-07-18 20:18:43,689 - mmaction - INFO - Epoch [6][1480/1879] lr: 1.993e-01, eta: 2 days, 3:39:42, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 2.1452, top1_acc: 0.1551, top5_acc: 0.3578, loss_cls: 4.1349, loss: 6.2801, grad_norm: 1.4372 2021-07-18 20:18:57,635 - mmaction - INFO - Epoch [6][1500/1879] lr: 1.993e-01, eta: 2 days, 3:39:33, time: 0.696, data_time: 0.005, memory: 6921, loss_aux: 2.1532, top1_acc: 0.1520, top5_acc: 0.3543, loss_cls: 4.1537, loss: 6.3068, grad_norm: 1.4560 2021-07-18 20:19:09,847 - mmaction - INFO - Epoch [6][1520/1879] lr: 1.993e-01, eta: 2 days, 3:38:42, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 2.1683, top1_acc: 0.1480, top5_acc: 0.3543, loss_cls: 4.2092, loss: 6.3774, grad_norm: 1.4169 2021-07-18 20:19:23,422 - mmaction - INFO - Epoch [6][1540/1879] lr: 1.993e-01, eta: 2 days, 3:38:24, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 2.1162, top1_acc: 0.1629, top5_acc: 0.3738, loss_cls: 4.1096, loss: 6.2258, grad_norm: 1.4170 2021-07-18 20:19:36,241 - mmaction - INFO - Epoch [6][1560/1879] lr: 1.993e-01, eta: 2 days, 3:37:48, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 2.1553, top1_acc: 0.1520, top5_acc: 0.3523, loss_cls: 4.1989, loss: 6.3542, grad_norm: 1.4017 2021-07-18 20:19:49,436 - mmaction - INFO - Epoch [6][1580/1879] lr: 1.993e-01, eta: 2 days, 3:37:20, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 2.1595, top1_acc: 0.1379, top5_acc: 0.3422, loss_cls: 4.1984, loss: 6.3579, grad_norm: 1.3930 2021-07-18 20:20:02,195 - mmaction - INFO - Epoch [6][1600/1879] lr: 1.993e-01, eta: 2 days, 3:36:39, time: 0.630, data_time: 0.006, memory: 6921, loss_aux: 2.1209, top1_acc: 0.1562, top5_acc: 0.3711, loss_cls: 4.1048, loss: 6.2257, grad_norm: 1.4361 2021-07-18 20:20:13,629 - mmaction - INFO - Epoch [6][1620/1879] lr: 1.992e-01, eta: 2 days, 3:35:34, time: 0.582, data_time: 0.012, memory: 6921, loss_aux: 2.1328, top1_acc: 0.1469, top5_acc: 0.3684, loss_cls: 4.1630, loss: 6.2959, grad_norm: 1.4144 2021-07-18 20:20:27,736 - mmaction - INFO - Epoch [6][1640/1879] lr: 1.992e-01, eta: 2 days, 3:35:29, time: 0.703, data_time: 0.003, memory: 6921, loss_aux: 2.1117, top1_acc: 0.1535, top5_acc: 0.3742, loss_cls: 4.0692, loss: 6.1809, grad_norm: 1.4592 2021-07-18 20:20:43,795 - mmaction - INFO - Epoch [6][1660/1879] lr: 1.992e-01, eta: 2 days, 3:36:12, time: 0.802, data_time: 0.005, memory: 6921, loss_aux: 2.1329, top1_acc: 0.1590, top5_acc: 0.3582, loss_cls: 4.1693, loss: 6.3022, grad_norm: 1.4098 2021-07-18 20:20:55,748 - mmaction - INFO - Epoch [6][1680/1879] lr: 1.992e-01, eta: 2 days, 3:35:17, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 2.1456, top1_acc: 0.1570, top5_acc: 0.3629, loss_cls: 4.1885, loss: 6.3341, grad_norm: 1.4266 2021-07-18 20:21:08,077 - mmaction - INFO - Epoch [6][1700/1879] lr: 1.992e-01, eta: 2 days, 3:34:29, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 2.1549, top1_acc: 0.1504, top5_acc: 0.3668, loss_cls: 4.1646, loss: 6.3195, grad_norm: 1.3870 2021-07-18 20:21:22,300 - mmaction - INFO - Epoch [6][1720/1879] lr: 1.992e-01, eta: 2 days, 3:34:28, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 2.1426, top1_acc: 0.1523, top5_acc: 0.3566, loss_cls: 4.1640, loss: 6.3066, grad_norm: 1.4292 2021-07-18 20:21:34,280 - mmaction - INFO - Epoch [6][1740/1879] lr: 1.992e-01, eta: 2 days, 3:33:32, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 2.1244, top1_acc: 0.1598, top5_acc: 0.3750, loss_cls: 4.1187, loss: 6.2431, grad_norm: 1.4513 2021-07-18 20:21:48,645 - mmaction - INFO - Epoch [6][1760/1879] lr: 1.992e-01, eta: 2 days, 3:33:32, time: 0.714, data_time: 0.002, memory: 6921, loss_aux: 2.1019, top1_acc: 0.1648, top5_acc: 0.3762, loss_cls: 4.0669, loss: 6.1688, grad_norm: 1.4444 2021-07-18 20:21:59,958 - mmaction - INFO - Epoch [6][1780/1879] lr: 1.992e-01, eta: 2 days, 3:32:22, time: 0.569, data_time: 0.009, memory: 6921, loss_aux: 2.1438, top1_acc: 0.1547, top5_acc: 0.3633, loss_cls: 4.1317, loss: 6.2755, grad_norm: 1.4466 2021-07-18 20:22:10,974 - mmaction - INFO - Epoch [6][1800/1879] lr: 1.992e-01, eta: 2 days, 3:31:04, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 2.1279, top1_acc: 0.1586, top5_acc: 0.3758, loss_cls: 4.0905, loss: 6.2184, grad_norm: 1.4259 2021-07-18 20:22:23,904 - mmaction - INFO - Epoch [6][1820/1879] lr: 1.992e-01, eta: 2 days, 3:30:31, time: 0.645, data_time: 0.001, memory: 6921, loss_aux: 2.1478, top1_acc: 0.1574, top5_acc: 0.3652, loss_cls: 4.1700, loss: 6.3178, grad_norm: 1.4392 2021-07-18 20:22:35,263 - mmaction - INFO - Epoch [6][1840/1879] lr: 1.992e-01, eta: 2 days, 3:29:21, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 2.1205, top1_acc: 0.1594, top5_acc: 0.3672, loss_cls: 4.1015, loss: 6.2220, grad_norm: 1.4384 2021-07-18 20:22:46,331 - mmaction - INFO - Epoch [6][1860/1879] lr: 1.992e-01, eta: 2 days, 3:28:03, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 2.1782, top1_acc: 0.1320, top5_acc: 0.3398, loss_cls: 4.2545, loss: 6.4327, grad_norm: 1.4209 2021-07-18 20:23:05,706 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-07-18 20:23:31,622 - mmaction - INFO - Epoch [7][20/1879] lr: 1.992e-01, eta: 2 days, 3:26:20, time: 1.175, data_time: 0.307, memory: 6921, loss_aux: 2.1326, top1_acc: 0.1574, top5_acc: 0.3762, loss_cls: 4.1128, loss: 6.2454, grad_norm: 1.4400 2021-07-18 20:23:43,186 - mmaction - INFO - Epoch [7][40/1879] lr: 1.992e-01, eta: 2 days, 3:25:16, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 2.1212, top1_acc: 0.1613, top5_acc: 0.3762, loss_cls: 4.1036, loss: 6.2248, grad_norm: 1.4464 2021-07-18 20:23:57,430 - mmaction - INFO - Epoch [7][60/1879] lr: 1.992e-01, eta: 2 days, 3:25:15, time: 0.712, data_time: 0.004, memory: 6921, loss_aux: 2.1070, top1_acc: 0.1535, top5_acc: 0.3793, loss_cls: 4.0775, loss: 6.1845, grad_norm: 1.4360 2021-07-18 20:24:09,306 - mmaction - INFO - Epoch [7][80/1879] lr: 1.992e-01, eta: 2 days, 3:24:18, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 2.0950, top1_acc: 0.1656, top5_acc: 0.3895, loss_cls: 4.0410, loss: 6.1360, grad_norm: 1.4407 2021-07-18 20:24:21,663 - mmaction - INFO - Epoch [7][100/1879] lr: 1.992e-01, eta: 2 days, 3:23:33, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 2.1424, top1_acc: 0.1473, top5_acc: 0.3660, loss_cls: 4.1529, loss: 6.2953, grad_norm: 1.4778 2021-07-18 20:24:32,828 - mmaction - INFO - Epoch [7][120/1879] lr: 1.992e-01, eta: 2 days, 3:22:20, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 2.1354, top1_acc: 0.1523, top5_acc: 0.3594, loss_cls: 4.1407, loss: 6.2761, grad_norm: 1.4603 2021-07-18 20:24:44,200 - mmaction - INFO - Epoch [7][140/1879] lr: 1.992e-01, eta: 2 days, 3:21:12, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 2.1362, top1_acc: 0.1656, top5_acc: 0.3699, loss_cls: 4.1216, loss: 6.2577, grad_norm: 1.4133 2021-07-18 20:24:55,725 - mmaction - INFO - Epoch [7][160/1879] lr: 1.992e-01, eta: 2 days, 3:20:08, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 2.1148, top1_acc: 0.1539, top5_acc: 0.3789, loss_cls: 4.0996, loss: 6.2144, grad_norm: 1.4700 2021-07-18 20:25:07,047 - mmaction - INFO - Epoch [7][180/1879] lr: 1.992e-01, eta: 2 days, 3:18:58, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.1025, top1_acc: 0.1574, top5_acc: 0.3719, loss_cls: 4.0851, loss: 6.1876, grad_norm: 1.4417 2021-07-18 20:25:19,041 - mmaction - INFO - Epoch [7][200/1879] lr: 1.992e-01, eta: 2 days, 3:18:06, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 2.1295, top1_acc: 0.1629, top5_acc: 0.3848, loss_cls: 4.1257, loss: 6.2551, grad_norm: 1.5090 2021-07-18 20:25:30,857 - mmaction - INFO - Epoch [7][220/1879] lr: 1.992e-01, eta: 2 days, 3:17:08, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 2.1316, top1_acc: 0.1605, top5_acc: 0.3703, loss_cls: 4.1296, loss: 6.2613, grad_norm: 1.4895 2021-07-18 20:25:42,285 - mmaction - INFO - Epoch [7][240/1879] lr: 1.992e-01, eta: 2 days, 3:16:02, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 2.1050, top1_acc: 0.1617, top5_acc: 0.3816, loss_cls: 4.1095, loss: 6.2145, grad_norm: 1.4867 2021-07-18 20:25:57,579 - mmaction - INFO - Epoch [7][260/1879] lr: 1.992e-01, eta: 2 days, 3:16:27, time: 0.764, data_time: 0.006, memory: 6921, loss_aux: 2.1280, top1_acc: 0.1664, top5_acc: 0.3711, loss_cls: 4.1237, loss: 6.2517, grad_norm: 1.4440 2021-07-18 20:26:14,779 - mmaction - INFO - Epoch [7][280/1879] lr: 1.992e-01, eta: 2 days, 3:17:35, time: 0.859, data_time: 0.004, memory: 6921, loss_aux: 2.1197, top1_acc: 0.1637, top5_acc: 0.3660, loss_cls: 4.1133, loss: 6.2330, grad_norm: 1.4458 2021-07-18 20:26:31,936 - mmaction - INFO - Epoch [7][300/1879] lr: 1.992e-01, eta: 2 days, 3:18:43, time: 0.857, data_time: 0.013, memory: 6921, loss_aux: 2.1163, top1_acc: 0.1629, top5_acc: 0.3766, loss_cls: 4.0891, loss: 6.2054, grad_norm: 1.4414 2021-07-18 20:26:43,339 - mmaction - INFO - Epoch [7][320/1879] lr: 1.992e-01, eta: 2 days, 3:17:37, time: 0.572, data_time: 0.012, memory: 6921, loss_aux: 2.1189, top1_acc: 0.1688, top5_acc: 0.3750, loss_cls: 4.1001, loss: 6.2190, grad_norm: 1.4635 2021-07-18 20:26:54,904 - mmaction - INFO - Epoch [7][340/1879] lr: 1.992e-01, eta: 2 days, 3:16:35, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 2.0924, top1_acc: 0.1660, top5_acc: 0.3781, loss_cls: 4.0496, loss: 6.1420, grad_norm: 1.4609 2021-07-18 20:27:06,314 - mmaction - INFO - Epoch [7][360/1879] lr: 1.992e-01, eta: 2 days, 3:15:30, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 2.1197, top1_acc: 0.1625, top5_acc: 0.3566, loss_cls: 4.1065, loss: 6.2262, grad_norm: 1.4379 2021-07-18 20:27:19,257 - mmaction - INFO - Epoch [7][380/1879] lr: 1.992e-01, eta: 2 days, 3:14:58, time: 0.645, data_time: 0.001, memory: 6921, loss_aux: 2.1319, top1_acc: 0.1617, top5_acc: 0.3699, loss_cls: 4.1390, loss: 6.2710, grad_norm: 1.5153 2021-07-18 20:27:30,846 - mmaction - INFO - Epoch [7][400/1879] lr: 1.992e-01, eta: 2 days, 3:13:57, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 2.1039, top1_acc: 0.1520, top5_acc: 0.3684, loss_cls: 4.0633, loss: 6.1671, grad_norm: 1.4791 2021-07-18 20:27:42,192 - mmaction - INFO - Epoch [7][420/1879] lr: 1.992e-01, eta: 2 days, 3:12:51, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 2.1324, top1_acc: 0.1629, top5_acc: 0.3453, loss_cls: 4.1424, loss: 6.2748, grad_norm: 1.4178 2021-07-18 20:27:53,672 - mmaction - INFO - Epoch [7][440/1879] lr: 1.991e-01, eta: 2 days, 3:11:47, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 2.1429, top1_acc: 0.1566, top5_acc: 0.3625, loss_cls: 4.1594, loss: 6.3022, grad_norm: 1.4467 2021-07-18 20:28:05,277 - mmaction - INFO - Epoch [7][460/1879] lr: 1.991e-01, eta: 2 days, 3:10:46, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 2.0903, top1_acc: 0.1570, top5_acc: 0.3867, loss_cls: 4.0601, loss: 6.1505, grad_norm: 1.4545 2021-07-18 20:28:16,405 - mmaction - INFO - Epoch [7][480/1879] lr: 1.991e-01, eta: 2 days, 3:09:35, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 2.0755, top1_acc: 0.1773, top5_acc: 0.3992, loss_cls: 3.9820, loss: 6.0574, grad_norm: 1.4566 2021-07-18 20:28:28,825 - mmaction - INFO - Epoch [7][500/1879] lr: 1.991e-01, eta: 2 days, 3:08:53, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 2.1054, top1_acc: 0.1652, top5_acc: 0.3809, loss_cls: 4.0975, loss: 6.2028, grad_norm: 1.4529 2021-07-18 20:28:50,049 - mmaction - INFO - Epoch [7][520/1879] lr: 1.991e-01, eta: 2 days, 3:11:30, time: 1.054, data_time: 0.004, memory: 6921, loss_aux: 2.1219, top1_acc: 0.1617, top5_acc: 0.3574, loss_cls: 4.1475, loss: 6.2694, grad_norm: 1.4335 2021-07-18 20:29:01,526 - mmaction - INFO - Epoch [7][540/1879] lr: 1.991e-01, eta: 2 days, 3:10:30, time: 0.581, data_time: 0.015, memory: 6921, loss_aux: 2.0794, top1_acc: 0.1715, top5_acc: 0.3883, loss_cls: 4.0412, loss: 6.1207, grad_norm: 1.4681 2021-07-18 20:29:14,435 - mmaction - INFO - Epoch [7][560/1879] lr: 1.991e-01, eta: 2 days, 3:09:59, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 2.1238, top1_acc: 0.1609, top5_acc: 0.3699, loss_cls: 4.1325, loss: 6.2563, grad_norm: 1.4789 2021-07-18 20:29:37,023 - mmaction - INFO - Epoch [7][580/1879] lr: 1.991e-01, eta: 2 days, 3:13:08, time: 1.128, data_time: 0.003, memory: 6921, loss_aux: 2.0787, top1_acc: 0.1695, top5_acc: 0.3840, loss_cls: 4.0198, loss: 6.0985, grad_norm: 1.4659 2021-07-18 20:29:50,481 - mmaction - INFO - Epoch [7][600/1879] lr: 1.991e-01, eta: 2 days, 3:12:49, time: 0.671, data_time: 0.006, memory: 6921, loss_aux: 2.1202, top1_acc: 0.1766, top5_acc: 0.3668, loss_cls: 4.0912, loss: 6.2114, grad_norm: 1.4356 2021-07-18 20:30:02,210 - mmaction - INFO - Epoch [7][620/1879] lr: 1.991e-01, eta: 2 days, 3:11:54, time: 0.592, data_time: 0.010, memory: 6921, loss_aux: 2.1104, top1_acc: 0.1625, top5_acc: 0.3773, loss_cls: 4.0794, loss: 6.1899, grad_norm: 1.4680 2021-07-18 20:30:13,869 - mmaction - INFO - Epoch [7][640/1879] lr: 1.991e-01, eta: 2 days, 3:10:54, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 2.0947, top1_acc: 0.1676, top5_acc: 0.3773, loss_cls: 4.0571, loss: 6.1518, grad_norm: 1.4391 2021-07-18 20:30:25,275 - mmaction - INFO - Epoch [7][660/1879] lr: 1.991e-01, eta: 2 days, 3:09:49, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 2.1065, top1_acc: 0.1699, top5_acc: 0.3906, loss_cls: 4.0510, loss: 6.1575, grad_norm: 1.4710 2021-07-18 20:30:37,920 - mmaction - INFO - Epoch [7][680/1879] lr: 1.991e-01, eta: 2 days, 3:09:14, time: 0.635, data_time: 0.005, memory: 6921, loss_aux: 2.1571, top1_acc: 0.1500, top5_acc: 0.3453, loss_cls: 4.2084, loss: 6.3654, grad_norm: 1.4775 2021-07-18 20:30:49,027 - mmaction - INFO - Epoch [7][700/1879] lr: 1.991e-01, eta: 2 days, 3:08:04, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 2.1149, top1_acc: 0.1672, top5_acc: 0.3777, loss_cls: 4.1153, loss: 6.2302, grad_norm: 1.4325 2021-07-18 20:31:00,684 - mmaction - INFO - Epoch [7][720/1879] lr: 1.991e-01, eta: 2 days, 3:07:04, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 2.1196, top1_acc: 0.1598, top5_acc: 0.3852, loss_cls: 4.0989, loss: 6.2185, grad_norm: 1.5017 2021-07-18 20:31:14,164 - mmaction - INFO - Epoch [7][740/1879] lr: 1.991e-01, eta: 2 days, 3:06:47, time: 0.673, data_time: 0.005, memory: 6921, loss_aux: 2.1086, top1_acc: 0.1715, top5_acc: 0.3910, loss_cls: 4.0561, loss: 6.1647, grad_norm: 1.4824 2021-07-18 20:31:25,808 - mmaction - INFO - Epoch [7][760/1879] lr: 1.991e-01, eta: 2 days, 3:05:49, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 2.1146, top1_acc: 0.1664, top5_acc: 0.3738, loss_cls: 4.1080, loss: 6.2225, grad_norm: 1.4556 2021-07-18 20:31:37,227 - mmaction - INFO - Epoch [7][780/1879] lr: 1.991e-01, eta: 2 days, 3:04:46, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 2.0974, top1_acc: 0.1680, top5_acc: 0.3711, loss_cls: 4.0444, loss: 6.1418, grad_norm: 1.4318 2021-07-18 20:31:49,454 - mmaction - INFO - Epoch [7][800/1879] lr: 1.991e-01, eta: 2 days, 3:03:58, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 2.0852, top1_acc: 0.1551, top5_acc: 0.3875, loss_cls: 4.0413, loss: 6.1265, grad_norm: 1.4607 2021-07-18 20:32:02,191 - mmaction - INFO - Epoch [7][820/1879] lr: 1.991e-01, eta: 2 days, 3:03:27, time: 0.644, data_time: 0.014, memory: 6921, loss_aux: 2.0960, top1_acc: 0.1691, top5_acc: 0.3770, loss_cls: 4.0837, loss: 6.1797, grad_norm: 1.4875 2021-07-18 20:32:13,650 - mmaction - INFO - Epoch [7][840/1879] lr: 1.991e-01, eta: 2 days, 3:02:26, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 2.1277, top1_acc: 0.1648, top5_acc: 0.3719, loss_cls: 4.1294, loss: 6.2572, grad_norm: 1.4848 2021-07-18 20:32:25,503 - mmaction - INFO - Epoch [7][860/1879] lr: 1.991e-01, eta: 2 days, 3:01:33, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 2.1228, top1_acc: 0.1730, top5_acc: 0.3820, loss_cls: 4.1001, loss: 6.2228, grad_norm: 1.4320 2021-07-18 20:32:36,855 - mmaction - INFO - Epoch [7][880/1879] lr: 1.991e-01, eta: 2 days, 3:00:29, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 2.0997, top1_acc: 0.1723, top5_acc: 0.3828, loss_cls: 4.0581, loss: 6.1578, grad_norm: 1.4551 2021-07-18 20:32:48,812 - mmaction - INFO - Epoch [7][900/1879] lr: 1.991e-01, eta: 2 days, 2:59:38, time: 0.597, data_time: 0.001, memory: 6921, loss_aux: 2.0952, top1_acc: 0.1672, top5_acc: 0.3793, loss_cls: 4.0695, loss: 6.1646, grad_norm: 1.4959 2021-07-18 20:33:01,583 - mmaction - INFO - Epoch [7][920/1879] lr: 1.991e-01, eta: 2 days, 2:59:06, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 2.1167, top1_acc: 0.1574, top5_acc: 0.3750, loss_cls: 4.0995, loss: 6.2162, grad_norm: 1.4974 2021-07-18 20:33:13,774 - mmaction - INFO - Epoch [7][940/1879] lr: 1.991e-01, eta: 2 days, 2:58:17, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 2.1061, top1_acc: 0.1664, top5_acc: 0.3801, loss_cls: 4.0708, loss: 6.1769, grad_norm: 1.4534 2021-07-18 20:33:26,491 - mmaction - INFO - Epoch [7][960/1879] lr: 1.991e-01, eta: 2 days, 2:57:47, time: 0.643, data_time: 0.014, memory: 6921, loss_aux: 2.0940, top1_acc: 0.1645, top5_acc: 0.3758, loss_cls: 4.0479, loss: 6.1420, grad_norm: 1.4472 2021-07-18 20:33:38,663 - mmaction - INFO - Epoch [7][980/1879] lr: 1.991e-01, eta: 2 days, 2:57:02, time: 0.610, data_time: 0.005, memory: 6921, loss_aux: 2.0950, top1_acc: 0.1641, top5_acc: 0.3746, loss_cls: 4.0866, loss: 6.1816, grad_norm: 1.4688 2021-07-18 20:33:49,693 - mmaction - INFO - Epoch [7][1000/1879] lr: 1.991e-01, eta: 2 days, 2:55:53, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 2.0880, top1_acc: 0.1676, top5_acc: 0.3812, loss_cls: 4.0157, loss: 6.1037, grad_norm: 1.4870 2021-07-18 20:34:02,033 - mmaction - INFO - Epoch [7][1020/1879] lr: 1.991e-01, eta: 2 days, 2:55:10, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 2.1045, top1_acc: 0.1707, top5_acc: 0.3777, loss_cls: 4.0828, loss: 6.1874, grad_norm: 1.4327 2021-07-18 20:34:14,040 - mmaction - INFO - Epoch [7][1040/1879] lr: 1.991e-01, eta: 2 days, 2:54:22, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 2.1105, top1_acc: 0.1586, top5_acc: 0.3781, loss_cls: 4.0936, loss: 6.2041, grad_norm: 1.4994 2021-07-18 20:34:25,354 - mmaction - INFO - Epoch [7][1060/1879] lr: 1.991e-01, eta: 2 days, 2:53:19, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 2.0994, top1_acc: 0.1629, top5_acc: 0.3824, loss_cls: 4.0633, loss: 6.1626, grad_norm: 1.4636 2021-07-18 20:34:37,169 - mmaction - INFO - Epoch [7][1080/1879] lr: 1.991e-01, eta: 2 days, 2:52:27, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 2.0920, top1_acc: 0.1688, top5_acc: 0.3836, loss_cls: 4.0471, loss: 6.1391, grad_norm: 1.4786 2021-07-18 20:34:48,745 - mmaction - INFO - Epoch [7][1100/1879] lr: 1.991e-01, eta: 2 days, 2:51:28, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 2.0769, top1_acc: 0.1730, top5_acc: 0.3934, loss_cls: 4.0539, loss: 6.1308, grad_norm: 1.4498 2021-07-18 20:34:59,889 - mmaction - INFO - Epoch [7][1120/1879] lr: 1.990e-01, eta: 2 days, 2:50:22, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 2.1050, top1_acc: 0.1664, top5_acc: 0.3785, loss_cls: 4.0777, loss: 6.1826, grad_norm: 1.4558 2021-07-18 20:35:11,975 - mmaction - INFO - Epoch [7][1140/1879] lr: 1.990e-01, eta: 2 days, 2:49:34, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 2.1059, top1_acc: 0.1570, top5_acc: 0.3777, loss_cls: 4.0938, loss: 6.1997, grad_norm: 1.4816 2021-07-18 20:35:23,762 - mmaction - INFO - Epoch [7][1160/1879] lr: 1.990e-01, eta: 2 days, 2:48:44, time: 0.595, data_time: 0.008, memory: 6921, loss_aux: 2.0349, top1_acc: 0.1777, top5_acc: 0.4137, loss_cls: 3.9408, loss: 5.9758, grad_norm: 1.4514 2021-07-18 20:35:35,295 - mmaction - INFO - Epoch [7][1180/1879] lr: 1.990e-01, eta: 2 days, 2:47:46, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 2.1086, top1_acc: 0.1562, top5_acc: 0.3730, loss_cls: 4.0928, loss: 6.2014, grad_norm: 1.4685 2021-07-18 20:35:49,696 - mmaction - INFO - Epoch [7][1200/1879] lr: 1.990e-01, eta: 2 days, 2:47:49, time: 0.718, data_time: 0.002, memory: 6921, loss_aux: 2.0932, top1_acc: 0.1734, top5_acc: 0.3875, loss_cls: 4.0680, loss: 6.1612, grad_norm: 1.4891 2021-07-18 20:36:01,913 - mmaction - INFO - Epoch [7][1220/1879] lr: 1.990e-01, eta: 2 days, 2:47:07, time: 0.613, data_time: 0.005, memory: 6921, loss_aux: 2.0638, top1_acc: 0.1742, top5_acc: 0.3898, loss_cls: 4.0230, loss: 6.0869, grad_norm: 1.4633 2021-07-18 20:36:12,940 - mmaction - INFO - Epoch [7][1240/1879] lr: 1.990e-01, eta: 2 days, 2:45:59, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 2.0933, top1_acc: 0.1672, top5_acc: 0.3730, loss_cls: 4.0879, loss: 6.1811, grad_norm: 1.4823 2021-07-18 20:36:26,241 - mmaction - INFO - Epoch [7][1260/1879] lr: 1.990e-01, eta: 2 days, 2:45:39, time: 0.662, data_time: 0.001, memory: 6921, loss_aux: 2.0856, top1_acc: 0.1633, top5_acc: 0.3742, loss_cls: 4.0443, loss: 6.1300, grad_norm: 1.4829 2021-07-18 20:36:38,220 - mmaction - INFO - Epoch [7][1280/1879] lr: 1.990e-01, eta: 2 days, 2:44:52, time: 0.601, data_time: 0.006, memory: 6921, loss_aux: 2.0971, top1_acc: 0.1676, top5_acc: 0.3754, loss_cls: 4.0506, loss: 6.1476, grad_norm: 1.4680 2021-07-18 20:36:49,508 - mmaction - INFO - Epoch [7][1300/1879] lr: 1.990e-01, eta: 2 days, 2:43:49, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 2.0976, top1_acc: 0.1715, top5_acc: 0.3777, loss_cls: 4.0386, loss: 6.1362, grad_norm: 1.4581 2021-07-18 20:37:00,985 - mmaction - INFO - Epoch [7][1320/1879] lr: 1.990e-01, eta: 2 days, 2:42:50, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 2.0906, top1_acc: 0.1664, top5_acc: 0.3809, loss_cls: 4.0459, loss: 6.1365, grad_norm: 1.4864 2021-07-18 20:37:14,015 - mmaction - INFO - Epoch [7][1340/1879] lr: 1.990e-01, eta: 2 days, 2:42:25, time: 0.651, data_time: 0.006, memory: 6921, loss_aux: 2.1042, top1_acc: 0.1641, top5_acc: 0.3840, loss_cls: 4.0808, loss: 6.1849, grad_norm: 1.4888 2021-07-18 20:37:27,552 - mmaction - INFO - Epoch [7][1360/1879] lr: 1.990e-01, eta: 2 days, 2:42:11, time: 0.678, data_time: 0.005, memory: 6921, loss_aux: 2.0669, top1_acc: 0.1789, top5_acc: 0.4121, loss_cls: 3.9864, loss: 6.0532, grad_norm: 1.4751 2021-07-18 20:37:41,785 - mmaction - INFO - Epoch [7][1380/1879] lr: 1.990e-01, eta: 2 days, 2:42:13, time: 0.713, data_time: 0.005, memory: 6921, loss_aux: 2.0668, top1_acc: 0.1930, top5_acc: 0.4012, loss_cls: 3.9877, loss: 6.0546, grad_norm: 1.5228 2021-07-18 20:37:53,305 - mmaction - INFO - Epoch [7][1400/1879] lr: 1.990e-01, eta: 2 days, 2:41:16, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 2.0927, top1_acc: 0.1652, top5_acc: 0.3801, loss_cls: 4.0813, loss: 6.1740, grad_norm: 1.4812 2021-07-18 20:38:06,912 - mmaction - INFO - Epoch [7][1420/1879] lr: 1.990e-01, eta: 2 days, 2:41:01, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 2.0478, top1_acc: 0.1805, top5_acc: 0.3984, loss_cls: 3.9757, loss: 6.0235, grad_norm: 1.4799 2021-07-18 20:38:19,004 - mmaction - INFO - Epoch [7][1440/1879] lr: 1.990e-01, eta: 2 days, 2:40:18, time: 0.607, data_time: 0.009, memory: 6921, loss_aux: 2.0898, top1_acc: 0.1656, top5_acc: 0.3859, loss_cls: 4.0491, loss: 6.1389, grad_norm: 1.5414 2021-07-18 20:38:30,631 - mmaction - INFO - Epoch [7][1460/1879] lr: 1.990e-01, eta: 2 days, 2:39:25, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 2.1139, top1_acc: 0.1551, top5_acc: 0.3754, loss_cls: 4.0977, loss: 6.2115, grad_norm: 1.4661 2021-07-18 20:38:41,716 - mmaction - INFO - Epoch [7][1480/1879] lr: 1.990e-01, eta: 2 days, 2:38:19, time: 0.553, data_time: 0.001, memory: 6921, loss_aux: 2.1088, top1_acc: 0.1711, top5_acc: 0.3707, loss_cls: 4.0701, loss: 6.1789, grad_norm: 1.4594 2021-07-18 20:38:55,463 - mmaction - INFO - Epoch [7][1500/1879] lr: 1.990e-01, eta: 2 days, 2:38:08, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 2.0612, top1_acc: 0.1602, top5_acc: 0.3973, loss_cls: 3.9817, loss: 6.0428, grad_norm: 1.4855 2021-07-18 20:39:07,889 - mmaction - INFO - Epoch [7][1520/1879] lr: 1.990e-01, eta: 2 days, 2:37:31, time: 0.622, data_time: 0.006, memory: 6921, loss_aux: 2.0719, top1_acc: 0.1746, top5_acc: 0.3891, loss_cls: 4.0041, loss: 6.0760, grad_norm: 1.5219 2021-07-18 20:39:19,428 - mmaction - INFO - Epoch [7][1540/1879] lr: 1.990e-01, eta: 2 days, 2:36:37, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 2.0835, top1_acc: 0.1746, top5_acc: 0.3797, loss_cls: 4.0155, loss: 6.0991, grad_norm: 1.5236 2021-07-18 20:39:32,284 - mmaction - INFO - Epoch [7][1560/1879] lr: 1.990e-01, eta: 2 days, 2:36:08, time: 0.642, data_time: 0.046, memory: 6921, loss_aux: 2.0895, top1_acc: 0.1551, top5_acc: 0.3871, loss_cls: 4.0732, loss: 6.1628, grad_norm: 1.5113 2021-07-18 20:39:44,749 - mmaction - INFO - Epoch [7][1580/1879] lr: 1.990e-01, eta: 2 days, 2:35:30, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 2.0931, top1_acc: 0.1762, top5_acc: 0.3820, loss_cls: 4.0360, loss: 6.1291, grad_norm: 1.4870 2021-07-18 20:39:59,572 - mmaction - INFO - Epoch [7][1600/1879] lr: 1.990e-01, eta: 2 days, 2:35:46, time: 0.749, data_time: 0.010, memory: 6921, loss_aux: 2.0767, top1_acc: 0.1699, top5_acc: 0.3879, loss_cls: 4.0366, loss: 6.1134, grad_norm: 1.4911 2021-07-18 20:40:13,122 - mmaction - INFO - Epoch [7][1620/1879] lr: 1.990e-01, eta: 2 days, 2:35:31, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 2.1082, top1_acc: 0.1605, top5_acc: 0.3773, loss_cls: 4.0954, loss: 6.2036, grad_norm: 1.4986 2021-07-18 20:40:25,196 - mmaction - INFO - Epoch [7][1640/1879] lr: 1.990e-01, eta: 2 days, 2:34:48, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 2.0878, top1_acc: 0.1578, top5_acc: 0.3773, loss_cls: 4.0626, loss: 6.1504, grad_norm: 1.5177 2021-07-18 20:40:39,652 - mmaction - INFO - Epoch [7][1660/1879] lr: 1.990e-01, eta: 2 days, 2:34:53, time: 0.721, data_time: 0.004, memory: 6921, loss_aux: 2.0441, top1_acc: 0.1852, top5_acc: 0.3961, loss_cls: 3.9663, loss: 6.0103, grad_norm: 1.4729 2021-07-18 20:40:54,813 - mmaction - INFO - Epoch [7][1680/1879] lr: 1.990e-01, eta: 2 days, 2:35:14, time: 0.761, data_time: 0.005, memory: 6921, loss_aux: 2.0802, top1_acc: 0.1770, top5_acc: 0.3945, loss_cls: 4.0016, loss: 6.0818, grad_norm: 1.5016 2021-07-18 20:41:13,154 - mmaction - INFO - Epoch [7][1700/1879] lr: 1.990e-01, eta: 2 days, 2:36:39, time: 0.915, data_time: 0.005, memory: 6921, loss_aux: 2.0955, top1_acc: 0.1676, top5_acc: 0.3828, loss_cls: 4.0500, loss: 6.1455, grad_norm: 1.5061 2021-07-18 20:41:24,756 - mmaction - INFO - Epoch [7][1720/1879] lr: 1.990e-01, eta: 2 days, 2:35:45, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 2.0417, top1_acc: 0.1734, top5_acc: 0.3945, loss_cls: 3.9347, loss: 5.9764, grad_norm: 1.5127 2021-07-18 20:41:39,153 - mmaction - INFO - Epoch [7][1740/1879] lr: 1.989e-01, eta: 2 days, 2:35:49, time: 0.720, data_time: 0.003, memory: 6921, loss_aux: 2.0959, top1_acc: 0.1707, top5_acc: 0.3793, loss_cls: 4.0864, loss: 6.1823, grad_norm: 1.4808 2021-07-18 20:41:53,482 - mmaction - INFO - Epoch [7][1760/1879] lr: 1.989e-01, eta: 2 days, 2:35:52, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 2.1016, top1_acc: 0.1793, top5_acc: 0.3684, loss_cls: 4.0763, loss: 6.1779, grad_norm: 1.5057 2021-07-18 20:42:07,761 - mmaction - INFO - Epoch [7][1780/1879] lr: 1.989e-01, eta: 2 days, 2:35:53, time: 0.714, data_time: 0.004, memory: 6921, loss_aux: 2.0918, top1_acc: 0.1832, top5_acc: 0.3910, loss_cls: 4.0360, loss: 6.1278, grad_norm: 1.4902 2021-07-18 20:42:19,643 - mmaction - INFO - Epoch [7][1800/1879] lr: 1.989e-01, eta: 2 days, 2:35:05, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 2.0853, top1_acc: 0.1816, top5_acc: 0.3914, loss_cls: 4.0048, loss: 6.0901, grad_norm: 1.5098 2021-07-18 20:42:32,530 - mmaction - INFO - Epoch [7][1820/1879] lr: 1.989e-01, eta: 2 days, 2:34:38, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 2.0910, top1_acc: 0.1684, top5_acc: 0.3812, loss_cls: 4.0455, loss: 6.1365, grad_norm: 1.5145 2021-07-18 20:42:44,215 - mmaction - INFO - Epoch [7][1840/1879] lr: 1.989e-01, eta: 2 days, 2:33:47, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 2.0922, top1_acc: 0.1637, top5_acc: 0.3680, loss_cls: 4.0593, loss: 6.1515, grad_norm: 1.5194 2021-07-18 20:42:56,863 - mmaction - INFO - Epoch [7][1860/1879] lr: 1.989e-01, eta: 2 days, 2:33:13, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 2.0599, top1_acc: 0.1887, top5_acc: 0.4078, loss_cls: 3.9570, loss: 6.0170, grad_norm: 1.4722 2021-07-18 20:43:08,211 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-07-18 20:43:35,803 - mmaction - INFO - Epoch [8][20/1879] lr: 1.989e-01, eta: 2 days, 2:32:31, time: 1.281, data_time: 0.302, memory: 6921, loss_aux: 2.0745, top1_acc: 0.1750, top5_acc: 0.4004, loss_cls: 3.9913, loss: 6.0658, grad_norm: 1.5188 2021-07-18 20:43:47,101 - mmaction - INFO - Epoch [8][40/1879] lr: 1.989e-01, eta: 2 days, 2:31:33, time: 0.569, data_time: 0.007, memory: 6921, loss_aux: 2.0835, top1_acc: 0.1719, top5_acc: 0.3945, loss_cls: 4.0226, loss: 6.1061, grad_norm: 1.5124 2021-07-18 20:44:01,183 - mmaction - INFO - Epoch [8][60/1879] lr: 1.989e-01, eta: 2 days, 2:31:30, time: 0.702, data_time: 0.004, memory: 6921, loss_aux: 2.0851, top1_acc: 0.1809, top5_acc: 0.3898, loss_cls: 3.9905, loss: 6.0756, grad_norm: 1.5050 2021-07-18 20:44:14,914 - mmaction - INFO - Epoch [8][80/1879] lr: 1.989e-01, eta: 2 days, 2:31:21, time: 0.689, data_time: 0.006, memory: 6921, loss_aux: 2.0351, top1_acc: 0.1848, top5_acc: 0.4148, loss_cls: 3.9477, loss: 5.9828, grad_norm: 1.5162 2021-07-18 20:44:26,406 - mmaction - INFO - Epoch [8][100/1879] lr: 1.989e-01, eta: 2 days, 2:30:26, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 2.0621, top1_acc: 0.1793, top5_acc: 0.3937, loss_cls: 3.9908, loss: 6.0530, grad_norm: 1.5049 2021-07-18 20:44:39,525 - mmaction - INFO - Epoch [8][120/1879] lr: 1.989e-01, eta: 2 days, 2:30:03, time: 0.654, data_time: 0.001, memory: 6921, loss_aux: 2.0737, top1_acc: 0.1746, top5_acc: 0.3871, loss_cls: 4.0057, loss: 6.0794, grad_norm: 1.5102 2021-07-18 20:44:54,678 - mmaction - INFO - Epoch [8][140/1879] lr: 1.989e-01, eta: 2 days, 2:30:20, time: 0.752, data_time: 0.004, memory: 6921, loss_aux: 2.0554, top1_acc: 0.1840, top5_acc: 0.3945, loss_cls: 3.9566, loss: 6.0120, grad_norm: 1.5236 2021-07-18 20:45:06,084 - mmaction - INFO - Epoch [8][160/1879] lr: 1.989e-01, eta: 2 days, 2:29:27, time: 0.578, data_time: 0.015, memory: 6921, loss_aux: 2.0702, top1_acc: 0.1836, top5_acc: 0.3937, loss_cls: 4.0215, loss: 6.0917, grad_norm: 1.4950 2021-07-18 20:45:19,350 - mmaction - INFO - Epoch [8][180/1879] lr: 1.989e-01, eta: 2 days, 2:29:07, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 2.0858, top1_acc: 0.1680, top5_acc: 0.3879, loss_cls: 4.0337, loss: 6.1195, grad_norm: 1.4910 2021-07-18 20:45:32,428 - mmaction - INFO - Epoch [8][200/1879] lr: 1.989e-01, eta: 2 days, 2:28:43, time: 0.651, data_time: 0.006, memory: 6921, loss_aux: 2.0415, top1_acc: 0.1793, top5_acc: 0.3984, loss_cls: 3.9465, loss: 5.9880, grad_norm: 1.5290 2021-07-18 20:45:43,947 - mmaction - INFO - Epoch [8][220/1879] lr: 1.989e-01, eta: 2 days, 2:27:51, time: 0.580, data_time: 0.008, memory: 6921, loss_aux: 2.0767, top1_acc: 0.1660, top5_acc: 0.3848, loss_cls: 4.0062, loss: 6.0829, grad_norm: 1.5064 2021-07-18 20:45:55,850 - mmaction - INFO - Epoch [8][240/1879] lr: 1.989e-01, eta: 2 days, 2:27:04, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 2.0966, top1_acc: 0.1707, top5_acc: 0.3801, loss_cls: 4.0471, loss: 6.1437, grad_norm: 1.5196 2021-07-18 20:46:07,472 - mmaction - INFO - Epoch [8][260/1879] lr: 1.989e-01, eta: 2 days, 2:26:13, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 2.0822, top1_acc: 0.1844, top5_acc: 0.3805, loss_cls: 4.0446, loss: 6.1268, grad_norm: 1.5252 2021-07-18 20:46:19,303 - mmaction - INFO - Epoch [8][280/1879] lr: 1.989e-01, eta: 2 days, 2:25:25, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 2.0560, top1_acc: 0.1703, top5_acc: 0.3809, loss_cls: 4.0291, loss: 6.0851, grad_norm: 1.4987 2021-07-18 20:46:31,234 - mmaction - INFO - Epoch [8][300/1879] lr: 1.989e-01, eta: 2 days, 2:24:40, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 2.0728, top1_acc: 0.1715, top5_acc: 0.3844, loss_cls: 4.0172, loss: 6.0901, grad_norm: 1.5014 2021-07-18 20:46:42,416 - mmaction - INFO - Epoch [8][320/1879] lr: 1.989e-01, eta: 2 days, 2:23:40, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 2.0566, top1_acc: 0.1844, top5_acc: 0.3973, loss_cls: 3.9670, loss: 6.0236, grad_norm: 1.5028 2021-07-18 20:46:53,651 - mmaction - INFO - Epoch [8][340/1879] lr: 1.989e-01, eta: 2 days, 2:22:41, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 2.0764, top1_acc: 0.1695, top5_acc: 0.3844, loss_cls: 4.0233, loss: 6.0998, grad_norm: 1.4989 2021-07-18 20:47:05,559 - mmaction - INFO - Epoch [8][360/1879] lr: 1.989e-01, eta: 2 days, 2:21:55, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 2.0374, top1_acc: 0.1754, top5_acc: 0.3957, loss_cls: 3.9670, loss: 6.0045, grad_norm: 1.4932 2021-07-18 20:47:18,056 - mmaction - INFO - Epoch [8][380/1879] lr: 1.989e-01, eta: 2 days, 2:21:22, time: 0.626, data_time: 0.004, memory: 6921, loss_aux: 2.0734, top1_acc: 0.1852, top5_acc: 0.3902, loss_cls: 3.9874, loss: 6.0608, grad_norm: 1.4853 2021-07-18 20:47:33,572 - mmaction - INFO - Epoch [8][400/1879] lr: 1.989e-01, eta: 2 days, 2:21:47, time: 0.774, data_time: 0.001, memory: 6921, loss_aux: 2.0685, top1_acc: 0.1758, top5_acc: 0.4008, loss_cls: 3.9698, loss: 6.0383, grad_norm: 1.5531 2021-07-18 20:47:49,952 - mmaction - INFO - Epoch [8][420/1879] lr: 1.989e-01, eta: 2 days, 2:22:09, time: 0.765, data_time: 0.005, memory: 6921, loss_aux: 2.0359, top1_acc: 0.1828, top5_acc: 0.4129, loss_cls: 3.9569, loss: 5.9928, grad_norm: 1.5292 2021-07-18 20:48:04,196 - mmaction - INFO - Epoch [8][440/1879] lr: 1.989e-01, eta: 2 days, 2:22:30, time: 0.763, data_time: 0.063, memory: 6921, loss_aux: 2.0969, top1_acc: 0.1633, top5_acc: 0.3832, loss_cls: 4.0717, loss: 6.1686, grad_norm: 1.5069 2021-07-18 20:48:17,635 - mmaction - INFO - Epoch [8][460/1879] lr: 1.989e-01, eta: 2 days, 2:22:16, time: 0.676, data_time: 0.017, memory: 6921, loss_aux: 2.0489, top1_acc: 0.1750, top5_acc: 0.3969, loss_cls: 3.9828, loss: 6.0317, grad_norm: 1.5367 2021-07-18 20:48:28,979 - mmaction - INFO - Epoch [8][480/1879] lr: 1.988e-01, eta: 2 days, 2:21:20, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 2.0779, top1_acc: 0.1699, top5_acc: 0.3914, loss_cls: 4.0304, loss: 6.1083, grad_norm: 1.4947 2021-07-18 20:48:41,162 - mmaction - INFO - Epoch [8][500/1879] lr: 1.988e-01, eta: 2 days, 2:20:40, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 2.0500, top1_acc: 0.1801, top5_acc: 0.3902, loss_cls: 3.9822, loss: 6.0322, grad_norm: 1.5092 2021-07-18 20:48:53,313 - mmaction - INFO - Epoch [8][520/1879] lr: 1.988e-01, eta: 2 days, 2:20:00, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 2.0537, top1_acc: 0.1781, top5_acc: 0.3969, loss_cls: 3.9762, loss: 6.0299, grad_norm: 1.5338 2021-07-18 20:49:04,478 - mmaction - INFO - Epoch [8][540/1879] lr: 1.988e-01, eta: 2 days, 2:19:01, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 2.0978, top1_acc: 0.1781, top5_acc: 0.3910, loss_cls: 4.0390, loss: 6.1368, grad_norm: 1.5120 2021-07-18 20:49:16,903 - mmaction - INFO - Epoch [8][560/1879] lr: 1.988e-01, eta: 2 days, 2:18:26, time: 0.621, data_time: 0.023, memory: 6921, loss_aux: 2.0448, top1_acc: 0.1871, top5_acc: 0.3977, loss_cls: 3.9837, loss: 6.0285, grad_norm: 1.5112 2021-07-18 20:49:29,140 - mmaction - INFO - Epoch [8][580/1879] lr: 1.988e-01, eta: 2 days, 2:17:48, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 2.0727, top1_acc: 0.1863, top5_acc: 0.3949, loss_cls: 3.9987, loss: 6.0714, grad_norm: 1.4753 2021-07-18 20:49:42,726 - mmaction - INFO - Epoch [8][600/1879] lr: 1.988e-01, eta: 2 days, 2:17:34, time: 0.675, data_time: 0.001, memory: 6921, loss_aux: 2.0457, top1_acc: 0.1805, top5_acc: 0.4008, loss_cls: 3.9661, loss: 6.0118, grad_norm: 1.5175 2021-07-18 20:49:53,765 - mmaction - INFO - Epoch [8][620/1879] lr: 1.988e-01, eta: 2 days, 2:16:34, time: 0.555, data_time: 0.005, memory: 6921, loss_aux: 2.0467, top1_acc: 0.1887, top5_acc: 0.4082, loss_cls: 3.9588, loss: 6.0055, grad_norm: 1.5050 2021-07-18 20:50:05,758 - mmaction - INFO - Epoch [8][640/1879] lr: 1.988e-01, eta: 2 days, 2:15:51, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 2.0595, top1_acc: 0.1840, top5_acc: 0.3887, loss_cls: 3.9991, loss: 6.0587, grad_norm: 1.5130 2021-07-18 20:50:19,392 - mmaction - INFO - Epoch [8][660/1879] lr: 1.988e-01, eta: 2 days, 2:15:38, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 2.0723, top1_acc: 0.1797, top5_acc: 0.4129, loss_cls: 3.9856, loss: 6.0579, grad_norm: 1.5472 2021-07-18 20:50:35,133 - mmaction - INFO - Epoch [8][680/1879] lr: 1.988e-01, eta: 2 days, 2:16:10, time: 0.791, data_time: 0.011, memory: 6921, loss_aux: 2.0721, top1_acc: 0.1727, top5_acc: 0.3973, loss_cls: 4.0249, loss: 6.0970, grad_norm: 1.5054 2021-07-18 20:50:46,653 - mmaction - INFO - Epoch [8][700/1879] lr: 1.988e-01, eta: 2 days, 2:15:18, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 2.0629, top1_acc: 0.1715, top5_acc: 0.3906, loss_cls: 3.9986, loss: 6.0616, grad_norm: 1.5339 2021-07-18 20:50:59,530 - mmaction - INFO - Epoch [8][720/1879] lr: 1.988e-01, eta: 2 days, 2:14:53, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 2.0820, top1_acc: 0.1672, top5_acc: 0.3988, loss_cls: 4.0185, loss: 6.1005, grad_norm: 1.5391 2021-07-18 20:51:10,605 - mmaction - INFO - Epoch [8][740/1879] lr: 1.988e-01, eta: 2 days, 2:13:52, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 2.0712, top1_acc: 0.1754, top5_acc: 0.3949, loss_cls: 4.0084, loss: 6.0795, grad_norm: 1.4797 2021-07-18 20:51:21,786 - mmaction - INFO - Epoch [8][760/1879] lr: 1.988e-01, eta: 2 days, 2:12:55, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 2.0479, top1_acc: 0.1699, top5_acc: 0.3922, loss_cls: 3.9656, loss: 6.0135, grad_norm: 1.4933 2021-07-18 20:51:33,821 - mmaction - INFO - Epoch [8][780/1879] lr: 1.988e-01, eta: 2 days, 2:12:13, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 2.0833, top1_acc: 0.1754, top5_acc: 0.3824, loss_cls: 4.0430, loss: 6.1264, grad_norm: 1.5319 2021-07-18 20:51:45,417 - mmaction - INFO - Epoch [8][800/1879] lr: 1.988e-01, eta: 2 days, 2:11:22, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 2.0436, top1_acc: 0.1863, top5_acc: 0.4047, loss_cls: 3.9607, loss: 6.0043, grad_norm: 1.5484 2021-07-18 20:51:56,854 - mmaction - INFO - Epoch [8][820/1879] lr: 1.988e-01, eta: 2 days, 2:10:30, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 2.0744, top1_acc: 0.1652, top5_acc: 0.3969, loss_cls: 4.0251, loss: 6.0995, grad_norm: 1.5566 2021-07-18 20:52:11,932 - mmaction - INFO - Epoch [8][840/1879] lr: 1.988e-01, eta: 2 days, 2:10:46, time: 0.751, data_time: 0.004, memory: 6921, loss_aux: 2.0455, top1_acc: 0.1852, top5_acc: 0.3973, loss_cls: 3.9357, loss: 5.9812, grad_norm: 1.5222 2021-07-18 20:52:24,317 - mmaction - INFO - Epoch [8][860/1879] lr: 1.988e-01, eta: 2 days, 2:10:12, time: 0.622, data_time: 0.012, memory: 6921, loss_aux: 2.0486, top1_acc: 0.1730, top5_acc: 0.3945, loss_cls: 3.9573, loss: 6.0059, grad_norm: 1.5250 2021-07-18 20:52:37,955 - mmaction - INFO - Epoch [8][880/1879] lr: 1.988e-01, eta: 2 days, 2:10:02, time: 0.682, data_time: 0.003, memory: 6921, loss_aux: 2.0666, top1_acc: 0.1820, top5_acc: 0.3965, loss_cls: 3.9809, loss: 6.0475, grad_norm: 1.5319 2021-07-18 20:52:49,466 - mmaction - INFO - Epoch [8][900/1879] lr: 1.988e-01, eta: 2 days, 2:09:11, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 2.0673, top1_acc: 0.1734, top5_acc: 0.4047, loss_cls: 4.0131, loss: 6.0805, grad_norm: 1.5223 2021-07-18 20:53:03,131 - mmaction - INFO - Epoch [8][920/1879] lr: 1.988e-01, eta: 2 days, 2:08:55, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 2.0603, top1_acc: 0.1777, top5_acc: 0.4035, loss_cls: 3.9888, loss: 6.0491, grad_norm: 1.5273 2021-07-18 20:53:16,314 - mmaction - INFO - Epoch [8][940/1879] lr: 1.988e-01, eta: 2 days, 2:08:37, time: 0.662, data_time: 0.017, memory: 6921, loss_aux: 2.0434, top1_acc: 0.1844, top5_acc: 0.3980, loss_cls: 3.9764, loss: 6.0199, grad_norm: 1.4978 2021-07-18 20:53:28,894 - mmaction - INFO - Epoch [8][960/1879] lr: 1.988e-01, eta: 2 days, 2:08:10, time: 0.640, data_time: 0.020, memory: 6921, loss_aux: 2.0616, top1_acc: 0.1801, top5_acc: 0.4066, loss_cls: 3.9717, loss: 6.0332, grad_norm: 1.5110 2021-07-18 20:53:47,414 - mmaction - INFO - Epoch [8][980/1879] lr: 1.988e-01, eta: 2 days, 2:09:30, time: 0.921, data_time: 0.006, memory: 6921, loss_aux: 2.0642, top1_acc: 0.1707, top5_acc: 0.3965, loss_cls: 3.9943, loss: 6.0585, grad_norm: 1.5379 2021-07-18 20:53:58,866 - mmaction - INFO - Epoch [8][1000/1879] lr: 1.988e-01, eta: 2 days, 2:08:41, time: 0.579, data_time: 0.013, memory: 6921, loss_aux: 2.0545, top1_acc: 0.1809, top5_acc: 0.3969, loss_cls: 3.9786, loss: 6.0330, grad_norm: 1.5020 2021-07-18 20:54:10,172 - mmaction - INFO - Epoch [8][1020/1879] lr: 1.988e-01, eta: 2 days, 2:07:45, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 2.0676, top1_acc: 0.1797, top5_acc: 0.3996, loss_cls: 3.9933, loss: 6.0609, grad_norm: 1.5319 2021-07-18 20:54:24,731 - mmaction - INFO - Epoch [8][1040/1879] lr: 1.988e-01, eta: 2 days, 2:07:53, time: 0.729, data_time: 0.003, memory: 6921, loss_aux: 2.0689, top1_acc: 0.1785, top5_acc: 0.3852, loss_cls: 4.0043, loss: 6.0732, grad_norm: 1.5080 2021-07-18 20:54:36,280 - mmaction - INFO - Epoch [8][1060/1879] lr: 1.987e-01, eta: 2 days, 2:07:02, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 2.0721, top1_acc: 0.1773, top5_acc: 0.3863, loss_cls: 4.0092, loss: 6.0813, grad_norm: 1.5127 2021-07-18 20:54:47,685 - mmaction - INFO - Epoch [8][1080/1879] lr: 1.987e-01, eta: 2 days, 2:06:10, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 2.0263, top1_acc: 0.1938, top5_acc: 0.4160, loss_cls: 3.9020, loss: 5.9283, grad_norm: 1.5520 2021-07-18 20:55:00,070 - mmaction - INFO - Epoch [8][1100/1879] lr: 1.987e-01, eta: 2 days, 2:05:36, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 2.0723, top1_acc: 0.1832, top5_acc: 0.3965, loss_cls: 4.0129, loss: 6.0852, grad_norm: 1.5334 2021-07-18 20:55:12,840 - mmaction - INFO - Epoch [8][1120/1879] lr: 1.987e-01, eta: 2 days, 2:05:09, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 2.0759, top1_acc: 0.1699, top5_acc: 0.4016, loss_cls: 3.9912, loss: 6.0670, grad_norm: 1.5183 2021-07-18 20:55:27,746 - mmaction - INFO - Epoch [8][1140/1879] lr: 1.987e-01, eta: 2 days, 2:05:23, time: 0.746, data_time: 0.004, memory: 6921, loss_aux: 2.0288, top1_acc: 0.1934, top5_acc: 0.4141, loss_cls: 3.9203, loss: 5.9491, grad_norm: 1.5245 2021-07-18 20:55:39,446 - mmaction - INFO - Epoch [8][1160/1879] lr: 1.987e-01, eta: 2 days, 2:04:35, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 2.0304, top1_acc: 0.1973, top5_acc: 0.4168, loss_cls: 3.9057, loss: 5.9361, grad_norm: 1.5534 2021-07-18 20:55:50,874 - mmaction - INFO - Epoch [8][1180/1879] lr: 1.987e-01, eta: 2 days, 2:03:44, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 2.0591, top1_acc: 0.1809, top5_acc: 0.4070, loss_cls: 3.9690, loss: 6.0281, grad_norm: 1.5036 2021-07-18 20:56:02,305 - mmaction - INFO - Epoch [8][1200/1879] lr: 1.987e-01, eta: 2 days, 2:02:52, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 2.0883, top1_acc: 0.1715, top5_acc: 0.3883, loss_cls: 4.0192, loss: 6.1075, grad_norm: 1.5019 2021-07-18 20:56:14,195 - mmaction - INFO - Epoch [8][1220/1879] lr: 1.987e-01, eta: 2 days, 2:02:10, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 2.0476, top1_acc: 0.1883, top5_acc: 0.4133, loss_cls: 3.9416, loss: 5.9892, grad_norm: 1.5570 2021-07-18 20:56:26,176 - mmaction - INFO - Epoch [8][1240/1879] lr: 1.987e-01, eta: 2 days, 2:01:28, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 2.0702, top1_acc: 0.1785, top5_acc: 0.3949, loss_cls: 3.9896, loss: 6.0599, grad_norm: 1.5637 2021-07-18 20:56:47,658 - mmaction - INFO - Epoch [8][1260/1879] lr: 1.987e-01, eta: 2 days, 2:03:43, time: 1.072, data_time: 0.004, memory: 6921, loss_aux: 2.0692, top1_acc: 0.1746, top5_acc: 0.3895, loss_cls: 4.0214, loss: 6.0906, grad_norm: 1.5143 2021-07-18 20:56:59,091 - mmaction - INFO - Epoch [8][1280/1879] lr: 1.987e-01, eta: 2 days, 2:02:52, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 2.0597, top1_acc: 0.1777, top5_acc: 0.3793, loss_cls: 4.0004, loss: 6.0601, grad_norm: 1.5130 2021-07-18 20:57:12,265 - mmaction - INFO - Epoch [8][1300/1879] lr: 1.987e-01, eta: 2 days, 2:02:33, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 2.0570, top1_acc: 0.1648, top5_acc: 0.3945, loss_cls: 3.9697, loss: 6.0267, grad_norm: 1.5268 2021-07-18 20:57:24,115 - mmaction - INFO - Epoch [8][1320/1879] lr: 1.987e-01, eta: 2 days, 2:01:50, time: 0.595, data_time: 0.005, memory: 6921, loss_aux: 2.0665, top1_acc: 0.1648, top5_acc: 0.3930, loss_cls: 3.9989, loss: 6.0654, grad_norm: 1.5277 2021-07-18 20:57:35,528 - mmaction - INFO - Epoch [8][1340/1879] lr: 1.987e-01, eta: 2 days, 2:00:59, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 2.0718, top1_acc: 0.1746, top5_acc: 0.3906, loss_cls: 4.0100, loss: 6.0818, grad_norm: 1.4816 2021-07-18 20:57:47,478 - mmaction - INFO - Epoch [8][1360/1879] lr: 1.987e-01, eta: 2 days, 2:00:14, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 2.0471, top1_acc: 0.1805, top5_acc: 0.4109, loss_cls: 3.9207, loss: 5.9678, grad_norm: 1.5396 2021-07-18 20:57:59,075 - mmaction - INFO - Epoch [8][1380/1879] lr: 1.987e-01, eta: 2 days, 1:59:29, time: 0.588, data_time: 0.010, memory: 6921, loss_aux: 2.0428, top1_acc: 0.1828, top5_acc: 0.4008, loss_cls: 3.9504, loss: 5.9932, grad_norm: 1.5512 2021-07-18 20:58:10,296 - mmaction - INFO - Epoch [8][1400/1879] lr: 1.987e-01, eta: 2 days, 1:58:33, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 2.0507, top1_acc: 0.1859, top5_acc: 0.4078, loss_cls: 3.9616, loss: 6.0123, grad_norm: 1.4873 2021-07-18 20:58:21,570 - mmaction - INFO - Epoch [8][1420/1879] lr: 1.987e-01, eta: 2 days, 1:57:41, time: 0.566, data_time: 0.007, memory: 6921, loss_aux: 2.0470, top1_acc: 0.1711, top5_acc: 0.3937, loss_cls: 3.9847, loss: 6.0318, grad_norm: 1.5416 2021-07-18 20:58:33,758 - mmaction - INFO - Epoch [8][1440/1879] lr: 1.987e-01, eta: 2 days, 1:57:04, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 2.0363, top1_acc: 0.1797, top5_acc: 0.3977, loss_cls: 3.9478, loss: 5.9842, grad_norm: 1.5335 2021-07-18 20:58:47,792 - mmaction - INFO - Epoch [8][1460/1879] lr: 1.987e-01, eta: 2 days, 1:57:01, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 2.0412, top1_acc: 0.1824, top5_acc: 0.3973, loss_cls: 3.9378, loss: 5.9790, grad_norm: 1.5410 2021-07-18 20:59:00,177 - mmaction - INFO - Epoch [8][1480/1879] lr: 1.987e-01, eta: 2 days, 1:56:29, time: 0.621, data_time: 0.006, memory: 6921, loss_aux: 2.0374, top1_acc: 0.1840, top5_acc: 0.4094, loss_cls: 3.9566, loss: 5.9940, grad_norm: 1.5339 2021-07-18 20:59:15,939 - mmaction - INFO - Epoch [8][1500/1879] lr: 1.987e-01, eta: 2 days, 1:56:57, time: 0.787, data_time: 0.001, memory: 6921, loss_aux: 2.0773, top1_acc: 0.1703, top5_acc: 0.3914, loss_cls: 4.0097, loss: 6.0870, grad_norm: 1.5020 2021-07-18 20:59:34,437 - mmaction - INFO - Epoch [8][1520/1879] lr: 1.987e-01, eta: 2 days, 1:58:12, time: 0.917, data_time: 0.012, memory: 6921, loss_aux: 2.0402, top1_acc: 0.1852, top5_acc: 0.3996, loss_cls: 3.9406, loss: 5.9808, grad_norm: 1.5172 2021-07-18 20:59:45,670 - mmaction - INFO - Epoch [8][1540/1879] lr: 1.987e-01, eta: 2 days, 1:57:21, time: 0.570, data_time: 0.016, memory: 6921, loss_aux: 2.0319, top1_acc: 0.1805, top5_acc: 0.4074, loss_cls: 3.9463, loss: 5.9782, grad_norm: 1.5165 2021-07-18 20:59:56,979 - mmaction - INFO - Epoch [8][1560/1879] lr: 1.987e-01, eta: 2 days, 1:56:28, time: 0.564, data_time: 0.001, memory: 6921, loss_aux: 2.0086, top1_acc: 0.1918, top5_acc: 0.4164, loss_cls: 3.8794, loss: 5.8880, grad_norm: 1.5411 2021-07-18 21:00:08,122 - mmaction - INFO - Epoch [8][1580/1879] lr: 1.987e-01, eta: 2 days, 1:55:33, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 2.0483, top1_acc: 0.1879, top5_acc: 0.3969, loss_cls: 3.9456, loss: 5.9939, grad_norm: 1.5179 2021-07-18 21:00:20,903 - mmaction - INFO - Epoch [8][1600/1879] lr: 1.987e-01, eta: 2 days, 1:55:07, time: 0.639, data_time: 0.005, memory: 6921, loss_aux: 2.0154, top1_acc: 0.2020, top5_acc: 0.4336, loss_cls: 3.8398, loss: 5.8552, grad_norm: 1.5419 2021-07-18 21:00:32,616 - mmaction - INFO - Epoch [8][1620/1879] lr: 1.986e-01, eta: 2 days, 1:54:22, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 2.0525, top1_acc: 0.1766, top5_acc: 0.4066, loss_cls: 3.9627, loss: 6.0152, grad_norm: 1.5477 2021-07-18 21:00:46,793 - mmaction - INFO - Epoch [8][1640/1879] lr: 1.986e-01, eta: 2 days, 1:54:22, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 2.0450, top1_acc: 0.1852, top5_acc: 0.4090, loss_cls: 3.9372, loss: 5.9821, grad_norm: 1.5808 2021-07-18 21:00:58,965 - mmaction - INFO - Epoch [8][1660/1879] lr: 1.986e-01, eta: 2 days, 1:53:45, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 2.0146, top1_acc: 0.1922, top5_acc: 0.4211, loss_cls: 3.8801, loss: 5.8947, grad_norm: 1.5492 2021-07-18 21:01:11,426 - mmaction - INFO - Epoch [8][1680/1879] lr: 1.986e-01, eta: 2 days, 1:53:14, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 2.0417, top1_acc: 0.1754, top5_acc: 0.4090, loss_cls: 3.9441, loss: 5.9858, grad_norm: 1.5461 2021-07-18 21:01:23,873 - mmaction - INFO - Epoch [8][1700/1879] lr: 1.986e-01, eta: 2 days, 1:52:43, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 2.0219, top1_acc: 0.1926, top5_acc: 0.4133, loss_cls: 3.9329, loss: 5.9548, grad_norm: 1.5534 2021-07-18 21:01:39,244 - mmaction - INFO - Epoch [8][1720/1879] lr: 1.986e-01, eta: 2 days, 1:52:56, time: 0.748, data_time: 0.002, memory: 6921, loss_aux: 2.0388, top1_acc: 0.1812, top5_acc: 0.4090, loss_cls: 3.9492, loss: 5.9879, grad_norm: 1.5542 2021-07-18 21:01:50,879 - mmaction - INFO - Epoch [8][1740/1879] lr: 1.986e-01, eta: 2 days, 1:52:17, time: 0.602, data_time: 0.023, memory: 6921, loss_aux: 2.0335, top1_acc: 0.1945, top5_acc: 0.4262, loss_cls: 3.8947, loss: 5.9282, grad_norm: 1.5293 2021-07-18 21:02:02,301 - mmaction - INFO - Epoch [8][1760/1879] lr: 1.986e-01, eta: 2 days, 1:51:27, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 2.0331, top1_acc: 0.1906, top5_acc: 0.4098, loss_cls: 3.9390, loss: 5.9721, grad_norm: 1.5307 2021-07-18 21:02:17,713 - mmaction - INFO - Epoch [8][1780/1879] lr: 1.986e-01, eta: 2 days, 1:51:49, time: 0.769, data_time: 0.003, memory: 6921, loss_aux: 2.0367, top1_acc: 0.1832, top5_acc: 0.4094, loss_cls: 3.9407, loss: 5.9774, grad_norm: 1.5364 2021-07-18 21:02:30,296 - mmaction - INFO - Epoch [8][1800/1879] lr: 1.986e-01, eta: 2 days, 1:51:19, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 2.0335, top1_acc: 0.1879, top5_acc: 0.4133, loss_cls: 3.9265, loss: 5.9600, grad_norm: 1.5195 2021-07-18 21:02:42,023 - mmaction - INFO - Epoch [8][1820/1879] lr: 1.986e-01, eta: 2 days, 1:50:36, time: 0.589, data_time: 0.009, memory: 6921, loss_aux: 2.0559, top1_acc: 0.1836, top5_acc: 0.4031, loss_cls: 3.9862, loss: 6.0421, grad_norm: 1.5275 2021-07-18 21:02:56,395 - mmaction - INFO - Epoch [8][1840/1879] lr: 1.986e-01, eta: 2 days, 1:50:39, time: 0.717, data_time: 0.003, memory: 6921, loss_aux: 2.0587, top1_acc: 0.1699, top5_acc: 0.4059, loss_cls: 4.0008, loss: 6.0594, grad_norm: 1.5582 2021-07-18 21:03:07,732 - mmaction - INFO - Epoch [8][1860/1879] lr: 1.986e-01, eta: 2 days, 1:49:48, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 2.0197, top1_acc: 0.1777, top5_acc: 0.4129, loss_cls: 3.9111, loss: 5.9309, grad_norm: 1.5344 2021-07-18 21:03:19,563 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-07-18 21:03:46,410 - mmaction - INFO - Epoch [9][20/1879] lr: 1.986e-01, eta: 2 days, 1:48:59, time: 1.247, data_time: 0.212, memory: 6921, loss_aux: 2.0459, top1_acc: 0.1848, top5_acc: 0.4008, loss_cls: 3.9462, loss: 5.9921, grad_norm: 1.5593 2021-07-18 21:03:57,761 - mmaction - INFO - Epoch [9][40/1879] lr: 1.986e-01, eta: 2 days, 1:48:09, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 2.0523, top1_acc: 0.1832, top5_acc: 0.4008, loss_cls: 3.9643, loss: 6.0166, grad_norm: 1.5513 2021-07-18 21:04:09,304 - mmaction - INFO - Epoch [9][60/1879] lr: 1.986e-01, eta: 2 days, 1:47:22, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 2.0351, top1_acc: 0.1887, top5_acc: 0.4066, loss_cls: 3.9365, loss: 5.9716, grad_norm: 1.5578 2021-07-18 21:04:20,747 - mmaction - INFO - Epoch [9][80/1879] lr: 1.986e-01, eta: 2 days, 1:46:33, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 2.0569, top1_acc: 0.1840, top5_acc: 0.4160, loss_cls: 3.9593, loss: 6.0162, grad_norm: 1.5598 2021-07-18 21:04:34,959 - mmaction - INFO - Epoch [9][100/1879] lr: 1.986e-01, eta: 2 days, 1:46:28, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 2.0491, top1_acc: 0.1719, top5_acc: 0.3941, loss_cls: 3.9861, loss: 6.0352, grad_norm: 1.5097 2021-07-18 21:04:50,882 - mmaction - INFO - Epoch [9][120/1879] lr: 1.986e-01, eta: 2 days, 1:47:03, time: 0.811, data_time: 0.018, memory: 6921, loss_aux: 2.0253, top1_acc: 0.1820, top5_acc: 0.4230, loss_cls: 3.8949, loss: 5.9202, grad_norm: 1.5696 2021-07-18 21:05:03,573 - mmaction - INFO - Epoch [9][140/1879] lr: 1.986e-01, eta: 2 days, 1:46:37, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 2.0415, top1_acc: 0.1922, top5_acc: 0.4078, loss_cls: 3.9569, loss: 5.9984, grad_norm: 1.5576 2021-07-18 21:05:14,699 - mmaction - INFO - Epoch [9][160/1879] lr: 1.986e-01, eta: 2 days, 1:45:44, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 2.0298, top1_acc: 0.1836, top5_acc: 0.4121, loss_cls: 3.9337, loss: 5.9636, grad_norm: 1.5198 2021-07-18 21:05:27,612 - mmaction - INFO - Epoch [9][180/1879] lr: 1.986e-01, eta: 2 days, 1:45:20, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 2.0507, top1_acc: 0.1762, top5_acc: 0.4090, loss_cls: 3.9462, loss: 5.9969, grad_norm: 1.5284 2021-07-18 21:05:39,157 - mmaction - INFO - Epoch [9][200/1879] lr: 1.986e-01, eta: 2 days, 1:44:34, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 2.0607, top1_acc: 0.1852, top5_acc: 0.3996, loss_cls: 3.9622, loss: 6.0228, grad_norm: 1.5632 2021-07-18 21:05:50,437 - mmaction - INFO - Epoch [9][220/1879] lr: 1.986e-01, eta: 2 days, 1:43:43, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 2.0390, top1_acc: 0.1855, top5_acc: 0.4094, loss_cls: 3.9449, loss: 5.9840, grad_norm: 1.5699 2021-07-18 21:06:02,288 - mmaction - INFO - Epoch [9][240/1879] lr: 1.986e-01, eta: 2 days, 1:43:01, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 2.0441, top1_acc: 0.1867, top5_acc: 0.4070, loss_cls: 3.9470, loss: 5.9911, grad_norm: 1.5714 2021-07-18 21:06:14,241 - mmaction - INFO - Epoch [9][260/1879] lr: 1.986e-01, eta: 2 days, 1:42:23, time: 0.599, data_time: 0.006, memory: 6921, loss_aux: 2.0324, top1_acc: 0.1805, top5_acc: 0.4227, loss_cls: 3.9102, loss: 5.9426, grad_norm: 1.5187 2021-07-18 21:06:25,460 - mmaction - INFO - Epoch [9][280/1879] lr: 1.985e-01, eta: 2 days, 1:41:31, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 2.0372, top1_acc: 0.1906, top5_acc: 0.4121, loss_cls: 3.9151, loss: 5.9522, grad_norm: 1.5879 2021-07-18 21:06:37,277 - mmaction - INFO - Epoch [9][300/1879] lr: 1.985e-01, eta: 2 days, 1:40:49, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 2.0072, top1_acc: 0.2004, top5_acc: 0.4188, loss_cls: 3.8751, loss: 5.8823, grad_norm: 1.5593 2021-07-18 21:06:50,732 - mmaction - INFO - Epoch [9][320/1879] lr: 1.985e-01, eta: 2 days, 1:40:36, time: 0.673, data_time: 0.005, memory: 6921, loss_aux: 2.0332, top1_acc: 0.1914, top5_acc: 0.4184, loss_cls: 3.9291, loss: 5.9623, grad_norm: 1.5573 2021-07-18 21:07:01,924 - mmaction - INFO - Epoch [9][340/1879] lr: 1.985e-01, eta: 2 days, 1:39:44, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 2.0657, top1_acc: 0.1688, top5_acc: 0.3859, loss_cls: 4.0039, loss: 6.0696, grad_norm: 1.5682 2021-07-18 21:07:13,766 - mmaction - INFO - Epoch [9][360/1879] lr: 1.985e-01, eta: 2 days, 1:39:04, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 2.0369, top1_acc: 0.1906, top5_acc: 0.4266, loss_cls: 3.9256, loss: 5.9625, grad_norm: 1.5345 2021-07-18 21:07:25,689 - mmaction - INFO - Epoch [9][380/1879] lr: 1.985e-01, eta: 2 days, 1:38:25, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 2.0551, top1_acc: 0.1922, top5_acc: 0.4156, loss_cls: 3.9480, loss: 6.0031, grad_norm: 1.5617 2021-07-18 21:07:37,009 - mmaction - INFO - Epoch [9][400/1879] lr: 1.985e-01, eta: 2 days, 1:37:35, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 2.0106, top1_acc: 0.1824, top5_acc: 0.4172, loss_cls: 3.8685, loss: 5.8791, grad_norm: 1.5591 2021-07-18 21:07:50,365 - mmaction - INFO - Epoch [9][420/1879] lr: 1.985e-01, eta: 2 days, 1:37:21, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 2.0219, top1_acc: 0.1824, top5_acc: 0.4070, loss_cls: 3.9221, loss: 5.9440, grad_norm: 1.5858 2021-07-18 21:08:02,809 - mmaction - INFO - Epoch [9][440/1879] lr: 1.985e-01, eta: 2 days, 1:36:51, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 2.0371, top1_acc: 0.1773, top5_acc: 0.4133, loss_cls: 3.9396, loss: 5.9767, grad_norm: 1.5428 2021-07-18 21:08:15,911 - mmaction - INFO - Epoch [9][460/1879] lr: 1.985e-01, eta: 2 days, 1:36:32, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 2.0322, top1_acc: 0.1762, top5_acc: 0.4074, loss_cls: 3.9201, loss: 5.9523, grad_norm: 1.5779 2021-07-18 21:08:27,135 - mmaction - INFO - Epoch [9][480/1879] lr: 1.985e-01, eta: 2 days, 1:35:41, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 2.0393, top1_acc: 0.1777, top5_acc: 0.4102, loss_cls: 3.9571, loss: 5.9964, grad_norm: 1.5771 2021-07-18 21:08:38,541 - mmaction - INFO - Epoch [9][500/1879] lr: 1.985e-01, eta: 2 days, 1:34:54, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 2.0352, top1_acc: 0.1891, top5_acc: 0.4156, loss_cls: 3.9079, loss: 5.9431, grad_norm: 1.5581 2021-07-18 21:08:54,027 - mmaction - INFO - Epoch [9][520/1879] lr: 1.985e-01, eta: 2 days, 1:35:15, time: 0.773, data_time: 0.002, memory: 6921, loss_aux: 1.9909, top1_acc: 0.1980, top5_acc: 0.4258, loss_cls: 3.8423, loss: 5.8333, grad_norm: 1.5493 2021-07-18 21:09:05,236 - mmaction - INFO - Epoch [9][540/1879] lr: 1.985e-01, eta: 2 days, 1:34:25, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 2.0267, top1_acc: 0.1902, top5_acc: 0.4109, loss_cls: 3.9105, loss: 5.9372, grad_norm: 1.5848 2021-07-18 21:09:17,006 - mmaction - INFO - Epoch [9][560/1879] lr: 1.985e-01, eta: 2 days, 1:33:44, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 2.0098, top1_acc: 0.2016, top5_acc: 0.4246, loss_cls: 3.8690, loss: 5.8787, grad_norm: 1.5619 2021-07-18 21:09:33,044 - mmaction - INFO - Epoch [9][580/1879] lr: 1.985e-01, eta: 2 days, 1:34:14, time: 0.799, data_time: 0.003, memory: 6921, loss_aux: 2.0117, top1_acc: 0.1965, top5_acc: 0.4203, loss_cls: 3.8943, loss: 5.9060, grad_norm: 1.5623 2021-07-18 21:09:47,277 - mmaction - INFO - Epoch [9][600/1879] lr: 1.985e-01, eta: 2 days, 1:34:16, time: 0.714, data_time: 0.004, memory: 6921, loss_aux: 2.0502, top1_acc: 0.1934, top5_acc: 0.3961, loss_cls: 3.9667, loss: 6.0169, grad_norm: 1.5772 2021-07-18 21:09:58,949 - mmaction - INFO - Epoch [9][620/1879] lr: 1.985e-01, eta: 2 days, 1:33:32, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 2.0485, top1_acc: 0.1898, top5_acc: 0.3988, loss_cls: 3.9548, loss: 6.0032, grad_norm: 1.5448 2021-07-18 21:10:10,637 - mmaction - INFO - Epoch [9][640/1879] lr: 1.985e-01, eta: 2 days, 1:32:50, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 2.0472, top1_acc: 0.1887, top5_acc: 0.4000, loss_cls: 3.9743, loss: 6.0215, grad_norm: 1.5746 2021-07-18 21:10:22,707 - mmaction - INFO - Epoch [9][660/1879] lr: 1.985e-01, eta: 2 days, 1:32:14, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 2.0312, top1_acc: 0.1902, top5_acc: 0.4098, loss_cls: 3.9290, loss: 5.9603, grad_norm: 1.5169 2021-07-18 21:10:44,935 - mmaction - INFO - Epoch [9][680/1879] lr: 1.985e-01, eta: 2 days, 1:34:28, time: 1.107, data_time: 0.004, memory: 6921, loss_aux: 2.0325, top1_acc: 0.1840, top5_acc: 0.4129, loss_cls: 3.9201, loss: 5.9526, grad_norm: 1.5742 2021-07-18 21:10:56,512 - mmaction - INFO - Epoch [9][700/1879] lr: 1.985e-01, eta: 2 days, 1:33:42, time: 0.573, data_time: 0.009, memory: 6921, loss_aux: 2.0388, top1_acc: 0.1957, top5_acc: 0.4098, loss_cls: 3.9413, loss: 5.9801, grad_norm: 1.5136 2021-07-18 21:11:08,345 - mmaction - INFO - Epoch [9][720/1879] lr: 1.985e-01, eta: 2 days, 1:33:05, time: 0.602, data_time: 0.013, memory: 6921, loss_aux: 2.0070, top1_acc: 0.1996, top5_acc: 0.4301, loss_cls: 3.8834, loss: 5.8904, grad_norm: 1.5276 2021-07-18 21:11:19,682 - mmaction - INFO - Epoch [9][740/1879] lr: 1.985e-01, eta: 2 days, 1:32:17, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 2.0610, top1_acc: 0.1809, top5_acc: 0.4055, loss_cls: 3.9646, loss: 6.0256, grad_norm: 1.5559 2021-07-18 21:11:35,734 - mmaction - INFO - Epoch [9][760/1879] lr: 1.985e-01, eta: 2 days, 1:32:48, time: 0.802, data_time: 0.001, memory: 6921, loss_aux: 2.0245, top1_acc: 0.1809, top5_acc: 0.4059, loss_cls: 3.9364, loss: 5.9609, grad_norm: 1.5572 2021-07-18 21:11:46,862 - mmaction - INFO - Epoch [9][780/1879] lr: 1.985e-01, eta: 2 days, 1:31:57, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 2.0400, top1_acc: 0.1867, top5_acc: 0.4145, loss_cls: 3.9408, loss: 5.9808, grad_norm: 1.5341 2021-07-18 21:11:58,769 - mmaction - INFO - Epoch [9][800/1879] lr: 1.984e-01, eta: 2 days, 1:31:18, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.9991, top1_acc: 0.1898, top5_acc: 0.4195, loss_cls: 3.8642, loss: 5.8633, grad_norm: 1.5628 2021-07-18 21:12:10,090 - mmaction - INFO - Epoch [9][820/1879] lr: 1.984e-01, eta: 2 days, 1:30:30, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 2.0205, top1_acc: 0.1926, top5_acc: 0.4129, loss_cls: 3.9386, loss: 5.9590, grad_norm: 1.5351 2021-07-18 21:12:22,031 - mmaction - INFO - Epoch [9][840/1879] lr: 1.984e-01, eta: 2 days, 1:29:52, time: 0.596, data_time: 0.001, memory: 6921, loss_aux: 2.0174, top1_acc: 0.1867, top5_acc: 0.4195, loss_cls: 3.8965, loss: 5.9139, grad_norm: 1.5839 2021-07-18 21:12:33,814 - mmaction - INFO - Epoch [9][860/1879] lr: 1.984e-01, eta: 2 days, 1:29:11, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 2.0032, top1_acc: 0.1922, top5_acc: 0.4254, loss_cls: 3.8422, loss: 5.8454, grad_norm: 1.5511 2021-07-18 21:12:47,355 - mmaction - INFO - Epoch [9][880/1879] lr: 1.984e-01, eta: 2 days, 1:29:00, time: 0.676, data_time: 0.003, memory: 6921, loss_aux: 2.0102, top1_acc: 0.2105, top5_acc: 0.4277, loss_cls: 3.8963, loss: 5.9065, grad_norm: 1.5728 2021-07-18 21:12:58,356 - mmaction - INFO - Epoch [9][900/1879] lr: 1.984e-01, eta: 2 days, 1:28:07, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.9862, top1_acc: 0.2035, top5_acc: 0.4418, loss_cls: 3.8071, loss: 5.7933, grad_norm: 1.5923 2021-07-18 21:13:09,845 - mmaction - INFO - Epoch [9][920/1879] lr: 1.984e-01, eta: 2 days, 1:27:21, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 2.0369, top1_acc: 0.1770, top5_acc: 0.4090, loss_cls: 3.9595, loss: 5.9964, grad_norm: 1.5842 2021-07-18 21:13:22,269 - mmaction - INFO - Epoch [9][940/1879] lr: 1.984e-01, eta: 2 days, 1:26:52, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 2.0205, top1_acc: 0.1855, top5_acc: 0.4129, loss_cls: 3.8977, loss: 5.9182, grad_norm: 1.5562 2021-07-18 21:13:33,335 - mmaction - INFO - Epoch [9][960/1879] lr: 1.984e-01, eta: 2 days, 1:26:00, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 2.0083, top1_acc: 0.1922, top5_acc: 0.4199, loss_cls: 3.8737, loss: 5.8820, grad_norm: 1.5526 2021-07-18 21:13:44,580 - mmaction - INFO - Epoch [9][980/1879] lr: 1.984e-01, eta: 2 days, 1:25:11, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 2.0085, top1_acc: 0.1895, top5_acc: 0.4141, loss_cls: 3.8800, loss: 5.8885, grad_norm: 1.5643 2021-07-18 21:13:59,193 - mmaction - INFO - Epoch [9][1000/1879] lr: 1.984e-01, eta: 2 days, 1:25:18, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 2.0205, top1_acc: 0.1867, top5_acc: 0.4156, loss_cls: 3.9219, loss: 5.9424, grad_norm: 1.5765 2021-07-18 21:14:10,938 - mmaction - INFO - Epoch [9][1020/1879] lr: 1.984e-01, eta: 2 days, 1:24:38, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 2.0623, top1_acc: 0.1867, top5_acc: 0.3949, loss_cls: 3.9654, loss: 6.0277, grad_norm: 1.5863 2021-07-18 21:14:22,663 - mmaction - INFO - Epoch [9][1040/1879] lr: 1.984e-01, eta: 2 days, 1:23:57, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 2.0053, top1_acc: 0.1996, top5_acc: 0.4246, loss_cls: 3.8706, loss: 5.8760, grad_norm: 1.5246 2021-07-18 21:14:34,075 - mmaction - INFO - Epoch [9][1060/1879] lr: 1.984e-01, eta: 2 days, 1:23:11, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.9866, top1_acc: 0.1984, top5_acc: 0.4246, loss_cls: 3.8361, loss: 5.8227, grad_norm: 1.5527 2021-07-18 21:14:45,641 - mmaction - INFO - Epoch [9][1080/1879] lr: 1.984e-01, eta: 2 days, 1:22:28, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 2.0115, top1_acc: 0.1957, top5_acc: 0.4172, loss_cls: 3.8687, loss: 5.8801, grad_norm: 1.5574 2021-07-18 21:14:56,953 - mmaction - INFO - Epoch [9][1100/1879] lr: 1.984e-01, eta: 2 days, 1:21:40, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 2.0611, top1_acc: 0.1711, top5_acc: 0.4070, loss_cls: 3.9782, loss: 6.0392, grad_norm: 1.5804 2021-07-18 21:15:12,862 - mmaction - INFO - Epoch [9][1120/1879] lr: 1.984e-01, eta: 2 days, 1:22:08, time: 0.795, data_time: 0.003, memory: 6921, loss_aux: 2.0175, top1_acc: 0.1953, top5_acc: 0.4113, loss_cls: 3.9056, loss: 5.9231, grad_norm: 1.5239 2021-07-18 21:15:25,833 - mmaction - INFO - Epoch [9][1140/1879] lr: 1.984e-01, eta: 2 days, 1:21:47, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 2.0383, top1_acc: 0.1863, top5_acc: 0.4055, loss_cls: 3.9290, loss: 5.9673, grad_norm: 1.5804 2021-07-18 21:15:36,962 - mmaction - INFO - Epoch [9][1160/1879] lr: 1.984e-01, eta: 2 days, 1:20:58, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 2.0144, top1_acc: 0.1887, top5_acc: 0.4070, loss_cls: 3.9027, loss: 5.9171, grad_norm: 1.6030 2021-07-18 21:15:48,265 - mmaction - INFO - Epoch [9][1180/1879] lr: 1.984e-01, eta: 2 days, 1:20:11, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 2.0115, top1_acc: 0.1926, top5_acc: 0.4207, loss_cls: 3.8867, loss: 5.8982, grad_norm: 1.5579 2021-07-18 21:16:00,824 - mmaction - INFO - Epoch [9][1200/1879] lr: 1.984e-01, eta: 2 days, 1:19:44, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 2.0214, top1_acc: 0.1945, top5_acc: 0.4141, loss_cls: 3.9261, loss: 5.9475, grad_norm: 1.5814 2021-07-18 21:16:12,500 - mmaction - INFO - Epoch [9][1220/1879] lr: 1.984e-01, eta: 2 days, 1:19:03, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 2.0364, top1_acc: 0.1863, top5_acc: 0.4020, loss_cls: 3.9211, loss: 5.9574, grad_norm: 1.5551 2021-07-18 21:16:23,856 - mmaction - INFO - Epoch [9][1240/1879] lr: 1.984e-01, eta: 2 days, 1:18:17, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.9838, top1_acc: 0.2016, top5_acc: 0.4203, loss_cls: 3.8293, loss: 5.8132, grad_norm: 1.5489 2021-07-18 21:16:38,503 - mmaction - INFO - Epoch [9][1260/1879] lr: 1.984e-01, eta: 2 days, 1:18:24, time: 0.731, data_time: 0.002, memory: 6921, loss_aux: 2.0036, top1_acc: 0.1871, top5_acc: 0.4176, loss_cls: 3.8707, loss: 5.8743, grad_norm: 1.5697 2021-07-18 21:16:54,012 - mmaction - INFO - Epoch [9][1280/1879] lr: 1.984e-01, eta: 2 days, 1:18:40, time: 0.759, data_time: 0.005, memory: 6921, loss_aux: 2.0111, top1_acc: 0.1879, top5_acc: 0.4102, loss_cls: 3.8841, loss: 5.8953, grad_norm: 1.5815 2021-07-18 21:17:05,195 - mmaction - INFO - Epoch [9][1300/1879] lr: 1.983e-01, eta: 2 days, 1:17:57, time: 0.577, data_time: 0.021, memory: 6921, loss_aux: 2.0241, top1_acc: 0.1914, top5_acc: 0.4180, loss_cls: 3.9087, loss: 5.9328, grad_norm: 1.5901 2021-07-18 21:17:16,504 - mmaction - INFO - Epoch [9][1320/1879] lr: 1.983e-01, eta: 2 days, 1:17:10, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.0308, top1_acc: 0.1812, top5_acc: 0.4102, loss_cls: 3.9477, loss: 5.9785, grad_norm: 1.5782 2021-07-18 21:17:34,624 - mmaction - INFO - Epoch [9][1340/1879] lr: 1.983e-01, eta: 2 days, 1:18:13, time: 0.902, data_time: 0.003, memory: 6921, loss_aux: 2.0407, top1_acc: 0.1836, top5_acc: 0.4105, loss_cls: 3.9293, loss: 5.9701, grad_norm: 1.5606 2021-07-18 21:17:46,462 - mmaction - INFO - Epoch [9][1360/1879] lr: 1.983e-01, eta: 2 days, 1:17:35, time: 0.595, data_time: 0.006, memory: 6921, loss_aux: 2.0122, top1_acc: 0.1848, top5_acc: 0.4113, loss_cls: 3.9168, loss: 5.9290, grad_norm: 1.5603 2021-07-18 21:18:00,609 - mmaction - INFO - Epoch [9][1380/1879] lr: 1.983e-01, eta: 2 days, 1:17:35, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 2.0275, top1_acc: 0.1910, top5_acc: 0.4086, loss_cls: 3.8920, loss: 5.9195, grad_norm: 1.5529 2021-07-18 21:18:16,228 - mmaction - INFO - Epoch [9][1400/1879] lr: 1.983e-01, eta: 2 days, 1:17:57, time: 0.779, data_time: 0.002, memory: 6921, loss_aux: 2.0112, top1_acc: 0.1980, top5_acc: 0.4305, loss_cls: 3.8848, loss: 5.8960, grad_norm: 1.5458 2021-07-18 21:18:27,907 - mmaction - INFO - Epoch [9][1420/1879] lr: 1.983e-01, eta: 2 days, 1:17:16, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.9874, top1_acc: 0.2086, top5_acc: 0.4375, loss_cls: 3.8178, loss: 5.8052, grad_norm: 1.5741 2021-07-18 21:18:39,066 - mmaction - INFO - Epoch [9][1440/1879] lr: 1.983e-01, eta: 2 days, 1:16:28, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 2.0268, top1_acc: 0.1965, top5_acc: 0.4168, loss_cls: 3.8989, loss: 5.9257, grad_norm: 1.5924 2021-07-18 21:18:50,724 - mmaction - INFO - Epoch [9][1460/1879] lr: 1.983e-01, eta: 2 days, 1:15:47, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 2.0467, top1_acc: 0.1758, top5_acc: 0.4016, loss_cls: 3.9327, loss: 5.9794, grad_norm: 1.5436 2021-07-18 21:19:08,701 - mmaction - INFO - Epoch [9][1480/1879] lr: 1.983e-01, eta: 2 days, 1:16:47, time: 0.896, data_time: 0.005, memory: 6921, loss_aux: 2.0037, top1_acc: 0.2016, top5_acc: 0.4273, loss_cls: 3.8571, loss: 5.8608, grad_norm: 1.5646 2021-07-18 21:19:20,386 - mmaction - INFO - Epoch [9][1500/1879] lr: 1.983e-01, eta: 2 days, 1:16:07, time: 0.588, data_time: 0.012, memory: 6921, loss_aux: 1.9958, top1_acc: 0.1922, top5_acc: 0.4238, loss_cls: 3.8354, loss: 5.8313, grad_norm: 1.5757 2021-07-18 21:19:32,477 - mmaction - INFO - Epoch [9][1520/1879] lr: 1.983e-01, eta: 2 days, 1:15:33, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.9991, top1_acc: 0.2000, top5_acc: 0.4320, loss_cls: 3.8674, loss: 5.8665, grad_norm: 1.5745 2021-07-18 21:19:44,459 - mmaction - INFO - Epoch [9][1540/1879] lr: 1.983e-01, eta: 2 days, 1:14:58, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 2.0107, top1_acc: 0.1906, top5_acc: 0.4207, loss_cls: 3.8869, loss: 5.8976, grad_norm: 1.5698 2021-07-18 21:19:55,866 - mmaction - INFO - Epoch [9][1560/1879] lr: 1.983e-01, eta: 2 days, 1:14:14, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 2.0135, top1_acc: 0.1871, top5_acc: 0.4148, loss_cls: 3.9046, loss: 5.9181, grad_norm: 1.5914 2021-07-18 21:20:09,345 - mmaction - INFO - Epoch [9][1580/1879] lr: 1.983e-01, eta: 2 days, 1:14:02, time: 0.673, data_time: 0.001, memory: 6921, loss_aux: 2.0223, top1_acc: 0.2008, top5_acc: 0.4137, loss_cls: 3.9163, loss: 5.9386, grad_norm: 1.5949 2021-07-18 21:20:28,230 - mmaction - INFO - Epoch [9][1600/1879] lr: 1.983e-01, eta: 2 days, 1:15:16, time: 0.944, data_time: 0.002, memory: 6921, loss_aux: 2.0394, top1_acc: 0.2035, top5_acc: 0.4195, loss_cls: 3.9175, loss: 5.9569, grad_norm: 1.5588 2021-07-18 21:20:42,993 - mmaction - INFO - Epoch [9][1620/1879] lr: 1.983e-01, eta: 2 days, 1:15:23, time: 0.733, data_time: 0.004, memory: 6921, loss_aux: 2.0009, top1_acc: 0.1992, top5_acc: 0.4227, loss_cls: 3.8573, loss: 5.8582, grad_norm: 1.5588 2021-07-18 21:20:56,896 - mmaction - INFO - Epoch [9][1640/1879] lr: 1.983e-01, eta: 2 days, 1:15:20, time: 0.699, data_time: 0.009, memory: 6921, loss_aux: 2.0025, top1_acc: 0.2012, top5_acc: 0.4313, loss_cls: 3.8701, loss: 5.8726, grad_norm: 1.5742 2021-07-18 21:21:08,043 - mmaction - INFO - Epoch [9][1660/1879] lr: 1.983e-01, eta: 2 days, 1:14:31, time: 0.559, data_time: 0.005, memory: 6921, loss_aux: 2.0320, top1_acc: 0.2039, top5_acc: 0.4246, loss_cls: 3.8767, loss: 5.9087, grad_norm: 1.5816 2021-07-18 21:21:20,480 - mmaction - INFO - Epoch [9][1680/1879] lr: 1.983e-01, eta: 2 days, 1:14:03, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 2.0237, top1_acc: 0.1926, top5_acc: 0.4191, loss_cls: 3.8838, loss: 5.9075, grad_norm: 1.5717 2021-07-18 21:21:31,644 - mmaction - INFO - Epoch [9][1700/1879] lr: 1.983e-01, eta: 2 days, 1:13:15, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 2.0460, top1_acc: 0.1957, top5_acc: 0.3977, loss_cls: 3.9645, loss: 6.0105, grad_norm: 1.5702 2021-07-18 21:21:48,075 - mmaction - INFO - Epoch [9][1720/1879] lr: 1.983e-01, eta: 2 days, 1:13:49, time: 0.819, data_time: 0.002, memory: 6921, loss_aux: 2.0165, top1_acc: 0.1988, top5_acc: 0.4227, loss_cls: 3.8622, loss: 5.8787, grad_norm: 1.5350 2021-07-18 21:21:59,950 - mmaction - INFO - Epoch [9][1740/1879] lr: 1.983e-01, eta: 2 days, 1:13:13, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 2.0422, top1_acc: 0.1867, top5_acc: 0.4121, loss_cls: 3.9030, loss: 5.9451, grad_norm: 1.5842 2021-07-18 21:22:11,436 - mmaction - INFO - Epoch [9][1760/1879] lr: 1.983e-01, eta: 2 days, 1:12:30, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.9924, top1_acc: 0.2160, top5_acc: 0.4254, loss_cls: 3.8334, loss: 5.8257, grad_norm: 1.5681 2021-07-18 21:22:22,621 - mmaction - INFO - Epoch [9][1780/1879] lr: 1.982e-01, eta: 2 days, 1:11:42, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 2.0276, top1_acc: 0.1863, top5_acc: 0.4191, loss_cls: 3.9115, loss: 5.9391, grad_norm: 1.6061 2021-07-18 21:22:34,763 - mmaction - INFO - Epoch [9][1800/1879] lr: 1.982e-01, eta: 2 days, 1:11:10, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.9703, top1_acc: 0.2047, top5_acc: 0.4500, loss_cls: 3.7879, loss: 5.7582, grad_norm: 1.5873 2021-07-18 21:22:45,995 - mmaction - INFO - Epoch [9][1820/1879] lr: 1.982e-01, eta: 2 days, 1:10:22, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 2.0236, top1_acc: 0.1961, top5_acc: 0.4195, loss_cls: 3.8822, loss: 5.9058, grad_norm: 1.5610 2021-07-18 21:22:57,480 - mmaction - INFO - Epoch [9][1840/1879] lr: 1.982e-01, eta: 2 days, 1:09:40, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 2.0264, top1_acc: 0.1898, top5_acc: 0.4133, loss_cls: 3.9144, loss: 5.9408, grad_norm: 1.5904 2021-07-18 21:23:12,447 - mmaction - INFO - Epoch [9][1860/1879] lr: 1.982e-01, eta: 2 days, 1:09:51, time: 0.747, data_time: 0.004, memory: 6921, loss_aux: 2.0130, top1_acc: 0.1949, top5_acc: 0.4188, loss_cls: 3.8811, loss: 5.8942, grad_norm: 1.5629 2021-07-18 21:23:28,200 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-07-18 21:23:50,281 - mmaction - INFO - Epoch [10][20/1879] lr: 1.982e-01, eta: 2 days, 1:07:42, time: 0.973, data_time: 0.275, memory: 6921, loss_aux: 2.0011, top1_acc: 0.1859, top5_acc: 0.4234, loss_cls: 3.8599, loss: 5.8610, grad_norm: 1.5919 2021-07-18 21:24:06,141 - mmaction - INFO - Epoch [10][40/1879] lr: 1.982e-01, eta: 2 days, 1:08:09, time: 0.798, data_time: 0.010, memory: 6921, loss_aux: 1.9941, top1_acc: 0.2031, top5_acc: 0.4305, loss_cls: 3.8442, loss: 5.8383, grad_norm: 1.5983 2021-07-18 21:24:17,713 - mmaction - INFO - Epoch [10][60/1879] lr: 1.982e-01, eta: 2 days, 1:07:28, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.9878, top1_acc: 0.2016, top5_acc: 0.4285, loss_cls: 3.8384, loss: 5.8262, grad_norm: 1.5935 2021-07-18 21:24:36,455 - mmaction - INFO - Epoch [10][80/1879] lr: 1.982e-01, eta: 2 days, 1:08:36, time: 0.927, data_time: 0.003, memory: 6921, loss_aux: 1.9851, top1_acc: 0.2055, top5_acc: 0.4344, loss_cls: 3.8114, loss: 5.7965, grad_norm: 1.5612 2021-07-18 21:24:48,318 - mmaction - INFO - Epoch [10][100/1879] lr: 1.982e-01, eta: 2 days, 1:08:02, time: 0.604, data_time: 0.015, memory: 6921, loss_aux: 1.9982, top1_acc: 0.1988, top5_acc: 0.4344, loss_cls: 3.8280, loss: 5.8262, grad_norm: 1.6034 2021-07-18 21:24:59,595 - mmaction - INFO - Epoch [10][120/1879] lr: 1.982e-01, eta: 2 days, 1:07:12, time: 0.549, data_time: 0.004, memory: 6921, loss_aux: 2.0328, top1_acc: 0.1914, top5_acc: 0.4102, loss_cls: 3.9249, loss: 5.9577, grad_norm: 1.5880 2021-07-18 21:25:12,118 - mmaction - INFO - Epoch [10][140/1879] lr: 1.982e-01, eta: 2 days, 1:06:34, time: 0.587, data_time: 0.016, memory: 6921, loss_aux: 2.0046, top1_acc: 0.1906, top5_acc: 0.4211, loss_cls: 3.8802, loss: 5.8848, grad_norm: 1.6036 2021-07-18 21:25:25,064 - mmaction - INFO - Epoch [10][160/1879] lr: 1.982e-01, eta: 2 days, 1:06:31, time: 0.700, data_time: 0.060, memory: 6921, loss_aux: 1.9946, top1_acc: 0.1984, top5_acc: 0.4238, loss_cls: 3.8389, loss: 5.8334, grad_norm: 1.6127 2021-07-18 21:25:37,023 - mmaction - INFO - Epoch [10][180/1879] lr: 1.982e-01, eta: 2 days, 1:05:56, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.9680, top1_acc: 0.2121, top5_acc: 0.4340, loss_cls: 3.7911, loss: 5.7591, grad_norm: 1.5981 2021-07-18 21:25:53,536 - mmaction - INFO - Epoch [10][200/1879] lr: 1.982e-01, eta: 2 days, 1:06:30, time: 0.824, data_time: 0.003, memory: 6921, loss_aux: 2.0021, top1_acc: 0.2012, top5_acc: 0.4266, loss_cls: 3.8702, loss: 5.8723, grad_norm: 1.5580 2021-07-18 21:26:04,966 - mmaction - INFO - Epoch [10][220/1879] lr: 1.982e-01, eta: 2 days, 1:05:48, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.9721, top1_acc: 0.2055, top5_acc: 0.4398, loss_cls: 3.7881, loss: 5.7602, grad_norm: 1.5795 2021-07-18 21:26:17,737 - mmaction - INFO - Epoch [10][240/1879] lr: 1.982e-01, eta: 2 days, 1:05:25, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 2.0340, top1_acc: 0.1824, top5_acc: 0.4055, loss_cls: 3.9689, loss: 6.0029, grad_norm: 1.5914 2021-07-18 21:26:30,156 - mmaction - INFO - Epoch [10][260/1879] lr: 1.982e-01, eta: 2 days, 1:04:58, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 2.0004, top1_acc: 0.1980, top5_acc: 0.4395, loss_cls: 3.8148, loss: 5.8152, grad_norm: 1.5958 2021-07-18 21:26:42,734 - mmaction - INFO - Epoch [10][280/1879] lr: 1.982e-01, eta: 2 days, 1:04:33, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.9948, top1_acc: 0.1953, top5_acc: 0.4266, loss_cls: 3.8623, loss: 5.8571, grad_norm: 1.6025 2021-07-18 21:26:55,350 - mmaction - INFO - Epoch [10][300/1879] lr: 1.982e-01, eta: 2 days, 1:04:08, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 2.0286, top1_acc: 0.1785, top5_acc: 0.4137, loss_cls: 3.9051, loss: 5.9336, grad_norm: 1.5697 2021-07-18 21:27:08,534 - mmaction - INFO - Epoch [10][320/1879] lr: 1.982e-01, eta: 2 days, 1:03:52, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 2.0068, top1_acc: 0.1926, top5_acc: 0.4313, loss_cls: 3.8546, loss: 5.8613, grad_norm: 1.5799 2021-07-18 21:27:22,308 - mmaction - INFO - Epoch [10][340/1879] lr: 1.982e-01, eta: 2 days, 1:03:45, time: 0.690, data_time: 0.004, memory: 6921, loss_aux: 1.9628, top1_acc: 0.2129, top5_acc: 0.4406, loss_cls: 3.7642, loss: 5.7271, grad_norm: 1.5931 2021-07-18 21:27:34,161 - mmaction - INFO - Epoch [10][360/1879] lr: 1.982e-01, eta: 2 days, 1:03:09, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.9958, top1_acc: 0.2023, top5_acc: 0.4184, loss_cls: 3.8761, loss: 5.8720, grad_norm: 1.6241 2021-07-18 21:27:50,901 - mmaction - INFO - Epoch [10][380/1879] lr: 1.981e-01, eta: 2 days, 1:03:48, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 2.0133, top1_acc: 0.1984, top5_acc: 0.4168, loss_cls: 3.8900, loss: 5.9033, grad_norm: 1.6143 2021-07-18 21:28:02,487 - mmaction - INFO - Epoch [10][400/1879] lr: 1.981e-01, eta: 2 days, 1:03:08, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.9865, top1_acc: 0.2094, top5_acc: 0.4336, loss_cls: 3.8191, loss: 5.8056, grad_norm: 1.5487 2021-07-18 21:28:15,015 - mmaction - INFO - Epoch [10][420/1879] lr: 1.981e-01, eta: 2 days, 1:02:42, time: 0.626, data_time: 0.001, memory: 6921, loss_aux: 1.9766, top1_acc: 0.2109, top5_acc: 0.4391, loss_cls: 3.7785, loss: 5.7551, grad_norm: 1.6126 2021-07-18 21:28:26,742 - mmaction - INFO - Epoch [10][440/1879] lr: 1.981e-01, eta: 2 days, 1:02:03, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.9804, top1_acc: 0.2008, top5_acc: 0.4242, loss_cls: 3.7975, loss: 5.7779, grad_norm: 1.6143 2021-07-18 21:28:38,279 - mmaction - INFO - Epoch [10][460/1879] lr: 1.981e-01, eta: 2 days, 1:01:23, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 2.0119, top1_acc: 0.1938, top5_acc: 0.4219, loss_cls: 3.9009, loss: 5.9128, grad_norm: 1.5826 2021-07-18 21:28:49,651 - mmaction - INFO - Epoch [10][480/1879] lr: 1.981e-01, eta: 2 days, 1:00:39, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.9900, top1_acc: 0.1984, top5_acc: 0.4273, loss_cls: 3.8336, loss: 5.8236, grad_norm: 1.6016 2021-07-18 21:29:01,675 - mmaction - INFO - Epoch [10][500/1879] lr: 1.981e-01, eta: 2 days, 1:00:05, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.9939, top1_acc: 0.2016, top5_acc: 0.4402, loss_cls: 3.8385, loss: 5.8323, grad_norm: 1.5746 2021-07-18 21:29:13,302 - mmaction - INFO - Epoch [10][520/1879] lr: 1.981e-01, eta: 2 days, 0:59:26, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 2.0294, top1_acc: 0.1875, top5_acc: 0.4145, loss_cls: 3.9027, loss: 5.9321, grad_norm: 1.5826 2021-07-18 21:29:25,183 - mmaction - INFO - Epoch [10][540/1879] lr: 1.981e-01, eta: 2 days, 0:58:51, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.9803, top1_acc: 0.2082, top5_acc: 0.4406, loss_cls: 3.8085, loss: 5.7888, grad_norm: 1.5948 2021-07-18 21:29:38,830 - mmaction - INFO - Epoch [10][560/1879] lr: 1.981e-01, eta: 2 days, 0:58:42, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.9947, top1_acc: 0.1922, top5_acc: 0.4285, loss_cls: 3.8555, loss: 5.8502, grad_norm: 1.6235 2021-07-18 21:29:55,541 - mmaction - INFO - Epoch [10][580/1879] lr: 1.981e-01, eta: 2 days, 0:59:19, time: 0.834, data_time: 0.002, memory: 6921, loss_aux: 1.9561, top1_acc: 0.2195, top5_acc: 0.4391, loss_cls: 3.7659, loss: 5.7219, grad_norm: 1.5752 2021-07-18 21:30:06,777 - mmaction - INFO - Epoch [10][600/1879] lr: 1.981e-01, eta: 2 days, 0:58:35, time: 0.564, data_time: 0.006, memory: 6921, loss_aux: 2.0272, top1_acc: 0.1883, top5_acc: 0.4137, loss_cls: 3.9289, loss: 5.9560, grad_norm: 1.6148 2021-07-18 21:30:18,777 - mmaction - INFO - Epoch [10][620/1879] lr: 1.981e-01, eta: 2 days, 0:58:01, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.9731, top1_acc: 0.1883, top5_acc: 0.4383, loss_cls: 3.8170, loss: 5.7900, grad_norm: 1.5804 2021-07-18 21:30:30,104 - mmaction - INFO - Epoch [10][640/1879] lr: 1.981e-01, eta: 2 days, 0:57:17, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.0127, top1_acc: 0.2055, top5_acc: 0.4234, loss_cls: 3.8721, loss: 5.8848, grad_norm: 1.5776 2021-07-18 21:30:41,564 - mmaction - INFO - Epoch [10][660/1879] lr: 1.981e-01, eta: 2 days, 0:56:36, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.9623, top1_acc: 0.2047, top5_acc: 0.4332, loss_cls: 3.7934, loss: 5.7557, grad_norm: 1.5958 2021-07-18 21:30:53,726 - mmaction - INFO - Epoch [10][680/1879] lr: 1.981e-01, eta: 2 days, 0:56:05, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.9766, top1_acc: 0.2059, top5_acc: 0.4316, loss_cls: 3.7991, loss: 5.7757, grad_norm: 1.5980 2021-07-18 21:31:05,502 - mmaction - INFO - Epoch [10][700/1879] lr: 1.981e-01, eta: 2 days, 0:55:28, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.9948, top1_acc: 0.1945, top5_acc: 0.4211, loss_cls: 3.8629, loss: 5.8577, grad_norm: 1.6307 2021-07-18 21:31:19,335 - mmaction - INFO - Epoch [10][720/1879] lr: 1.981e-01, eta: 2 days, 0:55:21, time: 0.689, data_time: 0.004, memory: 6921, loss_aux: 2.0150, top1_acc: 0.1930, top5_acc: 0.4195, loss_cls: 3.9134, loss: 5.9284, grad_norm: 1.6136 2021-07-18 21:31:30,353 - mmaction - INFO - Epoch [10][740/1879] lr: 1.981e-01, eta: 2 days, 0:54:35, time: 0.555, data_time: 0.005, memory: 6921, loss_aux: 2.0012, top1_acc: 0.1883, top5_acc: 0.4207, loss_cls: 3.8615, loss: 5.8626, grad_norm: 1.6021 2021-07-18 21:31:44,514 - mmaction - INFO - Epoch [10][760/1879] lr: 1.981e-01, eta: 2 days, 0:54:16, time: 0.649, data_time: 0.001, memory: 6921, loss_aux: 1.9827, top1_acc: 0.2020, top5_acc: 0.4309, loss_cls: 3.8385, loss: 5.8212, grad_norm: 1.5964 2021-07-18 21:31:55,950 - mmaction - INFO - Epoch [10][780/1879] lr: 1.981e-01, eta: 2 days, 0:53:52, time: 0.630, data_time: 0.061, memory: 6921, loss_aux: 2.0097, top1_acc: 0.2043, top5_acc: 0.4270, loss_cls: 3.8576, loss: 5.8672, grad_norm: 1.6190 2021-07-18 21:32:08,606 - mmaction - INFO - Epoch [10][800/1879] lr: 1.981e-01, eta: 2 days, 0:53:29, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.9983, top1_acc: 0.1941, top5_acc: 0.4242, loss_cls: 3.8631, loss: 5.8614, grad_norm: 1.5649 2021-07-18 21:32:19,699 - mmaction - INFO - Epoch [10][820/1879] lr: 1.981e-01, eta: 2 days, 0:52:42, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.9906, top1_acc: 0.1973, top5_acc: 0.4246, loss_cls: 3.8265, loss: 5.8171, grad_norm: 1.5887 2021-07-18 21:32:34,295 - mmaction - INFO - Epoch [10][840/1879] lr: 1.980e-01, eta: 2 days, 0:52:47, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 2.0036, top1_acc: 0.1977, top5_acc: 0.4258, loss_cls: 3.8618, loss: 5.8654, grad_norm: 1.6329 2021-07-18 21:32:47,467 - mmaction - INFO - Epoch [10][860/1879] lr: 1.980e-01, eta: 2 days, 0:52:32, time: 0.660, data_time: 0.006, memory: 6921, loss_aux: 2.0344, top1_acc: 0.1844, top5_acc: 0.4109, loss_cls: 3.9113, loss: 5.9456, grad_norm: 1.6080 2021-07-18 21:33:04,432 - mmaction - INFO - Epoch [10][880/1879] lr: 1.980e-01, eta: 2 days, 0:53:13, time: 0.850, data_time: 0.003, memory: 6921, loss_aux: 2.0105, top1_acc: 0.1953, top5_acc: 0.4152, loss_cls: 3.8823, loss: 5.8928, grad_norm: 1.6286 2021-07-18 21:33:18,249 - mmaction - INFO - Epoch [10][900/1879] lr: 1.980e-01, eta: 2 days, 0:53:06, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 1.9709, top1_acc: 0.2113, top5_acc: 0.4387, loss_cls: 3.7753, loss: 5.7462, grad_norm: 1.6023 2021-07-18 21:33:30,152 - mmaction - INFO - Epoch [10][920/1879] lr: 1.980e-01, eta: 2 days, 0:52:32, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 2.0457, top1_acc: 0.1812, top5_acc: 0.4035, loss_cls: 3.9637, loss: 6.0095, grad_norm: 1.5776 2021-07-18 21:33:41,961 - mmaction - INFO - Epoch [10][940/1879] lr: 1.980e-01, eta: 2 days, 0:51:56, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.9973, top1_acc: 0.1938, top5_acc: 0.4273, loss_cls: 3.8533, loss: 5.8506, grad_norm: 1.5955 2021-07-18 21:33:57,453 - mmaction - INFO - Epoch [10][960/1879] lr: 1.980e-01, eta: 2 days, 0:51:19, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 2.0284, top1_acc: 0.1871, top5_acc: 0.4156, loss_cls: 3.9203, loss: 5.9486, grad_norm: 1.6156 2021-07-18 21:34:13,623 - mmaction - INFO - Epoch [10][980/1879] lr: 1.980e-01, eta: 2 days, 0:52:43, time: 0.998, data_time: 0.213, memory: 6921, loss_aux: 2.0056, top1_acc: 0.1992, top5_acc: 0.4246, loss_cls: 3.8838, loss: 5.8894, grad_norm: 1.5856 2021-07-18 21:34:25,098 - mmaction - INFO - Epoch [10][1000/1879] lr: 1.980e-01, eta: 2 days, 0:52:03, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.9800, top1_acc: 0.1969, top5_acc: 0.4328, loss_cls: 3.8368, loss: 5.8168, grad_norm: 1.5704 2021-07-18 21:34:36,530 - mmaction - INFO - Epoch [10][1020/1879] lr: 1.980e-01, eta: 2 days, 0:51:22, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 2.0145, top1_acc: 0.1930, top5_acc: 0.4035, loss_cls: 3.9179, loss: 5.9324, grad_norm: 1.5940 2021-07-18 21:34:48,809 - mmaction - INFO - Epoch [10][1040/1879] lr: 1.980e-01, eta: 2 days, 0:50:52, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 2.0101, top1_acc: 0.1910, top5_acc: 0.4188, loss_cls: 3.8757, loss: 5.8859, grad_norm: 1.5724 2021-07-18 21:35:00,052 - mmaction - INFO - Epoch [10][1060/1879] lr: 1.980e-01, eta: 2 days, 0:50:09, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 2.0094, top1_acc: 0.1840, top5_acc: 0.4160, loss_cls: 3.8739, loss: 5.8833, grad_norm: 1.6068 2021-07-18 21:35:11,303 - mmaction - INFO - Epoch [10][1080/1879] lr: 1.980e-01, eta: 2 days, 0:49:25, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 2.0178, top1_acc: 0.1852, top5_acc: 0.4250, loss_cls: 3.8854, loss: 5.9032, grad_norm: 1.6142 2021-07-18 21:35:23,778 - mmaction - INFO - Epoch [10][1100/1879] lr: 1.980e-01, eta: 2 days, 0:48:59, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.9918, top1_acc: 0.1934, top5_acc: 0.4293, loss_cls: 3.8666, loss: 5.8584, grad_norm: 1.5707 2021-07-18 21:35:35,599 - mmaction - INFO - Epoch [10][1120/1879] lr: 1.980e-01, eta: 2 days, 0:48:24, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.9624, top1_acc: 0.2082, top5_acc: 0.4328, loss_cls: 3.7880, loss: 5.7504, grad_norm: 1.5807 2021-07-18 21:35:46,940 - mmaction - INFO - Epoch [10][1140/1879] lr: 1.980e-01, eta: 2 days, 0:47:42, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 2.0130, top1_acc: 0.1941, top5_acc: 0.4301, loss_cls: 3.8565, loss: 5.8694, grad_norm: 1.6075 2021-07-18 21:35:58,611 - mmaction - INFO - Epoch [10][1160/1879] lr: 1.980e-01, eta: 2 days, 0:47:04, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.9508, top1_acc: 0.2148, top5_acc: 0.4359, loss_cls: 3.7582, loss: 5.7090, grad_norm: 1.5783 2021-07-18 21:36:09,945 - mmaction - INFO - Epoch [10][1180/1879] lr: 1.980e-01, eta: 2 days, 0:46:22, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.9915, top1_acc: 0.1988, top5_acc: 0.4281, loss_cls: 3.8647, loss: 5.8562, grad_norm: 1.5964 2021-07-18 21:36:21,720 - mmaction - INFO - Epoch [10][1200/1879] lr: 1.980e-01, eta: 2 days, 0:45:47, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.9844, top1_acc: 0.1957, top5_acc: 0.4430, loss_cls: 3.8197, loss: 5.8041, grad_norm: 1.5998 2021-07-18 21:36:33,844 - mmaction - INFO - Epoch [10][1220/1879] lr: 1.980e-01, eta: 2 days, 0:45:15, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.9876, top1_acc: 0.2047, top5_acc: 0.4383, loss_cls: 3.8441, loss: 5.8317, grad_norm: 1.6275 2021-07-18 21:36:45,766 - mmaction - INFO - Epoch [10][1240/1879] lr: 1.980e-01, eta: 2 days, 0:44:42, time: 0.597, data_time: 0.006, memory: 6921, loss_aux: 1.9669, top1_acc: 0.2094, top5_acc: 0.4344, loss_cls: 3.8011, loss: 5.7679, grad_norm: 1.5779 2021-07-18 21:36:56,954 - mmaction - INFO - Epoch [10][1260/1879] lr: 1.980e-01, eta: 2 days, 0:43:58, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.9831, top1_acc: 0.2043, top5_acc: 0.4344, loss_cls: 3.7958, loss: 5.7789, grad_norm: 1.6070 2021-07-18 21:37:08,809 - mmaction - INFO - Epoch [10][1280/1879] lr: 1.980e-01, eta: 2 days, 0:43:24, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.9713, top1_acc: 0.2090, top5_acc: 0.4203, loss_cls: 3.8222, loss: 5.7934, grad_norm: 1.5976 2021-07-18 21:37:20,307 - mmaction - INFO - Epoch [10][1300/1879] lr: 1.979e-01, eta: 2 days, 0:42:45, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.9637, top1_acc: 0.1949, top5_acc: 0.4348, loss_cls: 3.7888, loss: 5.7525, grad_norm: 1.6306 2021-07-18 21:37:32,037 - mmaction - INFO - Epoch [10][1320/1879] lr: 1.979e-01, eta: 2 days, 0:42:08, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.9971, top1_acc: 0.1977, top5_acc: 0.4285, loss_cls: 3.8397, loss: 5.8368, grad_norm: 1.6051 2021-07-18 21:37:43,500 - mmaction - INFO - Epoch [10][1340/1879] lr: 1.979e-01, eta: 2 days, 0:41:29, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.9760, top1_acc: 0.2086, top5_acc: 0.4328, loss_cls: 3.8219, loss: 5.7979, grad_norm: 1.5708 2021-07-18 21:37:55,715 - mmaction - INFO - Epoch [10][1360/1879] lr: 1.979e-01, eta: 2 days, 0:41:00, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.9746, top1_acc: 0.2051, top5_acc: 0.4422, loss_cls: 3.7926, loss: 5.7672, grad_norm: 1.6066 2021-07-18 21:38:08,923 - mmaction - INFO - Epoch [10][1380/1879] lr: 1.979e-01, eta: 2 days, 0:40:44, time: 0.656, data_time: 0.004, memory: 6921, loss_aux: 1.9690, top1_acc: 0.2070, top5_acc: 0.4359, loss_cls: 3.7772, loss: 5.7462, grad_norm: 1.5751 2021-07-18 21:38:20,194 - mmaction - INFO - Epoch [10][1400/1879] lr: 1.979e-01, eta: 2 days, 0:40:03, time: 0.568, data_time: 0.007, memory: 6921, loss_aux: 1.9688, top1_acc: 0.2148, top5_acc: 0.4578, loss_cls: 3.7818, loss: 5.7506, grad_norm: 1.6259 2021-07-18 21:38:32,016 - mmaction - INFO - Epoch [10][1420/1879] lr: 1.979e-01, eta: 2 days, 0:39:28, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 2.0100, top1_acc: 0.1930, top5_acc: 0.4215, loss_cls: 3.8935, loss: 5.9035, grad_norm: 1.5984 2021-07-18 21:38:43,988 - mmaction - INFO - Epoch [10][1440/1879] lr: 1.979e-01, eta: 2 days, 0:38:56, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.9838, top1_acc: 0.2043, top5_acc: 0.4355, loss_cls: 3.8488, loss: 5.8326, grad_norm: 1.5989 2021-07-18 21:38:57,030 - mmaction - INFO - Epoch [10][1460/1879] lr: 1.979e-01, eta: 2 days, 0:38:38, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.9871, top1_acc: 0.2008, top5_acc: 0.4363, loss_cls: 3.7951, loss: 5.7822, grad_norm: 1.5999 2021-07-18 21:39:08,455 - mmaction - INFO - Epoch [10][1480/1879] lr: 1.979e-01, eta: 2 days, 0:37:59, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.9757, top1_acc: 0.2125, top5_acc: 0.4285, loss_cls: 3.8395, loss: 5.8152, grad_norm: 1.5961 2021-07-18 21:39:36,927 - mmaction - INFO - Epoch [10][1500/1879] lr: 1.979e-01, eta: 2 days, 0:41:21, time: 1.417, data_time: 0.004, memory: 6921, loss_aux: 1.9511, top1_acc: 0.2129, top5_acc: 0.4504, loss_cls: 3.7430, loss: 5.6941, grad_norm: 1.5918 2021-07-18 21:39:48,259 - mmaction - INFO - Epoch [10][1520/1879] lr: 1.979e-01, eta: 2 days, 0:40:41, time: 0.572, data_time: 0.014, memory: 6921, loss_aux: 1.9557, top1_acc: 0.2016, top5_acc: 0.4375, loss_cls: 3.8056, loss: 5.7613, grad_norm: 1.6296 2021-07-18 21:40:02,282 - mmaction - INFO - Epoch [10][1540/1879] lr: 1.979e-01, eta: 2 days, 0:40:38, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.9664, top1_acc: 0.2105, top5_acc: 0.4437, loss_cls: 3.7896, loss: 5.7560, grad_norm: 1.5952 2021-07-18 21:40:14,204 - mmaction - INFO - Epoch [10][1560/1879] lr: 1.979e-01, eta: 2 days, 0:40:05, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.9977, top1_acc: 0.2074, top5_acc: 0.4320, loss_cls: 3.8217, loss: 5.8194, grad_norm: 1.6136 2021-07-18 21:40:25,940 - mmaction - INFO - Epoch [10][1580/1879] lr: 1.979e-01, eta: 2 days, 0:39:30, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.9807, top1_acc: 0.2039, top5_acc: 0.4332, loss_cls: 3.8348, loss: 5.8155, grad_norm: 1.5924 2021-07-18 21:40:37,132 - mmaction - INFO - Epoch [10][1600/1879] lr: 1.979e-01, eta: 2 days, 0:38:46, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 1.9847, top1_acc: 0.2051, top5_acc: 0.4316, loss_cls: 3.8100, loss: 5.7947, grad_norm: 1.6450 2021-07-18 21:40:48,220 - mmaction - INFO - Epoch [10][1620/1879] lr: 1.979e-01, eta: 2 days, 0:38:01, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.9913, top1_acc: 0.2027, top5_acc: 0.4320, loss_cls: 3.8233, loss: 5.8146, grad_norm: 1.6091 2021-07-18 21:41:03,155 - mmaction - INFO - Epoch [10][1640/1879] lr: 1.979e-01, eta: 2 days, 0:38:12, time: 0.749, data_time: 0.004, memory: 6921, loss_aux: 1.9887, top1_acc: 0.2051, top5_acc: 0.4309, loss_cls: 3.8569, loss: 5.8456, grad_norm: 1.6107 2021-07-18 21:41:18,595 - mmaction - INFO - Epoch [10][1660/1879] lr: 1.979e-01, eta: 2 days, 0:38:27, time: 0.768, data_time: 0.003, memory: 6921, loss_aux: 2.0095, top1_acc: 0.1957, top5_acc: 0.4191, loss_cls: 3.8818, loss: 5.8913, grad_norm: 1.5948 2021-07-18 21:41:35,211 - mmaction - INFO - Epoch [10][1680/1879] lr: 1.979e-01, eta: 2 days, 0:39:02, time: 0.833, data_time: 0.007, memory: 6921, loss_aux: 1.9730, top1_acc: 0.2070, top5_acc: 0.4352, loss_cls: 3.7927, loss: 5.7657, grad_norm: 1.6052 2021-07-18 21:41:47,287 - mmaction - INFO - Epoch [10][1700/1879] lr: 1.979e-01, eta: 2 days, 0:38:31, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.9825, top1_acc: 0.2090, top5_acc: 0.4379, loss_cls: 3.8225, loss: 5.8050, grad_norm: 1.6280 2021-07-18 21:41:59,852 - mmaction - INFO - Epoch [10][1720/1879] lr: 1.979e-01, eta: 2 days, 0:38:07, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 2.0142, top1_acc: 0.2055, top5_acc: 0.4195, loss_cls: 3.8799, loss: 5.8941, grad_norm: 1.6078 2021-07-18 21:42:12,091 - mmaction - INFO - Epoch [10][1740/1879] lr: 1.978e-01, eta: 2 days, 0:37:39, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.9878, top1_acc: 0.2004, top5_acc: 0.4320, loss_cls: 3.8527, loss: 5.8405, grad_norm: 1.6027 2021-07-18 21:42:24,699 - mmaction - INFO - Epoch [10][1760/1879] lr: 1.978e-01, eta: 2 days, 0:37:02, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.9535, top1_acc: 0.2105, top5_acc: 0.4445, loss_cls: 3.7766, loss: 5.7302, grad_norm: 1.6043 2021-07-18 21:42:44,602 - mmaction - INFO - Epoch [10][1780/1879] lr: 1.978e-01, eta: 2 days, 0:38:34, time: 1.037, data_time: 0.053, memory: 6921, loss_aux: 1.9621, top1_acc: 0.2098, top5_acc: 0.4363, loss_cls: 3.8103, loss: 5.7724, grad_norm: 1.5817 2021-07-18 21:42:57,239 - mmaction - INFO - Epoch [10][1800/1879] lr: 1.978e-01, eta: 2 days, 0:38:13, time: 0.639, data_time: 0.016, memory: 6921, loss_aux: 2.0033, top1_acc: 0.1922, top5_acc: 0.4105, loss_cls: 3.8760, loss: 5.8793, grad_norm: 1.6238 2021-07-18 21:43:09,015 - mmaction - INFO - Epoch [10][1820/1879] lr: 1.978e-01, eta: 2 days, 0:37:38, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.9488, top1_acc: 0.2129, top5_acc: 0.4398, loss_cls: 3.7522, loss: 5.7010, grad_norm: 1.6136 2021-07-18 21:43:26,349 - mmaction - INFO - Epoch [10][1840/1879] lr: 1.978e-01, eta: 2 days, 0:38:20, time: 0.861, data_time: 0.003, memory: 6921, loss_aux: 1.9677, top1_acc: 0.2043, top5_acc: 0.4527, loss_cls: 3.7777, loss: 5.7455, grad_norm: 1.6547 2021-07-18 21:43:37,803 - mmaction - INFO - Epoch [10][1860/1879] lr: 1.978e-01, eta: 2 days, 0:37:42, time: 0.578, data_time: 0.014, memory: 6921, loss_aux: 1.9853, top1_acc: 0.2020, top5_acc: 0.4246, loss_cls: 3.8327, loss: 5.8180, grad_norm: 1.5862 2021-07-18 21:43:51,318 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-07-18 21:44:12,577 - mmaction - INFO - Epoch [11][20/1879] lr: 1.978e-01, eta: 2 days, 0:35:42, time: 0.963, data_time: 0.361, memory: 6921, loss_aux: 2.0063, top1_acc: 0.1949, top5_acc: 0.4254, loss_cls: 3.8553, loss: 5.8616, grad_norm: 1.6295 2021-07-18 21:44:26,287 - mmaction - INFO - Epoch [11][40/1879] lr: 1.978e-01, eta: 2 days, 0:35:35, time: 0.688, data_time: 0.005, memory: 6921, loss_aux: 1.9725, top1_acc: 0.1996, top5_acc: 0.4375, loss_cls: 3.8126, loss: 5.7851, grad_norm: 1.6344 2021-07-18 21:44:37,683 - mmaction - INFO - Epoch [11][60/1879] lr: 1.978e-01, eta: 2 days, 0:34:55, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.9836, top1_acc: 0.1980, top5_acc: 0.4375, loss_cls: 3.8243, loss: 5.8079, grad_norm: 1.6355 2021-07-18 21:44:49,802 - mmaction - INFO - Epoch [11][80/1879] lr: 1.978e-01, eta: 2 days, 0:34:21, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.9568, top1_acc: 0.2137, top5_acc: 0.4418, loss_cls: 3.7591, loss: 5.7159, grad_norm: 1.6150 2021-07-18 21:45:02,376 - mmaction - INFO - Epoch [11][100/1879] lr: 1.978e-01, eta: 2 days, 0:33:56, time: 0.624, data_time: 0.021, memory: 6921, loss_aux: 1.9899, top1_acc: 0.1898, top5_acc: 0.4262, loss_cls: 3.8527, loss: 5.8426, grad_norm: 1.6396 2021-07-18 21:45:14,369 - mmaction - INFO - Epoch [11][120/1879] lr: 1.978e-01, eta: 2 days, 0:33:31, time: 0.622, data_time: 0.027, memory: 6921, loss_aux: 1.9740, top1_acc: 0.2016, top5_acc: 0.4410, loss_cls: 3.8030, loss: 5.7770, grad_norm: 1.5995 2021-07-18 21:45:25,762 - mmaction - INFO - Epoch [11][140/1879] lr: 1.978e-01, eta: 2 days, 0:32:51, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.9666, top1_acc: 0.2113, top5_acc: 0.4223, loss_cls: 3.8010, loss: 5.7676, grad_norm: 1.6114 2021-07-18 21:45:40,285 - mmaction - INFO - Epoch [11][160/1879] lr: 1.978e-01, eta: 2 days, 0:32:54, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.9593, top1_acc: 0.2105, top5_acc: 0.4430, loss_cls: 3.7735, loss: 5.7328, grad_norm: 1.6504 2021-07-18 21:45:52,018 - mmaction - INFO - Epoch [11][180/1879] lr: 1.978e-01, eta: 2 days, 0:32:20, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.9752, top1_acc: 0.2016, top5_acc: 0.4348, loss_cls: 3.8157, loss: 5.7909, grad_norm: 1.6146 2021-07-18 21:46:06,374 - mmaction - INFO - Epoch [11][200/1879] lr: 1.978e-01, eta: 2 days, 0:32:16, time: 0.697, data_time: 0.004, memory: 6921, loss_aux: 1.9597, top1_acc: 0.2195, top5_acc: 0.4379, loss_cls: 3.7688, loss: 5.7285, grad_norm: 1.6376 2021-07-18 21:46:17,867 - mmaction - INFO - Epoch [11][220/1879] lr: 1.978e-01, eta: 2 days, 0:31:43, time: 0.595, data_time: 0.025, memory: 6921, loss_aux: 1.9866, top1_acc: 0.2180, top5_acc: 0.4477, loss_cls: 3.7918, loss: 5.7784, grad_norm: 1.5948 2021-07-18 21:46:29,386 - mmaction - INFO - Epoch [11][240/1879] lr: 1.978e-01, eta: 2 days, 0:31:05, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.9587, top1_acc: 0.2184, top5_acc: 0.4477, loss_cls: 3.7600, loss: 5.7186, grad_norm: 1.6641 2021-07-18 21:46:40,871 - mmaction - INFO - Epoch [11][260/1879] lr: 1.978e-01, eta: 2 days, 0:30:27, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.9711, top1_acc: 0.2094, top5_acc: 0.4316, loss_cls: 3.8189, loss: 5.7900, grad_norm: 1.6430 2021-07-18 21:46:53,713 - mmaction - INFO - Epoch [11][280/1879] lr: 1.977e-01, eta: 2 days, 0:30:05, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.9933, top1_acc: 0.1973, top5_acc: 0.4305, loss_cls: 3.8339, loss: 5.8273, grad_norm: 1.5998 2021-07-18 21:47:05,683 - mmaction - INFO - Epoch [11][300/1879] lr: 1.977e-01, eta: 2 days, 0:29:36, time: 0.607, data_time: 0.013, memory: 6921, loss_aux: 1.9616, top1_acc: 0.2105, top5_acc: 0.4410, loss_cls: 3.8222, loss: 5.7838, grad_norm: 1.5852 2021-07-18 21:47:22,853 - mmaction - INFO - Epoch [11][320/1879] lr: 1.977e-01, eta: 2 days, 0:30:15, time: 0.856, data_time: 0.007, memory: 6921, loss_aux: 1.9710, top1_acc: 0.2133, top5_acc: 0.4465, loss_cls: 3.7822, loss: 5.7533, grad_norm: 1.6337 2021-07-18 21:47:34,279 - mmaction - INFO - Epoch [11][340/1879] lr: 1.977e-01, eta: 2 days, 0:29:38, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.9727, top1_acc: 0.2059, top5_acc: 0.4375, loss_cls: 3.7896, loss: 5.7623, grad_norm: 1.6495 2021-07-18 21:47:47,248 - mmaction - INFO - Epoch [11][360/1879] lr: 1.977e-01, eta: 2 days, 0:29:19, time: 0.647, data_time: 0.001, memory: 6921, loss_aux: 1.9682, top1_acc: 0.2039, top5_acc: 0.4422, loss_cls: 3.7964, loss: 5.7646, grad_norm: 1.6116 2021-07-18 21:48:01,926 - mmaction - INFO - Epoch [11][380/1879] lr: 1.977e-01, eta: 2 days, 0:29:16, time: 0.702, data_time: 0.004, memory: 6921, loss_aux: 1.9495, top1_acc: 0.2059, top5_acc: 0.4477, loss_cls: 3.7765, loss: 5.7261, grad_norm: 1.6596 2021-07-18 21:48:16,941 - mmaction - INFO - Epoch [11][400/1879] lr: 1.977e-01, eta: 2 days, 0:29:35, time: 0.783, data_time: 0.036, memory: 6921, loss_aux: 1.9887, top1_acc: 0.2031, top5_acc: 0.4340, loss_cls: 3.8165, loss: 5.8052, grad_norm: 1.6346 2021-07-18 21:48:29,234 - mmaction - INFO - Epoch [11][420/1879] lr: 1.977e-01, eta: 2 days, 0:29:09, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.9969, top1_acc: 0.1961, top5_acc: 0.4203, loss_cls: 3.8502, loss: 5.8471, grad_norm: 1.6071 2021-07-18 21:48:41,562 - mmaction - INFO - Epoch [11][440/1879] lr: 1.977e-01, eta: 2 days, 0:28:42, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.9655, top1_acc: 0.2133, top5_acc: 0.4496, loss_cls: 3.7797, loss: 5.7451, grad_norm: 1.5976 2021-07-18 21:48:52,866 - mmaction - INFO - Epoch [11][460/1879] lr: 1.977e-01, eta: 2 days, 0:28:02, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.9402, top1_acc: 0.2078, top5_acc: 0.4613, loss_cls: 3.7238, loss: 5.6641, grad_norm: 1.6490 2021-07-18 21:49:04,314 - mmaction - INFO - Epoch [11][480/1879] lr: 1.977e-01, eta: 2 days, 0:27:24, time: 0.574, data_time: 0.007, memory: 6921, loss_aux: 1.9921, top1_acc: 0.1883, top5_acc: 0.4172, loss_cls: 3.8699, loss: 5.8621, grad_norm: 1.6249 2021-07-18 21:49:15,567 - mmaction - INFO - Epoch [11][500/1879] lr: 1.977e-01, eta: 2 days, 0:26:43, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.9855, top1_acc: 0.2031, top5_acc: 0.4313, loss_cls: 3.8330, loss: 5.8185, grad_norm: 1.6300 2021-07-18 21:49:29,528 - mmaction - INFO - Epoch [11][520/1879] lr: 1.977e-01, eta: 2 days, 0:26:31, time: 0.668, data_time: 0.001, memory: 6921, loss_aux: 1.9547, top1_acc: 0.2008, top5_acc: 0.4391, loss_cls: 3.7608, loss: 5.7155, grad_norm: 1.6223 2021-07-18 21:49:47,961 - mmaction - INFO - Epoch [11][540/1879] lr: 1.977e-01, eta: 2 days, 0:27:34, time: 0.945, data_time: 0.035, memory: 6921, loss_aux: 1.9759, top1_acc: 0.2027, top5_acc: 0.4484, loss_cls: 3.7776, loss: 5.7535, grad_norm: 1.6157 2021-07-18 21:50:00,565 - mmaction - INFO - Epoch [11][560/1879] lr: 1.977e-01, eta: 2 days, 0:27:13, time: 0.636, data_time: 0.014, memory: 6921, loss_aux: 1.9773, top1_acc: 0.2008, top5_acc: 0.4359, loss_cls: 3.8078, loss: 5.7851, grad_norm: 1.6085 2021-07-18 21:50:11,913 - mmaction - INFO - Epoch [11][580/1879] lr: 1.977e-01, eta: 2 days, 0:26:33, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.9710, top1_acc: 0.2062, top5_acc: 0.4398, loss_cls: 3.7939, loss: 5.7649, grad_norm: 1.6447 2021-07-18 21:50:24,374 - mmaction - INFO - Epoch [11][600/1879] lr: 1.977e-01, eta: 2 days, 0:26:08, time: 0.623, data_time: 0.021, memory: 6921, loss_aux: 1.9537, top1_acc: 0.2086, top5_acc: 0.4441, loss_cls: 3.7453, loss: 5.6991, grad_norm: 1.5922 2021-07-18 21:50:38,004 - mmaction - INFO - Epoch [11][620/1879] lr: 1.977e-01, eta: 2 days, 0:26:00, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.9853, top1_acc: 0.2094, top5_acc: 0.4301, loss_cls: 3.8543, loss: 5.8396, grad_norm: 1.6403 2021-07-18 21:50:49,848 - mmaction - INFO - Epoch [11][640/1879] lr: 1.977e-01, eta: 2 days, 0:25:27, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.9719, top1_acc: 0.2098, top5_acc: 0.4328, loss_cls: 3.8013, loss: 5.7732, grad_norm: 1.5990 2021-07-18 21:51:01,286 - mmaction - INFO - Epoch [11][660/1879] lr: 1.977e-01, eta: 2 days, 0:24:49, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.9612, top1_acc: 0.2113, top5_acc: 0.4406, loss_cls: 3.7513, loss: 5.7125, grad_norm: 1.6324 2021-07-18 21:51:13,218 - mmaction - INFO - Epoch [11][680/1879] lr: 1.977e-01, eta: 2 days, 0:24:17, time: 0.595, data_time: 0.001, memory: 6921, loss_aux: 1.9568, top1_acc: 0.2113, top5_acc: 0.4445, loss_cls: 3.7789, loss: 5.7357, grad_norm: 1.6802 2021-07-18 21:51:24,669 - mmaction - INFO - Epoch [11][700/1879] lr: 1.976e-01, eta: 2 days, 0:23:39, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 2.0048, top1_acc: 0.1969, top5_acc: 0.4242, loss_cls: 3.8563, loss: 5.8611, grad_norm: 1.5973 2021-07-18 21:51:39,027 - mmaction - INFO - Epoch [11][720/1879] lr: 1.976e-01, eta: 2 days, 0:23:40, time: 0.715, data_time: 0.002, memory: 6921, loss_aux: 1.9918, top1_acc: 0.2031, top5_acc: 0.4367, loss_cls: 3.8288, loss: 5.8206, grad_norm: 1.6239 2021-07-18 21:51:50,715 - mmaction - INFO - Epoch [11][740/1879] lr: 1.976e-01, eta: 2 days, 0:23:06, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.9701, top1_acc: 0.2070, top5_acc: 0.4355, loss_cls: 3.8016, loss: 5.7717, grad_norm: 1.6343 2021-07-18 21:52:05,185 - mmaction - INFO - Epoch [11][760/1879] lr: 1.976e-01, eta: 2 days, 0:23:08, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.9705, top1_acc: 0.2062, top5_acc: 0.4434, loss_cls: 3.7918, loss: 5.7622, grad_norm: 1.6484 2021-07-18 21:52:17,307 - mmaction - INFO - Epoch [11][780/1879] lr: 1.976e-01, eta: 2 days, 0:22:39, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.9628, top1_acc: 0.2316, top5_acc: 0.4422, loss_cls: 3.7715, loss: 5.7343, grad_norm: 1.6329 2021-07-18 21:52:35,914 - mmaction - INFO - Epoch [11][800/1879] lr: 1.976e-01, eta: 2 days, 0:23:37, time: 0.928, data_time: 0.002, memory: 6921, loss_aux: 1.9580, top1_acc: 0.2109, top5_acc: 0.4344, loss_cls: 3.7705, loss: 5.7286, grad_norm: 1.6312 2021-07-18 21:52:51,390 - mmaction - INFO - Epoch [11][820/1879] lr: 1.976e-01, eta: 2 days, 0:23:53, time: 0.774, data_time: 0.006, memory: 6921, loss_aux: 1.9919, top1_acc: 0.1957, top5_acc: 0.4230, loss_cls: 3.8524, loss: 5.8443, grad_norm: 1.6224 2021-07-18 21:53:03,940 - mmaction - INFO - Epoch [11][840/1879] lr: 1.976e-01, eta: 2 days, 0:23:30, time: 0.630, data_time: 0.007, memory: 6921, loss_aux: 2.0048, top1_acc: 0.1996, top5_acc: 0.4270, loss_cls: 3.8496, loss: 5.8544, grad_norm: 1.6008 2021-07-18 21:53:17,097 - mmaction - INFO - Epoch [11][860/1879] lr: 1.976e-01, eta: 2 days, 0:23:09, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.9631, top1_acc: 0.1977, top5_acc: 0.4379, loss_cls: 3.7573, loss: 5.7203, grad_norm: 1.6004 2021-07-18 21:53:32,179 - mmaction - INFO - Epoch [11][880/1879] lr: 1.976e-01, eta: 2 days, 0:23:25, time: 0.775, data_time: 0.053, memory: 6921, loss_aux: 1.9860, top1_acc: 0.1938, top5_acc: 0.4430, loss_cls: 3.8081, loss: 5.7941, grad_norm: 1.6478 2021-07-18 21:53:44,952 - mmaction - INFO - Epoch [11][900/1879] lr: 1.976e-01, eta: 2 days, 0:23:05, time: 0.639, data_time: 0.006, memory: 6921, loss_aux: 1.9337, top1_acc: 0.2152, top5_acc: 0.4555, loss_cls: 3.7148, loss: 5.6485, grad_norm: 1.6447 2021-07-18 21:53:58,189 - mmaction - INFO - Epoch [11][920/1879] lr: 1.976e-01, eta: 2 days, 0:22:52, time: 0.665, data_time: 0.006, memory: 6921, loss_aux: 1.9381, top1_acc: 0.2164, top5_acc: 0.4543, loss_cls: 3.7180, loss: 5.6561, grad_norm: 1.6688 2021-07-18 21:54:10,768 - mmaction - INFO - Epoch [11][940/1879] lr: 1.976e-01, eta: 2 days, 0:22:29, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.9744, top1_acc: 0.2145, top5_acc: 0.4410, loss_cls: 3.7964, loss: 5.7708, grad_norm: 1.6176 2021-07-18 21:54:22,095 - mmaction - INFO - Epoch [11][960/1879] lr: 1.976e-01, eta: 2 days, 0:21:50, time: 0.567, data_time: 0.006, memory: 6921, loss_aux: 1.9575, top1_acc: 0.2191, top5_acc: 0.4602, loss_cls: 3.7304, loss: 5.6879, grad_norm: 1.6511 2021-07-18 21:54:34,340 - mmaction - INFO - Epoch [11][980/1879] lr: 1.976e-01, eta: 2 days, 0:21:23, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.9581, top1_acc: 0.2148, top5_acc: 0.4410, loss_cls: 3.7512, loss: 5.7093, grad_norm: 1.6227 2021-07-18 21:54:45,904 - mmaction - INFO - Epoch [11][1000/1879] lr: 1.976e-01, eta: 2 days, 0:20:47, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.9666, top1_acc: 0.2117, top5_acc: 0.4383, loss_cls: 3.7811, loss: 5.7477, grad_norm: 1.6385 2021-07-18 21:54:57,392 - mmaction - INFO - Epoch [11][1020/1879] lr: 1.976e-01, eta: 2 days, 0:20:09, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.9459, top1_acc: 0.2160, top5_acc: 0.4418, loss_cls: 3.7789, loss: 5.7248, grad_norm: 1.6242 2021-07-18 21:55:08,682 - mmaction - INFO - Epoch [11][1040/1879] lr: 1.976e-01, eta: 2 days, 0:19:30, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.9728, top1_acc: 0.1984, top5_acc: 0.4273, loss_cls: 3.8288, loss: 5.8016, grad_norm: 1.6438 2021-07-18 21:55:21,236 - mmaction - INFO - Epoch [11][1060/1879] lr: 1.976e-01, eta: 2 days, 0:19:07, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.9903, top1_acc: 0.2047, top5_acc: 0.4266, loss_cls: 3.8291, loss: 5.8194, grad_norm: 1.6551 2021-07-18 21:55:32,812 - mmaction - INFO - Epoch [11][1080/1879] lr: 1.976e-01, eta: 2 days, 0:18:31, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.9510, top1_acc: 0.2254, top5_acc: 0.4512, loss_cls: 3.7530, loss: 5.7040, grad_norm: 1.6490 2021-07-18 21:55:45,926 - mmaction - INFO - Epoch [11][1100/1879] lr: 1.976e-01, eta: 2 days, 0:18:15, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.9885, top1_acc: 0.2035, top5_acc: 0.4262, loss_cls: 3.8417, loss: 5.8301, grad_norm: 1.6185 2021-07-18 21:55:57,076 - mmaction - INFO - Epoch [11][1120/1879] lr: 1.975e-01, eta: 2 days, 0:17:34, time: 0.558, data_time: 0.006, memory: 6921, loss_aux: 1.9417, top1_acc: 0.2180, top5_acc: 0.4594, loss_cls: 3.7254, loss: 5.6671, grad_norm: 1.6550 2021-07-18 21:56:10,171 - mmaction - INFO - Epoch [11][1140/1879] lr: 1.975e-01, eta: 2 days, 0:17:19, time: 0.656, data_time: 0.006, memory: 6921, loss_aux: 1.9674, top1_acc: 0.2148, top5_acc: 0.4473, loss_cls: 3.7563, loss: 5.7237, grad_norm: 1.6298 2021-07-18 21:56:27,169 - mmaction - INFO - Epoch [11][1160/1879] lr: 1.975e-01, eta: 2 days, 0:17:55, time: 0.851, data_time: 0.005, memory: 6921, loss_aux: 1.9514, top1_acc: 0.2195, top5_acc: 0.4465, loss_cls: 3.7659, loss: 5.7173, grad_norm: 1.6600 2021-07-18 21:56:41,860 - mmaction - INFO - Epoch [11][1180/1879] lr: 1.975e-01, eta: 2 days, 0:18:00, time: 0.734, data_time: 0.003, memory: 6921, loss_aux: 2.0020, top1_acc: 0.2066, top5_acc: 0.4320, loss_cls: 3.8417, loss: 5.8436, grad_norm: 1.6619 2021-07-18 21:56:53,022 - mmaction - INFO - Epoch [11][1200/1879] lr: 1.975e-01, eta: 2 days, 0:17:19, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.9430, top1_acc: 0.2059, top5_acc: 0.4441, loss_cls: 3.7753, loss: 5.7184, grad_norm: 1.6202 2021-07-18 21:57:04,960 - mmaction - INFO - Epoch [11][1220/1879] lr: 1.975e-01, eta: 2 days, 0:16:48, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.9720, top1_acc: 0.2246, top5_acc: 0.4359, loss_cls: 3.7840, loss: 5.7560, grad_norm: 1.6525 2021-07-18 21:57:16,220 - mmaction - INFO - Epoch [11][1240/1879] lr: 1.975e-01, eta: 2 days, 0:16:09, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.9779, top1_acc: 0.1992, top5_acc: 0.4352, loss_cls: 3.8164, loss: 5.7943, grad_norm: 1.6663 2021-07-18 21:57:27,872 - mmaction - INFO - Epoch [11][1260/1879] lr: 1.975e-01, eta: 2 days, 0:15:34, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.9748, top1_acc: 0.2055, top5_acc: 0.4461, loss_cls: 3.8110, loss: 5.7858, grad_norm: 1.6754 2021-07-18 21:57:39,503 - mmaction - INFO - Epoch [11][1280/1879] lr: 1.975e-01, eta: 2 days, 0:14:59, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.9617, top1_acc: 0.2105, top5_acc: 0.4324, loss_cls: 3.7933, loss: 5.7550, grad_norm: 1.6242 2021-07-18 21:57:51,501 - mmaction - INFO - Epoch [11][1300/1879] lr: 1.975e-01, eta: 2 days, 0:14:29, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.9608, top1_acc: 0.2113, top5_acc: 0.4414, loss_cls: 3.7707, loss: 5.7315, grad_norm: 1.6197 2021-07-18 21:58:04,132 - mmaction - INFO - Epoch [11][1320/1879] lr: 1.975e-01, eta: 2 days, 0:14:08, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.9746, top1_acc: 0.2035, top5_acc: 0.4297, loss_cls: 3.7997, loss: 5.7743, grad_norm: 1.6340 2021-07-18 21:58:16,003 - mmaction - INFO - Epoch [11][1340/1879] lr: 1.975e-01, eta: 2 days, 0:13:35, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.9761, top1_acc: 0.2090, top5_acc: 0.4305, loss_cls: 3.8353, loss: 5.8114, grad_norm: 1.6722 2021-07-18 21:58:28,050 - mmaction - INFO - Epoch [11][1360/1879] lr: 1.975e-01, eta: 2 days, 0:13:07, time: 0.609, data_time: 0.010, memory: 6921, loss_aux: 1.9698, top1_acc: 0.1996, top5_acc: 0.4348, loss_cls: 3.7939, loss: 5.7638, grad_norm: 1.6082 2021-07-18 21:58:39,732 - mmaction - INFO - Epoch [11][1380/1879] lr: 1.975e-01, eta: 2 days, 0:12:34, time: 0.584, data_time: 0.007, memory: 6921, loss_aux: 1.9384, top1_acc: 0.2102, top5_acc: 0.4539, loss_cls: 3.7218, loss: 5.6602, grad_norm: 1.6285 2021-07-18 21:58:50,800 - mmaction - INFO - Epoch [11][1400/1879] lr: 1.975e-01, eta: 2 days, 0:11:52, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.9743, top1_acc: 0.2043, top5_acc: 0.4301, loss_cls: 3.8169, loss: 5.7913, grad_norm: 1.6442 2021-07-18 21:59:02,533 - mmaction - INFO - Epoch [11][1420/1879] lr: 1.975e-01, eta: 2 days, 0:11:19, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 2.0072, top1_acc: 0.1957, top5_acc: 0.4219, loss_cls: 3.9163, loss: 5.9235, grad_norm: 1.6460 2021-07-18 21:59:14,171 - mmaction - INFO - Epoch [11][1440/1879] lr: 1.975e-01, eta: 2 days, 0:10:44, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.9790, top1_acc: 0.2031, top5_acc: 0.4398, loss_cls: 3.8161, loss: 5.7951, grad_norm: 1.6032 2021-07-18 21:59:46,374 - mmaction - INFO - Epoch [11][1460/1879] lr: 1.975e-01, eta: 2 days, 0:14:34, time: 1.605, data_time: 0.005, memory: 6921, loss_aux: 1.9815, top1_acc: 0.2051, top5_acc: 0.4473, loss_cls: 3.8116, loss: 5.7931, grad_norm: 1.6131 2021-07-18 21:59:58,614 - mmaction - INFO - Epoch [11][1480/1879] lr: 1.975e-01, eta: 2 days, 0:14:09, time: 0.617, data_time: 0.014, memory: 6921, loss_aux: 1.9502, top1_acc: 0.2145, top5_acc: 0.4555, loss_cls: 3.7766, loss: 5.7268, grad_norm: 1.6196 2021-07-18 22:00:10,724 - mmaction - INFO - Epoch [11][1500/1879] lr: 1.975e-01, eta: 2 days, 0:13:41, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.9725, top1_acc: 0.2137, top5_acc: 0.4375, loss_cls: 3.8113, loss: 5.7838, grad_norm: 1.6576 2021-07-18 22:00:24,265 - mmaction - INFO - Epoch [11][1520/1879] lr: 1.974e-01, eta: 2 days, 0:13:31, time: 0.676, data_time: 0.003, memory: 6921, loss_aux: 1.9665, top1_acc: 0.2039, top5_acc: 0.4430, loss_cls: 3.7946, loss: 5.7611, grad_norm: 1.6490 2021-07-18 22:00:37,440 - mmaction - INFO - Epoch [11][1540/1879] lr: 1.974e-01, eta: 2 days, 0:13:17, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.9588, top1_acc: 0.2086, top5_acc: 0.4340, loss_cls: 3.7766, loss: 5.7354, grad_norm: 1.6298 2021-07-18 22:00:49,577 - mmaction - INFO - Epoch [11][1560/1879] lr: 1.974e-01, eta: 2 days, 0:12:47, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.9467, top1_acc: 0.2105, top5_acc: 0.4492, loss_cls: 3.7331, loss: 5.6798, grad_norm: 1.6698 2021-07-18 22:01:00,636 - mmaction - INFO - Epoch [11][1580/1879] lr: 1.974e-01, eta: 2 days, 0:12:07, time: 0.561, data_time: 0.010, memory: 6921, loss_aux: 1.9877, top1_acc: 0.2023, top5_acc: 0.4301, loss_cls: 3.8197, loss: 5.8074, grad_norm: 1.6297 2021-07-18 22:01:11,952 - mmaction - INFO - Epoch [11][1600/1879] lr: 1.974e-01, eta: 2 days, 0:11:29, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.9704, top1_acc: 0.2082, top5_acc: 0.4371, loss_cls: 3.8292, loss: 5.7995, grad_norm: 1.6522 2021-07-18 22:01:23,358 - mmaction - INFO - Epoch [11][1620/1879] lr: 1.974e-01, eta: 2 days, 0:10:52, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.9482, top1_acc: 0.2109, top5_acc: 0.4500, loss_cls: 3.7212, loss: 5.6694, grad_norm: 1.6356 2021-07-18 22:01:35,476 - mmaction - INFO - Epoch [11][1640/1879] lr: 1.974e-01, eta: 2 days, 0:10:23, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.9975, top1_acc: 0.2082, top5_acc: 0.4293, loss_cls: 3.8739, loss: 5.8714, grad_norm: 1.6786 2021-07-18 22:01:46,827 - mmaction - INFO - Epoch [11][1660/1879] lr: 1.974e-01, eta: 2 days, 0:09:46, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.9496, top1_acc: 0.2160, top5_acc: 0.4379, loss_cls: 3.7670, loss: 5.7166, grad_norm: 1.6267 2021-07-18 22:01:58,903 - mmaction - INFO - Epoch [11][1680/1879] lr: 1.974e-01, eta: 2 days, 0:09:17, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.9976, top1_acc: 0.2000, top5_acc: 0.4266, loss_cls: 3.8629, loss: 5.8605, grad_norm: 1.6324 2021-07-18 22:02:10,483 - mmaction - INFO - Epoch [11][1700/1879] lr: 1.974e-01, eta: 2 days, 0:08:42, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.9551, top1_acc: 0.2191, top5_acc: 0.4441, loss_cls: 3.7567, loss: 5.7117, grad_norm: 1.5914 2021-07-18 22:02:21,878 - mmaction - INFO - Epoch [11][1720/1879] lr: 1.974e-01, eta: 2 days, 0:08:05, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.9436, top1_acc: 0.2152, top5_acc: 0.4496, loss_cls: 3.7589, loss: 5.7025, grad_norm: 1.6132 2021-07-18 22:02:34,085 - mmaction - INFO - Epoch [11][1740/1879] lr: 1.974e-01, eta: 2 days, 0:07:38, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.9663, top1_acc: 0.2090, top5_acc: 0.4348, loss_cls: 3.7728, loss: 5.7392, grad_norm: 1.6362 2021-07-18 22:02:45,122 - mmaction - INFO - Epoch [11][1760/1879] lr: 1.974e-01, eta: 2 days, 0:06:57, time: 0.554, data_time: 0.004, memory: 6921, loss_aux: 1.9554, top1_acc: 0.2086, top5_acc: 0.4324, loss_cls: 3.7883, loss: 5.7437, grad_norm: 1.6713 2021-07-18 22:02:56,808 - mmaction - INFO - Epoch [11][1780/1879] lr: 1.974e-01, eta: 2 days, 0:06:24, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.9544, top1_acc: 0.1934, top5_acc: 0.4344, loss_cls: 3.7988, loss: 5.7532, grad_norm: 1.6329 2021-07-18 22:03:09,662 - mmaction - INFO - Epoch [11][1800/1879] lr: 1.974e-01, eta: 2 days, 0:06:06, time: 0.642, data_time: 0.001, memory: 6921, loss_aux: 1.9619, top1_acc: 0.2098, top5_acc: 0.4395, loss_cls: 3.7720, loss: 5.7339, grad_norm: 1.6191 2021-07-18 22:03:24,664 - mmaction - INFO - Epoch [11][1820/1879] lr: 1.974e-01, eta: 2 days, 0:06:13, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.9488, top1_acc: 0.2121, top5_acc: 0.4457, loss_cls: 3.7684, loss: 5.7171, grad_norm: 1.6725 2021-07-18 22:03:36,801 - mmaction - INFO - Epoch [11][1840/1879] lr: 1.974e-01, eta: 2 days, 0:05:47, time: 0.612, data_time: 0.006, memory: 6921, loss_aux: 1.9520, top1_acc: 0.2145, top5_acc: 0.4426, loss_cls: 3.7812, loss: 5.7332, grad_norm: 1.6528 2021-07-18 22:03:48,792 - mmaction - INFO - Epoch [11][1860/1879] lr: 1.974e-01, eta: 2 days, 0:05:17, time: 0.596, data_time: 0.001, memory: 6921, loss_aux: 1.9367, top1_acc: 0.2188, top5_acc: 0.4484, loss_cls: 3.7573, loss: 5.6940, grad_norm: 1.6355 2021-07-18 22:04:06,540 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-07-18 22:04:31,129 - mmaction - INFO - Epoch [12][20/1879] lr: 1.974e-01, eta: 2 days, 0:03:53, time: 1.061, data_time: 0.432, memory: 6921, loss_aux: 1.9628, top1_acc: 0.2180, top5_acc: 0.4500, loss_cls: 3.7781, loss: 5.7409, grad_norm: 1.6466 2021-07-18 22:04:42,947 - mmaction - INFO - Epoch [12][40/1879] lr: 1.973e-01, eta: 2 days, 0:03:22, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.9661, top1_acc: 0.2055, top5_acc: 0.4414, loss_cls: 3.7974, loss: 5.7634, grad_norm: 1.6239 2021-07-18 22:04:54,864 - mmaction - INFO - Epoch [12][60/1879] lr: 1.973e-01, eta: 2 days, 0:02:52, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.9280, top1_acc: 0.2270, top5_acc: 0.4574, loss_cls: 3.7019, loss: 5.6299, grad_norm: 1.6206 2021-07-18 22:05:06,595 - mmaction - INFO - Epoch [12][80/1879] lr: 1.973e-01, eta: 2 days, 0:02:20, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.9197, top1_acc: 0.2188, top5_acc: 0.4488, loss_cls: 3.7277, loss: 5.6474, grad_norm: 1.6819 2021-07-18 22:05:19,537 - mmaction - INFO - Epoch [12][100/1879] lr: 1.973e-01, eta: 2 days, 0:02:03, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.9239, top1_acc: 0.2211, top5_acc: 0.4453, loss_cls: 3.7568, loss: 5.6807, grad_norm: 1.6431 2021-07-18 22:05:30,648 - mmaction - INFO - Epoch [12][120/1879] lr: 1.973e-01, eta: 2 days, 0:01:23, time: 0.558, data_time: 0.005, memory: 6921, loss_aux: 1.9654, top1_acc: 0.2098, top5_acc: 0.4398, loss_cls: 3.8031, loss: 5.7684, grad_norm: 1.6699 2021-07-18 22:05:42,359 - mmaction - INFO - Epoch [12][140/1879] lr: 1.973e-01, eta: 2 days, 0:00:50, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.9664, top1_acc: 0.2121, top5_acc: 0.4543, loss_cls: 3.7757, loss: 5.7421, grad_norm: 1.6228 2021-07-18 22:06:03,189 - mmaction - INFO - Epoch [12][160/1879] lr: 1.973e-01, eta: 2 days, 0:02:12, time: 1.039, data_time: 0.005, memory: 6921, loss_aux: 1.9473, top1_acc: 0.2113, top5_acc: 0.4699, loss_cls: 3.7513, loss: 5.6986, grad_norm: 1.6766 2021-07-18 22:06:18,266 - mmaction - INFO - Epoch [12][180/1879] lr: 1.973e-01, eta: 2 days, 0:02:02, time: 0.676, data_time: 0.005, memory: 6921, loss_aux: 1.9304, top1_acc: 0.2230, top5_acc: 0.4547, loss_cls: 3.7235, loss: 5.6539, grad_norm: 1.6690 2021-07-18 22:06:30,000 - mmaction - INFO - Epoch [12][200/1879] lr: 1.973e-01, eta: 2 days, 0:01:49, time: 0.666, data_time: 0.082, memory: 6921, loss_aux: 1.9765, top1_acc: 0.2133, top5_acc: 0.4480, loss_cls: 3.7769, loss: 5.7533, grad_norm: 1.6491 2021-07-18 22:06:41,289 - mmaction - INFO - Epoch [12][220/1879] lr: 1.973e-01, eta: 2 days, 0:01:12, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.9611, top1_acc: 0.2082, top5_acc: 0.4465, loss_cls: 3.7864, loss: 5.7476, grad_norm: 1.6487 2021-07-18 22:06:52,845 - mmaction - INFO - Epoch [12][240/1879] lr: 1.973e-01, eta: 2 days, 0:00:37, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.9632, top1_acc: 0.2105, top5_acc: 0.4352, loss_cls: 3.7962, loss: 5.7594, grad_norm: 1.6502 2021-07-18 22:07:09,114 - mmaction - INFO - Epoch [12][260/1879] lr: 1.973e-01, eta: 2 days, 0:01:01, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.9658, top1_acc: 0.2145, top5_acc: 0.4406, loss_cls: 3.7730, loss: 5.7388, grad_norm: 1.6492 2021-07-18 22:07:20,179 - mmaction - INFO - Epoch [12][280/1879] lr: 1.973e-01, eta: 2 days, 0:00:21, time: 0.555, data_time: 0.005, memory: 6921, loss_aux: 1.9415, top1_acc: 0.2215, top5_acc: 0.4535, loss_cls: 3.7104, loss: 5.6519, grad_norm: 1.6534 2021-07-18 22:07:31,508 - mmaction - INFO - Epoch [12][300/1879] lr: 1.973e-01, eta: 1 day, 23:59:44, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.9438, top1_acc: 0.2047, top5_acc: 0.4434, loss_cls: 3.7320, loss: 5.6758, grad_norm: 1.6616 2021-07-18 22:07:43,069 - mmaction - INFO - Epoch [12][320/1879] lr: 1.973e-01, eta: 1 day, 23:59:10, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.9656, top1_acc: 0.2043, top5_acc: 0.4520, loss_cls: 3.7544, loss: 5.7200, grad_norm: 1.6592 2021-07-18 22:07:55,283 - mmaction - INFO - Epoch [12][340/1879] lr: 1.973e-01, eta: 1 day, 23:58:44, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.9757, top1_acc: 0.2023, top5_acc: 0.4367, loss_cls: 3.8230, loss: 5.7987, grad_norm: 1.6177 2021-07-18 22:08:07,500 - mmaction - INFO - Epoch [12][360/1879] lr: 1.973e-01, eta: 1 day, 23:58:18, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.9352, top1_acc: 0.2254, top5_acc: 0.4551, loss_cls: 3.7280, loss: 5.6632, grad_norm: 1.6667 2021-07-18 22:08:20,291 - mmaction - INFO - Epoch [12][380/1879] lr: 1.973e-01, eta: 1 day, 23:57:59, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.9765, top1_acc: 0.2035, top5_acc: 0.4332, loss_cls: 3.8073, loss: 5.7838, grad_norm: 1.6423 2021-07-18 22:08:31,496 - mmaction - INFO - Epoch [12][400/1879] lr: 1.973e-01, eta: 1 day, 23:57:20, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.9557, top1_acc: 0.2043, top5_acc: 0.4488, loss_cls: 3.7747, loss: 5.7305, grad_norm: 1.6431 2021-07-18 22:08:45,323 - mmaction - INFO - Epoch [12][420/1879] lr: 1.973e-01, eta: 1 day, 23:57:15, time: 0.692, data_time: 0.004, memory: 6921, loss_aux: 1.9757, top1_acc: 0.2102, top5_acc: 0.4324, loss_cls: 3.8000, loss: 5.7757, grad_norm: 1.6381 2021-07-18 22:08:57,114 - mmaction - INFO - Epoch [12][440/1879] lr: 1.972e-01, eta: 1 day, 23:56:43, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.9401, top1_acc: 0.2160, top5_acc: 0.4437, loss_cls: 3.6972, loss: 5.6373, grad_norm: 1.6468 2021-07-18 22:09:08,403 - mmaction - INFO - Epoch [12][460/1879] lr: 1.972e-01, eta: 1 day, 23:56:06, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.9398, top1_acc: 0.2047, top5_acc: 0.4387, loss_cls: 3.7676, loss: 5.7074, grad_norm: 1.6770 2021-07-18 22:09:43,101 - mmaction - INFO - Epoch [12][480/1879] lr: 1.972e-01, eta: 2 days, 0:00:16, time: 1.728, data_time: 0.006, memory: 6921, loss_aux: 1.9894, top1_acc: 0.2172, top5_acc: 0.4379, loss_cls: 3.8160, loss: 5.8055, grad_norm: 1.6170 2021-07-18 22:09:54,404 - mmaction - INFO - Epoch [12][500/1879] lr: 1.972e-01, eta: 1 day, 23:59:40, time: 0.574, data_time: 0.017, memory: 6921, loss_aux: 1.9642, top1_acc: 0.2129, top5_acc: 0.4211, loss_cls: 3.7804, loss: 5.7446, grad_norm: 1.6415 2021-07-18 22:10:07,345 - mmaction - INFO - Epoch [12][520/1879] lr: 1.972e-01, eta: 1 day, 23:59:23, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 1.9119, top1_acc: 0.2324, top5_acc: 0.4570, loss_cls: 3.6729, loss: 5.5848, grad_norm: 1.6233 2021-07-18 22:10:18,785 - mmaction - INFO - Epoch [12][540/1879] lr: 1.972e-01, eta: 1 day, 23:58:47, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.9953, top1_acc: 0.1914, top5_acc: 0.4348, loss_cls: 3.8748, loss: 5.8701, grad_norm: 1.6432 2021-07-18 22:10:32,065 - mmaction - INFO - Epoch [12][560/1879] lr: 1.972e-01, eta: 1 day, 23:58:34, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.9379, top1_acc: 0.2172, top5_acc: 0.4570, loss_cls: 3.7258, loss: 5.6637, grad_norm: 1.6337 2021-07-18 22:10:44,786 - mmaction - INFO - Epoch [12][580/1879] lr: 1.972e-01, eta: 1 day, 23:58:15, time: 0.638, data_time: 0.005, memory: 6921, loss_aux: 1.9517, top1_acc: 0.2133, top5_acc: 0.4469, loss_cls: 3.7781, loss: 5.7299, grad_norm: 1.6383 2021-07-18 22:10:58,524 - mmaction - INFO - Epoch [12][600/1879] lr: 1.972e-01, eta: 1 day, 23:57:53, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.9606, top1_acc: 0.2102, top5_acc: 0.4398, loss_cls: 3.7729, loss: 5.7334, grad_norm: 1.6642 2021-07-18 22:11:16,986 - mmaction - INFO - Epoch [12][620/1879] lr: 1.972e-01, eta: 1 day, 23:58:58, time: 0.980, data_time: 0.060, memory: 6921, loss_aux: 1.9395, top1_acc: 0.2227, top5_acc: 0.4457, loss_cls: 3.7395, loss: 5.6790, grad_norm: 1.6161 2021-07-18 22:11:29,482 - mmaction - INFO - Epoch [12][640/1879] lr: 1.972e-01, eta: 1 day, 23:58:35, time: 0.626, data_time: 0.005, memory: 6921, loss_aux: 1.9528, top1_acc: 0.2039, top5_acc: 0.4426, loss_cls: 3.7814, loss: 5.7343, grad_norm: 1.6404 2021-07-18 22:11:42,573 - mmaction - INFO - Epoch [12][660/1879] lr: 1.972e-01, eta: 1 day, 23:58:19, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.9539, top1_acc: 0.2188, top5_acc: 0.4441, loss_cls: 3.7611, loss: 5.7150, grad_norm: 1.6495 2021-07-18 22:11:53,603 - mmaction - INFO - Epoch [12][680/1879] lr: 1.972e-01, eta: 1 day, 23:57:40, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.9147, top1_acc: 0.2250, top5_acc: 0.4578, loss_cls: 3.6819, loss: 5.5966, grad_norm: 1.6317 2021-07-18 22:12:05,630 - mmaction - INFO - Epoch [12][700/1879] lr: 1.972e-01, eta: 1 day, 23:57:11, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.9870, top1_acc: 0.1992, top5_acc: 0.4332, loss_cls: 3.8260, loss: 5.8130, grad_norm: 1.6773 2021-07-18 22:12:17,257 - mmaction - INFO - Epoch [12][720/1879] lr: 1.972e-01, eta: 1 day, 23:56:38, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.9378, top1_acc: 0.2113, top5_acc: 0.4488, loss_cls: 3.7480, loss: 5.6858, grad_norm: 1.6600 2021-07-18 22:12:28,546 - mmaction - INFO - Epoch [12][740/1879] lr: 1.972e-01, eta: 1 day, 23:56:01, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.9609, top1_acc: 0.2230, top5_acc: 0.4445, loss_cls: 3.7860, loss: 5.7468, grad_norm: 1.6284 2021-07-18 22:12:39,589 - mmaction - INFO - Epoch [12][760/1879] lr: 1.972e-01, eta: 1 day, 23:55:21, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.9404, top1_acc: 0.2203, top5_acc: 0.4406, loss_cls: 3.7285, loss: 5.6689, grad_norm: 1.6239 2021-07-18 22:12:50,644 - mmaction - INFO - Epoch [12][780/1879] lr: 1.972e-01, eta: 1 day, 23:54:41, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.9264, top1_acc: 0.2129, top5_acc: 0.4555, loss_cls: 3.7090, loss: 5.6355, grad_norm: 1.6626 2021-07-18 22:13:01,868 - mmaction - INFO - Epoch [12][800/1879] lr: 1.972e-01, eta: 1 day, 23:54:03, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.9414, top1_acc: 0.2211, top5_acc: 0.4625, loss_cls: 3.7469, loss: 5.6883, grad_norm: 1.6383 2021-07-18 22:13:13,104 - mmaction - INFO - Epoch [12][820/1879] lr: 1.971e-01, eta: 1 day, 23:53:26, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.9812, top1_acc: 0.2055, top5_acc: 0.4367, loss_cls: 3.7978, loss: 5.7791, grad_norm: 1.6675 2021-07-18 22:13:24,198 - mmaction - INFO - Epoch [12][840/1879] lr: 1.971e-01, eta: 1 day, 23:52:47, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.9452, top1_acc: 0.2141, top5_acc: 0.4637, loss_cls: 3.7521, loss: 5.6973, grad_norm: 1.6140 2021-07-18 22:13:35,787 - mmaction - INFO - Epoch [12][860/1879] lr: 1.971e-01, eta: 1 day, 23:52:13, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.9619, top1_acc: 0.2023, top5_acc: 0.4449, loss_cls: 3.7811, loss: 5.7430, grad_norm: 1.6439 2021-07-18 22:13:47,672 - mmaction - INFO - Epoch [12][880/1879] lr: 1.971e-01, eta: 1 day, 23:51:44, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.9853, top1_acc: 0.2023, top5_acc: 0.4332, loss_cls: 3.8471, loss: 5.8325, grad_norm: 1.6252 2021-07-18 22:13:59,276 - mmaction - INFO - Epoch [12][900/1879] lr: 1.971e-01, eta: 1 day, 23:51:11, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.9614, top1_acc: 0.2195, top5_acc: 0.4453, loss_cls: 3.7658, loss: 5.7272, grad_norm: 1.6427 2021-07-18 22:14:15,416 - mmaction - INFO - Epoch [12][920/1879] lr: 1.971e-01, eta: 1 day, 23:51:32, time: 0.804, data_time: 0.001, memory: 6921, loss_aux: 1.9284, top1_acc: 0.2168, top5_acc: 0.4598, loss_cls: 3.6996, loss: 5.6280, grad_norm: 1.6677 2021-07-18 22:14:29,289 - mmaction - INFO - Epoch [12][940/1879] lr: 1.971e-01, eta: 1 day, 23:51:26, time: 0.695, data_time: 0.005, memory: 6921, loss_aux: 1.9641, top1_acc: 0.2125, top5_acc: 0.4441, loss_cls: 3.7727, loss: 5.7368, grad_norm: 1.6633 2021-07-18 22:14:40,844 - mmaction - INFO - Epoch [12][960/1879] lr: 1.971e-01, eta: 1 day, 23:50:53, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.9512, top1_acc: 0.2109, top5_acc: 0.4437, loss_cls: 3.7510, loss: 5.7022, grad_norm: 1.6436 2021-07-18 22:15:00,553 - mmaction - INFO - Epoch [12][980/1879] lr: 1.971e-01, eta: 1 day, 23:51:57, time: 0.984, data_time: 0.003, memory: 6921, loss_aux: 1.9407, top1_acc: 0.2348, top5_acc: 0.4504, loss_cls: 3.7264, loss: 5.6671, grad_norm: 1.6528 2021-07-18 22:15:11,539 - mmaction - INFO - Epoch [12][1000/1879] lr: 1.971e-01, eta: 1 day, 23:51:17, time: 0.551, data_time: 0.004, memory: 6921, loss_aux: 1.9072, top1_acc: 0.2352, top5_acc: 0.4723, loss_cls: 3.6761, loss: 5.5833, grad_norm: 1.6395 2021-07-18 22:15:22,936 - mmaction - INFO - Epoch [12][1020/1879] lr: 1.971e-01, eta: 1 day, 23:50:42, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.9155, top1_acc: 0.2133, top5_acc: 0.4500, loss_cls: 3.7194, loss: 5.6349, grad_norm: 1.6708 2021-07-18 22:15:34,037 - mmaction - INFO - Epoch [12][1040/1879] lr: 1.971e-01, eta: 1 day, 23:50:03, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.9539, top1_acc: 0.2066, top5_acc: 0.4410, loss_cls: 3.7922, loss: 5.7460, grad_norm: 1.6483 2021-07-18 22:15:45,431 - mmaction - INFO - Epoch [12][1060/1879] lr: 1.971e-01, eta: 1 day, 23:49:28, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.9349, top1_acc: 0.2145, top5_acc: 0.4586, loss_cls: 3.7287, loss: 5.6636, grad_norm: 1.6516 2021-07-18 22:15:56,692 - mmaction - INFO - Epoch [12][1080/1879] lr: 1.971e-01, eta: 1 day, 23:48:51, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.9407, top1_acc: 0.2125, top5_acc: 0.4488, loss_cls: 3.7454, loss: 5.6861, grad_norm: 1.7023 2021-07-18 22:16:09,083 - mmaction - INFO - Epoch [12][1100/1879] lr: 1.971e-01, eta: 1 day, 23:48:27, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.9409, top1_acc: 0.2207, top5_acc: 0.4355, loss_cls: 3.7340, loss: 5.6749, grad_norm: 1.6035 2021-07-18 22:16:20,622 - mmaction - INFO - Epoch [12][1120/1879] lr: 1.971e-01, eta: 1 day, 23:47:54, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.9535, top1_acc: 0.2145, top5_acc: 0.4543, loss_cls: 3.7198, loss: 5.6733, grad_norm: 1.6961 2021-07-18 22:16:33,137 - mmaction - INFO - Epoch [12][1140/1879] lr: 1.971e-01, eta: 1 day, 23:47:32, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.9015, top1_acc: 0.2246, top5_acc: 0.4574, loss_cls: 3.6610, loss: 5.5626, grad_norm: 1.6782 2021-07-18 22:16:44,179 - mmaction - INFO - Epoch [12][1160/1879] lr: 1.971e-01, eta: 1 day, 23:46:53, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.9124, top1_acc: 0.2289, top5_acc: 0.4629, loss_cls: 3.6777, loss: 5.5901, grad_norm: 1.6693 2021-07-18 22:17:00,581 - mmaction - INFO - Epoch [12][1180/1879] lr: 1.970e-01, eta: 1 day, 23:47:17, time: 0.818, data_time: 0.001, memory: 6921, loss_aux: 1.9293, top1_acc: 0.2129, top5_acc: 0.4613, loss_cls: 3.6835, loss: 5.6128, grad_norm: 1.6821 2021-07-18 22:17:12,623 - mmaction - INFO - Epoch [12][1200/1879] lr: 1.970e-01, eta: 1 day, 23:46:50, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.9709, top1_acc: 0.2000, top5_acc: 0.4469, loss_cls: 3.7794, loss: 5.7503, grad_norm: 1.7244 2021-07-18 22:17:24,546 - mmaction - INFO - Epoch [12][1220/1879] lr: 1.970e-01, eta: 1 day, 23:46:21, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.9416, top1_acc: 0.2059, top5_acc: 0.4309, loss_cls: 3.7833, loss: 5.7249, grad_norm: 1.6266 2021-07-18 22:17:40,178 - mmaction - INFO - Epoch [12][1240/1879] lr: 1.970e-01, eta: 1 day, 23:46:36, time: 0.780, data_time: 0.003, memory: 6921, loss_aux: 1.9791, top1_acc: 0.2062, top5_acc: 0.4355, loss_cls: 3.8264, loss: 5.8055, grad_norm: 1.6624 2021-07-18 22:17:56,557 - mmaction - INFO - Epoch [12][1260/1879] lr: 1.970e-01, eta: 1 day, 23:47:00, time: 0.821, data_time: 0.012, memory: 6921, loss_aux: 1.9539, top1_acc: 0.2230, top5_acc: 0.4516, loss_cls: 3.7671, loss: 5.7210, grad_norm: 1.6718 2021-07-18 22:18:09,691 - mmaction - INFO - Epoch [12][1280/1879] lr: 1.970e-01, eta: 1 day, 23:46:46, time: 0.656, data_time: 0.004, memory: 6921, loss_aux: 1.9824, top1_acc: 0.2098, top5_acc: 0.4344, loss_cls: 3.8079, loss: 5.7903, grad_norm: 1.6722 2021-07-18 22:18:21,329 - mmaction - INFO - Epoch [12][1300/1879] lr: 1.970e-01, eta: 1 day, 23:46:14, time: 0.582, data_time: 0.006, memory: 6921, loss_aux: 1.9428, top1_acc: 0.2250, top5_acc: 0.4484, loss_cls: 3.7401, loss: 5.6829, grad_norm: 1.6352 2021-07-18 22:18:33,354 - mmaction - INFO - Epoch [12][1320/1879] lr: 1.970e-01, eta: 1 day, 23:45:46, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.9332, top1_acc: 0.2266, top5_acc: 0.4492, loss_cls: 3.7036, loss: 5.6368, grad_norm: 1.6338 2021-07-18 22:18:46,130 - mmaction - INFO - Epoch [12][1340/1879] lr: 1.970e-01, eta: 1 day, 23:45:27, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 1.9631, top1_acc: 0.2160, top5_acc: 0.4504, loss_cls: 3.7610, loss: 5.7240, grad_norm: 1.6665 2021-07-18 22:18:59,202 - mmaction - INFO - Epoch [12][1360/1879] lr: 1.970e-01, eta: 1 day, 23:45:12, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.9101, top1_acc: 0.2219, top5_acc: 0.4641, loss_cls: 3.6862, loss: 5.5963, grad_norm: 1.6681 2021-07-18 22:19:15,285 - mmaction - INFO - Epoch [12][1380/1879] lr: 1.970e-01, eta: 1 day, 23:45:33, time: 0.803, data_time: 0.003, memory: 6921, loss_aux: 1.9805, top1_acc: 0.2031, top5_acc: 0.4320, loss_cls: 3.8219, loss: 5.8023, grad_norm: 1.6358 2021-07-18 22:19:27,064 - mmaction - INFO - Epoch [12][1400/1879] lr: 1.970e-01, eta: 1 day, 23:45:03, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.9403, top1_acc: 0.2230, top5_acc: 0.4473, loss_cls: 3.7259, loss: 5.6663, grad_norm: 1.6340 2021-07-18 22:19:43,423 - mmaction - INFO - Epoch [12][1420/1879] lr: 1.970e-01, eta: 1 day, 23:45:25, time: 0.815, data_time: 0.012, memory: 6921, loss_aux: 1.9873, top1_acc: 0.2055, top5_acc: 0.4375, loss_cls: 3.8445, loss: 5.8318, grad_norm: 1.6778 2021-07-18 22:19:56,449 - mmaction - INFO - Epoch [12][1440/1879] lr: 1.970e-01, eta: 1 day, 23:45:10, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.9381, top1_acc: 0.2078, top5_acc: 0.4410, loss_cls: 3.7582, loss: 5.6963, grad_norm: 1.6684 2021-07-18 22:20:10,705 - mmaction - INFO - Epoch [12][1460/1879] lr: 1.970e-01, eta: 1 day, 23:45:08, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.9609, top1_acc: 0.2133, top5_acc: 0.4344, loss_cls: 3.7853, loss: 5.7462, grad_norm: 1.6327 2021-07-18 22:20:23,344 - mmaction - INFO - Epoch [12][1480/1879] lr: 1.970e-01, eta: 1 day, 23:44:49, time: 0.636, data_time: 0.007, memory: 6921, loss_aux: 1.9636, top1_acc: 0.2129, top5_acc: 0.4320, loss_cls: 3.8011, loss: 5.7647, grad_norm: 1.6830 2021-07-18 22:20:37,921 - mmaction - INFO - Epoch [12][1500/1879] lr: 1.970e-01, eta: 1 day, 23:44:47, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.9587, top1_acc: 0.2086, top5_acc: 0.4441, loss_cls: 3.7614, loss: 5.7201, grad_norm: 1.6681 2021-07-18 22:20:50,513 - mmaction - INFO - Epoch [12][1520/1879] lr: 1.970e-01, eta: 1 day, 23:44:30, time: 0.647, data_time: 0.019, memory: 6921, loss_aux: 1.9623, top1_acc: 0.2066, top5_acc: 0.4422, loss_cls: 3.7535, loss: 5.7158, grad_norm: 1.6490 2021-07-18 22:21:05,827 - mmaction - INFO - Epoch [12][1540/1879] lr: 1.970e-01, eta: 1 day, 23:44:41, time: 0.763, data_time: 0.002, memory: 6921, loss_aux: 1.9802, top1_acc: 0.2004, top5_acc: 0.4352, loss_cls: 3.8198, loss: 5.7999, grad_norm: 1.7001 2021-07-18 22:21:18,947 - mmaction - INFO - Epoch [12][1560/1879] lr: 1.969e-01, eta: 1 day, 23:44:27, time: 0.658, data_time: 0.006, memory: 6921, loss_aux: 1.9473, top1_acc: 0.2180, top5_acc: 0.4637, loss_cls: 3.7477, loss: 5.6950, grad_norm: 1.6167 2021-07-18 22:21:31,753 - mmaction - INFO - Epoch [12][1580/1879] lr: 1.969e-01, eta: 1 day, 23:44:08, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.9458, top1_acc: 0.2109, top5_acc: 0.4500, loss_cls: 3.7497, loss: 5.6955, grad_norm: 1.6153 2021-07-18 22:21:43,394 - mmaction - INFO - Epoch [12][1600/1879] lr: 1.969e-01, eta: 1 day, 23:43:37, time: 0.586, data_time: 0.007, memory: 6921, loss_aux: 1.9125, top1_acc: 0.2184, top5_acc: 0.4594, loss_cls: 3.6836, loss: 5.5961, grad_norm: 1.6581 2021-07-18 22:21:55,168 - mmaction - INFO - Epoch [12][1620/1879] lr: 1.969e-01, eta: 1 day, 23:43:06, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.9073, top1_acc: 0.2219, top5_acc: 0.4668, loss_cls: 3.6677, loss: 5.5750, grad_norm: 1.6631 2021-07-18 22:22:06,278 - mmaction - INFO - Epoch [12][1640/1879] lr: 1.969e-01, eta: 1 day, 23:42:28, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.9595, top1_acc: 0.2031, top5_acc: 0.4309, loss_cls: 3.7866, loss: 5.7461, grad_norm: 1.6491 2021-07-18 22:22:19,949 - mmaction - INFO - Epoch [12][1660/1879] lr: 1.969e-01, eta: 1 day, 23:42:20, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.9390, top1_acc: 0.2270, top5_acc: 0.4578, loss_cls: 3.7127, loss: 5.6517, grad_norm: 1.6764 2021-07-18 22:22:31,070 - mmaction - INFO - Epoch [12][1680/1879] lr: 1.969e-01, eta: 1 day, 23:41:43, time: 0.558, data_time: 0.006, memory: 6921, loss_aux: 1.9151, top1_acc: 0.2105, top5_acc: 0.4469, loss_cls: 3.7176, loss: 5.6328, grad_norm: 1.6754 2021-07-18 22:22:42,262 - mmaction - INFO - Epoch [12][1700/1879] lr: 1.969e-01, eta: 1 day, 23:41:06, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.8991, top1_acc: 0.2367, top5_acc: 0.4668, loss_cls: 3.6340, loss: 5.5331, grad_norm: 1.6327 2021-07-18 22:22:53,754 - mmaction - INFO - Epoch [12][1720/1879] lr: 1.969e-01, eta: 1 day, 23:40:32, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.9161, top1_acc: 0.2305, top5_acc: 0.4676, loss_cls: 3.6844, loss: 5.6005, grad_norm: 1.6715 2021-07-18 22:23:06,034 - mmaction - INFO - Epoch [12][1740/1879] lr: 1.969e-01, eta: 1 day, 23:40:08, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.9261, top1_acc: 0.2344, top5_acc: 0.4609, loss_cls: 3.7134, loss: 5.6395, grad_norm: 1.6579 2021-07-18 22:23:17,819 - mmaction - INFO - Epoch [12][1760/1879] lr: 1.969e-01, eta: 1 day, 23:39:38, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.9671, top1_acc: 0.2059, top5_acc: 0.4336, loss_cls: 3.7907, loss: 5.7578, grad_norm: 1.6863 2021-07-18 22:23:29,630 - mmaction - INFO - Epoch [12][1780/1879] lr: 1.969e-01, eta: 1 day, 23:39:08, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.9221, top1_acc: 0.2207, top5_acc: 0.4543, loss_cls: 3.6802, loss: 5.6023, grad_norm: 1.6319 2021-07-18 22:23:41,775 - mmaction - INFO - Epoch [12][1800/1879] lr: 1.969e-01, eta: 1 day, 23:38:43, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.9492, top1_acc: 0.2246, top5_acc: 0.4555, loss_cls: 3.7131, loss: 5.6623, grad_norm: 1.6988 2021-07-18 22:23:53,352 - mmaction - INFO - Epoch [12][1820/1879] lr: 1.969e-01, eta: 1 day, 23:38:11, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.9696, top1_acc: 0.2039, top5_acc: 0.4207, loss_cls: 3.8042, loss: 5.7738, grad_norm: 1.6762 2021-07-18 22:24:06,332 - mmaction - INFO - Epoch [12][1840/1879] lr: 1.969e-01, eta: 1 day, 23:37:54, time: 0.648, data_time: 0.001, memory: 6921, loss_aux: 1.9660, top1_acc: 0.2027, top5_acc: 0.4359, loss_cls: 3.8114, loss: 5.7774, grad_norm: 1.6980 2021-07-18 22:24:17,888 - mmaction - INFO - Epoch [12][1860/1879] lr: 1.969e-01, eta: 1 day, 23:37:22, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.9192, top1_acc: 0.2285, top5_acc: 0.4715, loss_cls: 3.6870, loss: 5.6062, grad_norm: 1.6995 2021-07-18 22:24:38,473 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-07-18 22:25:04,833 - mmaction - INFO - Epoch [13][20/1879] lr: 1.969e-01, eta: 1 day, 23:36:36, time: 1.202, data_time: 0.303, memory: 6921, loss_aux: 1.9394, top1_acc: 0.2102, top5_acc: 0.4520, loss_cls: 3.7549, loss: 5.6943, grad_norm: 1.6669 2021-07-18 22:25:16,119 - mmaction - INFO - Epoch [13][40/1879] lr: 1.968e-01, eta: 1 day, 23:36:02, time: 0.570, data_time: 0.009, memory: 6921, loss_aux: 1.9171, top1_acc: 0.2176, top5_acc: 0.4410, loss_cls: 3.6982, loss: 5.6153, grad_norm: 1.6744 2021-07-18 22:25:28,386 - mmaction - INFO - Epoch [13][60/1879] lr: 1.968e-01, eta: 1 day, 23:35:38, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.8902, top1_acc: 0.2250, top5_acc: 0.4609, loss_cls: 3.6834, loss: 5.5736, grad_norm: 1.6895 2021-07-18 22:25:45,394 - mmaction - INFO - Epoch [13][80/1879] lr: 1.968e-01, eta: 1 day, 23:36:07, time: 0.844, data_time: 0.005, memory: 6921, loss_aux: 1.9355, top1_acc: 0.2250, top5_acc: 0.4469, loss_cls: 3.7104, loss: 5.6459, grad_norm: 1.6463 2021-07-18 22:25:56,785 - mmaction - INFO - Epoch [13][100/1879] lr: 1.968e-01, eta: 1 day, 23:35:34, time: 0.575, data_time: 0.014, memory: 6921, loss_aux: 1.9499, top1_acc: 0.2156, top5_acc: 0.4484, loss_cls: 3.7600, loss: 5.7098, grad_norm: 1.6701 2021-07-18 22:26:11,049 - mmaction - INFO - Epoch [13][120/1879] lr: 1.968e-01, eta: 1 day, 23:35:32, time: 0.712, data_time: 0.002, memory: 6921, loss_aux: 1.9470, top1_acc: 0.2145, top5_acc: 0.4562, loss_cls: 3.7361, loss: 5.6831, grad_norm: 1.6893 2021-07-18 22:26:23,781 - mmaction - INFO - Epoch [13][140/1879] lr: 1.968e-01, eta: 1 day, 23:35:13, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.9515, top1_acc: 0.2160, top5_acc: 0.4590, loss_cls: 3.7593, loss: 5.7107, grad_norm: 1.6462 2021-07-18 22:26:34,880 - mmaction - INFO - Epoch [13][160/1879] lr: 1.968e-01, eta: 1 day, 23:34:36, time: 0.558, data_time: 0.005, memory: 6921, loss_aux: 1.9494, top1_acc: 0.2188, top5_acc: 0.4457, loss_cls: 3.7221, loss: 5.6715, grad_norm: 1.6357 2021-07-18 22:26:46,757 - mmaction - INFO - Epoch [13][180/1879] lr: 1.968e-01, eta: 1 day, 23:34:08, time: 0.594, data_time: 0.001, memory: 6921, loss_aux: 1.9227, top1_acc: 0.2199, top5_acc: 0.4637, loss_cls: 3.7141, loss: 5.6368, grad_norm: 1.6709 2021-07-18 22:26:59,456 - mmaction - INFO - Epoch [13][200/1879] lr: 1.968e-01, eta: 1 day, 23:33:48, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.9317, top1_acc: 0.2363, top5_acc: 0.4648, loss_cls: 3.7118, loss: 5.6435, grad_norm: 1.6517 2021-07-18 22:27:10,805 - mmaction - INFO - Epoch [13][220/1879] lr: 1.968e-01, eta: 1 day, 23:33:14, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.9343, top1_acc: 0.2309, top5_acc: 0.4602, loss_cls: 3.7161, loss: 5.6504, grad_norm: 1.6953 2021-07-18 22:27:25,821 - mmaction - INFO - Epoch [13][240/1879] lr: 1.968e-01, eta: 1 day, 23:33:21, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.9301, top1_acc: 0.2227, top5_acc: 0.4590, loss_cls: 3.7434, loss: 5.6735, grad_norm: 1.6889 2021-07-18 22:27:37,673 - mmaction - INFO - Epoch [13][260/1879] lr: 1.968e-01, eta: 1 day, 23:32:53, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.9093, top1_acc: 0.2363, top5_acc: 0.4680, loss_cls: 3.6622, loss: 5.5715, grad_norm: 1.6664 2021-07-18 22:27:57,214 - mmaction - INFO - Epoch [13][280/1879] lr: 1.968e-01, eta: 1 day, 23:33:51, time: 0.976, data_time: 0.002, memory: 6921, loss_aux: 1.9177, top1_acc: 0.2305, top5_acc: 0.4633, loss_cls: 3.6656, loss: 5.5833, grad_norm: 1.6486 2021-07-18 22:28:09,760 - mmaction - INFO - Epoch [13][300/1879] lr: 1.968e-01, eta: 1 day, 23:33:30, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.9059, top1_acc: 0.2336, top5_acc: 0.4574, loss_cls: 3.6743, loss: 5.5802, grad_norm: 1.7045 2021-07-18 22:28:21,287 - mmaction - INFO - Epoch [13][320/1879] lr: 1.968e-01, eta: 1 day, 23:32:58, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.9246, top1_acc: 0.2246, top5_acc: 0.4484, loss_cls: 3.7332, loss: 5.6578, grad_norm: 1.6947 2021-07-18 22:28:32,793 - mmaction - INFO - Epoch [13][340/1879] lr: 1.968e-01, eta: 1 day, 23:32:25, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.9167, top1_acc: 0.2172, top5_acc: 0.4641, loss_cls: 3.6941, loss: 5.6108, grad_norm: 1.6784 2021-07-18 22:28:44,296 - mmaction - INFO - Epoch [13][360/1879] lr: 1.968e-01, eta: 1 day, 23:31:53, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.9474, top1_acc: 0.2160, top5_acc: 0.4375, loss_cls: 3.7522, loss: 5.6996, grad_norm: 1.7009 2021-07-18 22:28:56,003 - mmaction - INFO - Epoch [13][380/1879] lr: 1.968e-01, eta: 1 day, 23:31:23, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.9496, top1_acc: 0.2148, top5_acc: 0.4543, loss_cls: 3.7433, loss: 5.6929, grad_norm: 1.6590 2021-07-18 22:29:07,144 - mmaction - INFO - Epoch [13][400/1879] lr: 1.967e-01, eta: 1 day, 23:30:45, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.8994, top1_acc: 0.2336, top5_acc: 0.4691, loss_cls: 3.6374, loss: 5.5368, grad_norm: 1.6943 2021-07-18 22:29:29,772 - mmaction - INFO - Epoch [13][420/1879] lr: 1.967e-01, eta: 1 day, 23:32:10, time: 1.095, data_time: 0.005, memory: 6921, loss_aux: 1.9306, top1_acc: 0.2105, top5_acc: 0.4480, loss_cls: 3.7344, loss: 5.6650, grad_norm: 1.6825 2021-07-18 22:29:41,368 - mmaction - INFO - Epoch [13][440/1879] lr: 1.967e-01, eta: 1 day, 23:31:47, time: 0.619, data_time: 0.044, memory: 6921, loss_aux: 1.9325, top1_acc: 0.2309, top5_acc: 0.4516, loss_cls: 3.7189, loss: 5.6514, grad_norm: 1.6635 2021-07-18 22:29:55,057 - mmaction - INFO - Epoch [13][460/1879] lr: 1.967e-01, eta: 1 day, 23:31:30, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.9847, top1_acc: 0.2117, top5_acc: 0.4402, loss_cls: 3.8094, loss: 5.7941, grad_norm: 1.6672 2021-07-18 22:30:07,006 - mmaction - INFO - Epoch [13][480/1879] lr: 1.967e-01, eta: 1 day, 23:31:12, time: 0.640, data_time: 0.045, memory: 6921, loss_aux: 1.9163, top1_acc: 0.2148, top5_acc: 0.4652, loss_cls: 3.6891, loss: 5.6054, grad_norm: 1.6763 2021-07-18 22:30:18,699 - mmaction - INFO - Epoch [13][500/1879] lr: 1.967e-01, eta: 1 day, 23:30:41, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.9267, top1_acc: 0.2273, top5_acc: 0.4598, loss_cls: 3.7029, loss: 5.6295, grad_norm: 1.6702 2021-07-18 22:30:32,208 - mmaction - INFO - Epoch [13][520/1879] lr: 1.967e-01, eta: 1 day, 23:30:31, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.9349, top1_acc: 0.2086, top5_acc: 0.4465, loss_cls: 3.7290, loss: 5.6639, grad_norm: 1.6806 2021-07-18 22:30:45,240 - mmaction - INFO - Epoch [13][540/1879] lr: 1.967e-01, eta: 1 day, 23:30:16, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.9202, top1_acc: 0.2238, top5_acc: 0.4473, loss_cls: 3.6956, loss: 5.6158, grad_norm: 1.6559 2021-07-18 22:30:57,724 - mmaction - INFO - Epoch [13][560/1879] lr: 1.967e-01, eta: 1 day, 23:29:54, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.9371, top1_acc: 0.2277, top5_acc: 0.4543, loss_cls: 3.7074, loss: 5.6444, grad_norm: 1.6477 2021-07-18 22:31:09,046 - mmaction - INFO - Epoch [13][580/1879] lr: 1.967e-01, eta: 1 day, 23:29:20, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.9532, top1_acc: 0.2266, top5_acc: 0.4586, loss_cls: 3.7575, loss: 5.7107, grad_norm: 1.7029 2021-07-18 22:31:20,220 - mmaction - INFO - Epoch [13][600/1879] lr: 1.967e-01, eta: 1 day, 23:28:44, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.8947, top1_acc: 0.2262, top5_acc: 0.4664, loss_cls: 3.6745, loss: 5.5693, grad_norm: 1.6720 2021-07-18 22:31:31,307 - mmaction - INFO - Epoch [13][620/1879] lr: 1.967e-01, eta: 1 day, 23:28:07, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.9211, top1_acc: 0.2191, top5_acc: 0.4551, loss_cls: 3.6868, loss: 5.6078, grad_norm: 1.6732 2021-07-18 22:31:43,424 - mmaction - INFO - Epoch [13][640/1879] lr: 1.967e-01, eta: 1 day, 23:27:42, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.9391, top1_acc: 0.2199, top5_acc: 0.4551, loss_cls: 3.7312, loss: 5.6703, grad_norm: 1.6927 2021-07-18 22:31:54,970 - mmaction - INFO - Epoch [13][660/1879] lr: 1.967e-01, eta: 1 day, 23:27:10, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.9457, top1_acc: 0.2230, top5_acc: 0.4371, loss_cls: 3.7724, loss: 5.7182, grad_norm: 1.7084 2021-07-18 22:32:07,457 - mmaction - INFO - Epoch [13][680/1879] lr: 1.967e-01, eta: 1 day, 23:26:48, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.9302, top1_acc: 0.2246, top5_acc: 0.4617, loss_cls: 3.7322, loss: 5.6624, grad_norm: 1.7116 2021-07-18 22:32:20,449 - mmaction - INFO - Epoch [13][700/1879] lr: 1.967e-01, eta: 1 day, 23:26:33, time: 0.651, data_time: 0.004, memory: 6921, loss_aux: 1.9378, top1_acc: 0.2086, top5_acc: 0.4555, loss_cls: 3.7269, loss: 5.6647, grad_norm: 1.6628 2021-07-18 22:32:31,627 - mmaction - INFO - Epoch [13][720/1879] lr: 1.967e-01, eta: 1 day, 23:25:57, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.9397, top1_acc: 0.2172, top5_acc: 0.4617, loss_cls: 3.7215, loss: 5.6612, grad_norm: 1.6275 2021-07-18 22:32:44,059 - mmaction - INFO - Epoch [13][740/1879] lr: 1.967e-01, eta: 1 day, 23:25:33, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.9406, top1_acc: 0.2309, top5_acc: 0.4496, loss_cls: 3.7194, loss: 5.6600, grad_norm: 1.7135 2021-07-18 22:32:56,971 - mmaction - INFO - Epoch [13][760/1879] lr: 1.966e-01, eta: 1 day, 23:25:19, time: 0.656, data_time: 0.011, memory: 6921, loss_aux: 1.9264, top1_acc: 0.2227, top5_acc: 0.4523, loss_cls: 3.7198, loss: 5.6462, grad_norm: 1.6900 2021-07-18 22:33:08,992 - mmaction - INFO - Epoch [13][780/1879] lr: 1.966e-01, eta: 1 day, 23:24:53, time: 0.600, data_time: 0.001, memory: 6921, loss_aux: 1.9055, top1_acc: 0.2355, top5_acc: 0.4586, loss_cls: 3.6694, loss: 5.5749, grad_norm: 1.6730 2021-07-18 22:33:20,875 - mmaction - INFO - Epoch [13][800/1879] lr: 1.966e-01, eta: 1 day, 23:24:25, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.9590, top1_acc: 0.2172, top5_acc: 0.4516, loss_cls: 3.7846, loss: 5.7436, grad_norm: 1.7273 2021-07-18 22:33:33,413 - mmaction - INFO - Epoch [13][820/1879] lr: 1.966e-01, eta: 1 day, 23:24:02, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.9220, top1_acc: 0.2137, top5_acc: 0.4531, loss_cls: 3.6940, loss: 5.6161, grad_norm: 1.6369 2021-07-18 22:33:44,546 - mmaction - INFO - Epoch [13][840/1879] lr: 1.966e-01, eta: 1 day, 23:23:28, time: 0.565, data_time: 0.011, memory: 6921, loss_aux: 1.9074, top1_acc: 0.2297, top5_acc: 0.4621, loss_cls: 3.6708, loss: 5.5782, grad_norm: 1.6299 2021-07-18 22:33:57,721 - mmaction - INFO - Epoch [13][860/1879] lr: 1.966e-01, eta: 1 day, 23:23:14, time: 0.658, data_time: 0.005, memory: 6921, loss_aux: 1.9145, top1_acc: 0.2254, top5_acc: 0.4629, loss_cls: 3.7059, loss: 5.6204, grad_norm: 1.6629 2021-07-18 22:34:12,558 - mmaction - INFO - Epoch [13][880/1879] lr: 1.966e-01, eta: 1 day, 23:23:19, time: 0.740, data_time: 0.005, memory: 6921, loss_aux: 1.9153, top1_acc: 0.2344, top5_acc: 0.4621, loss_cls: 3.6619, loss: 5.5772, grad_norm: 1.6808 2021-07-18 22:34:24,293 - mmaction - INFO - Epoch [13][900/1879] lr: 1.966e-01, eta: 1 day, 23:22:50, time: 0.589, data_time: 0.011, memory: 6921, loss_aux: 1.9297, top1_acc: 0.2227, top5_acc: 0.4391, loss_cls: 3.7543, loss: 5.6840, grad_norm: 1.6894 2021-07-18 22:34:37,516 - mmaction - INFO - Epoch [13][920/1879] lr: 1.966e-01, eta: 1 day, 23:22:37, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.9520, top1_acc: 0.2188, top5_acc: 0.4551, loss_cls: 3.7065, loss: 5.6585, grad_norm: 1.6531 2021-07-18 22:34:50,744 - mmaction - INFO - Epoch [13][940/1879] lr: 1.966e-01, eta: 1 day, 23:22:24, time: 0.659, data_time: 0.003, memory: 6921, loss_aux: 1.9673, top1_acc: 0.2133, top5_acc: 0.4520, loss_cls: 3.7431, loss: 5.7103, grad_norm: 1.6492 2021-07-18 22:35:02,534 - mmaction - INFO - Epoch [13][960/1879] lr: 1.966e-01, eta: 1 day, 23:21:56, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.9094, top1_acc: 0.2184, top5_acc: 0.4668, loss_cls: 3.6724, loss: 5.5817, grad_norm: 1.6725 2021-07-18 22:35:21,280 - mmaction - INFO - Epoch [13][980/1879] lr: 1.966e-01, eta: 1 day, 23:22:43, time: 0.937, data_time: 0.003, memory: 6921, loss_aux: 1.9000, top1_acc: 0.2234, top5_acc: 0.4754, loss_cls: 3.6465, loss: 5.5465, grad_norm: 1.6819 2021-07-18 22:35:32,903 - mmaction - INFO - Epoch [13][1000/1879] lr: 1.966e-01, eta: 1 day, 23:22:12, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.9323, top1_acc: 0.2203, top5_acc: 0.4605, loss_cls: 3.7283, loss: 5.6606, grad_norm: 1.6768 2021-07-18 22:35:46,992 - mmaction - INFO - Epoch [13][1020/1879] lr: 1.966e-01, eta: 1 day, 23:22:09, time: 0.702, data_time: 0.003, memory: 6921, loss_aux: 1.9480, top1_acc: 0.2125, top5_acc: 0.4473, loss_cls: 3.7607, loss: 5.7087, grad_norm: 1.6407 2021-07-18 22:35:58,373 - mmaction - INFO - Epoch [13][1040/1879] lr: 1.966e-01, eta: 1 day, 23:21:36, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.9178, top1_acc: 0.2250, top5_acc: 0.4598, loss_cls: 3.6856, loss: 5.6035, grad_norm: 1.6689 2021-07-18 22:36:10,917 - mmaction - INFO - Epoch [13][1060/1879] lr: 1.966e-01, eta: 1 day, 23:21:13, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.8949, top1_acc: 0.2371, top5_acc: 0.4703, loss_cls: 3.6499, loss: 5.5448, grad_norm: 1.6688 2021-07-18 22:36:27,142 - mmaction - INFO - Epoch [13][1080/1879] lr: 1.966e-01, eta: 1 day, 23:21:35, time: 0.819, data_time: 0.013, memory: 6921, loss_aux: 1.9185, top1_acc: 0.2172, top5_acc: 0.4559, loss_cls: 3.6782, loss: 5.5966, grad_norm: 1.6821 2021-07-18 22:36:39,750 - mmaction - INFO - Epoch [13][1100/1879] lr: 1.965e-01, eta: 1 day, 23:21:10, time: 0.610, data_time: 0.006, memory: 6921, loss_aux: 1.9571, top1_acc: 0.2234, top5_acc: 0.4477, loss_cls: 3.7541, loss: 5.7111, grad_norm: 1.6808 2021-07-18 22:36:52,599 - mmaction - INFO - Epoch [13][1120/1879] lr: 1.965e-01, eta: 1 day, 23:20:58, time: 0.666, data_time: 0.028, memory: 6921, loss_aux: 1.9686, top1_acc: 0.2160, top5_acc: 0.4445, loss_cls: 3.7623, loss: 5.7309, grad_norm: 1.6898 2021-07-18 22:37:05,334 - mmaction - INFO - Epoch [13][1140/1879] lr: 1.965e-01, eta: 1 day, 23:20:40, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.9552, top1_acc: 0.2113, top5_acc: 0.4555, loss_cls: 3.7424, loss: 5.6976, grad_norm: 1.6700 2021-07-18 22:37:16,930 - mmaction - INFO - Epoch [13][1160/1879] lr: 1.965e-01, eta: 1 day, 23:20:09, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.9401, top1_acc: 0.2199, top5_acc: 0.4551, loss_cls: 3.7235, loss: 5.6635, grad_norm: 1.6771 2021-07-18 22:37:29,374 - mmaction - INFO - Epoch [13][1180/1879] lr: 1.965e-01, eta: 1 day, 23:19:48, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.9157, top1_acc: 0.2285, top5_acc: 0.4598, loss_cls: 3.6941, loss: 5.6097, grad_norm: 1.6481 2021-07-18 22:37:40,404 - mmaction - INFO - Epoch [13][1200/1879] lr: 1.965e-01, eta: 1 day, 23:19:11, time: 0.551, data_time: 0.005, memory: 6921, loss_aux: 1.9066, top1_acc: 0.2316, top5_acc: 0.4520, loss_cls: 3.6939, loss: 5.6006, grad_norm: 1.7071 2021-07-18 22:37:52,357 - mmaction - INFO - Epoch [13][1220/1879] lr: 1.965e-01, eta: 1 day, 23:18:44, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.9259, top1_acc: 0.2168, top5_acc: 0.4516, loss_cls: 3.7077, loss: 5.6336, grad_norm: 1.6811 2021-07-18 22:38:06,645 - mmaction - INFO - Epoch [13][1240/1879] lr: 1.965e-01, eta: 1 day, 23:18:43, time: 0.714, data_time: 0.003, memory: 6921, loss_aux: 1.9453, top1_acc: 0.2105, top5_acc: 0.4449, loss_cls: 3.7512, loss: 5.6966, grad_norm: 1.6581 2021-07-18 22:38:18,572 - mmaction - INFO - Epoch [13][1260/1879] lr: 1.965e-01, eta: 1 day, 23:18:16, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.9231, top1_acc: 0.2188, top5_acc: 0.4480, loss_cls: 3.7023, loss: 5.6254, grad_norm: 1.6809 2021-07-18 22:38:30,129 - mmaction - INFO - Epoch [13][1280/1879] lr: 1.965e-01, eta: 1 day, 23:17:45, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.8706, top1_acc: 0.2340, top5_acc: 0.4863, loss_cls: 3.5900, loss: 5.4606, grad_norm: 1.6912 2021-07-18 22:38:43,138 - mmaction - INFO - Epoch [13][1300/1879] lr: 1.965e-01, eta: 1 day, 23:17:30, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.9600, top1_acc: 0.1949, top5_acc: 0.4352, loss_cls: 3.7975, loss: 5.7575, grad_norm: 1.7068 2021-07-18 22:38:54,623 - mmaction - INFO - Epoch [13][1320/1879] lr: 1.965e-01, eta: 1 day, 23:16:58, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.9351, top1_acc: 0.2262, top5_acc: 0.4676, loss_cls: 3.7232, loss: 5.6583, grad_norm: 1.6877 2021-07-18 22:39:06,186 - mmaction - INFO - Epoch [13][1340/1879] lr: 1.965e-01, eta: 1 day, 23:16:27, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.8939, top1_acc: 0.2219, top5_acc: 0.4676, loss_cls: 3.6642, loss: 5.5581, grad_norm: 1.6830 2021-07-18 22:39:20,615 - mmaction - INFO - Epoch [13][1360/1879] lr: 1.965e-01, eta: 1 day, 23:16:22, time: 0.696, data_time: 0.001, memory: 6921, loss_aux: 1.9159, top1_acc: 0.2301, top5_acc: 0.4719, loss_cls: 3.6841, loss: 5.6000, grad_norm: 1.6632 2021-07-18 22:39:31,528 - mmaction - INFO - Epoch [13][1380/1879] lr: 1.965e-01, eta: 1 day, 23:15:49, time: 0.570, data_time: 0.027, memory: 6921, loss_aux: 1.9362, top1_acc: 0.2125, top5_acc: 0.4477, loss_cls: 3.7631, loss: 5.6993, grad_norm: 1.6809 2021-07-18 22:39:43,170 - mmaction - INFO - Epoch [13][1400/1879] lr: 1.965e-01, eta: 1 day, 23:15:20, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.9186, top1_acc: 0.2230, top5_acc: 0.4586, loss_cls: 3.7051, loss: 5.6237, grad_norm: 1.6440 2021-07-18 22:39:56,262 - mmaction - INFO - Epoch [13][1420/1879] lr: 1.965e-01, eta: 1 day, 23:15:05, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.9110, top1_acc: 0.2188, top5_acc: 0.4574, loss_cls: 3.6930, loss: 5.6039, grad_norm: 1.6867 2021-07-18 22:40:07,458 - mmaction - INFO - Epoch [13][1440/1879] lr: 1.964e-01, eta: 1 day, 23:14:31, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.9032, top1_acc: 0.2219, top5_acc: 0.4598, loss_cls: 3.6815, loss: 5.5847, grad_norm: 1.6788 2021-07-18 22:40:18,468 - mmaction - INFO - Epoch [13][1460/1879] lr: 1.964e-01, eta: 1 day, 23:13:54, time: 0.549, data_time: 0.001, memory: 6921, loss_aux: 1.9498, top1_acc: 0.2242, top5_acc: 0.4613, loss_cls: 3.7173, loss: 5.6671, grad_norm: 1.6471 2021-07-18 22:40:29,597 - mmaction - INFO - Epoch [13][1480/1879] lr: 1.964e-01, eta: 1 day, 23:13:19, time: 0.556, data_time: 0.004, memory: 6921, loss_aux: 1.9357, top1_acc: 0.2156, top5_acc: 0.4437, loss_cls: 3.7193, loss: 5.6549, grad_norm: 1.6821 2021-07-18 22:40:40,815 - mmaction - INFO - Epoch [13][1500/1879] lr: 1.964e-01, eta: 1 day, 23:12:45, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.9131, top1_acc: 0.2242, top5_acc: 0.4660, loss_cls: 3.6855, loss: 5.5986, grad_norm: 1.7069 2021-07-18 22:40:53,482 - mmaction - INFO - Epoch [13][1520/1879] lr: 1.964e-01, eta: 1 day, 23:12:25, time: 0.631, data_time: 0.001, memory: 6921, loss_aux: 1.9273, top1_acc: 0.2336, top5_acc: 0.4629, loss_cls: 3.7010, loss: 5.6283, grad_norm: 1.6780 2021-07-18 22:41:05,439 - mmaction - INFO - Epoch [13][1540/1879] lr: 1.964e-01, eta: 1 day, 23:12:00, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.9187, top1_acc: 0.2207, top5_acc: 0.4473, loss_cls: 3.7151, loss: 5.6338, grad_norm: 1.7403 2021-07-18 22:41:17,251 - mmaction - INFO - Epoch [13][1560/1879] lr: 1.964e-01, eta: 1 day, 23:11:32, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.9191, top1_acc: 0.2270, top5_acc: 0.4652, loss_cls: 3.7179, loss: 5.6370, grad_norm: 1.7091 2021-07-18 22:41:28,840 - mmaction - INFO - Epoch [13][1580/1879] lr: 1.964e-01, eta: 1 day, 23:11:02, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 1.9040, top1_acc: 0.2262, top5_acc: 0.4664, loss_cls: 3.6441, loss: 5.5481, grad_norm: 1.6961 2021-07-18 22:41:42,346 - mmaction - INFO - Epoch [13][1600/1879] lr: 1.964e-01, eta: 1 day, 23:10:51, time: 0.673, data_time: 0.001, memory: 6921, loss_aux: 1.9452, top1_acc: 0.2109, top5_acc: 0.4535, loss_cls: 3.7363, loss: 5.6816, grad_norm: 1.7138 2021-07-18 22:41:53,477 - mmaction - INFO - Epoch [13][1620/1879] lr: 1.964e-01, eta: 1 day, 23:10:17, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.9035, top1_acc: 0.2301, top5_acc: 0.4680, loss_cls: 3.6759, loss: 5.5794, grad_norm: 1.6897 2021-07-18 22:42:04,975 - mmaction - INFO - Epoch [13][1640/1879] lr: 1.964e-01, eta: 1 day, 23:09:46, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.9122, top1_acc: 0.2246, top5_acc: 0.4562, loss_cls: 3.6954, loss: 5.6076, grad_norm: 1.7111 2021-07-18 22:42:16,314 - mmaction - INFO - Epoch [13][1660/1879] lr: 1.964e-01, eta: 1 day, 23:09:13, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.9082, top1_acc: 0.2230, top5_acc: 0.4582, loss_cls: 3.6590, loss: 5.5672, grad_norm: 1.6758 2021-07-18 22:42:29,021 - mmaction - INFO - Epoch [13][1680/1879] lr: 1.964e-01, eta: 1 day, 23:08:55, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.9294, top1_acc: 0.2184, top5_acc: 0.4594, loss_cls: 3.7214, loss: 5.6509, grad_norm: 1.7077 2021-07-18 22:42:41,083 - mmaction - INFO - Epoch [13][1700/1879] lr: 1.964e-01, eta: 1 day, 23:08:26, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.9363, top1_acc: 0.2340, top5_acc: 0.4508, loss_cls: 3.7089, loss: 5.6451, grad_norm: 1.7219 2021-07-18 22:42:53,307 - mmaction - INFO - Epoch [13][1720/1879] lr: 1.964e-01, eta: 1 day, 23:08:06, time: 0.626, data_time: 0.021, memory: 6921, loss_aux: 1.9572, top1_acc: 0.2105, top5_acc: 0.4480, loss_cls: 3.7674, loss: 5.7245, grad_norm: 1.7181 2021-07-18 22:43:05,456 - mmaction - INFO - Epoch [13][1740/1879] lr: 1.964e-01, eta: 1 day, 23:07:42, time: 0.610, data_time: 0.008, memory: 6921, loss_aux: 1.9129, top1_acc: 0.2164, top5_acc: 0.4605, loss_cls: 3.7149, loss: 5.6278, grad_norm: 1.6886 2021-07-18 22:43:16,693 - mmaction - INFO - Epoch [13][1760/1879] lr: 1.964e-01, eta: 1 day, 23:07:08, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.9345, top1_acc: 0.2234, top5_acc: 0.4465, loss_cls: 3.7270, loss: 5.6615, grad_norm: 1.6748 2021-07-18 22:43:30,267 - mmaction - INFO - Epoch [13][1780/1879] lr: 1.963e-01, eta: 1 day, 23:07:00, time: 0.680, data_time: 0.004, memory: 6921, loss_aux: 1.9197, top1_acc: 0.2254, top5_acc: 0.4668, loss_cls: 3.6834, loss: 5.6030, grad_norm: 1.6380 2021-07-18 22:43:42,157 - mmaction - INFO - Epoch [13][1800/1879] lr: 1.963e-01, eta: 1 day, 23:06:33, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.9114, top1_acc: 0.2309, top5_acc: 0.4559, loss_cls: 3.6930, loss: 5.6044, grad_norm: 1.6792 2021-07-18 22:43:54,503 - mmaction - INFO - Epoch [13][1820/1879] lr: 1.963e-01, eta: 1 day, 23:06:11, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.9517, top1_acc: 0.2211, top5_acc: 0.4391, loss_cls: 3.7360, loss: 5.6877, grad_norm: 1.7073 2021-07-18 22:44:07,921 - mmaction - INFO - Epoch [13][1840/1879] lr: 1.963e-01, eta: 1 day, 23:06:00, time: 0.670, data_time: 0.004, memory: 6921, loss_aux: 1.9278, top1_acc: 0.2281, top5_acc: 0.4539, loss_cls: 3.7146, loss: 5.6423, grad_norm: 1.6627 2021-07-18 22:44:19,976 - mmaction - INFO - Epoch [13][1860/1879] lr: 1.963e-01, eta: 1 day, 23:05:35, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.9419, top1_acc: 0.2211, top5_acc: 0.4570, loss_cls: 3.7315, loss: 5.6734, grad_norm: 1.7083 2021-07-18 22:44:37,387 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-07-18 22:44:59,921 - mmaction - INFO - Epoch [14][20/1879] lr: 1.963e-01, eta: 1 day, 23:04:12, time: 1.010, data_time: 0.329, memory: 6921, loss_aux: 1.9026, top1_acc: 0.2348, top5_acc: 0.4574, loss_cls: 3.6727, loss: 5.5753, grad_norm: 1.6750 2021-07-18 22:45:11,829 - mmaction - INFO - Epoch [14][40/1879] lr: 1.963e-01, eta: 1 day, 23:03:46, time: 0.599, data_time: 0.007, memory: 6921, loss_aux: 1.9289, top1_acc: 0.2383, top5_acc: 0.4699, loss_cls: 3.7025, loss: 5.6313, grad_norm: 1.6545 2021-07-18 22:45:23,356 - mmaction - INFO - Epoch [14][60/1879] lr: 1.963e-01, eta: 1 day, 23:03:12, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 1.8888, top1_acc: 0.2301, top5_acc: 0.4762, loss_cls: 3.6323, loss: 5.5212, grad_norm: 1.6952 2021-07-18 22:45:35,746 - mmaction - INFO - Epoch [14][80/1879] lr: 1.963e-01, eta: 1 day, 23:02:54, time: 0.635, data_time: 0.024, memory: 6921, loss_aux: 1.8883, top1_acc: 0.2234, top5_acc: 0.4781, loss_cls: 3.6098, loss: 5.4981, grad_norm: 1.6970 2021-07-18 22:45:46,593 - mmaction - INFO - Epoch [14][100/1879] lr: 1.963e-01, eta: 1 day, 23:02:17, time: 0.545, data_time: 0.005, memory: 6921, loss_aux: 1.9190, top1_acc: 0.2086, top5_acc: 0.4645, loss_cls: 3.7093, loss: 5.6283, grad_norm: 1.6846 2021-07-18 22:45:58,479 - mmaction - INFO - Epoch [14][120/1879] lr: 1.963e-01, eta: 1 day, 23:01:50, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.9231, top1_acc: 0.2273, top5_acc: 0.4547, loss_cls: 3.7118, loss: 5.6349, grad_norm: 1.6965 2021-07-18 22:46:09,470 - mmaction - INFO - Epoch [14][140/1879] lr: 1.963e-01, eta: 1 day, 23:01:15, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.8831, top1_acc: 0.2305, top5_acc: 0.4785, loss_cls: 3.6288, loss: 5.5119, grad_norm: 1.7051 2021-07-18 22:46:21,101 - mmaction - INFO - Epoch [14][160/1879] lr: 1.963e-01, eta: 1 day, 23:00:46, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.9264, top1_acc: 0.2238, top5_acc: 0.4527, loss_cls: 3.7176, loss: 5.6439, grad_norm: 1.6652 2021-07-18 22:46:32,406 - mmaction - INFO - Epoch [14][180/1879] lr: 1.963e-01, eta: 1 day, 23:00:12, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.9006, top1_acc: 0.2270, top5_acc: 0.4668, loss_cls: 3.6631, loss: 5.5637, grad_norm: 1.6798 2021-07-18 22:46:45,086 - mmaction - INFO - Epoch [14][200/1879] lr: 1.963e-01, eta: 1 day, 22:59:55, time: 0.636, data_time: 0.005, memory: 6921, loss_aux: 1.9113, top1_acc: 0.2246, top5_acc: 0.4551, loss_cls: 3.6725, loss: 5.5837, grad_norm: 1.7274 2021-07-18 22:46:56,084 - mmaction - INFO - Epoch [14][220/1879] lr: 1.963e-01, eta: 1 day, 22:59:19, time: 0.550, data_time: 0.004, memory: 6921, loss_aux: 1.9001, top1_acc: 0.2398, top5_acc: 0.4707, loss_cls: 3.6495, loss: 5.5497, grad_norm: 1.7033 2021-07-18 22:47:09,801 - mmaction - INFO - Epoch [14][240/1879] lr: 1.962e-01, eta: 1 day, 22:59:01, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.9088, top1_acc: 0.2434, top5_acc: 0.4621, loss_cls: 3.6921, loss: 5.6009, grad_norm: 1.6843 2021-07-18 22:47:24,487 - mmaction - INFO - Epoch [14][260/1879] lr: 1.962e-01, eta: 1 day, 22:59:14, time: 0.786, data_time: 0.055, memory: 6921, loss_aux: 1.9073, top1_acc: 0.2305, top5_acc: 0.4656, loss_cls: 3.6393, loss: 5.5465, grad_norm: 1.6719 2021-07-18 22:47:35,715 - mmaction - INFO - Epoch [14][280/1879] lr: 1.962e-01, eta: 1 day, 22:58:42, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.9198, top1_acc: 0.2207, top5_acc: 0.4492, loss_cls: 3.7139, loss: 5.6338, grad_norm: 1.6708 2021-07-18 22:47:47,531 - mmaction - INFO - Epoch [14][300/1879] lr: 1.962e-01, eta: 1 day, 22:58:14, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.9151, top1_acc: 0.2371, top5_acc: 0.4672, loss_cls: 3.6697, loss: 5.5848, grad_norm: 1.6695 2021-07-18 22:47:58,732 - mmaction - INFO - Epoch [14][320/1879] lr: 1.962e-01, eta: 1 day, 22:57:41, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.8718, top1_acc: 0.2402, top5_acc: 0.4836, loss_cls: 3.5871, loss: 5.4589, grad_norm: 1.7060 2021-07-18 22:48:11,849 - mmaction - INFO - Epoch [14][340/1879] lr: 1.962e-01, eta: 1 day, 22:57:28, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.8827, top1_acc: 0.2340, top5_acc: 0.4773, loss_cls: 3.6237, loss: 5.5064, grad_norm: 1.6925 2021-07-18 22:48:23,081 - mmaction - INFO - Epoch [14][360/1879] lr: 1.962e-01, eta: 1 day, 22:56:54, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.8993, top1_acc: 0.2301, top5_acc: 0.4758, loss_cls: 3.6683, loss: 5.5676, grad_norm: 1.7083 2021-07-18 22:48:35,492 - mmaction - INFO - Epoch [14][380/1879] lr: 1.962e-01, eta: 1 day, 22:56:33, time: 0.620, data_time: 0.007, memory: 6921, loss_aux: 1.9001, top1_acc: 0.2309, top5_acc: 0.4746, loss_cls: 3.6270, loss: 5.5271, grad_norm: 1.6474 2021-07-18 22:48:48,743 - mmaction - INFO - Epoch [14][400/1879] lr: 1.962e-01, eta: 1 day, 22:56:21, time: 0.664, data_time: 0.008, memory: 6921, loss_aux: 1.8816, top1_acc: 0.2402, top5_acc: 0.4742, loss_cls: 3.6078, loss: 5.4894, grad_norm: 1.6688 2021-07-18 22:49:00,209 - mmaction - INFO - Epoch [14][420/1879] lr: 1.962e-01, eta: 1 day, 22:55:51, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.8747, top1_acc: 0.2430, top5_acc: 0.4848, loss_cls: 3.5948, loss: 5.4695, grad_norm: 1.7248 2021-07-18 22:49:12,351 - mmaction - INFO - Epoch [14][440/1879] lr: 1.962e-01, eta: 1 day, 22:55:27, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.9465, top1_acc: 0.2168, top5_acc: 0.4500, loss_cls: 3.7487, loss: 5.6952, grad_norm: 1.7176 2021-07-18 22:49:24,850 - mmaction - INFO - Epoch [14][460/1879] lr: 1.962e-01, eta: 1 day, 22:55:07, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.8965, top1_acc: 0.2383, top5_acc: 0.4777, loss_cls: 3.6206, loss: 5.5172, grad_norm: 1.6878 2021-07-18 22:49:37,135 - mmaction - INFO - Epoch [14][480/1879] lr: 1.962e-01, eta: 1 day, 22:54:46, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.9054, top1_acc: 0.2199, top5_acc: 0.4656, loss_cls: 3.6684, loss: 5.5738, grad_norm: 1.7161 2021-07-18 22:49:53,011 - mmaction - INFO - Epoch [14][500/1879] lr: 1.962e-01, eta: 1 day, 22:55:00, time: 0.792, data_time: 0.001, memory: 6921, loss_aux: 1.9216, top1_acc: 0.2215, top5_acc: 0.4551, loss_cls: 3.6871, loss: 5.6087, grad_norm: 1.7272 2021-07-18 22:50:05,442 - mmaction - INFO - Epoch [14][520/1879] lr: 1.962e-01, eta: 1 day, 22:54:40, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 1.9119, top1_acc: 0.2320, top5_acc: 0.4648, loss_cls: 3.6825, loss: 5.5944, grad_norm: 1.7201 2021-07-18 22:50:16,699 - mmaction - INFO - Epoch [14][540/1879] lr: 1.962e-01, eta: 1 day, 22:54:07, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.9258, top1_acc: 0.2238, top5_acc: 0.4527, loss_cls: 3.6873, loss: 5.6131, grad_norm: 1.7019 2021-07-18 22:50:28,106 - mmaction - INFO - Epoch [14][560/1879] lr: 1.961e-01, eta: 1 day, 22:53:36, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.8967, top1_acc: 0.2363, top5_acc: 0.4715, loss_cls: 3.6385, loss: 5.5352, grad_norm: 1.6348 2021-07-18 22:50:41,880 - mmaction - INFO - Epoch [14][580/1879] lr: 1.961e-01, eta: 1 day, 22:53:30, time: 0.690, data_time: 0.003, memory: 6921, loss_aux: 1.9670, top1_acc: 0.2152, top5_acc: 0.4461, loss_cls: 3.7700, loss: 5.7370, grad_norm: 1.7345 2021-07-18 22:50:54,047 - mmaction - INFO - Epoch [14][600/1879] lr: 1.961e-01, eta: 1 day, 22:53:06, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.8904, top1_acc: 0.2477, top5_acc: 0.4730, loss_cls: 3.6211, loss: 5.5115, grad_norm: 1.6920 2021-07-18 22:51:06,659 - mmaction - INFO - Epoch [14][620/1879] lr: 1.961e-01, eta: 1 day, 22:52:48, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.9267, top1_acc: 0.2328, top5_acc: 0.4602, loss_cls: 3.6862, loss: 5.6129, grad_norm: 1.7176 2021-07-18 22:51:18,299 - mmaction - INFO - Epoch [14][640/1879] lr: 1.961e-01, eta: 1 day, 22:52:19, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.9128, top1_acc: 0.2223, top5_acc: 0.4547, loss_cls: 3.6795, loss: 5.5923, grad_norm: 1.7000 2021-07-18 22:51:29,520 - mmaction - INFO - Epoch [14][660/1879] lr: 1.961e-01, eta: 1 day, 22:51:46, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.9001, top1_acc: 0.2305, top5_acc: 0.4562, loss_cls: 3.6602, loss: 5.5602, grad_norm: 1.6858 2021-07-18 22:51:41,412 - mmaction - INFO - Epoch [14][680/1879] lr: 1.961e-01, eta: 1 day, 22:51:20, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.9214, top1_acc: 0.2262, top5_acc: 0.4613, loss_cls: 3.6793, loss: 5.6007, grad_norm: 1.7216 2021-07-18 22:52:02,702 - mmaction - INFO - Epoch [14][700/1879] lr: 1.961e-01, eta: 1 day, 22:52:30, time: 1.062, data_time: 0.006, memory: 6921, loss_aux: 1.9102, top1_acc: 0.2359, top5_acc: 0.4656, loss_cls: 3.6519, loss: 5.5622, grad_norm: 1.7135 2021-07-18 22:52:15,382 - mmaction - INFO - Epoch [14][720/1879] lr: 1.961e-01, eta: 1 day, 22:52:13, time: 0.638, data_time: 0.006, memory: 6921, loss_aux: 1.9470, top1_acc: 0.2223, top5_acc: 0.4613, loss_cls: 3.7274, loss: 5.6744, grad_norm: 1.6606 2021-07-18 22:52:28,706 - mmaction - INFO - Epoch [14][740/1879] lr: 1.961e-01, eta: 1 day, 22:52:01, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.9185, top1_acc: 0.2129, top5_acc: 0.4547, loss_cls: 3.6865, loss: 5.6050, grad_norm: 1.6883 2021-07-18 22:52:42,176 - mmaction - INFO - Epoch [14][760/1879] lr: 1.961e-01, eta: 1 day, 22:51:52, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.9118, top1_acc: 0.2254, top5_acc: 0.4602, loss_cls: 3.6736, loss: 5.5855, grad_norm: 1.7310 2021-07-18 22:52:53,939 - mmaction - INFO - Epoch [14][780/1879] lr: 1.961e-01, eta: 1 day, 22:51:24, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.8869, top1_acc: 0.2313, top5_acc: 0.4699, loss_cls: 3.6421, loss: 5.5290, grad_norm: 1.7087 2021-07-18 22:53:05,210 - mmaction - INFO - Epoch [14][800/1879] lr: 1.961e-01, eta: 1 day, 22:50:52, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.9032, top1_acc: 0.2254, top5_acc: 0.4773, loss_cls: 3.6393, loss: 5.5424, grad_norm: 1.6975 2021-07-18 22:53:17,049 - mmaction - INFO - Epoch [14][820/1879] lr: 1.961e-01, eta: 1 day, 22:50:26, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.9009, top1_acc: 0.2277, top5_acc: 0.4641, loss_cls: 3.6395, loss: 5.5404, grad_norm: 1.7176 2021-07-18 22:53:28,085 - mmaction - INFO - Epoch [14][840/1879] lr: 1.961e-01, eta: 1 day, 22:49:51, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.8910, top1_acc: 0.2336, top5_acc: 0.4676, loss_cls: 3.6441, loss: 5.5351, grad_norm: 1.7135 2021-07-18 22:53:39,139 - mmaction - INFO - Epoch [14][860/1879] lr: 1.961e-01, eta: 1 day, 22:49:16, time: 0.549, data_time: 0.001, memory: 6921, loss_aux: 1.9380, top1_acc: 0.2172, top5_acc: 0.4457, loss_cls: 3.7532, loss: 5.6913, grad_norm: 1.7056 2021-07-18 22:53:51,139 - mmaction - INFO - Epoch [14][880/1879] lr: 1.960e-01, eta: 1 day, 22:48:52, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.9198, top1_acc: 0.2234, top5_acc: 0.4617, loss_cls: 3.7008, loss: 5.6206, grad_norm: 1.6873 2021-07-18 22:54:03,905 - mmaction - INFO - Epoch [14][900/1879] lr: 1.960e-01, eta: 1 day, 22:48:30, time: 0.611, data_time: 0.001, memory: 6921, loss_aux: 1.9467, top1_acc: 0.2133, top5_acc: 0.4539, loss_cls: 3.7421, loss: 5.6888, grad_norm: 1.6792 2021-07-18 22:54:16,747 - mmaction - INFO - Epoch [14][920/1879] lr: 1.960e-01, eta: 1 day, 22:48:18, time: 0.663, data_time: 0.030, memory: 6921, loss_aux: 1.9228, top1_acc: 0.2250, top5_acc: 0.4547, loss_cls: 3.7094, loss: 5.6322, grad_norm: 1.6746 2021-07-18 22:54:28,461 - mmaction - INFO - Epoch [14][940/1879] lr: 1.960e-01, eta: 1 day, 22:47:51, time: 0.589, data_time: 0.008, memory: 6921, loss_aux: 1.9045, top1_acc: 0.2297, top5_acc: 0.4605, loss_cls: 3.6466, loss: 5.5511, grad_norm: 1.7257 2021-07-18 22:54:40,094 - mmaction - INFO - Epoch [14][960/1879] lr: 1.960e-01, eta: 1 day, 22:47:23, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.8950, top1_acc: 0.2293, top5_acc: 0.4680, loss_cls: 3.6069, loss: 5.5020, grad_norm: 1.6787 2021-07-18 22:54:52,744 - mmaction - INFO - Epoch [14][980/1879] lr: 1.960e-01, eta: 1 day, 22:47:05, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.8882, top1_acc: 0.2203, top5_acc: 0.4648, loss_cls: 3.6350, loss: 5.5232, grad_norm: 1.6796 2021-07-18 22:55:04,862 - mmaction - INFO - Epoch [14][1000/1879] lr: 1.960e-01, eta: 1 day, 22:46:42, time: 0.605, data_time: 0.001, memory: 6921, loss_aux: 1.9085, top1_acc: 0.2320, top5_acc: 0.4719, loss_cls: 3.6678, loss: 5.5762, grad_norm: 1.7249 2021-07-18 22:55:16,990 - mmaction - INFO - Epoch [14][1020/1879] lr: 1.960e-01, eta: 1 day, 22:46:18, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.9031, top1_acc: 0.2242, top5_acc: 0.4621, loss_cls: 3.6672, loss: 5.5703, grad_norm: 1.7633 2021-07-18 22:55:28,905 - mmaction - INFO - Epoch [14][1040/1879] lr: 1.960e-01, eta: 1 day, 22:45:53, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.9494, top1_acc: 0.2242, top5_acc: 0.4535, loss_cls: 3.7536, loss: 5.7031, grad_norm: 1.6914 2021-07-18 22:55:40,304 - mmaction - INFO - Epoch [14][1060/1879] lr: 1.960e-01, eta: 1 day, 22:45:23, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.9323, top1_acc: 0.2223, top5_acc: 0.4609, loss_cls: 3.7200, loss: 5.6522, grad_norm: 1.7143 2021-07-18 22:55:51,849 - mmaction - INFO - Epoch [14][1080/1879] lr: 1.960e-01, eta: 1 day, 22:44:53, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.8998, top1_acc: 0.2383, top5_acc: 0.4707, loss_cls: 3.6137, loss: 5.5135, grad_norm: 1.6941 2021-07-18 22:56:04,136 - mmaction - INFO - Epoch [14][1100/1879] lr: 1.960e-01, eta: 1 day, 22:44:32, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.9313, top1_acc: 0.2191, top5_acc: 0.4566, loss_cls: 3.7248, loss: 5.6560, grad_norm: 1.6834 2021-07-18 22:56:15,844 - mmaction - INFO - Epoch [14][1120/1879] lr: 1.960e-01, eta: 1 day, 22:44:05, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.9255, top1_acc: 0.2176, top5_acc: 0.4555, loss_cls: 3.6967, loss: 5.6222, grad_norm: 1.6808 2021-07-18 22:56:28,569 - mmaction - INFO - Epoch [14][1140/1879] lr: 1.960e-01, eta: 1 day, 22:43:47, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.9028, top1_acc: 0.2410, top5_acc: 0.4668, loss_cls: 3.6561, loss: 5.5589, grad_norm: 1.7090 2021-07-18 22:56:40,364 - mmaction - INFO - Epoch [14][1160/1879] lr: 1.960e-01, eta: 1 day, 22:43:21, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.9178, top1_acc: 0.2379, top5_acc: 0.4566, loss_cls: 3.6799, loss: 5.5977, grad_norm: 1.7277 2021-07-18 22:56:53,433 - mmaction - INFO - Epoch [14][1180/1879] lr: 1.960e-01, eta: 1 day, 22:43:07, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.9245, top1_acc: 0.2379, top5_acc: 0.4660, loss_cls: 3.6751, loss: 5.5996, grad_norm: 1.6980 2021-07-18 22:57:09,573 - mmaction - INFO - Epoch [14][1200/1879] lr: 1.959e-01, eta: 1 day, 22:43:24, time: 0.807, data_time: 0.005, memory: 6921, loss_aux: 1.9078, top1_acc: 0.2191, top5_acc: 0.4645, loss_cls: 3.6807, loss: 5.5885, grad_norm: 1.7281 2021-07-18 22:57:20,612 - mmaction - INFO - Epoch [14][1220/1879] lr: 1.959e-01, eta: 1 day, 22:42:50, time: 0.554, data_time: 0.004, memory: 6921, loss_aux: 1.9679, top1_acc: 0.2066, top5_acc: 0.4426, loss_cls: 3.7907, loss: 5.7586, grad_norm: 1.7377 2021-07-18 22:57:33,630 - mmaction - INFO - Epoch [14][1240/1879] lr: 1.959e-01, eta: 1 day, 22:42:36, time: 0.650, data_time: 0.004, memory: 6921, loss_aux: 1.9100, top1_acc: 0.2258, top5_acc: 0.4656, loss_cls: 3.6844, loss: 5.5944, grad_norm: 1.6996 2021-07-18 22:57:44,910 - mmaction - INFO - Epoch [14][1260/1879] lr: 1.959e-01, eta: 1 day, 22:42:04, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.9104, top1_acc: 0.2109, top5_acc: 0.4609, loss_cls: 3.6918, loss: 5.6022, grad_norm: 1.7077 2021-07-18 22:57:56,227 - mmaction - INFO - Epoch [14][1280/1879] lr: 1.959e-01, eta: 1 day, 22:41:33, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.9052, top1_acc: 0.2363, top5_acc: 0.4680, loss_cls: 3.6558, loss: 5.5610, grad_norm: 1.7198 2021-07-18 22:58:09,029 - mmaction - INFO - Epoch [14][1300/1879] lr: 1.959e-01, eta: 1 day, 22:41:17, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 1.9098, top1_acc: 0.2289, top5_acc: 0.4703, loss_cls: 3.7034, loss: 5.6132, grad_norm: 1.7075 2021-07-18 22:58:23,897 - mmaction - INFO - Epoch [14][1320/1879] lr: 1.959e-01, eta: 1 day, 22:41:21, time: 0.743, data_time: 0.002, memory: 6921, loss_aux: 1.9164, top1_acc: 0.2277, top5_acc: 0.4719, loss_cls: 3.7099, loss: 5.6263, grad_norm: 1.6870 2021-07-18 22:58:35,733 - mmaction - INFO - Epoch [14][1340/1879] lr: 1.959e-01, eta: 1 day, 22:40:55, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.8985, top1_acc: 0.2348, top5_acc: 0.4746, loss_cls: 3.6280, loss: 5.5265, grad_norm: 1.6678 2021-07-18 22:58:47,389 - mmaction - INFO - Epoch [14][1360/1879] lr: 1.959e-01, eta: 1 day, 22:40:27, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.9116, top1_acc: 0.2289, top5_acc: 0.4652, loss_cls: 3.6865, loss: 5.5981, grad_norm: 1.7192 2021-07-18 22:58:58,630 - mmaction - INFO - Epoch [14][1380/1879] lr: 1.959e-01, eta: 1 day, 22:39:56, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.8959, top1_acc: 0.2371, top5_acc: 0.4617, loss_cls: 3.6644, loss: 5.5603, grad_norm: 1.7134 2021-07-18 22:59:09,838 - mmaction - INFO - Epoch [14][1400/1879] lr: 1.959e-01, eta: 1 day, 22:39:24, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.9308, top1_acc: 0.2234, top5_acc: 0.4504, loss_cls: 3.7008, loss: 5.6316, grad_norm: 1.6834 2021-07-18 22:59:23,882 - mmaction - INFO - Epoch [14][1420/1879] lr: 1.959e-01, eta: 1 day, 22:39:19, time: 0.701, data_time: 0.003, memory: 6921, loss_aux: 1.9147, top1_acc: 0.2199, top5_acc: 0.4691, loss_cls: 3.6685, loss: 5.5832, grad_norm: 1.6811 2021-07-18 22:59:44,840 - mmaction - INFO - Epoch [14][1440/1879] lr: 1.959e-01, eta: 1 day, 22:40:23, time: 1.043, data_time: 0.005, memory: 6921, loss_aux: 1.8976, top1_acc: 0.2309, top5_acc: 0.4656, loss_cls: 3.6917, loss: 5.5893, grad_norm: 1.7411 2021-07-18 22:59:57,489 - mmaction - INFO - Epoch [14][1460/1879] lr: 1.959e-01, eta: 1 day, 22:39:54, time: 0.578, data_time: 0.014, memory: 6921, loss_aux: 1.9319, top1_acc: 0.2270, top5_acc: 0.4629, loss_cls: 3.7020, loss: 5.6339, grad_norm: 1.6811 2021-07-18 23:00:18,623 - mmaction - INFO - Epoch [14][1480/1879] lr: 1.959e-01, eta: 1 day, 22:41:11, time: 1.110, data_time: 0.069, memory: 6921, loss_aux: 1.9150, top1_acc: 0.2387, top5_acc: 0.4684, loss_cls: 3.6629, loss: 5.5779, grad_norm: 1.7011 2021-07-18 23:00:32,661 - mmaction - INFO - Epoch [14][1500/1879] lr: 1.959e-01, eta: 1 day, 22:41:08, time: 0.708, data_time: 0.015, memory: 6921, loss_aux: 1.9062, top1_acc: 0.2426, top5_acc: 0.4770, loss_cls: 3.6528, loss: 5.5591, grad_norm: 1.6969 2021-07-18 23:00:44,056 - mmaction - INFO - Epoch [14][1520/1879] lr: 1.958e-01, eta: 1 day, 22:40:37, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.9193, top1_acc: 0.2297, top5_acc: 0.4543, loss_cls: 3.6921, loss: 5.6115, grad_norm: 1.6622 2021-07-18 23:00:59,642 - mmaction - INFO - Epoch [14][1540/1879] lr: 1.958e-01, eta: 1 day, 22:40:48, time: 0.779, data_time: 0.004, memory: 6921, loss_aux: 1.9332, top1_acc: 0.2250, top5_acc: 0.4570, loss_cls: 3.7009, loss: 5.6341, grad_norm: 1.6970 2021-07-18 23:01:15,703 - mmaction - INFO - Epoch [14][1560/1879] lr: 1.958e-01, eta: 1 day, 22:40:57, time: 0.769, data_time: 0.005, memory: 6921, loss_aux: 1.8738, top1_acc: 0.2336, top5_acc: 0.4754, loss_cls: 3.6239, loss: 5.4977, grad_norm: 1.7228 2021-07-18 23:01:27,417 - mmaction - INFO - Epoch [14][1580/1879] lr: 1.958e-01, eta: 1 day, 22:40:37, time: 0.619, data_time: 0.039, memory: 6921, loss_aux: 1.9372, top1_acc: 0.2191, top5_acc: 0.4625, loss_cls: 3.7253, loss: 5.6625, grad_norm: 1.6969 2021-07-18 23:01:39,797 - mmaction - INFO - Epoch [14][1600/1879] lr: 1.958e-01, eta: 1 day, 22:40:16, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.9103, top1_acc: 0.2289, top5_acc: 0.4648, loss_cls: 3.6496, loss: 5.5598, grad_norm: 1.7032 2021-07-18 23:01:52,999 - mmaction - INFO - Epoch [14][1620/1879] lr: 1.958e-01, eta: 1 day, 22:40:04, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.9458, top1_acc: 0.2141, top5_acc: 0.4453, loss_cls: 3.7516, loss: 5.6974, grad_norm: 1.7070 2021-07-18 23:02:04,597 - mmaction - INFO - Epoch [14][1640/1879] lr: 1.958e-01, eta: 1 day, 22:39:36, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.9560, top1_acc: 0.2125, top5_acc: 0.4422, loss_cls: 3.8007, loss: 5.7566, grad_norm: 1.7003 2021-07-18 23:02:15,914 - mmaction - INFO - Epoch [14][1660/1879] lr: 1.958e-01, eta: 1 day, 22:39:05, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.8817, top1_acc: 0.2422, top5_acc: 0.4785, loss_cls: 3.6253, loss: 5.5070, grad_norm: 1.7015 2021-07-18 23:02:28,197 - mmaction - INFO - Epoch [14][1680/1879] lr: 1.958e-01, eta: 1 day, 22:38:43, time: 0.613, data_time: 0.001, memory: 6921, loss_aux: 1.8756, top1_acc: 0.2270, top5_acc: 0.4672, loss_cls: 3.6446, loss: 5.5202, grad_norm: 1.6829 2021-07-18 23:02:41,283 - mmaction - INFO - Epoch [14][1700/1879] lr: 1.958e-01, eta: 1 day, 22:38:30, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.9187, top1_acc: 0.2379, top5_acc: 0.4688, loss_cls: 3.6628, loss: 5.5815, grad_norm: 1.7174 2021-07-18 23:02:53,511 - mmaction - INFO - Epoch [14][1720/1879] lr: 1.958e-01, eta: 1 day, 22:38:08, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.9151, top1_acc: 0.2172, top5_acc: 0.4625, loss_cls: 3.6814, loss: 5.5965, grad_norm: 1.7414 2021-07-18 23:03:09,622 - mmaction - INFO - Epoch [14][1740/1879] lr: 1.958e-01, eta: 1 day, 22:38:23, time: 0.802, data_time: 0.003, memory: 6921, loss_aux: 1.9359, top1_acc: 0.2203, top5_acc: 0.4559, loss_cls: 3.7003, loss: 5.6361, grad_norm: 1.7122 2021-07-18 23:03:20,884 - mmaction - INFO - Epoch [14][1760/1879] lr: 1.958e-01, eta: 1 day, 22:37:52, time: 0.566, data_time: 0.007, memory: 6921, loss_aux: 1.9188, top1_acc: 0.2191, top5_acc: 0.4590, loss_cls: 3.7182, loss: 5.6370, grad_norm: 1.7473 2021-07-18 23:03:34,098 - mmaction - INFO - Epoch [14][1780/1879] lr: 1.958e-01, eta: 1 day, 22:37:39, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 1.9073, top1_acc: 0.2332, top5_acc: 0.4699, loss_cls: 3.6653, loss: 5.5726, grad_norm: 1.6702 2021-07-18 23:03:48,933 - mmaction - INFO - Epoch [14][1800/1879] lr: 1.958e-01, eta: 1 day, 22:37:42, time: 0.739, data_time: 0.006, memory: 6921, loss_aux: 1.9401, top1_acc: 0.2223, top5_acc: 0.4586, loss_cls: 3.7153, loss: 5.6555, grad_norm: 1.7266 2021-07-18 23:04:00,385 - mmaction - INFO - Epoch [14][1820/1879] lr: 1.958e-01, eta: 1 day, 22:37:14, time: 0.579, data_time: 0.011, memory: 6921, loss_aux: 1.9043, top1_acc: 0.2309, top5_acc: 0.4500, loss_cls: 3.6754, loss: 5.5797, grad_norm: 1.6789 2021-07-18 23:04:19,053 - mmaction - INFO - Epoch [14][1840/1879] lr: 1.957e-01, eta: 1 day, 22:37:54, time: 0.930, data_time: 0.003, memory: 6921, loss_aux: 1.9243, top1_acc: 0.2277, top5_acc: 0.4570, loss_cls: 3.7094, loss: 5.6337, grad_norm: 1.7184 2021-07-18 23:04:30,172 - mmaction - INFO - Epoch [14][1860/1879] lr: 1.957e-01, eta: 1 day, 22:37:22, time: 0.559, data_time: 0.008, memory: 6921, loss_aux: 1.9374, top1_acc: 0.2199, top5_acc: 0.4551, loss_cls: 3.7017, loss: 5.6391, grad_norm: 1.7172 2021-07-18 23:04:41,967 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-07-18 23:05:06,936 - mmaction - INFO - Epoch [15][20/1879] lr: 1.957e-01, eta: 1 day, 22:36:30, time: 1.144, data_time: 0.321, memory: 6921, loss_aux: 1.9172, top1_acc: 0.2332, top5_acc: 0.4555, loss_cls: 3.6999, loss: 5.6171, grad_norm: 1.7102 2021-07-18 23:05:18,291 - mmaction - INFO - Epoch [15][40/1879] lr: 1.957e-01, eta: 1 day, 22:36:00, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.8897, top1_acc: 0.2484, top5_acc: 0.4785, loss_cls: 3.6215, loss: 5.5112, grad_norm: 1.6603 2021-07-18 23:05:30,157 - mmaction - INFO - Epoch [15][60/1879] lr: 1.957e-01, eta: 1 day, 22:35:35, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.9054, top1_acc: 0.2227, top5_acc: 0.4652, loss_cls: 3.6265, loss: 5.5319, grad_norm: 1.7326 2021-07-18 23:05:43,583 - mmaction - INFO - Epoch [15][80/1879] lr: 1.957e-01, eta: 1 day, 22:35:24, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.8781, top1_acc: 0.2328, top5_acc: 0.4797, loss_cls: 3.6194, loss: 5.4975, grad_norm: 1.6932 2021-07-18 23:05:55,209 - mmaction - INFO - Epoch [15][100/1879] lr: 1.957e-01, eta: 1 day, 22:34:57, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8696, top1_acc: 0.2371, top5_acc: 0.4781, loss_cls: 3.5909, loss: 5.4604, grad_norm: 1.7045 2021-07-18 23:06:08,061 - mmaction - INFO - Epoch [15][120/1879] lr: 1.957e-01, eta: 1 day, 22:34:41, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.9044, top1_acc: 0.2285, top5_acc: 0.4840, loss_cls: 3.6302, loss: 5.5347, grad_norm: 1.7402 2021-07-18 23:06:19,435 - mmaction - INFO - Epoch [15][140/1879] lr: 1.957e-01, eta: 1 day, 22:34:11, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.8754, top1_acc: 0.2242, top5_acc: 0.4844, loss_cls: 3.6231, loss: 5.4986, grad_norm: 1.7490 2021-07-18 23:06:33,363 - mmaction - INFO - Epoch [15][160/1879] lr: 1.957e-01, eta: 1 day, 22:34:05, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.9062, top1_acc: 0.2129, top5_acc: 0.4734, loss_cls: 3.6883, loss: 5.5945, grad_norm: 1.7457 2021-07-18 23:06:54,518 - mmaction - INFO - Epoch [15][180/1879] lr: 1.957e-01, eta: 1 day, 22:35:09, time: 1.057, data_time: 0.009, memory: 6921, loss_aux: 1.8905, top1_acc: 0.2230, top5_acc: 0.4641, loss_cls: 3.6365, loss: 5.5270, grad_norm: 1.7362 2021-07-18 23:07:09,084 - mmaction - INFO - Epoch [15][200/1879] lr: 1.957e-01, eta: 1 day, 22:35:09, time: 0.724, data_time: 0.011, memory: 6921, loss_aux: 1.8913, top1_acc: 0.2367, top5_acc: 0.4746, loss_cls: 3.6398, loss: 5.5311, grad_norm: 1.7130 2021-07-18 23:07:20,756 - mmaction - INFO - Epoch [15][220/1879] lr: 1.957e-01, eta: 1 day, 22:34:43, time: 0.590, data_time: 0.014, memory: 6921, loss_aux: 1.9103, top1_acc: 0.2316, top5_acc: 0.4699, loss_cls: 3.6651, loss: 5.5754, grad_norm: 1.7093 2021-07-18 23:07:32,151 - mmaction - INFO - Epoch [15][240/1879] lr: 1.957e-01, eta: 1 day, 22:34:13, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.9190, top1_acc: 0.2254, top5_acc: 0.4672, loss_cls: 3.6926, loss: 5.6116, grad_norm: 1.6992 2021-07-18 23:07:44,031 - mmaction - INFO - Epoch [15][260/1879] lr: 1.956e-01, eta: 1 day, 22:33:48, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.8887, top1_acc: 0.2406, top5_acc: 0.4785, loss_cls: 3.6121, loss: 5.5008, grad_norm: 1.6945 2021-07-18 23:07:58,157 - mmaction - INFO - Epoch [15][280/1879] lr: 1.956e-01, eta: 1 day, 22:33:43, time: 0.698, data_time: 0.007, memory: 6921, loss_aux: 1.8842, top1_acc: 0.2324, top5_acc: 0.4602, loss_cls: 3.6341, loss: 5.5183, grad_norm: 1.7197 2021-07-18 23:08:10,235 - mmaction - INFO - Epoch [15][300/1879] lr: 1.956e-01, eta: 1 day, 22:33:20, time: 0.606, data_time: 0.011, memory: 6921, loss_aux: 1.9045, top1_acc: 0.2289, top5_acc: 0.4707, loss_cls: 3.6375, loss: 5.5419, grad_norm: 1.7374 2021-07-18 23:08:22,011 - mmaction - INFO - Epoch [15][320/1879] lr: 1.956e-01, eta: 1 day, 22:32:55, time: 0.596, data_time: 0.011, memory: 6921, loss_aux: 1.8917, top1_acc: 0.2313, top5_acc: 0.4715, loss_cls: 3.6317, loss: 5.5234, grad_norm: 1.7228 2021-07-18 23:08:34,506 - mmaction - INFO - Epoch [15][340/1879] lr: 1.956e-01, eta: 1 day, 22:32:35, time: 0.623, data_time: 0.006, memory: 6921, loss_aux: 1.9017, top1_acc: 0.2348, top5_acc: 0.4648, loss_cls: 3.6716, loss: 5.5733, grad_norm: 1.6872 2021-07-18 23:08:49,278 - mmaction - INFO - Epoch [15][360/1879] lr: 1.956e-01, eta: 1 day, 22:32:37, time: 0.736, data_time: 0.010, memory: 6921, loss_aux: 1.8948, top1_acc: 0.2211, top5_acc: 0.4625, loss_cls: 3.6543, loss: 5.5491, grad_norm: 1.7294 2021-07-18 23:09:01,079 - mmaction - INFO - Epoch [15][380/1879] lr: 1.956e-01, eta: 1 day, 22:32:12, time: 0.595, data_time: 0.007, memory: 6921, loss_aux: 1.9248, top1_acc: 0.2348, top5_acc: 0.4578, loss_cls: 3.7116, loss: 5.6364, grad_norm: 1.7419 2021-07-18 23:09:15,024 - mmaction - INFO - Epoch [15][400/1879] lr: 1.956e-01, eta: 1 day, 22:32:06, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.8870, top1_acc: 0.2437, top5_acc: 0.4711, loss_cls: 3.6188, loss: 5.5058, grad_norm: 1.7026 2021-07-18 23:09:30,817 - mmaction - INFO - Epoch [15][420/1879] lr: 1.956e-01, eta: 1 day, 22:32:19, time: 0.793, data_time: 0.007, memory: 6921, loss_aux: 1.8838, top1_acc: 0.2398, top5_acc: 0.4730, loss_cls: 3.6431, loss: 5.5268, grad_norm: 1.7159 2021-07-18 23:09:42,596 - mmaction - INFO - Epoch [15][440/1879] lr: 1.956e-01, eta: 1 day, 22:31:53, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.9063, top1_acc: 0.2281, top5_acc: 0.4617, loss_cls: 3.6698, loss: 5.5762, grad_norm: 1.7451 2021-07-18 23:09:57,924 - mmaction - INFO - Epoch [15][460/1879] lr: 1.956e-01, eta: 1 day, 22:32:01, time: 0.764, data_time: 0.007, memory: 6921, loss_aux: 1.9267, top1_acc: 0.2324, top5_acc: 0.4629, loss_cls: 3.6799, loss: 5.6065, grad_norm: 1.7263 2021-07-18 23:10:10,780 - mmaction - INFO - Epoch [15][480/1879] lr: 1.956e-01, eta: 1 day, 22:31:43, time: 0.634, data_time: 0.008, memory: 6921, loss_aux: 1.8703, top1_acc: 0.2445, top5_acc: 0.4891, loss_cls: 3.5717, loss: 5.4420, grad_norm: 1.7274 2021-07-18 23:10:23,862 - mmaction - INFO - Epoch [15][500/1879] lr: 1.956e-01, eta: 1 day, 22:31:31, time: 0.665, data_time: 0.014, memory: 6921, loss_aux: 1.8977, top1_acc: 0.2340, top5_acc: 0.4773, loss_cls: 3.6304, loss: 5.5282, grad_norm: 1.7220 2021-07-18 23:10:36,116 - mmaction - INFO - Epoch [15][520/1879] lr: 1.956e-01, eta: 1 day, 22:31:10, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.9098, top1_acc: 0.2332, top5_acc: 0.4699, loss_cls: 3.6533, loss: 5.5631, grad_norm: 1.6854 2021-07-18 23:10:48,577 - mmaction - INFO - Epoch [15][540/1879] lr: 1.956e-01, eta: 1 day, 22:30:50, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.8995, top1_acc: 0.2395, top5_acc: 0.4629, loss_cls: 3.6317, loss: 5.5312, grad_norm: 1.7056 2021-07-18 23:11:01,178 - mmaction - INFO - Epoch [15][560/1879] lr: 1.956e-01, eta: 1 day, 22:30:32, time: 0.631, data_time: 0.010, memory: 6921, loss_aux: 1.8890, top1_acc: 0.2359, top5_acc: 0.4676, loss_cls: 3.6292, loss: 5.5182, grad_norm: 1.7395 2021-07-18 23:11:14,379 - mmaction - INFO - Epoch [15][580/1879] lr: 1.955e-01, eta: 1 day, 22:30:19, time: 0.659, data_time: 0.005, memory: 6921, loss_aux: 1.8930, top1_acc: 0.2422, top5_acc: 0.4715, loss_cls: 3.6345, loss: 5.5274, grad_norm: 1.7346 2021-07-18 23:11:27,441 - mmaction - INFO - Epoch [15][600/1879] lr: 1.955e-01, eta: 1 day, 22:30:06, time: 0.655, data_time: 0.008, memory: 6921, loss_aux: 1.9225, top1_acc: 0.2191, top5_acc: 0.4582, loss_cls: 3.6991, loss: 5.6216, grad_norm: 1.6961 2021-07-18 23:11:42,962 - mmaction - INFO - Epoch [15][620/1879] lr: 1.955e-01, eta: 1 day, 22:30:16, time: 0.777, data_time: 0.004, memory: 6921, loss_aux: 1.8974, top1_acc: 0.2410, top5_acc: 0.4852, loss_cls: 3.6310, loss: 5.5284, grad_norm: 1.7195 2021-07-18 23:11:56,214 - mmaction - INFO - Epoch [15][640/1879] lr: 1.955e-01, eta: 1 day, 22:30:03, time: 0.662, data_time: 0.004, memory: 6921, loss_aux: 1.9067, top1_acc: 0.2305, top5_acc: 0.4730, loss_cls: 3.6329, loss: 5.5395, grad_norm: 1.7146 2021-07-18 23:12:10,969 - mmaction - INFO - Epoch [15][660/1879] lr: 1.955e-01, eta: 1 day, 22:30:05, time: 0.738, data_time: 0.003, memory: 6921, loss_aux: 1.9010, top1_acc: 0.2324, top5_acc: 0.4660, loss_cls: 3.6585, loss: 5.5595, grad_norm: 1.7229 2021-07-18 23:12:23,060 - mmaction - INFO - Epoch [15][680/1879] lr: 1.955e-01, eta: 1 day, 22:29:43, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.8977, top1_acc: 0.2301, top5_acc: 0.4609, loss_cls: 3.6535, loss: 5.5511, grad_norm: 1.7467 2021-07-18 23:12:34,413 - mmaction - INFO - Epoch [15][700/1879] lr: 1.955e-01, eta: 1 day, 22:29:13, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.9051, top1_acc: 0.2363, top5_acc: 0.4723, loss_cls: 3.6635, loss: 5.5686, grad_norm: 1.7672 2021-07-18 23:12:50,076 - mmaction - INFO - Epoch [15][720/1879] lr: 1.955e-01, eta: 1 day, 22:29:23, time: 0.781, data_time: 0.004, memory: 6921, loss_aux: 1.9107, top1_acc: 0.2316, top5_acc: 0.4629, loss_cls: 3.6640, loss: 5.5747, grad_norm: 1.7001 2021-07-18 23:13:02,205 - mmaction - INFO - Epoch [15][740/1879] lr: 1.955e-01, eta: 1 day, 22:29:01, time: 0.609, data_time: 0.010, memory: 6921, loss_aux: 1.8928, top1_acc: 0.2406, top5_acc: 0.4684, loss_cls: 3.6211, loss: 5.5139, grad_norm: 1.7199 2021-07-18 23:13:13,824 - mmaction - INFO - Epoch [15][760/1879] lr: 1.955e-01, eta: 1 day, 22:28:34, time: 0.582, data_time: 0.001, memory: 6921, loss_aux: 1.8575, top1_acc: 0.2570, top5_acc: 0.4945, loss_cls: 3.5535, loss: 5.4110, grad_norm: 1.7223 2021-07-18 23:13:24,943 - mmaction - INFO - Epoch [15][780/1879] lr: 1.955e-01, eta: 1 day, 22:28:01, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.9069, top1_acc: 0.2324, top5_acc: 0.4695, loss_cls: 3.6331, loss: 5.5399, grad_norm: 1.7411 2021-07-18 23:13:36,901 - mmaction - INFO - Epoch [15][800/1879] lr: 1.955e-01, eta: 1 day, 22:27:37, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.9405, top1_acc: 0.2246, top5_acc: 0.4641, loss_cls: 3.7160, loss: 5.6565, grad_norm: 1.7328 2021-07-18 23:13:49,141 - mmaction - INFO - Epoch [15][820/1879] lr: 1.955e-01, eta: 1 day, 22:27:16, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.9096, top1_acc: 0.2371, top5_acc: 0.4645, loss_cls: 3.6714, loss: 5.5809, grad_norm: 1.7241 2021-07-18 23:14:01,152 - mmaction - INFO - Epoch [15][840/1879] lr: 1.955e-01, eta: 1 day, 22:26:52, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.9241, top1_acc: 0.2293, top5_acc: 0.4500, loss_cls: 3.7078, loss: 5.6320, grad_norm: 1.7060 2021-07-18 23:14:13,960 - mmaction - INFO - Epoch [15][860/1879] lr: 1.955e-01, eta: 1 day, 22:26:35, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.8935, top1_acc: 0.2246, top5_acc: 0.4668, loss_cls: 3.6611, loss: 5.5545, grad_norm: 1.7132 2021-07-18 23:14:26,000 - mmaction - INFO - Epoch [15][880/1879] lr: 1.954e-01, eta: 1 day, 22:26:12, time: 0.605, data_time: 0.007, memory: 6921, loss_aux: 1.8743, top1_acc: 0.2203, top5_acc: 0.4773, loss_cls: 3.6042, loss: 5.4785, grad_norm: 1.7322 2021-07-18 23:14:37,347 - mmaction - INFO - Epoch [15][900/1879] lr: 1.954e-01, eta: 1 day, 22:25:43, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.8973, top1_acc: 0.2332, top5_acc: 0.4648, loss_cls: 3.6738, loss: 5.5710, grad_norm: 1.7334 2021-07-18 23:14:50,681 - mmaction - INFO - Epoch [15][920/1879] lr: 1.954e-01, eta: 1 day, 22:25:31, time: 0.663, data_time: 0.001, memory: 6921, loss_aux: 1.8779, top1_acc: 0.2457, top5_acc: 0.4891, loss_cls: 3.6070, loss: 5.4850, grad_norm: 1.7407 2021-07-18 23:15:06,280 - mmaction - INFO - Epoch [15][940/1879] lr: 1.954e-01, eta: 1 day, 22:25:41, time: 0.781, data_time: 0.005, memory: 6921, loss_aux: 1.9119, top1_acc: 0.2262, top5_acc: 0.4723, loss_cls: 3.6670, loss: 5.5789, grad_norm: 1.7236 2021-07-18 23:15:18,344 - mmaction - INFO - Epoch [15][960/1879] lr: 1.954e-01, eta: 1 day, 22:25:18, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.8666, top1_acc: 0.2344, top5_acc: 0.4879, loss_cls: 3.5891, loss: 5.4557, grad_norm: 1.7350 2021-07-18 23:15:29,679 - mmaction - INFO - Epoch [15][980/1879] lr: 1.954e-01, eta: 1 day, 22:24:49, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.8875, top1_acc: 0.2461, top5_acc: 0.4906, loss_cls: 3.6092, loss: 5.4967, grad_norm: 1.6895 2021-07-18 23:15:41,984 - mmaction - INFO - Epoch [15][1000/1879] lr: 1.954e-01, eta: 1 day, 22:24:28, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.8693, top1_acc: 0.2469, top5_acc: 0.4895, loss_cls: 3.5997, loss: 5.4690, grad_norm: 1.7333 2021-07-18 23:15:54,614 - mmaction - INFO - Epoch [15][1020/1879] lr: 1.954e-01, eta: 1 day, 22:24:10, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.9134, top1_acc: 0.2281, top5_acc: 0.4453, loss_cls: 3.6904, loss: 5.6038, grad_norm: 1.7124 2021-07-18 23:16:07,387 - mmaction - INFO - Epoch [15][1040/1879] lr: 1.954e-01, eta: 1 day, 22:23:53, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.8958, top1_acc: 0.2387, top5_acc: 0.4668, loss_cls: 3.6394, loss: 5.5352, grad_norm: 1.7349 2021-07-18 23:16:18,535 - mmaction - INFO - Epoch [15][1060/1879] lr: 1.954e-01, eta: 1 day, 22:23:22, time: 0.559, data_time: 0.006, memory: 6921, loss_aux: 1.9200, top1_acc: 0.2309, top5_acc: 0.4578, loss_cls: 3.7058, loss: 5.6258, grad_norm: 1.7405 2021-07-18 23:16:30,503 - mmaction - INFO - Epoch [15][1080/1879] lr: 1.954e-01, eta: 1 day, 22:22:58, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.9053, top1_acc: 0.2367, top5_acc: 0.4750, loss_cls: 3.6515, loss: 5.5568, grad_norm: 1.7573 2021-07-18 23:16:41,846 - mmaction - INFO - Epoch [15][1100/1879] lr: 1.954e-01, eta: 1 day, 22:22:29, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.8884, top1_acc: 0.2297, top5_acc: 0.4773, loss_cls: 3.6066, loss: 5.4950, grad_norm: 1.7151 2021-07-18 23:16:54,775 - mmaction - INFO - Epoch [15][1120/1879] lr: 1.954e-01, eta: 1 day, 22:22:13, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.9200, top1_acc: 0.2316, top5_acc: 0.4832, loss_cls: 3.6493, loss: 5.5693, grad_norm: 1.6931 2021-07-18 23:17:08,791 - mmaction - INFO - Epoch [15][1140/1879] lr: 1.954e-01, eta: 1 day, 22:22:08, time: 0.700, data_time: 0.005, memory: 6921, loss_aux: 1.9336, top1_acc: 0.2238, top5_acc: 0.4555, loss_cls: 3.7169, loss: 5.6506, grad_norm: 1.7459 2021-07-18 23:17:19,941 - mmaction - INFO - Epoch [15][1160/1879] lr: 1.954e-01, eta: 1 day, 22:21:38, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.8896, top1_acc: 0.2402, top5_acc: 0.4715, loss_cls: 3.6324, loss: 5.5220, grad_norm: 1.7145 2021-07-18 23:17:32,530 - mmaction - INFO - Epoch [15][1180/1879] lr: 1.953e-01, eta: 1 day, 22:21:19, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.8973, top1_acc: 0.2371, top5_acc: 0.4734, loss_cls: 3.6533, loss: 5.5506, grad_norm: 1.7447 2021-07-18 23:17:46,061 - mmaction - INFO - Epoch [15][1200/1879] lr: 1.953e-01, eta: 1 day, 22:21:10, time: 0.675, data_time: 0.004, memory: 6921, loss_aux: 1.9174, top1_acc: 0.2273, top5_acc: 0.4500, loss_cls: 3.6982, loss: 5.6156, grad_norm: 1.6963 2021-07-18 23:17:59,456 - mmaction - INFO - Epoch [15][1220/1879] lr: 1.953e-01, eta: 1 day, 22:20:59, time: 0.668, data_time: 0.005, memory: 6921, loss_aux: 1.9024, top1_acc: 0.2285, top5_acc: 0.4648, loss_cls: 3.6657, loss: 5.5681, grad_norm: 1.7097 2021-07-18 23:18:10,878 - mmaction - INFO - Epoch [15][1240/1879] lr: 1.953e-01, eta: 1 day, 22:20:31, time: 0.575, data_time: 0.007, memory: 6921, loss_aux: 1.8976, top1_acc: 0.2418, top5_acc: 0.4805, loss_cls: 3.5866, loss: 5.4841, grad_norm: 1.7457 2021-07-18 23:18:22,349 - mmaction - INFO - Epoch [15][1260/1879] lr: 1.953e-01, eta: 1 day, 22:20:02, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.8976, top1_acc: 0.2184, top5_acc: 0.4520, loss_cls: 3.6791, loss: 5.5767, grad_norm: 1.7377 2021-07-18 23:18:33,709 - mmaction - INFO - Epoch [15][1280/1879] lr: 1.953e-01, eta: 1 day, 22:19:32, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8810, top1_acc: 0.2293, top5_acc: 0.4707, loss_cls: 3.6548, loss: 5.5357, grad_norm: 1.7177 2021-07-18 23:18:44,961 - mmaction - INFO - Epoch [15][1300/1879] lr: 1.953e-01, eta: 1 day, 22:19:03, time: 0.565, data_time: 0.006, memory: 6921, loss_aux: 1.8995, top1_acc: 0.2309, top5_acc: 0.4688, loss_cls: 3.6728, loss: 5.5723, grad_norm: 1.7121 2021-07-18 23:19:01,214 - mmaction - INFO - Epoch [15][1320/1879] lr: 1.953e-01, eta: 1 day, 22:19:18, time: 0.810, data_time: 0.003, memory: 6921, loss_aux: 1.8846, top1_acc: 0.2297, top5_acc: 0.4719, loss_cls: 3.6153, loss: 5.4999, grad_norm: 1.7233 2021-07-18 23:19:15,165 - mmaction - INFO - Epoch [15][1340/1879] lr: 1.953e-01, eta: 1 day, 22:19:13, time: 0.700, data_time: 0.006, memory: 6921, loss_aux: 1.9129, top1_acc: 0.2293, top5_acc: 0.4598, loss_cls: 3.6884, loss: 5.6013, grad_norm: 1.7241 2021-07-18 23:19:27,011 - mmaction - INFO - Epoch [15][1360/1879] lr: 1.953e-01, eta: 1 day, 22:18:48, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.8981, top1_acc: 0.2277, top5_acc: 0.4719, loss_cls: 3.6493, loss: 5.5473, grad_norm: 1.7311 2021-07-18 23:19:39,175 - mmaction - INFO - Epoch [15][1380/1879] lr: 1.953e-01, eta: 1 day, 22:18:26, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.8860, top1_acc: 0.2387, top5_acc: 0.4730, loss_cls: 3.6313, loss: 5.5173, grad_norm: 1.6968 2021-07-18 23:19:53,640 - mmaction - INFO - Epoch [15][1400/1879] lr: 1.953e-01, eta: 1 day, 22:18:25, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.8978, top1_acc: 0.2336, top5_acc: 0.4777, loss_cls: 3.6519, loss: 5.5498, grad_norm: 1.6702 2021-07-18 23:20:12,729 - mmaction - INFO - Epoch [15][1420/1879] lr: 1.953e-01, eta: 1 day, 22:19:06, time: 0.950, data_time: 0.006, memory: 6921, loss_aux: 1.8941, top1_acc: 0.2270, top5_acc: 0.4727, loss_cls: 3.6236, loss: 5.5178, grad_norm: 1.6738 2021-07-18 23:20:25,574 - mmaction - INFO - Epoch [15][1440/1879] lr: 1.953e-01, eta: 1 day, 22:18:51, time: 0.647, data_time: 0.026, memory: 6921, loss_aux: 1.8774, top1_acc: 0.2305, top5_acc: 0.4781, loss_cls: 3.6342, loss: 5.5117, grad_norm: 1.7158 2021-07-18 23:20:38,062 - mmaction - INFO - Epoch [15][1460/1879] lr: 1.952e-01, eta: 1 day, 22:18:32, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.9056, top1_acc: 0.2254, top5_acc: 0.4570, loss_cls: 3.6919, loss: 5.5974, grad_norm: 1.7110 2021-07-18 23:20:50,454 - mmaction - INFO - Epoch [15][1480/1879] lr: 1.952e-01, eta: 1 day, 22:18:13, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.9258, top1_acc: 0.2246, top5_acc: 0.4527, loss_cls: 3.7308, loss: 5.6566, grad_norm: 1.7008 2021-07-18 23:21:02,293 - mmaction - INFO - Epoch [15][1500/1879] lr: 1.952e-01, eta: 1 day, 22:17:48, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8909, top1_acc: 0.2285, top5_acc: 0.4652, loss_cls: 3.6542, loss: 5.5452, grad_norm: 1.7066 2021-07-18 23:21:13,598 - mmaction - INFO - Epoch [15][1520/1879] lr: 1.952e-01, eta: 1 day, 22:17:18, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.8603, top1_acc: 0.2445, top5_acc: 0.4934, loss_cls: 3.5537, loss: 5.4139, grad_norm: 1.7081 2021-07-18 23:21:25,011 - mmaction - INFO - Epoch [15][1540/1879] lr: 1.952e-01, eta: 1 day, 22:16:49, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.8994, top1_acc: 0.2164, top5_acc: 0.4637, loss_cls: 3.6737, loss: 5.5732, grad_norm: 1.6995 2021-07-18 23:21:36,580 - mmaction - INFO - Epoch [15][1560/1879] lr: 1.952e-01, eta: 1 day, 22:16:21, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.9003, top1_acc: 0.2258, top5_acc: 0.4770, loss_cls: 3.6287, loss: 5.5290, grad_norm: 1.7290 2021-07-18 23:21:48,530 - mmaction - INFO - Epoch [15][1580/1879] lr: 1.952e-01, eta: 1 day, 22:15:58, time: 0.604, data_time: 0.010, memory: 6921, loss_aux: 1.9143, top1_acc: 0.2258, top5_acc: 0.4680, loss_cls: 3.7034, loss: 5.6176, grad_norm: 1.7584 2021-07-18 23:22:07,739 - mmaction - INFO - Epoch [15][1600/1879] lr: 1.952e-01, eta: 1 day, 22:16:41, time: 0.960, data_time: 0.004, memory: 6921, loss_aux: 1.8867, top1_acc: 0.2344, top5_acc: 0.4695, loss_cls: 3.6268, loss: 5.5135, grad_norm: 1.6934 2021-07-18 23:22:18,577 - mmaction - INFO - Epoch [15][1620/1879] lr: 1.952e-01, eta: 1 day, 22:16:07, time: 0.544, data_time: 0.003, memory: 6921, loss_aux: 1.9072, top1_acc: 0.2344, top5_acc: 0.4719, loss_cls: 3.6638, loss: 5.5710, grad_norm: 1.7134 2021-07-18 23:22:30,157 - mmaction - INFO - Epoch [15][1640/1879] lr: 1.952e-01, eta: 1 day, 22:15:40, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.9295, top1_acc: 0.2281, top5_acc: 0.4660, loss_cls: 3.7059, loss: 5.6353, grad_norm: 1.7396 2021-07-18 23:22:45,244 - mmaction - INFO - Epoch [15][1660/1879] lr: 1.952e-01, eta: 1 day, 22:15:45, time: 0.755, data_time: 0.002, memory: 6921, loss_aux: 1.8710, top1_acc: 0.2500, top5_acc: 0.4770, loss_cls: 3.5924, loss: 5.4634, grad_norm: 1.7230 2021-07-18 23:22:58,608 - mmaction - INFO - Epoch [15][1680/1879] lr: 1.952e-01, eta: 1 day, 22:15:34, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.9193, top1_acc: 0.2309, top5_acc: 0.4418, loss_cls: 3.7136, loss: 5.6329, grad_norm: 1.7168 2021-07-18 23:23:10,253 - mmaction - INFO - Epoch [15][1700/1879] lr: 1.952e-01, eta: 1 day, 22:15:07, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.8852, top1_acc: 0.2262, top5_acc: 0.4781, loss_cls: 3.6218, loss: 5.5069, grad_norm: 1.7591 2021-07-18 23:23:26,941 - mmaction - INFO - Epoch [15][1720/1879] lr: 1.952e-01, eta: 1 day, 22:15:26, time: 0.832, data_time: 0.002, memory: 6921, loss_aux: 1.8906, top1_acc: 0.2254, top5_acc: 0.4766, loss_cls: 3.6178, loss: 5.5083, grad_norm: 1.7578 2021-07-18 23:23:38,816 - mmaction - INFO - Epoch [15][1740/1879] lr: 1.952e-01, eta: 1 day, 22:15:02, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.8922, top1_acc: 0.2227, top5_acc: 0.4676, loss_cls: 3.6495, loss: 5.5417, grad_norm: 1.7019 2021-07-18 23:23:55,531 - mmaction - INFO - Epoch [15][1760/1879] lr: 1.951e-01, eta: 1 day, 22:15:21, time: 0.832, data_time: 0.003, memory: 6921, loss_aux: 1.8939, top1_acc: 0.2340, top5_acc: 0.4750, loss_cls: 3.6396, loss: 5.5334, grad_norm: 1.7451 2021-07-18 23:24:06,860 - mmaction - INFO - Epoch [15][1780/1879] lr: 1.951e-01, eta: 1 day, 22:14:52, time: 0.570, data_time: 0.007, memory: 6921, loss_aux: 1.9378, top1_acc: 0.2148, top5_acc: 0.4520, loss_cls: 3.7259, loss: 5.6637, grad_norm: 1.7668 2021-07-18 23:24:18,325 - mmaction - INFO - Epoch [15][1800/1879] lr: 1.951e-01, eta: 1 day, 22:14:24, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.9009, top1_acc: 0.2313, top5_acc: 0.4660, loss_cls: 3.6606, loss: 5.5615, grad_norm: 1.7166 2021-07-18 23:24:29,890 - mmaction - INFO - Epoch [15][1820/1879] lr: 1.951e-01, eta: 1 day, 22:13:56, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.8930, top1_acc: 0.2348, top5_acc: 0.4703, loss_cls: 3.6283, loss: 5.5213, grad_norm: 1.7009 2021-07-18 23:24:41,123 - mmaction - INFO - Epoch [15][1840/1879] lr: 1.951e-01, eta: 1 day, 22:13:27, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.9009, top1_acc: 0.2383, top5_acc: 0.4641, loss_cls: 3.6821, loss: 5.5830, grad_norm: 1.7415 2021-07-18 23:24:52,584 - mmaction - INFO - Epoch [15][1860/1879] lr: 1.951e-01, eta: 1 day, 22:12:58, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.8852, top1_acc: 0.2270, top5_acc: 0.4789, loss_cls: 3.6201, loss: 5.5053, grad_norm: 1.7058 2021-07-18 23:25:09,766 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-07-18 23:25:31,147 - mmaction - INFO - Epoch [16][20/1879] lr: 1.951e-01, eta: 1 day, 22:11:33, time: 0.945, data_time: 0.313, memory: 6921, loss_aux: 1.8884, top1_acc: 0.2328, top5_acc: 0.4785, loss_cls: 3.6208, loss: 5.5092, grad_norm: 1.7297 2021-07-18 23:25:43,027 - mmaction - INFO - Epoch [16][40/1879] lr: 1.951e-01, eta: 1 day, 22:11:10, time: 0.600, data_time: 0.009, memory: 6921, loss_aux: 1.8621, top1_acc: 0.2328, top5_acc: 0.4957, loss_cls: 3.5800, loss: 5.4421, grad_norm: 1.6887 2021-07-18 23:25:54,239 - mmaction - INFO - Epoch [16][60/1879] lr: 1.951e-01, eta: 1 day, 22:10:39, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.8488, top1_acc: 0.2387, top5_acc: 0.4867, loss_cls: 3.5821, loss: 5.4309, grad_norm: 1.6945 2021-07-18 23:26:05,551 - mmaction - INFO - Epoch [16][80/1879] lr: 1.951e-01, eta: 1 day, 22:10:10, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.8881, top1_acc: 0.2520, top5_acc: 0.4801, loss_cls: 3.6060, loss: 5.4941, grad_norm: 1.7345 2021-07-18 23:26:18,108 - mmaction - INFO - Epoch [16][100/1879] lr: 1.951e-01, eta: 1 day, 22:09:52, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.8850, top1_acc: 0.2285, top5_acc: 0.4664, loss_cls: 3.6479, loss: 5.5328, grad_norm: 1.7321 2021-07-18 23:26:29,737 - mmaction - INFO - Epoch [16][120/1879] lr: 1.951e-01, eta: 1 day, 22:09:26, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.8995, top1_acc: 0.2273, top5_acc: 0.4719, loss_cls: 3.6601, loss: 5.5596, grad_norm: 1.7190 2021-07-18 23:26:41,568 - mmaction - INFO - Epoch [16][140/1879] lr: 1.951e-01, eta: 1 day, 22:09:01, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.8991, top1_acc: 0.2480, top5_acc: 0.4633, loss_cls: 3.6494, loss: 5.5486, grad_norm: 1.7365 2021-07-18 23:26:53,990 - mmaction - INFO - Epoch [16][160/1879] lr: 1.951e-01, eta: 1 day, 22:08:42, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.8505, top1_acc: 0.2387, top5_acc: 0.4902, loss_cls: 3.5449, loss: 5.3954, grad_norm: 1.6865 2021-07-18 23:27:06,279 - mmaction - INFO - Epoch [16][180/1879] lr: 1.950e-01, eta: 1 day, 22:08:21, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.8756, top1_acc: 0.2461, top5_acc: 0.4801, loss_cls: 3.5907, loss: 5.4662, grad_norm: 1.7430 2021-07-18 23:27:18,669 - mmaction - INFO - Epoch [16][200/1879] lr: 1.950e-01, eta: 1 day, 22:08:02, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.9029, top1_acc: 0.2234, top5_acc: 0.4684, loss_cls: 3.6452, loss: 5.5480, grad_norm: 1.7311 2021-07-18 23:27:30,332 - mmaction - INFO - Epoch [16][220/1879] lr: 1.950e-01, eta: 1 day, 22:07:36, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.9013, top1_acc: 0.2324, top5_acc: 0.4648, loss_cls: 3.6893, loss: 5.5906, grad_norm: 1.7023 2021-07-18 23:27:42,485 - mmaction - INFO - Epoch [16][240/1879] lr: 1.950e-01, eta: 1 day, 22:07:14, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.8882, top1_acc: 0.2301, top5_acc: 0.4691, loss_cls: 3.6610, loss: 5.5492, grad_norm: 1.7314 2021-07-18 23:27:54,702 - mmaction - INFO - Epoch [16][260/1879] lr: 1.950e-01, eta: 1 day, 22:06:53, time: 0.613, data_time: 0.006, memory: 6921, loss_aux: 1.8772, top1_acc: 0.2402, top5_acc: 0.4902, loss_cls: 3.5934, loss: 5.4706, grad_norm: 1.7289 2021-07-18 23:28:06,839 - mmaction - INFO - Epoch [16][280/1879] lr: 1.950e-01, eta: 1 day, 22:06:27, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.8758, top1_acc: 0.2301, top5_acc: 0.4820, loss_cls: 3.5986, loss: 5.4744, grad_norm: 1.7173 2021-07-18 23:28:18,635 - mmaction - INFO - Epoch [16][300/1879] lr: 1.950e-01, eta: 1 day, 22:06:07, time: 0.617, data_time: 0.029, memory: 6921, loss_aux: 1.8572, top1_acc: 0.2445, top5_acc: 0.4867, loss_cls: 3.5650, loss: 5.4222, grad_norm: 1.7317 2021-07-18 23:28:33,770 - mmaction - INFO - Epoch [16][320/1879] lr: 1.950e-01, eta: 1 day, 22:06:12, time: 0.755, data_time: 0.003, memory: 6921, loss_aux: 1.9114, top1_acc: 0.2422, top5_acc: 0.4797, loss_cls: 3.6455, loss: 5.5570, grad_norm: 1.7358 2021-07-18 23:28:44,905 - mmaction - INFO - Epoch [16][340/1879] lr: 1.950e-01, eta: 1 day, 22:05:41, time: 0.559, data_time: 0.005, memory: 6921, loss_aux: 1.8895, top1_acc: 0.2340, top5_acc: 0.4734, loss_cls: 3.6273, loss: 5.5168, grad_norm: 1.7373 2021-07-18 23:28:56,866 - mmaction - INFO - Epoch [16][360/1879] lr: 1.950e-01, eta: 1 day, 22:05:18, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.9043, top1_acc: 0.2297, top5_acc: 0.4637, loss_cls: 3.6555, loss: 5.5599, grad_norm: 1.7170 2021-07-18 23:29:09,384 - mmaction - INFO - Epoch [16][380/1879] lr: 1.950e-01, eta: 1 day, 22:04:59, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.8957, top1_acc: 0.2359, top5_acc: 0.4777, loss_cls: 3.6410, loss: 5.5367, grad_norm: 1.7307 2021-07-18 23:29:38,634 - mmaction - INFO - Epoch [16][400/1879] lr: 1.950e-01, eta: 1 day, 22:07:09, time: 1.461, data_time: 0.007, memory: 6921, loss_aux: 1.8875, top1_acc: 0.2348, top5_acc: 0.4801, loss_cls: 3.6207, loss: 5.5083, grad_norm: 1.7121 2021-07-18 23:29:53,569 - mmaction - INFO - Epoch [16][420/1879] lr: 1.950e-01, eta: 1 day, 22:07:13, time: 0.753, data_time: 0.014, memory: 6921, loss_aux: 1.8753, top1_acc: 0.2477, top5_acc: 0.4789, loss_cls: 3.5844, loss: 5.4596, grad_norm: 1.7449 2021-07-18 23:30:05,800 - mmaction - INFO - Epoch [16][440/1879] lr: 1.950e-01, eta: 1 day, 22:06:43, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.8720, top1_acc: 0.2535, top5_acc: 0.4777, loss_cls: 3.5895, loss: 5.4615, grad_norm: 1.7518 2021-07-18 23:30:18,633 - mmaction - INFO - Epoch [16][460/1879] lr: 1.949e-01, eta: 1 day, 22:06:37, time: 0.691, data_time: 0.052, memory: 6921, loss_aux: 1.8681, top1_acc: 0.2414, top5_acc: 0.4727, loss_cls: 3.5890, loss: 5.4571, grad_norm: 1.7232 2021-07-18 23:30:33,226 - mmaction - INFO - Epoch [16][480/1879] lr: 1.949e-01, eta: 1 day, 22:06:36, time: 0.729, data_time: 0.003, memory: 6921, loss_aux: 1.8822, top1_acc: 0.2363, top5_acc: 0.4672, loss_cls: 3.6339, loss: 5.5161, grad_norm: 1.7287 2021-07-18 23:30:45,906 - mmaction - INFO - Epoch [16][500/1879] lr: 1.949e-01, eta: 1 day, 22:06:20, time: 0.635, data_time: 0.005, memory: 6921, loss_aux: 1.9023, top1_acc: 0.2281, top5_acc: 0.4566, loss_cls: 3.6625, loss: 5.5648, grad_norm: 1.7271 2021-07-18 23:30:58,103 - mmaction - INFO - Epoch [16][520/1879] lr: 1.949e-01, eta: 1 day, 22:05:58, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.8765, top1_acc: 0.2379, top5_acc: 0.4730, loss_cls: 3.5889, loss: 5.4655, grad_norm: 1.7409 2021-07-18 23:31:09,914 - mmaction - INFO - Epoch [16][540/1879] lr: 1.949e-01, eta: 1 day, 22:05:34, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8943, top1_acc: 0.2355, top5_acc: 0.4637, loss_cls: 3.6357, loss: 5.5301, grad_norm: 1.7383 2021-07-18 23:31:21,219 - mmaction - INFO - Epoch [16][560/1879] lr: 1.949e-01, eta: 1 day, 22:05:05, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.8599, top1_acc: 0.2410, top5_acc: 0.4895, loss_cls: 3.5660, loss: 5.4259, grad_norm: 1.7648 2021-07-18 23:31:32,661 - mmaction - INFO - Epoch [16][580/1879] lr: 1.949e-01, eta: 1 day, 22:04:37, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.8995, top1_acc: 0.2227, top5_acc: 0.4766, loss_cls: 3.6528, loss: 5.5523, grad_norm: 1.7647 2021-07-18 23:31:44,181 - mmaction - INFO - Epoch [16][600/1879] lr: 1.949e-01, eta: 1 day, 22:04:10, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.8882, top1_acc: 0.2418, top5_acc: 0.4746, loss_cls: 3.6102, loss: 5.4983, grad_norm: 1.7536 2021-07-18 23:31:55,347 - mmaction - INFO - Epoch [16][620/1879] lr: 1.949e-01, eta: 1 day, 22:03:40, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 1.8861, top1_acc: 0.2410, top5_acc: 0.4699, loss_cls: 3.6026, loss: 5.4887, grad_norm: 1.7214 2021-07-18 23:32:07,268 - mmaction - INFO - Epoch [16][640/1879] lr: 1.949e-01, eta: 1 day, 22:03:16, time: 0.595, data_time: 0.001, memory: 6921, loss_aux: 1.8858, top1_acc: 0.2418, top5_acc: 0.4832, loss_cls: 3.6032, loss: 5.4890, grad_norm: 1.7564 2021-07-18 23:32:20,410 - mmaction - INFO - Epoch [16][660/1879] lr: 1.949e-01, eta: 1 day, 22:03:03, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.8979, top1_acc: 0.2340, top5_acc: 0.4785, loss_cls: 3.6462, loss: 5.5442, grad_norm: 1.7464 2021-07-18 23:32:39,774 - mmaction - INFO - Epoch [16][680/1879] lr: 1.949e-01, eta: 1 day, 22:03:45, time: 0.965, data_time: 0.003, memory: 6921, loss_aux: 1.8893, top1_acc: 0.2395, top5_acc: 0.4738, loss_cls: 3.6543, loss: 5.5436, grad_norm: 1.7164 2021-07-18 23:32:51,738 - mmaction - INFO - Epoch [16][700/1879] lr: 1.949e-01, eta: 1 day, 22:03:22, time: 0.601, data_time: 0.007, memory: 6921, loss_aux: 1.8656, top1_acc: 0.2430, top5_acc: 0.4828, loss_cls: 3.5687, loss: 5.4343, grad_norm: 1.7682 2021-07-18 23:33:02,955 - mmaction - INFO - Epoch [16][720/1879] lr: 1.949e-01, eta: 1 day, 22:02:52, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.9108, top1_acc: 0.2215, top5_acc: 0.4730, loss_cls: 3.6830, loss: 5.5938, grad_norm: 1.7560 2021-07-18 23:33:15,330 - mmaction - INFO - Epoch [16][740/1879] lr: 1.948e-01, eta: 1 day, 22:02:33, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.9085, top1_acc: 0.2273, top5_acc: 0.4684, loss_cls: 3.6868, loss: 5.5953, grad_norm: 1.7331 2021-07-18 23:33:26,708 - mmaction - INFO - Epoch [16][760/1879] lr: 1.948e-01, eta: 1 day, 22:02:05, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.9032, top1_acc: 0.2227, top5_acc: 0.4625, loss_cls: 3.6755, loss: 5.5787, grad_norm: 1.7137 2021-07-18 23:33:43,250 - mmaction - INFO - Epoch [16][780/1879] lr: 1.948e-01, eta: 1 day, 22:02:21, time: 0.823, data_time: 0.002, memory: 6921, loss_aux: 1.8905, top1_acc: 0.2344, top5_acc: 0.4805, loss_cls: 3.6207, loss: 5.5111, grad_norm: 1.7543 2021-07-18 23:33:54,533 - mmaction - INFO - Epoch [16][800/1879] lr: 1.948e-01, eta: 1 day, 22:01:53, time: 0.568, data_time: 0.007, memory: 6921, loss_aux: 1.8919, top1_acc: 0.2234, top5_acc: 0.4664, loss_cls: 3.6474, loss: 5.5393, grad_norm: 1.6859 2021-07-18 23:34:13,850 - mmaction - INFO - Epoch [16][820/1879] lr: 1.948e-01, eta: 1 day, 22:02:33, time: 0.964, data_time: 0.003, memory: 6921, loss_aux: 1.8945, top1_acc: 0.2422, top5_acc: 0.4590, loss_cls: 3.6614, loss: 5.5559, grad_norm: 1.6849 2021-07-18 23:34:25,110 - mmaction - INFO - Epoch [16][840/1879] lr: 1.948e-01, eta: 1 day, 22:02:04, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.8946, top1_acc: 0.2387, top5_acc: 0.4652, loss_cls: 3.6532, loss: 5.5478, grad_norm: 1.7395 2021-07-18 23:34:36,402 - mmaction - INFO - Epoch [16][860/1879] lr: 1.948e-01, eta: 1 day, 22:01:35, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.8922, top1_acc: 0.2324, top5_acc: 0.4656, loss_cls: 3.6452, loss: 5.5373, grad_norm: 1.6996 2021-07-18 23:34:48,479 - mmaction - INFO - Epoch [16][880/1879] lr: 1.948e-01, eta: 1 day, 22:01:13, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.8853, top1_acc: 0.2363, top5_acc: 0.4801, loss_cls: 3.6109, loss: 5.4962, grad_norm: 1.7543 2021-07-18 23:34:59,962 - mmaction - INFO - Epoch [16][900/1879] lr: 1.948e-01, eta: 1 day, 22:00:46, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.8878, top1_acc: 0.2398, top5_acc: 0.4785, loss_cls: 3.6010, loss: 5.4888, grad_norm: 1.7046 2021-07-18 23:35:12,842 - mmaction - INFO - Epoch [16][920/1879] lr: 1.948e-01, eta: 1 day, 22:00:31, time: 0.645, data_time: 0.006, memory: 6921, loss_aux: 1.8869, top1_acc: 0.2340, top5_acc: 0.4766, loss_cls: 3.6291, loss: 5.5160, grad_norm: 1.7244 2021-07-18 23:35:33,879 - mmaction - INFO - Epoch [16][940/1879] lr: 1.948e-01, eta: 1 day, 22:01:26, time: 1.051, data_time: 0.004, memory: 6921, loss_aux: 1.8694, top1_acc: 0.2379, top5_acc: 0.4852, loss_cls: 3.6043, loss: 5.4737, grad_norm: 1.7672 2021-07-18 23:35:45,511 - mmaction - INFO - Epoch [16][960/1879] lr: 1.948e-01, eta: 1 day, 22:01:01, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.8561, top1_acc: 0.2293, top5_acc: 0.4895, loss_cls: 3.5480, loss: 5.4041, grad_norm: 1.7515 2021-07-18 23:35:57,561 - mmaction - INFO - Epoch [16][980/1879] lr: 1.948e-01, eta: 1 day, 22:00:38, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.8508, top1_acc: 0.2414, top5_acc: 0.4883, loss_cls: 3.5715, loss: 5.4223, grad_norm: 1.7276 2021-07-18 23:36:11,542 - mmaction - INFO - Epoch [16][1000/1879] lr: 1.948e-01, eta: 1 day, 22:00:33, time: 0.703, data_time: 0.006, memory: 6921, loss_aux: 1.8890, top1_acc: 0.2328, top5_acc: 0.4711, loss_cls: 3.6242, loss: 5.5132, grad_norm: 1.6956 2021-07-18 23:36:23,103 - mmaction - INFO - Epoch [16][1020/1879] lr: 1.947e-01, eta: 1 day, 22:00:07, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.8777, top1_acc: 0.2406, top5_acc: 0.4711, loss_cls: 3.5853, loss: 5.4630, grad_norm: 1.7626 2021-07-18 23:36:34,912 - mmaction - INFO - Epoch [16][1040/1879] lr: 1.947e-01, eta: 1 day, 21:59:42, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.9211, top1_acc: 0.2074, top5_acc: 0.4566, loss_cls: 3.7145, loss: 5.6356, grad_norm: 1.7444 2021-07-18 23:36:49,440 - mmaction - INFO - Epoch [16][1060/1879] lr: 1.947e-01, eta: 1 day, 21:59:36, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.8973, top1_acc: 0.2336, top5_acc: 0.4836, loss_cls: 3.6393, loss: 5.5365, grad_norm: 1.7538 2021-07-18 23:37:01,935 - mmaction - INFO - Epoch [16][1080/1879] lr: 1.947e-01, eta: 1 day, 21:59:23, time: 0.654, data_time: 0.036, memory: 6921, loss_aux: 1.9216, top1_acc: 0.2270, top5_acc: 0.4652, loss_cls: 3.6951, loss: 5.6167, grad_norm: 1.7427 2021-07-18 23:37:13,423 - mmaction - INFO - Epoch [16][1100/1879] lr: 1.947e-01, eta: 1 day, 21:58:56, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.9272, top1_acc: 0.2352, top5_acc: 0.4512, loss_cls: 3.6799, loss: 5.6070, grad_norm: 1.7463 2021-07-18 23:37:25,645 - mmaction - INFO - Epoch [16][1120/1879] lr: 1.947e-01, eta: 1 day, 21:58:35, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.8961, top1_acc: 0.2309, top5_acc: 0.4797, loss_cls: 3.6341, loss: 5.5302, grad_norm: 1.7367 2021-07-18 23:37:36,775 - mmaction - INFO - Epoch [16][1140/1879] lr: 1.947e-01, eta: 1 day, 21:58:05, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.9069, top1_acc: 0.2301, top5_acc: 0.4590, loss_cls: 3.6943, loss: 5.6012, grad_norm: 1.7148 2021-07-18 23:37:49,222 - mmaction - INFO - Epoch [16][1160/1879] lr: 1.947e-01, eta: 1 day, 21:57:46, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.8631, top1_acc: 0.2457, top5_acc: 0.4828, loss_cls: 3.5864, loss: 5.4495, grad_norm: 1.7258 2021-07-18 23:38:00,757 - mmaction - INFO - Epoch [16][1180/1879] lr: 1.947e-01, eta: 1 day, 21:57:19, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.9258, top1_acc: 0.2320, top5_acc: 0.4508, loss_cls: 3.7027, loss: 5.6285, grad_norm: 1.7306 2021-07-18 23:38:12,732 - mmaction - INFO - Epoch [16][1200/1879] lr: 1.947e-01, eta: 1 day, 21:56:56, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.9097, top1_acc: 0.2344, top5_acc: 0.4621, loss_cls: 3.6592, loss: 5.5690, grad_norm: 1.6833 2021-07-18 23:38:26,539 - mmaction - INFO - Epoch [16][1220/1879] lr: 1.947e-01, eta: 1 day, 21:56:49, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.8450, top1_acc: 0.2617, top5_acc: 0.5016, loss_cls: 3.4912, loss: 5.3362, grad_norm: 1.7463 2021-07-18 23:38:43,393 - mmaction - INFO - Epoch [16][1240/1879] lr: 1.947e-01, eta: 1 day, 21:57:08, time: 0.842, data_time: 0.005, memory: 6921, loss_aux: 1.8663, top1_acc: 0.2359, top5_acc: 0.4723, loss_cls: 3.6098, loss: 5.4760, grad_norm: 1.7342 2021-07-18 23:38:57,543 - mmaction - INFO - Epoch [16][1260/1879] lr: 1.947e-01, eta: 1 day, 21:57:04, time: 0.710, data_time: 0.005, memory: 6921, loss_aux: 1.8700, top1_acc: 0.2367, top5_acc: 0.4750, loss_cls: 3.6006, loss: 5.4705, grad_norm: 1.7254 2021-07-18 23:39:08,965 - mmaction - INFO - Epoch [16][1280/1879] lr: 1.947e-01, eta: 1 day, 21:56:37, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.8873, top1_acc: 0.2496, top5_acc: 0.4766, loss_cls: 3.6188, loss: 5.5061, grad_norm: 1.7082 2021-07-18 23:39:40,866 - mmaction - INFO - Epoch [16][1300/1879] lr: 1.946e-01, eta: 1 day, 21:59:04, time: 1.589, data_time: 0.002, memory: 6921, loss_aux: 1.8790, top1_acc: 0.2484, top5_acc: 0.4824, loss_cls: 3.5921, loss: 5.4711, grad_norm: 1.7294 2021-07-18 23:39:52,532 - mmaction - INFO - Epoch [16][1320/1879] lr: 1.946e-01, eta: 1 day, 21:58:39, time: 0.589, data_time: 0.014, memory: 6921, loss_aux: 1.8886, top1_acc: 0.2406, top5_acc: 0.4711, loss_cls: 3.6029, loss: 5.4915, grad_norm: 1.7154 2021-07-18 23:40:04,691 - mmaction - INFO - Epoch [16][1340/1879] lr: 1.946e-01, eta: 1 day, 21:58:18, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.8944, top1_acc: 0.2391, top5_acc: 0.4793, loss_cls: 3.6068, loss: 5.5012, grad_norm: 1.7350 2021-07-18 23:40:17,413 - mmaction - INFO - Epoch [16][1360/1879] lr: 1.946e-01, eta: 1 day, 21:57:56, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.8861, top1_acc: 0.2320, top5_acc: 0.4750, loss_cls: 3.6388, loss: 5.5249, grad_norm: 1.7801 2021-07-18 23:40:29,399 - mmaction - INFO - Epoch [16][1380/1879] lr: 1.946e-01, eta: 1 day, 21:57:38, time: 0.627, data_time: 0.031, memory: 6921, loss_aux: 1.8708, top1_acc: 0.2469, top5_acc: 0.4867, loss_cls: 3.6049, loss: 5.4757, grad_norm: 1.7226 2021-07-18 23:40:41,102 - mmaction - INFO - Epoch [16][1400/1879] lr: 1.946e-01, eta: 1 day, 21:57:13, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.9008, top1_acc: 0.2328, top5_acc: 0.4676, loss_cls: 3.6666, loss: 5.5674, grad_norm: 1.7501 2021-07-18 23:40:52,561 - mmaction - INFO - Epoch [16][1420/1879] lr: 1.946e-01, eta: 1 day, 21:56:46, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.8991, top1_acc: 0.2359, top5_acc: 0.4719, loss_cls: 3.6270, loss: 5.5260, grad_norm: 1.7115 2021-07-18 23:41:06,133 - mmaction - INFO - Epoch [16][1440/1879] lr: 1.946e-01, eta: 1 day, 21:56:36, time: 0.674, data_time: 0.001, memory: 6921, loss_aux: 1.8766, top1_acc: 0.2359, top5_acc: 0.4711, loss_cls: 3.6253, loss: 5.5019, grad_norm: 1.7082 2021-07-18 23:41:19,105 - mmaction - INFO - Epoch [16][1460/1879] lr: 1.946e-01, eta: 1 day, 21:56:22, time: 0.652, data_time: 0.006, memory: 6921, loss_aux: 1.8846, top1_acc: 0.2449, top5_acc: 0.4832, loss_cls: 3.5845, loss: 5.4691, grad_norm: 1.7803 2021-07-18 23:41:32,160 - mmaction - INFO - Epoch [16][1480/1879] lr: 1.946e-01, eta: 1 day, 21:56:09, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.8607, top1_acc: 0.2348, top5_acc: 0.4887, loss_cls: 3.5803, loss: 5.4410, grad_norm: 1.7417 2021-07-18 23:41:43,691 - mmaction - INFO - Epoch [16][1500/1879] lr: 1.946e-01, eta: 1 day, 21:55:41, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.9054, top1_acc: 0.2227, top5_acc: 0.4652, loss_cls: 3.6756, loss: 5.5810, grad_norm: 1.7494 2021-07-18 23:41:55,039 - mmaction - INFO - Epoch [16][1520/1879] lr: 1.946e-01, eta: 1 day, 21:55:14, time: 0.571, data_time: 0.012, memory: 6921, loss_aux: 1.8421, top1_acc: 0.2492, top5_acc: 0.4977, loss_cls: 3.5387, loss: 5.3808, grad_norm: 1.7400 2021-07-18 23:42:07,174 - mmaction - INFO - Epoch [16][1540/1879] lr: 1.946e-01, eta: 1 day, 21:54:53, time: 0.609, data_time: 0.005, memory: 6921, loss_aux: 1.8664, top1_acc: 0.2406, top5_acc: 0.4957, loss_cls: 3.5818, loss: 5.4482, grad_norm: 1.7687 2021-07-18 23:42:19,948 - mmaction - INFO - Epoch [16][1560/1879] lr: 1.946e-01, eta: 1 day, 21:54:37, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 1.8836, top1_acc: 0.2367, top5_acc: 0.4770, loss_cls: 3.6357, loss: 5.5193, grad_norm: 1.7710 2021-07-18 23:42:32,051 - mmaction - INFO - Epoch [16][1580/1879] lr: 1.945e-01, eta: 1 day, 21:54:15, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.8769, top1_acc: 0.2359, top5_acc: 0.4875, loss_cls: 3.5947, loss: 5.4716, grad_norm: 1.7518 2021-07-18 23:42:43,683 - mmaction - INFO - Epoch [16][1600/1879] lr: 1.945e-01, eta: 1 day, 21:53:49, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.9002, top1_acc: 0.2242, top5_acc: 0.4543, loss_cls: 3.6735, loss: 5.5737, grad_norm: 1.7372 2021-07-18 23:42:57,594 - mmaction - INFO - Epoch [16][1620/1879] lr: 1.945e-01, eta: 1 day, 21:53:43, time: 0.695, data_time: 0.003, memory: 6921, loss_aux: 1.8931, top1_acc: 0.2371, top5_acc: 0.4691, loss_cls: 3.6163, loss: 5.5094, grad_norm: 1.7488 2021-07-18 23:43:09,203 - mmaction - INFO - Epoch [16][1640/1879] lr: 1.945e-01, eta: 1 day, 21:53:17, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.8813, top1_acc: 0.2363, top5_acc: 0.4758, loss_cls: 3.6319, loss: 5.5131, grad_norm: 1.7026 2021-07-18 23:43:21,764 - mmaction - INFO - Epoch [16][1660/1879] lr: 1.945e-01, eta: 1 day, 21:53:00, time: 0.629, data_time: 0.008, memory: 6921, loss_aux: 1.8544, top1_acc: 0.2430, top5_acc: 0.4934, loss_cls: 3.5632, loss: 5.4176, grad_norm: 1.7469 2021-07-18 23:43:32,850 - mmaction - INFO - Epoch [16][1680/1879] lr: 1.945e-01, eta: 1 day, 21:52:29, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.8793, top1_acc: 0.2359, top5_acc: 0.4805, loss_cls: 3.6111, loss: 5.4905, grad_norm: 1.7817 2021-07-18 23:43:44,614 - mmaction - INFO - Epoch [16][1700/1879] lr: 1.945e-01, eta: 1 day, 21:52:05, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.8797, top1_acc: 0.2367, top5_acc: 0.4723, loss_cls: 3.6076, loss: 5.4873, grad_norm: 1.7893 2021-07-18 23:43:57,500 - mmaction - INFO - Epoch [16][1720/1879] lr: 1.945e-01, eta: 1 day, 21:51:50, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.9070, top1_acc: 0.2219, top5_acc: 0.4668, loss_cls: 3.6713, loss: 5.5783, grad_norm: 1.7308 2021-07-18 23:44:09,331 - mmaction - INFO - Epoch [16][1740/1879] lr: 1.945e-01, eta: 1 day, 21:51:26, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.8503, top1_acc: 0.2445, top5_acc: 0.4926, loss_cls: 3.5268, loss: 5.3771, grad_norm: 1.7520 2021-07-18 23:44:20,708 - mmaction - INFO - Epoch [16][1760/1879] lr: 1.945e-01, eta: 1 day, 21:50:59, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.8791, top1_acc: 0.2414, top5_acc: 0.4766, loss_cls: 3.6027, loss: 5.4817, grad_norm: 1.7438 2021-07-18 23:44:37,268 - mmaction - INFO - Epoch [16][1780/1879] lr: 1.945e-01, eta: 1 day, 21:51:14, time: 0.826, data_time: 0.003, memory: 6921, loss_aux: 1.8884, top1_acc: 0.2441, top5_acc: 0.4805, loss_cls: 3.6299, loss: 5.5183, grad_norm: 1.7310 2021-07-18 23:44:48,543 - mmaction - INFO - Epoch [16][1800/1879] lr: 1.945e-01, eta: 1 day, 21:50:46, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.9026, top1_acc: 0.2320, top5_acc: 0.4746, loss_cls: 3.6503, loss: 5.5529, grad_norm: 1.7020 2021-07-18 23:45:02,824 - mmaction - INFO - Epoch [16][1820/1879] lr: 1.945e-01, eta: 1 day, 21:50:43, time: 0.715, data_time: 0.002, memory: 6921, loss_aux: 1.9369, top1_acc: 0.2277, top5_acc: 0.4559, loss_cls: 3.7175, loss: 5.6544, grad_norm: 1.7546 2021-07-18 23:45:13,965 - mmaction - INFO - Epoch [16][1840/1879] lr: 1.945e-01, eta: 1 day, 21:50:13, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.8642, top1_acc: 0.2500, top5_acc: 0.4797, loss_cls: 3.5948, loss: 5.4590, grad_norm: 1.7247 2021-07-18 23:45:30,806 - mmaction - INFO - Epoch [16][1860/1879] lr: 1.944e-01, eta: 1 day, 21:50:30, time: 0.835, data_time: 0.008, memory: 6921, loss_aux: 1.8807, top1_acc: 0.2316, top5_acc: 0.4848, loss_cls: 3.6168, loss: 5.4975, grad_norm: 1.7472 2021-07-18 23:45:43,354 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-07-18 23:46:05,158 - mmaction - INFO - Epoch [17][20/1879] lr: 1.944e-01, eta: 1 day, 21:49:11, time: 0.961, data_time: 0.304, memory: 6921, loss_aux: 1.9043, top1_acc: 0.2465, top5_acc: 0.4777, loss_cls: 3.6385, loss: 5.5428, grad_norm: 1.8133 2021-07-18 23:46:16,471 - mmaction - INFO - Epoch [17][40/1879] lr: 1.944e-01, eta: 1 day, 21:48:43, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8678, top1_acc: 0.2379, top5_acc: 0.4707, loss_cls: 3.5886, loss: 5.4564, grad_norm: 1.7168 2021-07-18 23:46:28,718 - mmaction - INFO - Epoch [17][60/1879] lr: 1.944e-01, eta: 1 day, 21:48:23, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.9225, top1_acc: 0.2367, top5_acc: 0.4680, loss_cls: 3.6852, loss: 5.6077, grad_norm: 1.6971 2021-07-18 23:46:45,738 - mmaction - INFO - Epoch [17][80/1879] lr: 1.944e-01, eta: 1 day, 21:48:42, time: 0.847, data_time: 0.003, memory: 6921, loss_aux: 1.8944, top1_acc: 0.2340, top5_acc: 0.4664, loss_cls: 3.6454, loss: 5.5398, grad_norm: 1.7283 2021-07-18 23:46:57,785 - mmaction - INFO - Epoch [17][100/1879] lr: 1.944e-01, eta: 1 day, 21:48:21, time: 0.607, data_time: 0.007, memory: 6921, loss_aux: 1.8592, top1_acc: 0.2590, top5_acc: 0.4895, loss_cls: 3.5387, loss: 5.3979, grad_norm: 1.7671 2021-07-18 23:47:09,101 - mmaction - INFO - Epoch [17][120/1879] lr: 1.944e-01, eta: 1 day, 21:47:53, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.8672, top1_acc: 0.2496, top5_acc: 0.4879, loss_cls: 3.5632, loss: 5.4304, grad_norm: 1.7764 2021-07-18 23:47:21,723 - mmaction - INFO - Epoch [17][140/1879] lr: 1.944e-01, eta: 1 day, 21:47:36, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.8663, top1_acc: 0.2305, top5_acc: 0.4777, loss_cls: 3.6123, loss: 5.4787, grad_norm: 1.7463 2021-07-18 23:47:33,057 - mmaction - INFO - Epoch [17][160/1879] lr: 1.944e-01, eta: 1 day, 21:47:08, time: 0.566, data_time: 0.006, memory: 6921, loss_aux: 1.8639, top1_acc: 0.2410, top5_acc: 0.4754, loss_cls: 3.5882, loss: 5.4521, grad_norm: 1.7344 2021-07-18 23:47:51,874 - mmaction - INFO - Epoch [17][180/1879] lr: 1.944e-01, eta: 1 day, 21:47:42, time: 0.941, data_time: 0.004, memory: 6921, loss_aux: 1.8524, top1_acc: 0.2559, top5_acc: 0.4836, loss_cls: 3.5411, loss: 5.3935, grad_norm: 1.7729 2021-07-18 23:48:05,711 - mmaction - INFO - Epoch [17][200/1879] lr: 1.944e-01, eta: 1 day, 21:47:35, time: 0.692, data_time: 0.002, memory: 6921, loss_aux: 1.8706, top1_acc: 0.2367, top5_acc: 0.4922, loss_cls: 3.5878, loss: 5.4584, grad_norm: 1.7819 2021-07-18 23:48:17,510 - mmaction - INFO - Epoch [17][220/1879] lr: 1.944e-01, eta: 1 day, 21:47:11, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.8706, top1_acc: 0.2461, top5_acc: 0.4785, loss_cls: 3.5871, loss: 5.4576, grad_norm: 1.7606 2021-07-18 23:48:29,966 - mmaction - INFO - Epoch [17][240/1879] lr: 1.943e-01, eta: 1 day, 21:46:53, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.8558, top1_acc: 0.2441, top5_acc: 0.4879, loss_cls: 3.5851, loss: 5.4410, grad_norm: 1.7858 2021-07-18 23:48:41,503 - mmaction - INFO - Epoch [17][260/1879] lr: 1.943e-01, eta: 1 day, 21:46:27, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.9002, top1_acc: 0.2289, top5_acc: 0.4813, loss_cls: 3.6763, loss: 5.5765, grad_norm: 1.7951 2021-07-18 23:48:53,806 - mmaction - INFO - Epoch [17][280/1879] lr: 1.943e-01, eta: 1 day, 21:46:07, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.8844, top1_acc: 0.2477, top5_acc: 0.4789, loss_cls: 3.6007, loss: 5.4850, grad_norm: 1.7454 2021-07-18 23:49:05,181 - mmaction - INFO - Epoch [17][300/1879] lr: 1.943e-01, eta: 1 day, 21:45:39, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.8539, top1_acc: 0.2410, top5_acc: 0.4836, loss_cls: 3.5831, loss: 5.4369, grad_norm: 1.7360 2021-07-18 23:49:17,780 - mmaction - INFO - Epoch [17][320/1879] lr: 1.943e-01, eta: 1 day, 21:45:22, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.8812, top1_acc: 0.2348, top5_acc: 0.4699, loss_cls: 3.6204, loss: 5.5015, grad_norm: 1.7589 2021-07-18 23:49:29,953 - mmaction - INFO - Epoch [17][340/1879] lr: 1.943e-01, eta: 1 day, 21:45:01, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.9023, top1_acc: 0.2441, top5_acc: 0.4676, loss_cls: 3.6464, loss: 5.5487, grad_norm: 1.7259 2021-07-18 23:49:41,139 - mmaction - INFO - Epoch [17][360/1879] lr: 1.943e-01, eta: 1 day, 21:44:33, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 1.8575, top1_acc: 0.2352, top5_acc: 0.4824, loss_cls: 3.5563, loss: 5.4139, grad_norm: 1.7631 2021-07-18 23:49:52,820 - mmaction - INFO - Epoch [17][380/1879] lr: 1.943e-01, eta: 1 day, 21:44:08, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.8608, top1_acc: 0.2441, top5_acc: 0.4832, loss_cls: 3.5726, loss: 5.4334, grad_norm: 1.7632 2021-07-18 23:50:10,335 - mmaction - INFO - Epoch [17][400/1879] lr: 1.943e-01, eta: 1 day, 21:44:31, time: 0.876, data_time: 0.003, memory: 6921, loss_aux: 1.8906, top1_acc: 0.2270, top5_acc: 0.4766, loss_cls: 3.6374, loss: 5.5280, grad_norm: 1.7479 2021-07-18 23:50:22,032 - mmaction - INFO - Epoch [17][420/1879] lr: 1.943e-01, eta: 1 day, 21:44:06, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.8098, top1_acc: 0.2652, top5_acc: 0.5086, loss_cls: 3.4502, loss: 5.2601, grad_norm: 1.7908 2021-07-18 23:50:43,564 - mmaction - INFO - Epoch [17][440/1879] lr: 1.943e-01, eta: 1 day, 21:45:02, time: 1.072, data_time: 0.010, memory: 6921, loss_aux: 1.8535, top1_acc: 0.2441, top5_acc: 0.4859, loss_cls: 3.5495, loss: 5.4030, grad_norm: 1.7549 2021-07-18 23:50:55,244 - mmaction - INFO - Epoch [17][460/1879] lr: 1.943e-01, eta: 1 day, 21:44:38, time: 0.589, data_time: 0.013, memory: 6921, loss_aux: 1.8594, top1_acc: 0.2496, top5_acc: 0.4852, loss_cls: 3.5699, loss: 5.4293, grad_norm: 1.7409 2021-07-18 23:51:06,508 - mmaction - INFO - Epoch [17][480/1879] lr: 1.943e-01, eta: 1 day, 21:44:10, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.8598, top1_acc: 0.2391, top5_acc: 0.4891, loss_cls: 3.5834, loss: 5.4431, grad_norm: 1.7603 2021-07-18 23:51:17,675 - mmaction - INFO - Epoch [17][500/1879] lr: 1.943e-01, eta: 1 day, 21:43:41, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.8983, top1_acc: 0.2336, top5_acc: 0.4684, loss_cls: 3.6421, loss: 5.5403, grad_norm: 1.7477 2021-07-18 23:51:33,869 - mmaction - INFO - Epoch [17][520/1879] lr: 1.942e-01, eta: 1 day, 21:43:53, time: 0.809, data_time: 0.003, memory: 6921, loss_aux: 1.9185, top1_acc: 0.2207, top5_acc: 0.4609, loss_cls: 3.6825, loss: 5.6009, grad_norm: 1.7718 2021-07-18 23:51:46,431 - mmaction - INFO - Epoch [17][540/1879] lr: 1.942e-01, eta: 1 day, 21:43:35, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.8814, top1_acc: 0.2367, top5_acc: 0.4625, loss_cls: 3.6356, loss: 5.5170, grad_norm: 1.7443 2021-07-18 23:51:57,741 - mmaction - INFO - Epoch [17][560/1879] lr: 1.942e-01, eta: 1 day, 21:43:07, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.8775, top1_acc: 0.2316, top5_acc: 0.4719, loss_cls: 3.6232, loss: 5.5007, grad_norm: 1.7462 2021-07-18 23:52:09,343 - mmaction - INFO - Epoch [17][580/1879] lr: 1.942e-01, eta: 1 day, 21:42:42, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.8682, top1_acc: 0.2266, top5_acc: 0.4867, loss_cls: 3.6030, loss: 5.4712, grad_norm: 1.7339 2021-07-18 23:52:22,262 - mmaction - INFO - Epoch [17][600/1879] lr: 1.942e-01, eta: 1 day, 21:42:28, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.8770, top1_acc: 0.2367, top5_acc: 0.4891, loss_cls: 3.5991, loss: 5.4761, grad_norm: 1.7458 2021-07-18 23:52:34,382 - mmaction - INFO - Epoch [17][620/1879] lr: 1.942e-01, eta: 1 day, 21:42:07, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.9209, top1_acc: 0.2168, top5_acc: 0.4535, loss_cls: 3.7026, loss: 5.6235, grad_norm: 1.7529 2021-07-18 23:52:45,346 - mmaction - INFO - Epoch [17][640/1879] lr: 1.942e-01, eta: 1 day, 21:41:36, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.8753, top1_acc: 0.2441, top5_acc: 0.4777, loss_cls: 3.6165, loss: 5.4918, grad_norm: 1.7654 2021-07-18 23:52:56,684 - mmaction - INFO - Epoch [17][660/1879] lr: 1.942e-01, eta: 1 day, 21:41:08, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.8794, top1_acc: 0.2449, top5_acc: 0.4781, loss_cls: 3.6214, loss: 5.5008, grad_norm: 1.7428 2021-07-18 23:53:07,823 - mmaction - INFO - Epoch [17][680/1879] lr: 1.942e-01, eta: 1 day, 21:40:39, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.8909, top1_acc: 0.2238, top5_acc: 0.4719, loss_cls: 3.6358, loss: 5.5267, grad_norm: 1.7527 2021-07-18 23:53:19,228 - mmaction - INFO - Epoch [17][700/1879] lr: 1.942e-01, eta: 1 day, 21:40:12, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8490, top1_acc: 0.2551, top5_acc: 0.4777, loss_cls: 3.5562, loss: 5.4052, grad_norm: 1.7248 2021-07-18 23:53:30,803 - mmaction - INFO - Epoch [17][720/1879] lr: 1.942e-01, eta: 1 day, 21:39:45, time: 0.571, data_time: 0.007, memory: 6921, loss_aux: 1.8979, top1_acc: 0.2402, top5_acc: 0.4688, loss_cls: 3.6226, loss: 5.5205, grad_norm: 1.7715 2021-07-18 23:53:42,139 - mmaction - INFO - Epoch [17][740/1879] lr: 1.942e-01, eta: 1 day, 21:39:19, time: 0.578, data_time: 0.015, memory: 6921, loss_aux: 1.8170, top1_acc: 0.2574, top5_acc: 0.5070, loss_cls: 3.4873, loss: 5.3044, grad_norm: 1.7887 2021-07-18 23:53:53,238 - mmaction - INFO - Epoch [17][760/1879] lr: 1.942e-01, eta: 1 day, 21:38:50, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.8688, top1_acc: 0.2469, top5_acc: 0.4777, loss_cls: 3.5935, loss: 5.4623, grad_norm: 1.7542 2021-07-18 23:54:04,369 - mmaction - INFO - Epoch [17][780/1879] lr: 1.941e-01, eta: 1 day, 21:38:21, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.8771, top1_acc: 0.2520, top5_acc: 0.4863, loss_cls: 3.6032, loss: 5.4803, grad_norm: 1.7769 2021-07-18 23:54:29,075 - mmaction - INFO - Epoch [17][800/1879] lr: 1.941e-01, eta: 1 day, 21:39:42, time: 1.233, data_time: 0.003, memory: 6921, loss_aux: 1.8901, top1_acc: 0.2391, top5_acc: 0.4805, loss_cls: 3.6288, loss: 5.5189, grad_norm: 1.7432 2021-07-18 23:54:42,884 - mmaction - INFO - Epoch [17][820/1879] lr: 1.941e-01, eta: 1 day, 21:39:35, time: 0.692, data_time: 0.005, memory: 6921, loss_aux: 1.8869, top1_acc: 0.2449, top5_acc: 0.4688, loss_cls: 3.6191, loss: 5.5060, grad_norm: 1.7652 2021-07-18 23:54:54,927 - mmaction - INFO - Epoch [17][840/1879] lr: 1.941e-01, eta: 1 day, 21:39:14, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.8584, top1_acc: 0.2398, top5_acc: 0.4867, loss_cls: 3.5849, loss: 5.4434, grad_norm: 1.7499 2021-07-18 23:55:06,158 - mmaction - INFO - Epoch [17][860/1879] lr: 1.941e-01, eta: 1 day, 21:38:45, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 1.8559, top1_acc: 0.2418, top5_acc: 0.4863, loss_cls: 3.5737, loss: 5.4296, grad_norm: 1.7610 2021-07-18 23:55:17,451 - mmaction - INFO - Epoch [17][880/1879] lr: 1.941e-01, eta: 1 day, 21:38:17, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.9102, top1_acc: 0.2441, top5_acc: 0.4660, loss_cls: 3.6701, loss: 5.5802, grad_norm: 1.7301 2021-07-18 23:55:28,760 - mmaction - INFO - Epoch [17][900/1879] lr: 1.941e-01, eta: 1 day, 21:37:50, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.9026, top1_acc: 0.2367, top5_acc: 0.4711, loss_cls: 3.6308, loss: 5.5335, grad_norm: 1.7285 2021-07-18 23:55:40,111 - mmaction - INFO - Epoch [17][920/1879] lr: 1.941e-01, eta: 1 day, 21:37:23, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8832, top1_acc: 0.2359, top5_acc: 0.4746, loss_cls: 3.6074, loss: 5.4906, grad_norm: 1.7597 2021-07-18 23:55:52,420 - mmaction - INFO - Epoch [17][940/1879] lr: 1.941e-01, eta: 1 day, 21:37:03, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.8783, top1_acc: 0.2367, top5_acc: 0.4688, loss_cls: 3.5961, loss: 5.4744, grad_norm: 1.7495 2021-07-18 23:56:05,045 - mmaction - INFO - Epoch [17][960/1879] lr: 1.941e-01, eta: 1 day, 21:36:44, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.8511, top1_acc: 0.2355, top5_acc: 0.4957, loss_cls: 3.5719, loss: 5.4230, grad_norm: 1.7459 2021-07-18 23:56:16,903 - mmaction - INFO - Epoch [17][980/1879] lr: 1.941e-01, eta: 1 day, 21:36:23, time: 0.605, data_time: 0.014, memory: 6921, loss_aux: 1.8560, top1_acc: 0.2477, top5_acc: 0.4816, loss_cls: 3.5654, loss: 5.4214, grad_norm: 1.7714 2021-07-18 23:56:28,587 - mmaction - INFO - Epoch [17][1000/1879] lr: 1.941e-01, eta: 1 day, 21:35:59, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.8747, top1_acc: 0.2395, top5_acc: 0.4832, loss_cls: 3.5966, loss: 5.4713, grad_norm: 1.7703 2021-07-18 23:56:39,842 - mmaction - INFO - Epoch [17][1020/1879] lr: 1.941e-01, eta: 1 day, 21:35:31, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.8527, top1_acc: 0.2367, top5_acc: 0.4965, loss_cls: 3.5591, loss: 5.4118, grad_norm: 1.7663 2021-07-18 23:56:52,072 - mmaction - INFO - Epoch [17][1040/1879] lr: 1.941e-01, eta: 1 day, 21:35:11, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.8966, top1_acc: 0.2328, top5_acc: 0.4648, loss_cls: 3.6278, loss: 5.5244, grad_norm: 1.7603 2021-07-18 23:57:05,974 - mmaction - INFO - Epoch [17][1060/1879] lr: 1.940e-01, eta: 1 day, 21:35:04, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.8868, top1_acc: 0.2453, top5_acc: 0.4848, loss_cls: 3.6035, loss: 5.4904, grad_norm: 1.7716 2021-07-18 23:57:17,493 - mmaction - INFO - Epoch [17][1080/1879] lr: 1.940e-01, eta: 1 day, 21:34:38, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.8966, top1_acc: 0.2379, top5_acc: 0.4789, loss_cls: 3.6270, loss: 5.5236, grad_norm: 1.7409 2021-07-18 23:57:29,168 - mmaction - INFO - Epoch [17][1100/1879] lr: 1.940e-01, eta: 1 day, 21:34:14, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.8389, top1_acc: 0.2594, top5_acc: 0.4883, loss_cls: 3.5284, loss: 5.3673, grad_norm: 1.6986 2021-07-18 23:57:42,101 - mmaction - INFO - Epoch [17][1120/1879] lr: 1.940e-01, eta: 1 day, 21:34:00, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.8581, top1_acc: 0.2555, top5_acc: 0.4816, loss_cls: 3.5651, loss: 5.4232, grad_norm: 1.7496 2021-07-18 23:57:53,539 - mmaction - INFO - Epoch [17][1140/1879] lr: 1.940e-01, eta: 1 day, 21:33:33, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.8843, top1_acc: 0.2285, top5_acc: 0.4766, loss_cls: 3.6158, loss: 5.5002, grad_norm: 1.7804 2021-07-18 23:58:04,754 - mmaction - INFO - Epoch [17][1160/1879] lr: 1.940e-01, eta: 1 day, 21:33:05, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.9109, top1_acc: 0.2309, top5_acc: 0.4703, loss_cls: 3.6857, loss: 5.5966, grad_norm: 1.7468 2021-07-18 23:58:15,883 - mmaction - INFO - Epoch [17][1180/1879] lr: 1.940e-01, eta: 1 day, 21:32:36, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.8495, top1_acc: 0.2547, top5_acc: 0.5070, loss_cls: 3.5221, loss: 5.3717, grad_norm: 1.7433 2021-07-18 23:58:26,982 - mmaction - INFO - Epoch [17][1200/1879] lr: 1.940e-01, eta: 1 day, 21:32:07, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.8503, top1_acc: 0.2367, top5_acc: 0.4832, loss_cls: 3.5691, loss: 5.4194, grad_norm: 1.7351 2021-07-18 23:58:39,279 - mmaction - INFO - Epoch [17][1220/1879] lr: 1.940e-01, eta: 1 day, 21:31:48, time: 0.616, data_time: 0.006, memory: 6921, loss_aux: 1.8871, top1_acc: 0.2414, top5_acc: 0.4703, loss_cls: 3.6366, loss: 5.5236, grad_norm: 1.7577 2021-07-18 23:58:58,069 - mmaction - INFO - Epoch [17][1240/1879] lr: 1.940e-01, eta: 1 day, 21:32:20, time: 0.936, data_time: 0.002, memory: 6921, loss_aux: 1.8551, top1_acc: 0.2383, top5_acc: 0.4844, loss_cls: 3.5791, loss: 5.4342, grad_norm: 1.7374 2021-07-18 23:59:11,013 - mmaction - INFO - Epoch [17][1260/1879] lr: 1.940e-01, eta: 1 day, 21:32:06, time: 0.648, data_time: 0.007, memory: 6921, loss_aux: 1.8591, top1_acc: 0.2375, top5_acc: 0.4801, loss_cls: 3.5860, loss: 5.4451, grad_norm: 1.7773 2021-07-18 23:59:32,800 - mmaction - INFO - Epoch [17][1280/1879] lr: 1.940e-01, eta: 1 day, 21:33:02, time: 1.088, data_time: 0.005, memory: 6921, loss_aux: 1.8668, top1_acc: 0.2402, top5_acc: 0.4738, loss_cls: 3.5846, loss: 5.4514, grad_norm: 1.7237 2021-07-18 23:59:44,515 - mmaction - INFO - Epoch [17][1300/1879] lr: 1.940e-01, eta: 1 day, 21:32:39, time: 0.589, data_time: 0.016, memory: 6921, loss_aux: 1.8996, top1_acc: 0.2465, top5_acc: 0.4781, loss_cls: 3.6213, loss: 5.5209, grad_norm: 1.7822 2021-07-18 23:59:56,493 - mmaction - INFO - Epoch [17][1320/1879] lr: 1.939e-01, eta: 1 day, 21:32:16, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.8753, top1_acc: 0.2422, top5_acc: 0.4754, loss_cls: 3.6344, loss: 5.5097, grad_norm: 1.7699 2021-07-19 00:00:14,827 - mmaction - INFO - Epoch [17][1340/1879] lr: 1.939e-01, eta: 1 day, 21:32:45, time: 0.917, data_time: 0.008, memory: 6921, loss_aux: 1.8992, top1_acc: 0.2348, top5_acc: 0.4594, loss_cls: 3.6454, loss: 5.5446, grad_norm: 1.7191 2021-07-19 00:00:27,102 - mmaction - INFO - Epoch [17][1360/1879] lr: 1.939e-01, eta: 1 day, 21:32:26, time: 0.618, data_time: 0.013, memory: 6921, loss_aux: 1.8499, top1_acc: 0.2430, top5_acc: 0.4813, loss_cls: 3.5503, loss: 5.4002, grad_norm: 1.7634 2021-07-19 00:00:41,282 - mmaction - INFO - Epoch [17][1380/1879] lr: 1.939e-01, eta: 1 day, 21:32:19, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.8465, top1_acc: 0.2371, top5_acc: 0.4828, loss_cls: 3.5853, loss: 5.4317, grad_norm: 1.7620 2021-07-19 00:00:55,195 - mmaction - INFO - Epoch [17][1400/1879] lr: 1.939e-01, eta: 1 day, 21:32:15, time: 0.713, data_time: 0.024, memory: 6921, loss_aux: 1.8965, top1_acc: 0.2414, top5_acc: 0.4785, loss_cls: 3.6429, loss: 5.5394, grad_norm: 1.7264 2021-07-19 00:01:10,432 - mmaction - INFO - Epoch [17][1420/1879] lr: 1.939e-01, eta: 1 day, 21:32:19, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.9015, top1_acc: 0.2430, top5_acc: 0.4656, loss_cls: 3.6872, loss: 5.5888, grad_norm: 1.7456 2021-07-19 00:01:22,087 - mmaction - INFO - Epoch [17][1440/1879] lr: 1.939e-01, eta: 1 day, 21:31:54, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.8844, top1_acc: 0.2340, top5_acc: 0.4770, loss_cls: 3.6400, loss: 5.5244, grad_norm: 1.7325 2021-07-19 00:01:36,856 - mmaction - INFO - Epoch [17][1460/1879] lr: 1.939e-01, eta: 1 day, 21:31:54, time: 0.735, data_time: 0.005, memory: 6921, loss_aux: 1.8596, top1_acc: 0.2383, top5_acc: 0.4863, loss_cls: 3.5659, loss: 5.4255, grad_norm: 1.7242 2021-07-19 00:01:47,917 - mmaction - INFO - Epoch [17][1480/1879] lr: 1.939e-01, eta: 1 day, 21:31:25, time: 0.556, data_time: 0.006, memory: 6921, loss_aux: 1.8669, top1_acc: 0.2461, top5_acc: 0.4797, loss_cls: 3.5628, loss: 5.4296, grad_norm: 1.7249 2021-07-19 00:02:01,040 - mmaction - INFO - Epoch [17][1500/1879] lr: 1.939e-01, eta: 1 day, 21:31:12, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.8778, top1_acc: 0.2363, top5_acc: 0.4730, loss_cls: 3.6199, loss: 5.4977, grad_norm: 1.7410 2021-07-19 00:02:21,181 - mmaction - INFO - Epoch [17][1520/1879] lr: 1.939e-01, eta: 1 day, 21:31:55, time: 1.007, data_time: 0.005, memory: 6921, loss_aux: 1.8702, top1_acc: 0.2426, top5_acc: 0.4863, loss_cls: 3.6116, loss: 5.4818, grad_norm: 1.7575 2021-07-19 00:02:32,545 - mmaction - INFO - Epoch [17][1540/1879] lr: 1.939e-01, eta: 1 day, 21:31:28, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.8908, top1_acc: 0.2348, top5_acc: 0.4703, loss_cls: 3.6439, loss: 5.5347, grad_norm: 1.7174 2021-07-19 00:02:45,354 - mmaction - INFO - Epoch [17][1560/1879] lr: 1.939e-01, eta: 1 day, 21:31:13, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.8753, top1_acc: 0.2484, top5_acc: 0.4719, loss_cls: 3.5943, loss: 5.4696, grad_norm: 1.7584 2021-07-19 00:02:58,079 - mmaction - INFO - Epoch [17][1580/1879] lr: 1.938e-01, eta: 1 day, 21:30:57, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.8784, top1_acc: 0.2437, top5_acc: 0.4738, loss_cls: 3.6255, loss: 5.5039, grad_norm: 1.7718 2021-07-19 00:03:11,189 - mmaction - INFO - Epoch [17][1600/1879] lr: 1.938e-01, eta: 1 day, 21:30:44, time: 0.656, data_time: 0.004, memory: 6921, loss_aux: 1.8658, top1_acc: 0.2426, top5_acc: 0.4766, loss_cls: 3.5984, loss: 5.4642, grad_norm: 1.7649 2021-07-19 00:03:23,727 - mmaction - INFO - Epoch [17][1620/1879] lr: 1.938e-01, eta: 1 day, 21:30:26, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.8707, top1_acc: 0.2320, top5_acc: 0.4742, loss_cls: 3.6403, loss: 5.5109, grad_norm: 1.7860 2021-07-19 00:03:37,435 - mmaction - INFO - Epoch [17][1640/1879] lr: 1.938e-01, eta: 1 day, 21:30:18, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.8877, top1_acc: 0.2309, top5_acc: 0.4734, loss_cls: 3.6391, loss: 5.5268, grad_norm: 1.7530 2021-07-19 00:03:56,911 - mmaction - INFO - Epoch [17][1660/1879] lr: 1.938e-01, eta: 1 day, 21:30:55, time: 0.971, data_time: 0.002, memory: 6921, loss_aux: 1.8892, top1_acc: 0.2406, top5_acc: 0.4723, loss_cls: 3.6159, loss: 5.5051, grad_norm: 1.7430 2021-07-19 00:04:10,633 - mmaction - INFO - Epoch [17][1680/1879] lr: 1.938e-01, eta: 1 day, 21:30:47, time: 0.688, data_time: 0.005, memory: 6921, loss_aux: 1.8770, top1_acc: 0.2344, top5_acc: 0.4676, loss_cls: 3.6118, loss: 5.4888, grad_norm: 1.7576 2021-07-19 00:04:22,469 - mmaction - INFO - Epoch [17][1700/1879] lr: 1.938e-01, eta: 1 day, 21:30:21, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.8972, top1_acc: 0.2273, top5_acc: 0.4695, loss_cls: 3.6393, loss: 5.5366, grad_norm: 1.7654 2021-07-19 00:04:33,893 - mmaction - INFO - Epoch [17][1720/1879] lr: 1.938e-01, eta: 1 day, 21:29:58, time: 0.591, data_time: 0.022, memory: 6921, loss_aux: 1.8479, top1_acc: 0.2504, top5_acc: 0.4984, loss_cls: 3.5444, loss: 5.3922, grad_norm: 1.7468 2021-07-19 00:04:45,894 - mmaction - INFO - Epoch [17][1740/1879] lr: 1.938e-01, eta: 1 day, 21:29:36, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.8982, top1_acc: 0.2492, top5_acc: 0.4672, loss_cls: 3.6087, loss: 5.5069, grad_norm: 1.7188 2021-07-19 00:04:58,708 - mmaction - INFO - Epoch [17][1760/1879] lr: 1.938e-01, eta: 1 day, 21:29:20, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.8635, top1_acc: 0.2492, top5_acc: 0.4922, loss_cls: 3.5771, loss: 5.4406, grad_norm: 1.7360 2021-07-19 00:05:09,829 - mmaction - INFO - Epoch [17][1780/1879] lr: 1.938e-01, eta: 1 day, 21:28:52, time: 0.559, data_time: 0.007, memory: 6921, loss_aux: 1.9030, top1_acc: 0.2328, top5_acc: 0.4723, loss_cls: 3.6517, loss: 5.5548, grad_norm: 1.7499 2021-07-19 00:05:22,094 - mmaction - INFO - Epoch [17][1800/1879] lr: 1.938e-01, eta: 1 day, 21:28:32, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.8642, top1_acc: 0.2500, top5_acc: 0.4859, loss_cls: 3.5774, loss: 5.4417, grad_norm: 1.7697 2021-07-19 00:05:40,411 - mmaction - INFO - Epoch [17][1820/1879] lr: 1.938e-01, eta: 1 day, 21:29:00, time: 0.917, data_time: 0.010, memory: 6921, loss_aux: 1.8833, top1_acc: 0.2430, top5_acc: 0.4758, loss_cls: 3.6380, loss: 5.5213, grad_norm: 1.7422 2021-07-19 00:05:53,060 - mmaction - INFO - Epoch [17][1840/1879] lr: 1.937e-01, eta: 1 day, 21:28:43, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.8809, top1_acc: 0.2496, top5_acc: 0.4738, loss_cls: 3.6241, loss: 5.5049, grad_norm: 1.7606 2021-07-19 00:06:04,595 - mmaction - INFO - Epoch [17][1860/1879] lr: 1.937e-01, eta: 1 day, 21:28:18, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.9096, top1_acc: 0.2281, top5_acc: 0.4719, loss_cls: 3.6735, loss: 5.5831, grad_norm: 1.7211 2021-07-19 00:06:21,155 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-07-19 00:06:43,727 - mmaction - INFO - Epoch [18][20/1879] lr: 1.937e-01, eta: 1 day, 21:27:09, time: 0.998, data_time: 0.305, memory: 6921, loss_aux: 1.8639, top1_acc: 0.2367, top5_acc: 0.4824, loss_cls: 3.5683, loss: 5.4322, grad_norm: 1.7500 2021-07-19 00:06:55,551 - mmaction - INFO - Epoch [18][40/1879] lr: 1.937e-01, eta: 1 day, 21:26:47, time: 0.596, data_time: 0.008, memory: 6921, loss_aux: 1.8883, top1_acc: 0.2383, top5_acc: 0.4766, loss_cls: 3.6027, loss: 5.4910, grad_norm: 1.7581 2021-07-19 00:07:07,337 - mmaction - INFO - Epoch [18][60/1879] lr: 1.937e-01, eta: 1 day, 21:26:23, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.8758, top1_acc: 0.2473, top5_acc: 0.4793, loss_cls: 3.6078, loss: 5.4836, grad_norm: 1.7638 2021-07-19 00:07:18,858 - mmaction - INFO - Epoch [18][80/1879] lr: 1.937e-01, eta: 1 day, 21:25:58, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.8603, top1_acc: 0.2520, top5_acc: 0.4773, loss_cls: 3.5689, loss: 5.4291, grad_norm: 1.7219 2021-07-19 00:07:30,360 - mmaction - INFO - Epoch [18][100/1879] lr: 1.937e-01, eta: 1 day, 21:25:33, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.8445, top1_acc: 0.2555, top5_acc: 0.4832, loss_cls: 3.5509, loss: 5.3954, grad_norm: 1.7361 2021-07-19 00:07:45,153 - mmaction - INFO - Epoch [18][120/1879] lr: 1.937e-01, eta: 1 day, 21:25:32, time: 0.736, data_time: 0.003, memory: 6921, loss_aux: 1.8287, top1_acc: 0.2465, top5_acc: 0.4926, loss_cls: 3.4949, loss: 5.3236, grad_norm: 1.7701 2021-07-19 00:07:57,941 - mmaction - INFO - Epoch [18][140/1879] lr: 1.937e-01, eta: 1 day, 21:25:17, time: 0.642, data_time: 0.006, memory: 6921, loss_aux: 1.8502, top1_acc: 0.2488, top5_acc: 0.4797, loss_cls: 3.5743, loss: 5.4245, grad_norm: 1.7728 2021-07-19 00:08:09,237 - mmaction - INFO - Epoch [18][160/1879] lr: 1.937e-01, eta: 1 day, 21:24:50, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.8537, top1_acc: 0.2457, top5_acc: 0.4820, loss_cls: 3.5540, loss: 5.4077, grad_norm: 1.7917 2021-07-19 00:08:23,515 - mmaction - INFO - Epoch [18][180/1879] lr: 1.937e-01, eta: 1 day, 21:24:46, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 1.8272, top1_acc: 0.2449, top5_acc: 0.4883, loss_cls: 3.5153, loss: 5.3425, grad_norm: 1.7561 2021-07-19 00:08:35,640 - mmaction - INFO - Epoch [18][200/1879] lr: 1.937e-01, eta: 1 day, 21:24:26, time: 0.611, data_time: 0.012, memory: 6921, loss_aux: 1.8415, top1_acc: 0.2527, top5_acc: 0.5023, loss_cls: 3.5039, loss: 5.3454, grad_norm: 1.7563 2021-07-19 00:08:48,837 - mmaction - INFO - Epoch [18][220/1879] lr: 1.936e-01, eta: 1 day, 21:24:11, time: 0.646, data_time: 0.001, memory: 6921, loss_aux: 1.9038, top1_acc: 0.2289, top5_acc: 0.4613, loss_cls: 3.6317, loss: 5.5355, grad_norm: 1.7906 2021-07-19 00:09:04,771 - mmaction - INFO - Epoch [18][240/1879] lr: 1.936e-01, eta: 1 day, 21:24:22, time: 0.811, data_time: 0.020, memory: 6921, loss_aux: 1.8753, top1_acc: 0.2348, top5_acc: 0.4805, loss_cls: 3.6099, loss: 5.4852, grad_norm: 1.7684 2021-07-19 00:09:16,491 - mmaction - INFO - Epoch [18][260/1879] lr: 1.936e-01, eta: 1 day, 21:23:58, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.8954, top1_acc: 0.2309, top5_acc: 0.4801, loss_cls: 3.6243, loss: 5.5197, grad_norm: 1.7454 2021-07-19 00:09:36,780 - mmaction - INFO - Epoch [18][280/1879] lr: 1.936e-01, eta: 1 day, 21:24:41, time: 1.012, data_time: 0.005, memory: 6921, loss_aux: 1.8818, top1_acc: 0.2414, top5_acc: 0.4801, loss_cls: 3.6221, loss: 5.5039, grad_norm: 1.7805 2021-07-19 00:09:51,257 - mmaction - INFO - Epoch [18][300/1879] lr: 1.936e-01, eta: 1 day, 21:24:39, time: 0.726, data_time: 0.009, memory: 6921, loss_aux: 1.8787, top1_acc: 0.2469, top5_acc: 0.4820, loss_cls: 3.5753, loss: 5.4541, grad_norm: 1.7757 2021-07-19 00:10:04,309 - mmaction - INFO - Epoch [18][320/1879] lr: 1.936e-01, eta: 1 day, 21:24:25, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.8894, top1_acc: 0.2398, top5_acc: 0.4918, loss_cls: 3.6099, loss: 5.4993, grad_norm: 1.7949 2021-07-19 00:10:15,456 - mmaction - INFO - Epoch [18][340/1879] lr: 1.936e-01, eta: 1 day, 21:23:57, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.8526, top1_acc: 0.2426, top5_acc: 0.4930, loss_cls: 3.5615, loss: 5.4141, grad_norm: 1.7616 2021-07-19 00:10:29,212 - mmaction - INFO - Epoch [18][360/1879] lr: 1.936e-01, eta: 1 day, 21:23:49, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.8700, top1_acc: 0.2387, top5_acc: 0.4855, loss_cls: 3.5728, loss: 5.4428, grad_norm: 1.7429 2021-07-19 00:10:42,091 - mmaction - INFO - Epoch [18][380/1879] lr: 1.936e-01, eta: 1 day, 21:23:34, time: 0.643, data_time: 0.006, memory: 6921, loss_aux: 1.8740, top1_acc: 0.2340, top5_acc: 0.4984, loss_cls: 3.5678, loss: 5.4418, grad_norm: 1.7489 2021-07-19 00:10:53,640 - mmaction - INFO - Epoch [18][400/1879] lr: 1.936e-01, eta: 1 day, 21:23:09, time: 0.579, data_time: 0.015, memory: 6921, loss_aux: 1.8515, top1_acc: 0.2488, top5_acc: 0.4953, loss_cls: 3.5502, loss: 5.4017, grad_norm: 1.7535 2021-07-19 00:11:08,485 - mmaction - INFO - Epoch [18][420/1879] lr: 1.936e-01, eta: 1 day, 21:23:09, time: 0.741, data_time: 0.007, memory: 6921, loss_aux: 1.8439, top1_acc: 0.2496, top5_acc: 0.4961, loss_cls: 3.5093, loss: 5.3531, grad_norm: 1.7777 2021-07-19 00:11:23,492 - mmaction - INFO - Epoch [18][440/1879] lr: 1.936e-01, eta: 1 day, 21:23:11, time: 0.748, data_time: 0.013, memory: 6921, loss_aux: 1.8478, top1_acc: 0.2430, top5_acc: 0.4824, loss_cls: 3.5750, loss: 5.4228, grad_norm: 1.7937 2021-07-19 00:11:35,214 - mmaction - INFO - Epoch [18][460/1879] lr: 1.935e-01, eta: 1 day, 21:22:48, time: 0.590, data_time: 0.007, memory: 6921, loss_aux: 1.8919, top1_acc: 0.2336, top5_acc: 0.4715, loss_cls: 3.6311, loss: 5.5230, grad_norm: 1.7469 2021-07-19 00:11:48,064 - mmaction - INFO - Epoch [18][480/1879] lr: 1.935e-01, eta: 1 day, 21:22:32, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.8361, top1_acc: 0.2555, top5_acc: 0.4832, loss_cls: 3.5306, loss: 5.3667, grad_norm: 1.7436 2021-07-19 00:11:59,576 - mmaction - INFO - Epoch [18][500/1879] lr: 1.935e-01, eta: 1 day, 21:22:06, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.8580, top1_acc: 0.2512, top5_acc: 0.4789, loss_cls: 3.5567, loss: 5.4147, grad_norm: 1.7770 2021-07-19 00:12:13,644 - mmaction - INFO - Epoch [18][520/1879] lr: 1.935e-01, eta: 1 day, 21:22:01, time: 0.713, data_time: 0.013, memory: 6921, loss_aux: 1.8785, top1_acc: 0.2477, top5_acc: 0.4820, loss_cls: 3.5908, loss: 5.4694, grad_norm: 1.7485 2021-07-19 00:12:25,751 - mmaction - INFO - Epoch [18][540/1879] lr: 1.935e-01, eta: 1 day, 21:21:41, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.8663, top1_acc: 0.2305, top5_acc: 0.4719, loss_cls: 3.6224, loss: 5.4887, grad_norm: 1.7429 2021-07-19 00:12:37,498 - mmaction - INFO - Epoch [18][560/1879] lr: 1.935e-01, eta: 1 day, 21:21:17, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.8682, top1_acc: 0.2391, top5_acc: 0.4664, loss_cls: 3.6075, loss: 5.4757, grad_norm: 1.7793 2021-07-19 00:12:57,107 - mmaction - INFO - Epoch [18][580/1879] lr: 1.935e-01, eta: 1 day, 21:21:49, time: 0.947, data_time: 0.003, memory: 6921, loss_aux: 1.8522, top1_acc: 0.2559, top5_acc: 0.4824, loss_cls: 3.5360, loss: 5.3883, grad_norm: 1.7414 2021-07-19 00:13:11,615 - mmaction - INFO - Epoch [18][600/1879] lr: 1.935e-01, eta: 1 day, 21:21:52, time: 0.760, data_time: 0.041, memory: 6921, loss_aux: 1.8998, top1_acc: 0.2305, top5_acc: 0.4727, loss_cls: 3.6405, loss: 5.5403, grad_norm: 1.7486 2021-07-19 00:13:23,484 - mmaction - INFO - Epoch [18][620/1879] lr: 1.935e-01, eta: 1 day, 21:21:30, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.8368, top1_acc: 0.2500, top5_acc: 0.4934, loss_cls: 3.5215, loss: 5.3583, grad_norm: 1.7704 2021-07-19 00:13:37,497 - mmaction - INFO - Epoch [18][640/1879] lr: 1.935e-01, eta: 1 day, 21:21:22, time: 0.694, data_time: 0.001, memory: 6921, loss_aux: 1.8584, top1_acc: 0.2437, top5_acc: 0.4914, loss_cls: 3.5386, loss: 5.3970, grad_norm: 1.7793 2021-07-19 00:13:48,688 - mmaction - INFO - Epoch [18][660/1879] lr: 1.935e-01, eta: 1 day, 21:20:56, time: 0.565, data_time: 0.008, memory: 6921, loss_aux: 1.8696, top1_acc: 0.2430, top5_acc: 0.4707, loss_cls: 3.6026, loss: 5.4723, grad_norm: 1.7581 2021-07-19 00:14:00,103 - mmaction - INFO - Epoch [18][680/1879] lr: 1.935e-01, eta: 1 day, 21:20:30, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.8650, top1_acc: 0.2426, top5_acc: 0.4813, loss_cls: 3.5701, loss: 5.4351, grad_norm: 1.7572 2021-07-19 00:14:13,596 - mmaction - INFO - Epoch [18][700/1879] lr: 1.935e-01, eta: 1 day, 21:20:20, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.8390, top1_acc: 0.2437, top5_acc: 0.4883, loss_cls: 3.5353, loss: 5.3743, grad_norm: 1.7481 2021-07-19 00:14:25,239 - mmaction - INFO - Epoch [18][720/1879] lr: 1.934e-01, eta: 1 day, 21:19:55, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8672, top1_acc: 0.2461, top5_acc: 0.4918, loss_cls: 3.5760, loss: 5.4432, grad_norm: 1.7514 2021-07-19 00:14:37,995 - mmaction - INFO - Epoch [18][740/1879] lr: 1.934e-01, eta: 1 day, 21:19:40, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.9112, top1_acc: 0.2242, top5_acc: 0.4590, loss_cls: 3.6765, loss: 5.5876, grad_norm: 1.7826 2021-07-19 00:14:49,063 - mmaction - INFO - Epoch [18][760/1879] lr: 1.934e-01, eta: 1 day, 21:19:11, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.8189, top1_acc: 0.2570, top5_acc: 0.4926, loss_cls: 3.5076, loss: 5.3265, grad_norm: 1.7569 2021-07-19 00:15:00,504 - mmaction - INFO - Epoch [18][780/1879] lr: 1.934e-01, eta: 1 day, 21:18:45, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.8512, top1_acc: 0.2562, top5_acc: 0.4777, loss_cls: 3.5434, loss: 5.3946, grad_norm: 1.7731 2021-07-19 00:15:12,740 - mmaction - INFO - Epoch [18][800/1879] lr: 1.934e-01, eta: 1 day, 21:18:26, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.8517, top1_acc: 0.2469, top5_acc: 0.4785, loss_cls: 3.5741, loss: 5.4257, grad_norm: 1.7817 2021-07-19 00:15:26,345 - mmaction - INFO - Epoch [18][820/1879] lr: 1.934e-01, eta: 1 day, 21:18:16, time: 0.679, data_time: 0.003, memory: 6921, loss_aux: 1.8430, top1_acc: 0.2469, top5_acc: 0.4957, loss_cls: 3.5406, loss: 5.3836, grad_norm: 1.7886 2021-07-19 00:15:37,447 - mmaction - INFO - Epoch [18][840/1879] lr: 1.934e-01, eta: 1 day, 21:17:48, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.9078, top1_acc: 0.2160, top5_acc: 0.4668, loss_cls: 3.6812, loss: 5.5890, grad_norm: 1.7652 2021-07-19 00:15:55,216 - mmaction - INFO - Epoch [18][860/1879] lr: 1.934e-01, eta: 1 day, 21:18:10, time: 0.885, data_time: 0.003, memory: 6921, loss_aux: 1.8710, top1_acc: 0.2395, top5_acc: 0.4813, loss_cls: 3.6082, loss: 5.4792, grad_norm: 1.7261 2021-07-19 00:16:06,640 - mmaction - INFO - Epoch [18][880/1879] lr: 1.934e-01, eta: 1 day, 21:17:45, time: 0.576, data_time: 0.008, memory: 6921, loss_aux: 1.8654, top1_acc: 0.2484, top5_acc: 0.4836, loss_cls: 3.5719, loss: 5.4374, grad_norm: 1.7728 2021-07-19 00:16:23,260 - mmaction - INFO - Epoch [18][900/1879] lr: 1.934e-01, eta: 1 day, 21:17:58, time: 0.829, data_time: 0.003, memory: 6921, loss_aux: 1.8920, top1_acc: 0.2340, top5_acc: 0.4773, loss_cls: 3.6270, loss: 5.5190, grad_norm: 1.7735 2021-07-19 00:16:35,375 - mmaction - INFO - Epoch [18][920/1879] lr: 1.934e-01, eta: 1 day, 21:17:38, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.8645, top1_acc: 0.2328, top5_acc: 0.4852, loss_cls: 3.5696, loss: 5.4341, grad_norm: 1.7888 2021-07-19 00:16:50,980 - mmaction - INFO - Epoch [18][940/1879] lr: 1.934e-01, eta: 1 day, 21:17:44, time: 0.780, data_time: 0.004, memory: 6921, loss_aux: 1.9012, top1_acc: 0.2258, top5_acc: 0.4660, loss_cls: 3.6714, loss: 5.5726, grad_norm: 1.7467 2021-07-19 00:17:03,545 - mmaction - INFO - Epoch [18][960/1879] lr: 1.934e-01, eta: 1 day, 21:17:27, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.8580, top1_acc: 0.2445, top5_acc: 0.4801, loss_cls: 3.5751, loss: 5.4330, grad_norm: 1.7710 2021-07-19 00:17:15,354 - mmaction - INFO - Epoch [18][980/1879] lr: 1.933e-01, eta: 1 day, 21:17:04, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.8550, top1_acc: 0.2484, top5_acc: 0.4941, loss_cls: 3.5267, loss: 5.3816, grad_norm: 1.7801 2021-07-19 00:17:26,731 - mmaction - INFO - Epoch [18][1000/1879] lr: 1.933e-01, eta: 1 day, 21:16:38, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.9038, top1_acc: 0.2414, top5_acc: 0.4609, loss_cls: 3.6694, loss: 5.5733, grad_norm: 1.7529 2021-07-19 00:17:39,170 - mmaction - INFO - Epoch [18][1020/1879] lr: 1.933e-01, eta: 1 day, 21:16:20, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.8839, top1_acc: 0.2480, top5_acc: 0.4820, loss_cls: 3.5993, loss: 5.4832, grad_norm: 1.7184 2021-07-19 00:17:51,236 - mmaction - INFO - Epoch [18][1040/1879] lr: 1.933e-01, eta: 1 day, 21:15:59, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.8751, top1_acc: 0.2551, top5_acc: 0.4762, loss_cls: 3.5870, loss: 5.4621, grad_norm: 1.7052 2021-07-19 00:18:02,429 - mmaction - INFO - Epoch [18][1060/1879] lr: 1.933e-01, eta: 1 day, 21:15:31, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.8824, top1_acc: 0.2430, top5_acc: 0.4813, loss_cls: 3.6155, loss: 5.4978, grad_norm: 1.7618 2021-07-19 00:18:19,565 - mmaction - INFO - Epoch [18][1080/1879] lr: 1.933e-01, eta: 1 day, 21:15:48, time: 0.853, data_time: 0.003, memory: 6921, loss_aux: 1.8731, top1_acc: 0.2367, top5_acc: 0.4797, loss_cls: 3.5992, loss: 5.4723, grad_norm: 1.7763 2021-07-19 00:18:30,964 - mmaction - INFO - Epoch [18][1100/1879] lr: 1.933e-01, eta: 1 day, 21:15:23, time: 0.575, data_time: 0.011, memory: 6921, loss_aux: 1.8428, top1_acc: 0.2637, top5_acc: 0.4980, loss_cls: 3.5336, loss: 5.3764, grad_norm: 1.7745 2021-07-19 00:18:43,377 - mmaction - INFO - Epoch [18][1120/1879] lr: 1.933e-01, eta: 1 day, 21:15:05, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.8409, top1_acc: 0.2543, top5_acc: 0.4922, loss_cls: 3.5630, loss: 5.4039, grad_norm: 1.7434 2021-07-19 00:18:55,162 - mmaction - INFO - Epoch [18][1140/1879] lr: 1.933e-01, eta: 1 day, 21:14:42, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.8618, top1_acc: 0.2363, top5_acc: 0.4887, loss_cls: 3.5683, loss: 5.4300, grad_norm: 1.7860 2021-07-19 00:19:06,517 - mmaction - INFO - Epoch [18][1160/1879] lr: 1.933e-01, eta: 1 day, 21:14:15, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.8477, top1_acc: 0.2441, top5_acc: 0.4973, loss_cls: 3.5407, loss: 5.3884, grad_norm: 1.7558 2021-07-19 00:19:32,862 - mmaction - INFO - Epoch [18][1180/1879] lr: 1.933e-01, eta: 1 day, 21:15:41, time: 1.316, data_time: 0.003, memory: 6921, loss_aux: 1.8576, top1_acc: 0.2406, top5_acc: 0.4910, loss_cls: 3.5808, loss: 5.4384, grad_norm: 1.7659 2021-07-19 00:19:44,312 - mmaction - INFO - Epoch [18][1200/1879] lr: 1.933e-01, eta: 1 day, 21:15:16, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.8816, top1_acc: 0.2410, top5_acc: 0.4797, loss_cls: 3.5955, loss: 5.4771, grad_norm: 1.7865 2021-07-19 00:19:56,945 - mmaction - INFO - Epoch [18][1220/1879] lr: 1.932e-01, eta: 1 day, 21:14:59, time: 0.631, data_time: 0.004, memory: 6921, loss_aux: 1.8529, top1_acc: 0.2590, top5_acc: 0.4902, loss_cls: 3.5564, loss: 5.4093, grad_norm: 1.7542 2021-07-19 00:20:09,547 - mmaction - INFO - Epoch [18][1240/1879] lr: 1.932e-01, eta: 1 day, 21:14:42, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.8592, top1_acc: 0.2418, top5_acc: 0.4887, loss_cls: 3.5797, loss: 5.4389, grad_norm: 1.8001 2021-07-19 00:20:21,216 - mmaction - INFO - Epoch [18][1260/1879] lr: 1.932e-01, eta: 1 day, 21:14:19, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.8756, top1_acc: 0.2289, top5_acc: 0.4828, loss_cls: 3.6105, loss: 5.4862, grad_norm: 1.7459 2021-07-19 00:20:34,412 - mmaction - INFO - Epoch [18][1280/1879] lr: 1.932e-01, eta: 1 day, 21:14:06, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.8615, top1_acc: 0.2449, top5_acc: 0.4883, loss_cls: 3.5776, loss: 5.4392, grad_norm: 1.7741 2021-07-19 00:20:50,324 - mmaction - INFO - Epoch [18][1300/1879] lr: 1.932e-01, eta: 1 day, 21:14:15, time: 0.799, data_time: 0.008, memory: 6921, loss_aux: 1.8673, top1_acc: 0.2422, top5_acc: 0.4891, loss_cls: 3.5874, loss: 5.4546, grad_norm: 1.8019 2021-07-19 00:21:02,845 - mmaction - INFO - Epoch [18][1320/1879] lr: 1.932e-01, eta: 1 day, 21:13:57, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.8569, top1_acc: 0.2555, top5_acc: 0.4848, loss_cls: 3.5747, loss: 5.4315, grad_norm: 1.7620 2021-07-19 00:21:13,850 - mmaction - INFO - Epoch [18][1340/1879] lr: 1.932e-01, eta: 1 day, 21:13:29, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.8501, top1_acc: 0.2555, top5_acc: 0.4930, loss_cls: 3.5354, loss: 5.3855, grad_norm: 1.7395 2021-07-19 00:21:25,939 - mmaction - INFO - Epoch [18][1360/1879] lr: 1.932e-01, eta: 1 day, 21:13:08, time: 0.602, data_time: 0.001, memory: 6921, loss_aux: 1.8693, top1_acc: 0.2504, top5_acc: 0.4789, loss_cls: 3.6092, loss: 5.4785, grad_norm: 1.7568 2021-07-19 00:21:37,175 - mmaction - INFO - Epoch [18][1380/1879] lr: 1.932e-01, eta: 1 day, 21:12:41, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.8635, top1_acc: 0.2355, top5_acc: 0.4707, loss_cls: 3.5778, loss: 5.4412, grad_norm: 1.8240 2021-07-19 00:21:48,288 - mmaction - INFO - Epoch [18][1400/1879] lr: 1.932e-01, eta: 1 day, 21:12:13, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.8824, top1_acc: 0.2480, top5_acc: 0.4711, loss_cls: 3.6269, loss: 5.5094, grad_norm: 1.7445 2021-07-19 00:22:00,190 - mmaction - INFO - Epoch [18][1420/1879] lr: 1.932e-01, eta: 1 day, 21:11:51, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.8377, top1_acc: 0.2477, top5_acc: 0.4852, loss_cls: 3.5444, loss: 5.3821, grad_norm: 1.7676 2021-07-19 00:22:13,155 - mmaction - INFO - Epoch [18][1440/1879] lr: 1.932e-01, eta: 1 day, 21:11:37, time: 0.650, data_time: 0.004, memory: 6921, loss_aux: 1.8559, top1_acc: 0.2484, top5_acc: 0.4914, loss_cls: 3.5904, loss: 5.4463, grad_norm: 1.7372 2021-07-19 00:22:26,143 - mmaction - INFO - Epoch [18][1460/1879] lr: 1.931e-01, eta: 1 day, 21:11:23, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.8515, top1_acc: 0.2484, top5_acc: 0.4883, loss_cls: 3.5473, loss: 5.3988, grad_norm: 1.7889 2021-07-19 00:22:37,691 - mmaction - INFO - Epoch [18][1480/1879] lr: 1.931e-01, eta: 1 day, 21:10:58, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.8748, top1_acc: 0.2523, top5_acc: 0.4813, loss_cls: 3.5695, loss: 5.4443, grad_norm: 1.7888 2021-07-19 00:22:49,024 - mmaction - INFO - Epoch [18][1500/1879] lr: 1.931e-01, eta: 1 day, 21:10:32, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.9125, top1_acc: 0.2215, top5_acc: 0.4602, loss_cls: 3.6952, loss: 5.6077, grad_norm: 1.7770 2021-07-19 00:23:01,638 - mmaction - INFO - Epoch [18][1520/1879] lr: 1.931e-01, eta: 1 day, 21:10:15, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.8626, top1_acc: 0.2430, top5_acc: 0.4883, loss_cls: 3.5750, loss: 5.4376, grad_norm: 1.7997 2021-07-19 00:23:12,747 - mmaction - INFO - Epoch [18][1540/1879] lr: 1.931e-01, eta: 1 day, 21:09:48, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.8531, top1_acc: 0.2469, top5_acc: 0.4813, loss_cls: 3.5682, loss: 5.4213, grad_norm: 1.7652 2021-07-19 00:23:24,217 - mmaction - INFO - Epoch [18][1560/1879] lr: 1.931e-01, eta: 1 day, 21:09:22, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.8952, top1_acc: 0.2355, top5_acc: 0.4777, loss_cls: 3.6318, loss: 5.5270, grad_norm: 1.7949 2021-07-19 00:23:36,424 - mmaction - INFO - Epoch [18][1580/1879] lr: 1.931e-01, eta: 1 day, 21:09:03, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.8596, top1_acc: 0.2570, top5_acc: 0.4898, loss_cls: 3.5433, loss: 5.4029, grad_norm: 1.7546 2021-07-19 00:23:48,565 - mmaction - INFO - Epoch [18][1600/1879] lr: 1.931e-01, eta: 1 day, 21:08:43, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.8388, top1_acc: 0.2461, top5_acc: 0.4828, loss_cls: 3.5526, loss: 5.3914, grad_norm: 1.7614 2021-07-19 00:24:01,844 - mmaction - INFO - Epoch [18][1620/1879] lr: 1.931e-01, eta: 1 day, 21:08:31, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.8707, top1_acc: 0.2383, top5_acc: 0.4863, loss_cls: 3.6071, loss: 5.4778, grad_norm: 1.7280 2021-07-19 00:24:15,527 - mmaction - INFO - Epoch [18][1640/1879] lr: 1.931e-01, eta: 1 day, 21:08:22, time: 0.682, data_time: 0.003, memory: 6921, loss_aux: 1.8341, top1_acc: 0.2578, top5_acc: 0.4918, loss_cls: 3.5218, loss: 5.3559, grad_norm: 1.7746 2021-07-19 00:24:26,615 - mmaction - INFO - Epoch [18][1660/1879] lr: 1.931e-01, eta: 1 day, 21:07:54, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.8867, top1_acc: 0.2332, top5_acc: 0.4754, loss_cls: 3.6096, loss: 5.4963, grad_norm: 1.7771 2021-07-19 00:24:41,297 - mmaction - INFO - Epoch [18][1680/1879] lr: 1.931e-01, eta: 1 day, 21:07:53, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.8999, top1_acc: 0.2305, top5_acc: 0.4645, loss_cls: 3.6446, loss: 5.5445, grad_norm: 1.7298 2021-07-19 00:24:52,591 - mmaction - INFO - Epoch [18][1700/1879] lr: 1.931e-01, eta: 1 day, 21:07:27, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.8977, top1_acc: 0.2250, top5_acc: 0.4754, loss_cls: 3.6605, loss: 5.5582, grad_norm: 1.7908 2021-07-19 00:25:04,120 - mmaction - INFO - Epoch [18][1720/1879] lr: 1.930e-01, eta: 1 day, 21:07:02, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.8710, top1_acc: 0.2410, top5_acc: 0.4715, loss_cls: 3.5956, loss: 5.4666, grad_norm: 1.7722 2021-07-19 00:25:19,240 - mmaction - INFO - Epoch [18][1740/1879] lr: 1.930e-01, eta: 1 day, 21:07:03, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.8613, top1_acc: 0.2387, top5_acc: 0.4887, loss_cls: 3.5751, loss: 5.4365, grad_norm: 1.7336 2021-07-19 00:25:30,449 - mmaction - INFO - Epoch [18][1760/1879] lr: 1.930e-01, eta: 1 day, 21:06:37, time: 0.566, data_time: 0.012, memory: 6921, loss_aux: 1.8630, top1_acc: 0.2504, top5_acc: 0.4836, loss_cls: 3.5954, loss: 5.4584, grad_norm: 1.7887 2021-07-19 00:25:43,690 - mmaction - INFO - Epoch [18][1780/1879] lr: 1.930e-01, eta: 1 day, 21:06:25, time: 0.659, data_time: 0.004, memory: 6921, loss_aux: 1.8396, top1_acc: 0.2566, top5_acc: 0.4965, loss_cls: 3.5155, loss: 5.3551, grad_norm: 1.7665 2021-07-19 00:25:55,371 - mmaction - INFO - Epoch [18][1800/1879] lr: 1.930e-01, eta: 1 day, 21:06:02, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.9157, top1_acc: 0.2262, top5_acc: 0.4613, loss_cls: 3.6705, loss: 5.5862, grad_norm: 1.7581 2021-07-19 00:26:07,327 - mmaction - INFO - Epoch [18][1820/1879] lr: 1.930e-01, eta: 1 day, 21:05:40, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.8562, top1_acc: 0.2398, top5_acc: 0.4750, loss_cls: 3.5974, loss: 5.4537, grad_norm: 1.7555 2021-07-19 00:26:19,346 - mmaction - INFO - Epoch [18][1840/1879] lr: 1.930e-01, eta: 1 day, 21:05:19, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.8571, top1_acc: 0.2523, top5_acc: 0.4844, loss_cls: 3.5784, loss: 5.4355, grad_norm: 1.7827 2021-07-19 00:26:32,387 - mmaction - INFO - Epoch [18][1860/1879] lr: 1.930e-01, eta: 1 day, 21:05:05, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.8436, top1_acc: 0.2492, top5_acc: 0.4855, loss_cls: 3.5678, loss: 5.4113, grad_norm: 1.7384 2021-07-19 00:26:50,937 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-07-19 00:27:15,428 - mmaction - INFO - Epoch [19][20/1879] lr: 1.930e-01, eta: 1 day, 21:04:15, time: 1.107, data_time: 0.305, memory: 6921, loss_aux: 1.8474, top1_acc: 0.2461, top5_acc: 0.4898, loss_cls: 3.5466, loss: 5.3940, grad_norm: 1.7151 2021-07-19 00:27:26,485 - mmaction - INFO - Epoch [19][40/1879] lr: 1.930e-01, eta: 1 day, 21:03:48, time: 0.559, data_time: 0.009, memory: 6921, loss_aux: 1.8724, top1_acc: 0.2441, top5_acc: 0.4762, loss_cls: 3.5859, loss: 5.4583, grad_norm: 1.7921 2021-07-19 00:27:37,615 - mmaction - INFO - Epoch [19][60/1879] lr: 1.930e-01, eta: 1 day, 21:03:21, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.8606, top1_acc: 0.2488, top5_acc: 0.4867, loss_cls: 3.5649, loss: 5.4255, grad_norm: 1.7833 2021-07-19 00:27:50,258 - mmaction - INFO - Epoch [19][80/1879] lr: 1.929e-01, eta: 1 day, 21:03:02, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.8418, top1_acc: 0.2414, top5_acc: 0.4949, loss_cls: 3.5190, loss: 5.3607, grad_norm: 1.7892 2021-07-19 00:28:01,485 - mmaction - INFO - Epoch [19][100/1879] lr: 1.929e-01, eta: 1 day, 21:02:38, time: 0.576, data_time: 0.017, memory: 6921, loss_aux: 1.8672, top1_acc: 0.2578, top5_acc: 0.4898, loss_cls: 3.5687, loss: 5.4360, grad_norm: 1.7730 2021-07-19 00:28:14,351 - mmaction - INFO - Epoch [19][120/1879] lr: 1.929e-01, eta: 1 day, 21:02:23, time: 0.644, data_time: 0.021, memory: 6921, loss_aux: 1.8673, top1_acc: 0.2344, top5_acc: 0.4750, loss_cls: 3.5894, loss: 5.4567, grad_norm: 1.7602 2021-07-19 00:28:25,330 - mmaction - INFO - Epoch [19][140/1879] lr: 1.929e-01, eta: 1 day, 21:01:55, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.8692, top1_acc: 0.2395, top5_acc: 0.4914, loss_cls: 3.5598, loss: 5.4290, grad_norm: 1.8056 2021-07-19 00:28:38,617 - mmaction - INFO - Epoch [19][160/1879] lr: 1.929e-01, eta: 1 day, 21:01:43, time: 0.661, data_time: 0.001, memory: 6921, loss_aux: 1.8456, top1_acc: 0.2645, top5_acc: 0.5035, loss_cls: 3.5184, loss: 5.3641, grad_norm: 1.7867 2021-07-19 00:28:51,241 - mmaction - INFO - Epoch [19][180/1879] lr: 1.929e-01, eta: 1 day, 21:01:23, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.8857, top1_acc: 0.2293, top5_acc: 0.4836, loss_cls: 3.6144, loss: 5.5000, grad_norm: 1.7938 2021-07-19 00:29:03,387 - mmaction - INFO - Epoch [19][200/1879] lr: 1.929e-01, eta: 1 day, 21:01:07, time: 0.632, data_time: 0.027, memory: 6921, loss_aux: 1.8209, top1_acc: 0.2664, top5_acc: 0.4957, loss_cls: 3.5157, loss: 5.3366, grad_norm: 1.7894 2021-07-19 00:29:17,002 - mmaction - INFO - Epoch [19][220/1879] lr: 1.929e-01, eta: 1 day, 21:00:58, time: 0.681, data_time: 0.004, memory: 6921, loss_aux: 1.8684, top1_acc: 0.2480, top5_acc: 0.4813, loss_cls: 3.5820, loss: 5.4504, grad_norm: 1.7904 2021-07-19 00:29:43,315 - mmaction - INFO - Epoch [19][240/1879] lr: 1.929e-01, eta: 1 day, 21:02:19, time: 1.305, data_time: 0.003, memory: 6921, loss_aux: 1.8445, top1_acc: 0.2445, top5_acc: 0.4867, loss_cls: 3.5485, loss: 5.3930, grad_norm: 1.7862 2021-07-19 00:29:59,513 - mmaction - INFO - Epoch [19][260/1879] lr: 1.929e-01, eta: 1 day, 21:02:30, time: 0.819, data_time: 0.019, memory: 6921, loss_aux: 1.8564, top1_acc: 0.2449, top5_acc: 0.4965, loss_cls: 3.5537, loss: 5.4101, grad_norm: 1.7676 2021-07-19 00:30:12,534 - mmaction - INFO - Epoch [19][280/1879] lr: 1.929e-01, eta: 1 day, 21:02:17, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.8685, top1_acc: 0.2473, top5_acc: 0.4836, loss_cls: 3.5732, loss: 5.4417, grad_norm: 1.7658 2021-07-19 00:30:25,197 - mmaction - INFO - Epoch [19][300/1879] lr: 1.929e-01, eta: 1 day, 21:02:01, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.8749, top1_acc: 0.2465, top5_acc: 0.4934, loss_cls: 3.5701, loss: 5.4450, grad_norm: 1.7553 2021-07-19 00:30:37,465 - mmaction - INFO - Epoch [19][320/1879] lr: 1.928e-01, eta: 1 day, 21:01:41, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.8655, top1_acc: 0.2523, top5_acc: 0.4836, loss_cls: 3.5616, loss: 5.4271, grad_norm: 1.7588 2021-07-19 00:30:49,380 - mmaction - INFO - Epoch [19][340/1879] lr: 1.928e-01, eta: 1 day, 21:01:20, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.8535, top1_acc: 0.2598, top5_acc: 0.4848, loss_cls: 3.5483, loss: 5.4017, grad_norm: 1.7644 2021-07-19 00:31:01,313 - mmaction - INFO - Epoch [19][360/1879] lr: 1.928e-01, eta: 1 day, 21:00:58, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.8664, top1_acc: 0.2523, top5_acc: 0.4816, loss_cls: 3.5909, loss: 5.4573, grad_norm: 1.7697 2021-07-19 00:31:13,135 - mmaction - INFO - Epoch [19][380/1879] lr: 1.928e-01, eta: 1 day, 21:00:36, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.8603, top1_acc: 0.2508, top5_acc: 0.4918, loss_cls: 3.5770, loss: 5.4373, grad_norm: 1.7418 2021-07-19 00:31:24,447 - mmaction - INFO - Epoch [19][400/1879] lr: 1.928e-01, eta: 1 day, 21:00:10, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.8513, top1_acc: 0.2531, top5_acc: 0.4863, loss_cls: 3.5521, loss: 5.4034, grad_norm: 1.8165 2021-07-19 00:31:37,080 - mmaction - INFO - Epoch [19][420/1879] lr: 1.928e-01, eta: 1 day, 20:59:54, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.8567, top1_acc: 0.2488, top5_acc: 0.4871, loss_cls: 3.5421, loss: 5.3988, grad_norm: 1.8113 2021-07-19 00:31:48,659 - mmaction - INFO - Epoch [19][440/1879] lr: 1.928e-01, eta: 1 day, 20:59:30, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.8518, top1_acc: 0.2430, top5_acc: 0.4941, loss_cls: 3.5405, loss: 5.3923, grad_norm: 1.7858 2021-07-19 00:32:03,217 - mmaction - INFO - Epoch [19][460/1879] lr: 1.928e-01, eta: 1 day, 20:59:27, time: 0.728, data_time: 0.002, memory: 6921, loss_aux: 1.8548, top1_acc: 0.2500, top5_acc: 0.4852, loss_cls: 3.5656, loss: 5.4204, grad_norm: 1.7971 2021-07-19 00:32:15,190 - mmaction - INFO - Epoch [19][480/1879] lr: 1.928e-01, eta: 1 day, 20:59:06, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.8492, top1_acc: 0.2500, top5_acc: 0.4922, loss_cls: 3.5451, loss: 5.3943, grad_norm: 1.8271 2021-07-19 00:32:27,364 - mmaction - INFO - Epoch [19][500/1879] lr: 1.928e-01, eta: 1 day, 20:58:47, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.8909, top1_acc: 0.2402, top5_acc: 0.4750, loss_cls: 3.6221, loss: 5.5130, grad_norm: 1.7468 2021-07-19 00:32:39,181 - mmaction - INFO - Epoch [19][520/1879] lr: 1.928e-01, eta: 1 day, 20:58:24, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.8545, top1_acc: 0.2453, top5_acc: 0.4930, loss_cls: 3.5335, loss: 5.3880, grad_norm: 1.7872 2021-07-19 00:32:53,603 - mmaction - INFO - Epoch [19][540/1879] lr: 1.928e-01, eta: 1 day, 20:58:21, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.8636, top1_acc: 0.2492, top5_acc: 0.4883, loss_cls: 3.5756, loss: 5.4392, grad_norm: 1.8220 2021-07-19 00:33:08,313 - mmaction - INFO - Epoch [19][560/1879] lr: 1.927e-01, eta: 1 day, 20:58:19, time: 0.735, data_time: 0.004, memory: 6921, loss_aux: 1.8765, top1_acc: 0.2578, top5_acc: 0.4813, loss_cls: 3.5827, loss: 5.4591, grad_norm: 1.7773 2021-07-19 00:33:20,040 - mmaction - INFO - Epoch [19][580/1879] lr: 1.927e-01, eta: 1 day, 20:57:57, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.8302, top1_acc: 0.2574, top5_acc: 0.4895, loss_cls: 3.5120, loss: 5.3421, grad_norm: 1.7501 2021-07-19 00:33:31,156 - mmaction - INFO - Epoch [19][600/1879] lr: 1.927e-01, eta: 1 day, 20:57:30, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.8534, top1_acc: 0.2570, top5_acc: 0.4883, loss_cls: 3.5489, loss: 5.4023, grad_norm: 1.7764 2021-07-19 00:33:44,254 - mmaction - INFO - Epoch [19][620/1879] lr: 1.927e-01, eta: 1 day, 20:57:16, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.8329, top1_acc: 0.2516, top5_acc: 0.5004, loss_cls: 3.4966, loss: 5.3295, grad_norm: 1.7885 2021-07-19 00:33:57,420 - mmaction - INFO - Epoch [19][640/1879] lr: 1.927e-01, eta: 1 day, 20:57:04, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 1.8623, top1_acc: 0.2609, top5_acc: 0.4715, loss_cls: 3.5601, loss: 5.4224, grad_norm: 1.7824 2021-07-19 00:34:08,927 - mmaction - INFO - Epoch [19][660/1879] lr: 1.927e-01, eta: 1 day, 20:56:40, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.8638, top1_acc: 0.2387, top5_acc: 0.4840, loss_cls: 3.5679, loss: 5.4317, grad_norm: 1.8158 2021-07-19 00:34:20,678 - mmaction - INFO - Epoch [19][680/1879] lr: 1.927e-01, eta: 1 day, 20:56:17, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.8396, top1_acc: 0.2484, top5_acc: 0.4918, loss_cls: 3.5262, loss: 5.3658, grad_norm: 1.7818 2021-07-19 00:34:36,074 - mmaction - INFO - Epoch [19][700/1879] lr: 1.927e-01, eta: 1 day, 20:56:21, time: 0.768, data_time: 0.003, memory: 6921, loss_aux: 1.8671, top1_acc: 0.2355, top5_acc: 0.4828, loss_cls: 3.5794, loss: 5.4466, grad_norm: 1.7899 2021-07-19 00:34:47,824 - mmaction - INFO - Epoch [19][720/1879] lr: 1.927e-01, eta: 1 day, 20:55:58, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.8878, top1_acc: 0.2461, top5_acc: 0.4879, loss_cls: 3.6051, loss: 5.4930, grad_norm: 1.7744 2021-07-19 00:35:00,388 - mmaction - INFO - Epoch [19][740/1879] lr: 1.927e-01, eta: 1 day, 20:55:41, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.8655, top1_acc: 0.2539, top5_acc: 0.4777, loss_cls: 3.6079, loss: 5.4734, grad_norm: 1.7639 2021-07-19 00:35:12,143 - mmaction - INFO - Epoch [19][760/1879] lr: 1.927e-01, eta: 1 day, 20:55:19, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.8650, top1_acc: 0.2469, top5_acc: 0.4781, loss_cls: 3.6020, loss: 5.4670, grad_norm: 1.7441 2021-07-19 00:35:23,433 - mmaction - INFO - Epoch [19][780/1879] lr: 1.927e-01, eta: 1 day, 20:54:53, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.8626, top1_acc: 0.2395, top5_acc: 0.4852, loss_cls: 3.5814, loss: 5.4439, grad_norm: 1.7712 2021-07-19 00:35:35,727 - mmaction - INFO - Epoch [19][800/1879] lr: 1.926e-01, eta: 1 day, 20:54:34, time: 0.614, data_time: 0.001, memory: 6921, loss_aux: 1.8500, top1_acc: 0.2543, top5_acc: 0.4883, loss_cls: 3.5215, loss: 5.3715, grad_norm: 1.7966 2021-07-19 00:35:47,329 - mmaction - INFO - Epoch [19][820/1879] lr: 1.926e-01, eta: 1 day, 20:54:10, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8363, top1_acc: 0.2480, top5_acc: 0.4895, loss_cls: 3.5420, loss: 5.3783, grad_norm: 1.7861 2021-07-19 00:35:58,823 - mmaction - INFO - Epoch [19][840/1879] lr: 1.926e-01, eta: 1 day, 20:53:46, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.8614, top1_acc: 0.2449, top5_acc: 0.4840, loss_cls: 3.5405, loss: 5.4019, grad_norm: 1.7624 2021-07-19 00:36:10,910 - mmaction - INFO - Epoch [19][860/1879] lr: 1.926e-01, eta: 1 day, 20:53:26, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.8621, top1_acc: 0.2410, top5_acc: 0.4875, loss_cls: 3.5458, loss: 5.4079, grad_norm: 1.7923 2021-07-19 00:36:22,976 - mmaction - INFO - Epoch [19][880/1879] lr: 1.926e-01, eta: 1 day, 20:53:06, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.8748, top1_acc: 0.2414, top5_acc: 0.4863, loss_cls: 3.6059, loss: 5.4807, grad_norm: 1.7903 2021-07-19 00:36:40,090 - mmaction - INFO - Epoch [19][900/1879] lr: 1.926e-01, eta: 1 day, 20:53:21, time: 0.852, data_time: 0.004, memory: 6921, loss_aux: 1.8364, top1_acc: 0.2543, top5_acc: 0.4902, loss_cls: 3.5403, loss: 5.3767, grad_norm: 1.7508 2021-07-19 00:36:51,530 - mmaction - INFO - Epoch [19][920/1879] lr: 1.926e-01, eta: 1 day, 20:52:57, time: 0.577, data_time: 0.008, memory: 6921, loss_aux: 1.8149, top1_acc: 0.2699, top5_acc: 0.5023, loss_cls: 3.4932, loss: 5.3081, grad_norm: 1.7802 2021-07-19 00:37:02,842 - mmaction - INFO - Epoch [19][940/1879] lr: 1.926e-01, eta: 1 day, 20:52:31, time: 0.565, data_time: 0.006, memory: 6921, loss_aux: 1.8617, top1_acc: 0.2320, top5_acc: 0.4785, loss_cls: 3.5636, loss: 5.4253, grad_norm: 1.8420 2021-07-19 00:37:17,346 - mmaction - INFO - Epoch [19][960/1879] lr: 1.926e-01, eta: 1 day, 20:52:27, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.8684, top1_acc: 0.2523, top5_acc: 0.4836, loss_cls: 3.5663, loss: 5.4346, grad_norm: 1.8163 2021-07-19 00:37:28,927 - mmaction - INFO - Epoch [19][980/1879] lr: 1.926e-01, eta: 1 day, 20:52:04, time: 0.584, data_time: 0.008, memory: 6921, loss_aux: 1.8720, top1_acc: 0.2504, top5_acc: 0.5020, loss_cls: 3.5483, loss: 5.4203, grad_norm: 1.8032 2021-07-19 00:37:40,096 - mmaction - INFO - Epoch [19][1000/1879] lr: 1.926e-01, eta: 1 day, 20:51:38, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.8779, top1_acc: 0.2410, top5_acc: 0.4707, loss_cls: 3.6114, loss: 5.4893, grad_norm: 1.7376 2021-07-19 00:37:52,337 - mmaction - INFO - Epoch [19][1020/1879] lr: 1.926e-01, eta: 1 day, 20:51:19, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.8465, top1_acc: 0.2496, top5_acc: 0.4871, loss_cls: 3.5476, loss: 5.3941, grad_norm: 1.7770 2021-07-19 00:38:03,766 - mmaction - INFO - Epoch [19][1040/1879] lr: 1.925e-01, eta: 1 day, 20:50:54, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.8572, top1_acc: 0.2465, top5_acc: 0.4930, loss_cls: 3.5497, loss: 5.4070, grad_norm: 1.7677 2021-07-19 00:38:18,277 - mmaction - INFO - Epoch [19][1060/1879] lr: 1.925e-01, eta: 1 day, 20:50:51, time: 0.725, data_time: 0.003, memory: 6921, loss_aux: 1.8346, top1_acc: 0.2574, top5_acc: 0.5043, loss_cls: 3.4826, loss: 5.3172, grad_norm: 1.7928 2021-07-19 00:38:30,191 - mmaction - INFO - Epoch [19][1080/1879] lr: 1.925e-01, eta: 1 day, 20:50:30, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.8577, top1_acc: 0.2461, top5_acc: 0.4887, loss_cls: 3.5736, loss: 5.4313, grad_norm: 1.8221 2021-07-19 00:38:43,648 - mmaction - INFO - Epoch [19][1100/1879] lr: 1.925e-01, eta: 1 day, 20:50:19, time: 0.668, data_time: 0.018, memory: 6921, loss_aux: 1.8861, top1_acc: 0.2336, top5_acc: 0.4574, loss_cls: 3.6491, loss: 5.5352, grad_norm: 1.7531 2021-07-19 00:38:55,503 - mmaction - INFO - Epoch [19][1120/1879] lr: 1.925e-01, eta: 1 day, 20:49:57, time: 0.595, data_time: 0.012, memory: 6921, loss_aux: 1.8506, top1_acc: 0.2418, top5_acc: 0.4820, loss_cls: 3.5555, loss: 5.4060, grad_norm: 1.7697 2021-07-19 00:39:16,527 - mmaction - INFO - Epoch [19][1140/1879] lr: 1.925e-01, eta: 1 day, 20:50:40, time: 1.046, data_time: 0.005, memory: 6921, loss_aux: 1.8621, top1_acc: 0.2512, top5_acc: 0.4906, loss_cls: 3.5842, loss: 5.4463, grad_norm: 1.7668 2021-07-19 00:39:39,937 - mmaction - INFO - Epoch [19][1160/1879] lr: 1.925e-01, eta: 1 day, 20:51:39, time: 1.170, data_time: 0.015, memory: 6921, loss_aux: 1.8941, top1_acc: 0.2266, top5_acc: 0.4676, loss_cls: 3.6573, loss: 5.5514, grad_norm: 1.7652 2021-07-19 00:39:51,248 - mmaction - INFO - Epoch [19][1180/1879] lr: 1.925e-01, eta: 1 day, 20:51:15, time: 0.573, data_time: 0.015, memory: 6921, loss_aux: 1.8629, top1_acc: 0.2422, top5_acc: 0.4867, loss_cls: 3.5738, loss: 5.4367, grad_norm: 1.7799 2021-07-19 00:40:03,777 - mmaction - INFO - Epoch [19][1200/1879] lr: 1.925e-01, eta: 1 day, 20:50:58, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.8294, top1_acc: 0.2555, top5_acc: 0.4973, loss_cls: 3.5215, loss: 5.3508, grad_norm: 1.7754 2021-07-19 00:40:16,336 - mmaction - INFO - Epoch [19][1220/1879] lr: 1.925e-01, eta: 1 day, 20:50:41, time: 0.626, data_time: 0.006, memory: 6921, loss_aux: 1.8532, top1_acc: 0.2375, top5_acc: 0.4910, loss_cls: 3.5601, loss: 5.4134, grad_norm: 1.7887 2021-07-19 00:40:27,571 - mmaction - INFO - Epoch [19][1240/1879] lr: 1.925e-01, eta: 1 day, 20:50:15, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.8533, top1_acc: 0.2434, top5_acc: 0.4926, loss_cls: 3.5591, loss: 5.4124, grad_norm: 1.7347 2021-07-19 00:40:39,739 - mmaction - INFO - Epoch [19][1260/1879] lr: 1.925e-01, eta: 1 day, 20:49:55, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.8542, top1_acc: 0.2488, top5_acc: 0.4871, loss_cls: 3.5726, loss: 5.4267, grad_norm: 1.7916 2021-07-19 00:40:50,760 - mmaction - INFO - Epoch [19][1280/1879] lr: 1.924e-01, eta: 1 day, 20:49:28, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.8841, top1_acc: 0.2391, top5_acc: 0.4703, loss_cls: 3.6373, loss: 5.5214, grad_norm: 1.7894 2021-07-19 00:41:03,079 - mmaction - INFO - Epoch [19][1300/1879] lr: 1.924e-01, eta: 1 day, 20:49:08, time: 0.605, data_time: 0.001, memory: 6921, loss_aux: 1.8708, top1_acc: 0.2410, top5_acc: 0.4848, loss_cls: 3.6162, loss: 5.4871, grad_norm: 1.7652 2021-07-19 00:41:18,714 - mmaction - INFO - Epoch [19][1320/1879] lr: 1.924e-01, eta: 1 day, 20:49:14, time: 0.790, data_time: 0.012, memory: 6921, loss_aux: 1.8581, top1_acc: 0.2508, top5_acc: 0.4789, loss_cls: 3.5761, loss: 5.4342, grad_norm: 1.7574 2021-07-19 00:41:29,890 - mmaction - INFO - Epoch [19][1340/1879] lr: 1.924e-01, eta: 1 day, 20:48:48, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.8075, top1_acc: 0.2602, top5_acc: 0.4965, loss_cls: 3.4947, loss: 5.3021, grad_norm: 1.8060 2021-07-19 00:41:41,733 - mmaction - INFO - Epoch [19][1360/1879] lr: 1.924e-01, eta: 1 day, 20:48:26, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.8870, top1_acc: 0.2344, top5_acc: 0.4797, loss_cls: 3.6475, loss: 5.5345, grad_norm: 1.8221 2021-07-19 00:41:54,586 - mmaction - INFO - Epoch [19][1380/1879] lr: 1.924e-01, eta: 1 day, 20:48:12, time: 0.645, data_time: 0.004, memory: 6921, loss_aux: 1.8289, top1_acc: 0.2703, top5_acc: 0.5020, loss_cls: 3.5045, loss: 5.3334, grad_norm: 1.7971 2021-07-19 00:42:06,453 - mmaction - INFO - Epoch [19][1400/1879] lr: 1.924e-01, eta: 1 day, 20:47:50, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.8466, top1_acc: 0.2551, top5_acc: 0.5027, loss_cls: 3.5115, loss: 5.3582, grad_norm: 1.7587 2021-07-19 00:42:20,990 - mmaction - INFO - Epoch [19][1420/1879] lr: 1.924e-01, eta: 1 day, 20:47:47, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.8778, top1_acc: 0.2363, top5_acc: 0.4938, loss_cls: 3.5853, loss: 5.4632, grad_norm: 1.8374 2021-07-19 00:42:32,230 - mmaction - INFO - Epoch [19][1440/1879] lr: 1.924e-01, eta: 1 day, 20:47:21, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.8783, top1_acc: 0.2398, top5_acc: 0.4852, loss_cls: 3.6031, loss: 5.4814, grad_norm: 1.7702 2021-07-19 00:42:45,187 - mmaction - INFO - Epoch [19][1460/1879] lr: 1.924e-01, eta: 1 day, 20:47:07, time: 0.647, data_time: 0.001, memory: 6921, loss_aux: 1.8417, top1_acc: 0.2508, top5_acc: 0.4809, loss_cls: 3.5705, loss: 5.4122, grad_norm: 1.7495 2021-07-19 00:42:57,986 - mmaction - INFO - Epoch [19][1480/1879] lr: 1.924e-01, eta: 1 day, 20:46:52, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.8673, top1_acc: 0.2270, top5_acc: 0.4793, loss_cls: 3.6023, loss: 5.4696, grad_norm: 1.7800 2021-07-19 00:43:10,249 - mmaction - INFO - Epoch [19][1500/1879] lr: 1.923e-01, eta: 1 day, 20:46:33, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.8676, top1_acc: 0.2551, top5_acc: 0.4957, loss_cls: 3.5585, loss: 5.4262, grad_norm: 1.7475 2021-07-19 00:43:21,788 - mmaction - INFO - Epoch [19][1520/1879] lr: 1.923e-01, eta: 1 day, 20:46:09, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.8874, top1_acc: 0.2348, top5_acc: 0.4648, loss_cls: 3.6312, loss: 5.5186, grad_norm: 1.7768 2021-07-19 00:43:40,000 - mmaction - INFO - Epoch [19][1540/1879] lr: 1.923e-01, eta: 1 day, 20:46:31, time: 0.910, data_time: 0.008, memory: 6921, loss_aux: 1.8577, top1_acc: 0.2453, top5_acc: 0.4832, loss_cls: 3.5721, loss: 5.4298, grad_norm: 1.7926 2021-07-19 00:43:51,616 - mmaction - INFO - Epoch [19][1560/1879] lr: 1.923e-01, eta: 1 day, 20:46:09, time: 0.586, data_time: 0.010, memory: 6921, loss_aux: 1.8542, top1_acc: 0.2520, top5_acc: 0.4930, loss_cls: 3.5732, loss: 5.4274, grad_norm: 1.8079 2021-07-19 00:44:08,798 - mmaction - INFO - Epoch [19][1580/1879] lr: 1.923e-01, eta: 1 day, 20:46:23, time: 0.851, data_time: 0.011, memory: 6921, loss_aux: 1.8791, top1_acc: 0.2434, top5_acc: 0.4750, loss_cls: 3.5989, loss: 5.4780, grad_norm: 1.7694 2021-07-19 00:44:20,235 - mmaction - INFO - Epoch [19][1600/1879] lr: 1.923e-01, eta: 1 day, 20:46:00, time: 0.582, data_time: 0.017, memory: 6921, loss_aux: 1.8433, top1_acc: 0.2617, top5_acc: 0.5016, loss_cls: 3.5090, loss: 5.3524, grad_norm: 1.8088 2021-07-19 00:44:32,008 - mmaction - INFO - Epoch [19][1620/1879] lr: 1.923e-01, eta: 1 day, 20:45:38, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.8847, top1_acc: 0.2430, top5_acc: 0.4781, loss_cls: 3.6496, loss: 5.5343, grad_norm: 1.8287 2021-07-19 00:44:43,884 - mmaction - INFO - Epoch [19][1640/1879] lr: 1.923e-01, eta: 1 day, 20:45:16, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8752, top1_acc: 0.2305, top5_acc: 0.4773, loss_cls: 3.6168, loss: 5.4920, grad_norm: 1.8064 2021-07-19 00:44:55,028 - mmaction - INFO - Epoch [19][1660/1879] lr: 1.923e-01, eta: 1 day, 20:44:50, time: 0.559, data_time: 0.005, memory: 6921, loss_aux: 1.8387, top1_acc: 0.2598, top5_acc: 0.4918, loss_cls: 3.5167, loss: 5.3554, grad_norm: 1.7782 2021-07-19 00:45:06,449 - mmaction - INFO - Epoch [19][1680/1879] lr: 1.923e-01, eta: 1 day, 20:44:25, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.8423, top1_acc: 0.2734, top5_acc: 0.5000, loss_cls: 3.5132, loss: 5.3555, grad_norm: 1.7615 2021-07-19 00:45:23,677 - mmaction - INFO - Epoch [19][1700/1879] lr: 1.923e-01, eta: 1 day, 20:44:41, time: 0.858, data_time: 0.002, memory: 6921, loss_aux: 1.8568, top1_acc: 0.2492, top5_acc: 0.4891, loss_cls: 3.5696, loss: 5.4264, grad_norm: 1.7685 2021-07-19 00:45:34,953 - mmaction - INFO - Epoch [19][1720/1879] lr: 1.923e-01, eta: 1 day, 20:44:15, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.8543, top1_acc: 0.2578, top5_acc: 0.4871, loss_cls: 3.5440, loss: 5.3982, grad_norm: 1.7791 2021-07-19 00:45:46,121 - mmaction - INFO - Epoch [19][1740/1879] lr: 1.922e-01, eta: 1 day, 20:43:49, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.8979, top1_acc: 0.2219, top5_acc: 0.4695, loss_cls: 3.6459, loss: 5.5438, grad_norm: 1.8195 2021-07-19 00:45:58,342 - mmaction - INFO - Epoch [19][1760/1879] lr: 1.922e-01, eta: 1 day, 20:43:30, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.8560, top1_acc: 0.2449, top5_acc: 0.4871, loss_cls: 3.5706, loss: 5.4267, grad_norm: 1.7996 2021-07-19 00:46:09,751 - mmaction - INFO - Epoch [19][1780/1879] lr: 1.922e-01, eta: 1 day, 20:43:06, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.8769, top1_acc: 0.2410, top5_acc: 0.4762, loss_cls: 3.5921, loss: 5.4690, grad_norm: 1.7734 2021-07-19 00:46:20,852 - mmaction - INFO - Epoch [19][1800/1879] lr: 1.922e-01, eta: 1 day, 20:42:39, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.8641, top1_acc: 0.2496, top5_acc: 0.4871, loss_cls: 3.5539, loss: 5.4180, grad_norm: 1.7818 2021-07-19 00:46:32,534 - mmaction - INFO - Epoch [19][1820/1879] lr: 1.922e-01, eta: 1 day, 20:42:16, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.8403, top1_acc: 0.2418, top5_acc: 0.4879, loss_cls: 3.5427, loss: 5.3830, grad_norm: 1.7764 2021-07-19 00:46:45,420 - mmaction - INFO - Epoch [19][1840/1879] lr: 1.922e-01, eta: 1 day, 20:42:01, time: 0.642, data_time: 0.005, memory: 6921, loss_aux: 1.8646, top1_acc: 0.2488, top5_acc: 0.4777, loss_cls: 3.5962, loss: 5.4608, grad_norm: 1.8086 2021-07-19 00:46:56,600 - mmaction - INFO - Epoch [19][1860/1879] lr: 1.922e-01, eta: 1 day, 20:41:36, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.8620, top1_acc: 0.2422, top5_acc: 0.4852, loss_cls: 3.5818, loss: 5.4437, grad_norm: 1.7832 2021-07-19 00:47:18,339 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-07-19 00:47:40,285 - mmaction - INFO - Epoch [20][20/1879] lr: 1.922e-01, eta: 1 day, 20:40:29, time: 0.975, data_time: 0.371, memory: 6921, loss_aux: 1.8804, top1_acc: 0.2305, top5_acc: 0.4691, loss_cls: 3.6408, loss: 5.5212, grad_norm: 1.7715 2021-07-19 00:47:52,970 - mmaction - INFO - Epoch [20][40/1879] lr: 1.922e-01, eta: 1 day, 20:40:14, time: 0.640, data_time: 0.009, memory: 6921, loss_aux: 1.8326, top1_acc: 0.2594, top5_acc: 0.4902, loss_cls: 3.5160, loss: 5.3485, grad_norm: 1.7599 2021-07-19 00:48:04,063 - mmaction - INFO - Epoch [20][60/1879] lr: 1.922e-01, eta: 1 day, 20:39:47, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.8600, top1_acc: 0.2461, top5_acc: 0.4871, loss_cls: 3.5546, loss: 5.4145, grad_norm: 1.7905 2021-07-19 00:48:15,692 - mmaction - INFO - Epoch [20][80/1879] lr: 1.922e-01, eta: 1 day, 20:39:24, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8756, top1_acc: 0.2367, top5_acc: 0.4824, loss_cls: 3.6059, loss: 5.4815, grad_norm: 1.8062 2021-07-19 00:48:29,040 - mmaction - INFO - Epoch [20][100/1879] lr: 1.921e-01, eta: 1 day, 20:39:13, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.8260, top1_acc: 0.2539, top5_acc: 0.5047, loss_cls: 3.5003, loss: 5.3263, grad_norm: 1.7962 2021-07-19 00:48:45,568 - mmaction - INFO - Epoch [20][120/1879] lr: 1.921e-01, eta: 1 day, 20:39:24, time: 0.830, data_time: 0.008, memory: 6921, loss_aux: 1.8793, top1_acc: 0.2313, top5_acc: 0.4824, loss_cls: 3.6355, loss: 5.5148, grad_norm: 1.8151 2021-07-19 00:48:58,304 - mmaction - INFO - Epoch [20][140/1879] lr: 1.921e-01, eta: 1 day, 20:39:08, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.8734, top1_acc: 0.2383, top5_acc: 0.4828, loss_cls: 3.6137, loss: 5.4871, grad_norm: 1.8174 2021-07-19 00:49:11,810 - mmaction - INFO - Epoch [20][160/1879] lr: 1.921e-01, eta: 1 day, 20:38:58, time: 0.674, data_time: 0.006, memory: 6921, loss_aux: 1.8808, top1_acc: 0.2328, top5_acc: 0.4938, loss_cls: 3.6208, loss: 5.5016, grad_norm: 1.7901 2021-07-19 00:49:25,147 - mmaction - INFO - Epoch [20][180/1879] lr: 1.921e-01, eta: 1 day, 20:38:47, time: 0.668, data_time: 0.005, memory: 6921, loss_aux: 1.8594, top1_acc: 0.2410, top5_acc: 0.4816, loss_cls: 3.5916, loss: 5.4510, grad_norm: 1.7935 2021-07-19 00:49:36,733 - mmaction - INFO - Epoch [20][200/1879] lr: 1.921e-01, eta: 1 day, 20:38:24, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8455, top1_acc: 0.2520, top5_acc: 0.4859, loss_cls: 3.5261, loss: 5.3716, grad_norm: 1.7624 2021-07-19 00:49:48,262 - mmaction - INFO - Epoch [20][220/1879] lr: 1.921e-01, eta: 1 day, 20:38:00, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.8436, top1_acc: 0.2535, top5_acc: 0.5035, loss_cls: 3.5497, loss: 5.3934, grad_norm: 1.8104 2021-07-19 00:49:59,939 - mmaction - INFO - Epoch [20][240/1879] lr: 1.921e-01, eta: 1 day, 20:37:38, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.8339, top1_acc: 0.2441, top5_acc: 0.4863, loss_cls: 3.5409, loss: 5.3748, grad_norm: 1.7597 2021-07-19 00:50:13,410 - mmaction - INFO - Epoch [20][260/1879] lr: 1.921e-01, eta: 1 day, 20:37:27, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.8359, top1_acc: 0.2613, top5_acc: 0.4926, loss_cls: 3.5004, loss: 5.3363, grad_norm: 1.7852 2021-07-19 00:50:25,918 - mmaction - INFO - Epoch [20][280/1879] lr: 1.921e-01, eta: 1 day, 20:37:10, time: 0.625, data_time: 0.007, memory: 6921, loss_aux: 1.8349, top1_acc: 0.2621, top5_acc: 0.5098, loss_cls: 3.5068, loss: 5.3417, grad_norm: 1.8197 2021-07-19 00:50:37,015 - mmaction - INFO - Epoch [20][300/1879] lr: 1.921e-01, eta: 1 day, 20:36:44, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.8405, top1_acc: 0.2645, top5_acc: 0.4973, loss_cls: 3.5269, loss: 5.3674, grad_norm: 1.7766 2021-07-19 00:50:48,825 - mmaction - INFO - Epoch [20][320/1879] lr: 1.920e-01, eta: 1 day, 20:36:22, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.8608, top1_acc: 0.2379, top5_acc: 0.4871, loss_cls: 3.5672, loss: 5.4280, grad_norm: 1.7804 2021-07-19 00:51:00,086 - mmaction - INFO - Epoch [20][340/1879] lr: 1.920e-01, eta: 1 day, 20:35:57, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8558, top1_acc: 0.2445, top5_acc: 0.4848, loss_cls: 3.5383, loss: 5.3941, grad_norm: 1.7960 2021-07-19 00:51:11,351 - mmaction - INFO - Epoch [20][360/1879] lr: 1.920e-01, eta: 1 day, 20:35:32, time: 0.562, data_time: 0.007, memory: 6921, loss_aux: 1.8493, top1_acc: 0.2465, top5_acc: 0.4801, loss_cls: 3.5621, loss: 5.4114, grad_norm: 1.8000 2021-07-19 00:51:23,535 - mmaction - INFO - Epoch [20][380/1879] lr: 1.920e-01, eta: 1 day, 20:35:12, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.8723, top1_acc: 0.2523, top5_acc: 0.4879, loss_cls: 3.5595, loss: 5.4318, grad_norm: 1.8031 2021-07-19 00:51:37,549 - mmaction - INFO - Epoch [20][400/1879] lr: 1.920e-01, eta: 1 day, 20:35:06, time: 0.699, data_time: 0.003, memory: 6921, loss_aux: 1.8498, top1_acc: 0.2531, top5_acc: 0.4969, loss_cls: 3.5238, loss: 5.3736, grad_norm: 1.7877 2021-07-19 00:51:49,411 - mmaction - INFO - Epoch [20][420/1879] lr: 1.920e-01, eta: 1 day, 20:34:45, time: 0.596, data_time: 0.006, memory: 6921, loss_aux: 1.8706, top1_acc: 0.2336, top5_acc: 0.4863, loss_cls: 3.5833, loss: 5.4539, grad_norm: 1.7970 2021-07-19 00:52:04,172 - mmaction - INFO - Epoch [20][440/1879] lr: 1.920e-01, eta: 1 day, 20:34:43, time: 0.737, data_time: 0.002, memory: 6921, loss_aux: 1.8505, top1_acc: 0.2566, top5_acc: 0.4891, loss_cls: 3.5501, loss: 5.4006, grad_norm: 1.7805 2021-07-19 00:52:16,141 - mmaction - INFO - Epoch [20][460/1879] lr: 1.920e-01, eta: 1 day, 20:34:23, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.8477, top1_acc: 0.2371, top5_acc: 0.4852, loss_cls: 3.5519, loss: 5.3996, grad_norm: 1.7949 2021-07-19 00:52:27,316 - mmaction - INFO - Epoch [20][480/1879] lr: 1.920e-01, eta: 1 day, 20:33:57, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.8675, top1_acc: 0.2473, top5_acc: 0.4789, loss_cls: 3.6010, loss: 5.4685, grad_norm: 1.8034 2021-07-19 00:52:38,643 - mmaction - INFO - Epoch [20][500/1879] lr: 1.920e-01, eta: 1 day, 20:33:32, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8514, top1_acc: 0.2613, top5_acc: 0.4797, loss_cls: 3.5450, loss: 5.3964, grad_norm: 1.7876 2021-07-19 00:52:51,743 - mmaction - INFO - Epoch [20][520/1879] lr: 1.920e-01, eta: 1 day, 20:33:19, time: 0.652, data_time: 0.001, memory: 6921, loss_aux: 1.8784, top1_acc: 0.2320, top5_acc: 0.4766, loss_cls: 3.6160, loss: 5.4943, grad_norm: 1.8116 2021-07-19 00:53:03,202 - mmaction - INFO - Epoch [20][540/1879] lr: 1.920e-01, eta: 1 day, 20:32:56, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.8695, top1_acc: 0.2418, top5_acc: 0.4918, loss_cls: 3.6035, loss: 5.4730, grad_norm: 1.8040 2021-07-19 00:53:19,160 - mmaction - INFO - Epoch [20][560/1879] lr: 1.919e-01, eta: 1 day, 20:33:01, time: 0.793, data_time: 0.002, memory: 6921, loss_aux: 1.8328, top1_acc: 0.2633, top5_acc: 0.4980, loss_cls: 3.5045, loss: 5.3373, grad_norm: 1.7603 2021-07-19 00:53:30,276 - mmaction - INFO - Epoch [20][580/1879] lr: 1.919e-01, eta: 1 day, 20:32:36, time: 0.561, data_time: 0.010, memory: 6921, loss_aux: 1.8537, top1_acc: 0.2504, top5_acc: 0.4891, loss_cls: 3.5449, loss: 5.3987, grad_norm: 1.7996 2021-07-19 00:53:42,165 - mmaction - INFO - Epoch [20][600/1879] lr: 1.919e-01, eta: 1 day, 20:32:15, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.8933, top1_acc: 0.2336, top5_acc: 0.4723, loss_cls: 3.6447, loss: 5.5380, grad_norm: 1.7932 2021-07-19 00:53:53,668 - mmaction - INFO - Epoch [20][620/1879] lr: 1.919e-01, eta: 1 day, 20:31:51, time: 0.577, data_time: 0.007, memory: 6921, loss_aux: 1.8296, top1_acc: 0.2543, top5_acc: 0.5000, loss_cls: 3.5146, loss: 5.3442, grad_norm: 1.7553 2021-07-19 00:54:07,422 - mmaction - INFO - Epoch [20][640/1879] lr: 1.919e-01, eta: 1 day, 20:31:42, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.8447, top1_acc: 0.2539, top5_acc: 0.4836, loss_cls: 3.5562, loss: 5.4008, grad_norm: 1.7635 2021-07-19 00:54:18,992 - mmaction - INFO - Epoch [20][660/1879] lr: 1.919e-01, eta: 1 day, 20:31:20, time: 0.583, data_time: 0.007, memory: 6921, loss_aux: 1.8289, top1_acc: 0.2594, top5_acc: 0.4895, loss_cls: 3.5170, loss: 5.3460, grad_norm: 1.7557 2021-07-19 00:54:31,282 - mmaction - INFO - Epoch [20][680/1879] lr: 1.919e-01, eta: 1 day, 20:31:01, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.8647, top1_acc: 0.2488, top5_acc: 0.4750, loss_cls: 3.5829, loss: 5.4477, grad_norm: 1.8331 2021-07-19 00:54:42,633 - mmaction - INFO - Epoch [20][700/1879] lr: 1.919e-01, eta: 1 day, 20:30:37, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.8333, top1_acc: 0.2465, top5_acc: 0.4797, loss_cls: 3.5515, loss: 5.3849, grad_norm: 1.7803 2021-07-19 00:54:58,558 - mmaction - INFO - Epoch [20][720/1879] lr: 1.919e-01, eta: 1 day, 20:30:43, time: 0.791, data_time: 0.002, memory: 6921, loss_aux: 1.8583, top1_acc: 0.2551, top5_acc: 0.4789, loss_cls: 3.5784, loss: 5.4367, grad_norm: 1.7850 2021-07-19 00:55:14,338 - mmaction - INFO - Epoch [20][740/1879] lr: 1.919e-01, eta: 1 day, 20:30:48, time: 0.793, data_time: 0.010, memory: 6921, loss_aux: 1.8700, top1_acc: 0.2391, top5_acc: 0.4844, loss_cls: 3.5859, loss: 5.4559, grad_norm: 1.8390 2021-07-19 00:55:26,485 - mmaction - INFO - Epoch [20][760/1879] lr: 1.919e-01, eta: 1 day, 20:30:29, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.8130, top1_acc: 0.2691, top5_acc: 0.5020, loss_cls: 3.4612, loss: 5.2742, grad_norm: 1.7764 2021-07-19 00:55:37,858 - mmaction - INFO - Epoch [20][780/1879] lr: 1.918e-01, eta: 1 day, 20:30:05, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8677, top1_acc: 0.2434, top5_acc: 0.4785, loss_cls: 3.6001, loss: 5.4678, grad_norm: 1.8334 2021-07-19 00:55:49,643 - mmaction - INFO - Epoch [20][800/1879] lr: 1.918e-01, eta: 1 day, 20:29:43, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.8427, top1_acc: 0.2488, top5_acc: 0.4906, loss_cls: 3.5360, loss: 5.3787, grad_norm: 1.8015 2021-07-19 00:56:01,457 - mmaction - INFO - Epoch [20][820/1879] lr: 1.918e-01, eta: 1 day, 20:29:19, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.8365, top1_acc: 0.2621, top5_acc: 0.5047, loss_cls: 3.5324, loss: 5.3689, grad_norm: 1.8408 2021-07-19 00:56:13,850 - mmaction - INFO - Epoch [20][840/1879] lr: 1.918e-01, eta: 1 day, 20:28:59, time: 0.602, data_time: 0.027, memory: 6921, loss_aux: 1.8380, top1_acc: 0.2531, top5_acc: 0.4898, loss_cls: 3.5021, loss: 5.3401, grad_norm: 1.8178 2021-07-19 00:56:27,161 - mmaction - INFO - Epoch [20][860/1879] lr: 1.918e-01, eta: 1 day, 20:28:52, time: 0.703, data_time: 0.044, memory: 6921, loss_aux: 1.8581, top1_acc: 0.2500, top5_acc: 0.4855, loss_cls: 3.5981, loss: 5.4562, grad_norm: 1.8029 2021-07-19 00:56:40,032 - mmaction - INFO - Epoch [20][880/1879] lr: 1.918e-01, eta: 1 day, 20:28:39, time: 0.647, data_time: 0.007, memory: 6921, loss_aux: 1.9060, top1_acc: 0.2301, top5_acc: 0.4645, loss_cls: 3.6576, loss: 5.5636, grad_norm: 1.8078 2021-07-19 00:56:51,523 - mmaction - INFO - Epoch [20][900/1879] lr: 1.918e-01, eta: 1 day, 20:28:15, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.8887, top1_acc: 0.2387, top5_acc: 0.4688, loss_cls: 3.6075, loss: 5.4962, grad_norm: 1.7820 2021-07-19 00:57:05,108 - mmaction - INFO - Epoch [20][920/1879] lr: 1.918e-01, eta: 1 day, 20:28:05, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.8225, top1_acc: 0.2676, top5_acc: 0.5004, loss_cls: 3.4985, loss: 5.3210, grad_norm: 1.8019 2021-07-19 00:57:28,061 - mmaction - INFO - Epoch [20][940/1879] lr: 1.918e-01, eta: 1 day, 20:28:58, time: 1.149, data_time: 0.011, memory: 6921, loss_aux: 1.8184, top1_acc: 0.2547, top5_acc: 0.5148, loss_cls: 3.4924, loss: 5.3108, grad_norm: 1.8289 2021-07-19 00:57:39,558 - mmaction - INFO - Epoch [20][960/1879] lr: 1.918e-01, eta: 1 day, 20:28:35, time: 0.581, data_time: 0.015, memory: 6921, loss_aux: 1.8490, top1_acc: 0.2395, top5_acc: 0.4871, loss_cls: 3.5617, loss: 5.4107, grad_norm: 1.8073 2021-07-19 00:57:56,745 - mmaction - INFO - Epoch [20][980/1879] lr: 1.918e-01, eta: 1 day, 20:28:50, time: 0.857, data_time: 0.002, memory: 6921, loss_aux: 1.8463, top1_acc: 0.2496, top5_acc: 0.5012, loss_cls: 3.5317, loss: 5.3780, grad_norm: 1.8042 2021-07-19 00:58:09,216 - mmaction - INFO - Epoch [20][1000/1879] lr: 1.917e-01, eta: 1 day, 20:28:32, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 1.8397, top1_acc: 0.2668, top5_acc: 0.4980, loss_cls: 3.5306, loss: 5.3704, grad_norm: 1.8004 2021-07-19 00:58:20,975 - mmaction - INFO - Epoch [20][1020/1879] lr: 1.917e-01, eta: 1 day, 20:28:11, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.8704, top1_acc: 0.2414, top5_acc: 0.4766, loss_cls: 3.5760, loss: 5.4463, grad_norm: 1.8114 2021-07-19 00:58:33,317 - mmaction - INFO - Epoch [20][1040/1879] lr: 1.917e-01, eta: 1 day, 20:27:53, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.8310, top1_acc: 0.2461, top5_acc: 0.4973, loss_cls: 3.5101, loss: 5.3410, grad_norm: 1.7936 2021-07-19 00:58:45,577 - mmaction - INFO - Epoch [20][1060/1879] lr: 1.917e-01, eta: 1 day, 20:27:35, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.8421, top1_acc: 0.2602, top5_acc: 0.5023, loss_cls: 3.5122, loss: 5.3543, grad_norm: 1.8021 2021-07-19 00:58:57,650 - mmaction - INFO - Epoch [20][1080/1879] lr: 1.917e-01, eta: 1 day, 20:27:15, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.8669, top1_acc: 0.2395, top5_acc: 0.4797, loss_cls: 3.5681, loss: 5.4349, grad_norm: 1.8300 2021-07-19 00:59:13,910 - mmaction - INFO - Epoch [20][1100/1879] lr: 1.917e-01, eta: 1 day, 20:27:17, time: 0.769, data_time: 0.007, memory: 6921, loss_aux: 1.8872, top1_acc: 0.2223, top5_acc: 0.4598, loss_cls: 3.6622, loss: 5.5494, grad_norm: 1.8183 2021-07-19 00:59:27,508 - mmaction - INFO - Epoch [20][1120/1879] lr: 1.917e-01, eta: 1 day, 20:27:07, time: 0.676, data_time: 0.048, memory: 6921, loss_aux: 1.8248, top1_acc: 0.2555, top5_acc: 0.4969, loss_cls: 3.5061, loss: 5.3309, grad_norm: 1.7737 2021-07-19 00:59:38,925 - mmaction - INFO - Epoch [20][1140/1879] lr: 1.917e-01, eta: 1 day, 20:26:50, time: 0.620, data_time: 0.053, memory: 6921, loss_aux: 1.8760, top1_acc: 0.2445, top5_acc: 0.4754, loss_cls: 3.6005, loss: 5.4765, grad_norm: 1.7892 2021-07-19 00:59:53,696 - mmaction - INFO - Epoch [20][1160/1879] lr: 1.917e-01, eta: 1 day, 20:26:48, time: 0.738, data_time: 0.002, memory: 6921, loss_aux: 1.8191, top1_acc: 0.2461, top5_acc: 0.4922, loss_cls: 3.4980, loss: 5.3172, grad_norm: 1.7989 2021-07-19 01:00:05,763 - mmaction - INFO - Epoch [20][1180/1879] lr: 1.917e-01, eta: 1 day, 20:26:28, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.8381, top1_acc: 0.2402, top5_acc: 0.4914, loss_cls: 3.5387, loss: 5.3768, grad_norm: 1.7964 2021-07-19 01:00:18,941 - mmaction - INFO - Epoch [20][1200/1879] lr: 1.917e-01, eta: 1 day, 20:26:14, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.8472, top1_acc: 0.2574, top5_acc: 0.4906, loss_cls: 3.5484, loss: 5.3955, grad_norm: 1.7485 2021-07-19 01:00:30,782 - mmaction - INFO - Epoch [20][1220/1879] lr: 1.917e-01, eta: 1 day, 20:25:55, time: 0.608, data_time: 0.020, memory: 6921, loss_aux: 1.8482, top1_acc: 0.2527, top5_acc: 0.4906, loss_cls: 3.5464, loss: 5.3947, grad_norm: 1.7984 2021-07-19 01:00:42,658 - mmaction - INFO - Epoch [20][1240/1879] lr: 1.916e-01, eta: 1 day, 20:25:34, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.8540, top1_acc: 0.2566, top5_acc: 0.4945, loss_cls: 3.5766, loss: 5.4306, grad_norm: 1.8165 2021-07-19 01:00:55,864 - mmaction - INFO - Epoch [20][1260/1879] lr: 1.916e-01, eta: 1 day, 20:25:22, time: 0.657, data_time: 0.001, memory: 6921, loss_aux: 1.8609, top1_acc: 0.2543, top5_acc: 0.5000, loss_cls: 3.5297, loss: 5.3906, grad_norm: 1.7954 2021-07-19 01:01:07,134 - mmaction - INFO - Epoch [20][1280/1879] lr: 1.916e-01, eta: 1 day, 20:24:57, time: 0.566, data_time: 0.013, memory: 6921, loss_aux: 1.8469, top1_acc: 0.2562, top5_acc: 0.4969, loss_cls: 3.5581, loss: 5.4050, grad_norm: 1.8014 2021-07-19 01:01:20,716 - mmaction - INFO - Epoch [20][1300/1879] lr: 1.916e-01, eta: 1 day, 20:24:44, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.8213, top1_acc: 0.2422, top5_acc: 0.5059, loss_cls: 3.4900, loss: 5.3113, grad_norm: 1.8184 2021-07-19 01:01:32,720 - mmaction - INFO - Epoch [20][1320/1879] lr: 1.916e-01, eta: 1 day, 20:24:27, time: 0.627, data_time: 0.033, memory: 6921, loss_aux: 1.8465, top1_acc: 0.2480, top5_acc: 0.4973, loss_cls: 3.5269, loss: 5.3734, grad_norm: 1.8136 2021-07-19 01:01:44,295 - mmaction - INFO - Epoch [20][1340/1879] lr: 1.916e-01, eta: 1 day, 20:24:05, time: 0.579, data_time: 0.007, memory: 6921, loss_aux: 1.8482, top1_acc: 0.2555, top5_acc: 0.4957, loss_cls: 3.5229, loss: 5.3711, grad_norm: 1.7767 2021-07-19 01:01:57,026 - mmaction - INFO - Epoch [20][1360/1879] lr: 1.916e-01, eta: 1 day, 20:23:49, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.8492, top1_acc: 0.2492, top5_acc: 0.4898, loss_cls: 3.5362, loss: 5.3854, grad_norm: 1.7923 2021-07-19 01:02:08,700 - mmaction - INFO - Epoch [20][1380/1879] lr: 1.916e-01, eta: 1 day, 20:23:27, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.8775, top1_acc: 0.2391, top5_acc: 0.4707, loss_cls: 3.6085, loss: 5.4860, grad_norm: 1.8081 2021-07-19 01:02:21,277 - mmaction - INFO - Epoch [20][1400/1879] lr: 1.916e-01, eta: 1 day, 20:23:11, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.8764, top1_acc: 0.2344, top5_acc: 0.4789, loss_cls: 3.6500, loss: 5.5264, grad_norm: 1.7687 2021-07-19 01:02:34,053 - mmaction - INFO - Epoch [20][1420/1879] lr: 1.916e-01, eta: 1 day, 20:22:53, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.8127, top1_acc: 0.2598, top5_acc: 0.4996, loss_cls: 3.4876, loss: 5.3004, grad_norm: 1.7765 2021-07-19 01:02:45,764 - mmaction - INFO - Epoch [20][1440/1879] lr: 1.916e-01, eta: 1 day, 20:22:34, time: 0.610, data_time: 0.027, memory: 6921, loss_aux: 1.8078, top1_acc: 0.2586, top5_acc: 0.5055, loss_cls: 3.4955, loss: 5.3033, grad_norm: 1.8302 2021-07-19 01:02:57,369 - mmaction - INFO - Epoch [20][1460/1879] lr: 1.915e-01, eta: 1 day, 20:22:11, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8467, top1_acc: 0.2559, top5_acc: 0.4848, loss_cls: 3.5462, loss: 5.3929, grad_norm: 1.7889 2021-07-19 01:03:08,331 - mmaction - INFO - Epoch [20][1480/1879] lr: 1.915e-01, eta: 1 day, 20:21:45, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.8472, top1_acc: 0.2652, top5_acc: 0.4895, loss_cls: 3.5359, loss: 5.3831, grad_norm: 1.7834 2021-07-19 01:03:21,013 - mmaction - INFO - Epoch [20][1500/1879] lr: 1.915e-01, eta: 1 day, 20:21:29, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.8270, top1_acc: 0.2555, top5_acc: 0.5047, loss_cls: 3.5160, loss: 5.3430, grad_norm: 1.7616 2021-07-19 01:03:34,483 - mmaction - INFO - Epoch [20][1520/1879] lr: 1.915e-01, eta: 1 day, 20:21:18, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.8572, top1_acc: 0.2551, top5_acc: 0.4824, loss_cls: 3.5816, loss: 5.4389, grad_norm: 1.7302 2021-07-19 01:03:45,547 - mmaction - INFO - Epoch [20][1540/1879] lr: 1.915e-01, eta: 1 day, 20:20:53, time: 0.558, data_time: 0.005, memory: 6921, loss_aux: 1.8802, top1_acc: 0.2395, top5_acc: 0.4789, loss_cls: 3.6025, loss: 5.4827, grad_norm: 1.8321 2021-07-19 01:03:57,326 - mmaction - INFO - Epoch [20][1560/1879] lr: 1.915e-01, eta: 1 day, 20:20:31, time: 0.587, data_time: 0.001, memory: 6921, loss_aux: 1.8648, top1_acc: 0.2480, top5_acc: 0.4746, loss_cls: 3.5766, loss: 5.4414, grad_norm: 1.7641 2021-07-19 01:04:09,618 - mmaction - INFO - Epoch [20][1580/1879] lr: 1.915e-01, eta: 1 day, 20:20:13, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.8433, top1_acc: 0.2453, top5_acc: 0.5000, loss_cls: 3.5271, loss: 5.3705, grad_norm: 1.7441 2021-07-19 01:04:21,681 - mmaction - INFO - Epoch [20][1600/1879] lr: 1.915e-01, eta: 1 day, 20:19:54, time: 0.604, data_time: 0.006, memory: 6921, loss_aux: 1.8402, top1_acc: 0.2422, top5_acc: 0.4926, loss_cls: 3.5339, loss: 5.3741, grad_norm: 1.7840 2021-07-19 01:04:33,074 - mmaction - INFO - Epoch [20][1620/1879] lr: 1.915e-01, eta: 1 day, 20:19:30, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.8473, top1_acc: 0.2488, top5_acc: 0.4945, loss_cls: 3.5308, loss: 5.3780, grad_norm: 1.7924 2021-07-19 01:04:44,299 - mmaction - INFO - Epoch [20][1640/1879] lr: 1.915e-01, eta: 1 day, 20:19:05, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.8413, top1_acc: 0.2582, top5_acc: 0.5031, loss_cls: 3.4990, loss: 5.3403, grad_norm: 1.8105 2021-07-19 01:04:56,811 - mmaction - INFO - Epoch [20][1660/1879] lr: 1.915e-01, eta: 1 day, 20:18:48, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.8376, top1_acc: 0.2648, top5_acc: 0.4930, loss_cls: 3.5111, loss: 5.3486, grad_norm: 1.8056 2021-07-19 01:05:08,009 - mmaction - INFO - Epoch [20][1680/1879] lr: 1.914e-01, eta: 1 day, 20:18:23, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.8655, top1_acc: 0.2535, top5_acc: 0.4773, loss_cls: 3.5922, loss: 5.4577, grad_norm: 1.7986 2021-07-19 01:05:20,509 - mmaction - INFO - Epoch [20][1700/1879] lr: 1.914e-01, eta: 1 day, 20:18:06, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.8601, top1_acc: 0.2457, top5_acc: 0.4863, loss_cls: 3.5807, loss: 5.4408, grad_norm: 1.7925 2021-07-19 01:05:33,652 - mmaction - INFO - Epoch [20][1720/1879] lr: 1.914e-01, eta: 1 day, 20:17:54, time: 0.657, data_time: 0.004, memory: 6921, loss_aux: 1.8275, top1_acc: 0.2715, top5_acc: 0.4961, loss_cls: 3.5063, loss: 5.3338, grad_norm: 1.7757 2021-07-19 01:05:46,283 - mmaction - INFO - Epoch [20][1740/1879] lr: 1.914e-01, eta: 1 day, 20:17:38, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.8121, top1_acc: 0.2527, top5_acc: 0.5180, loss_cls: 3.4906, loss: 5.3028, grad_norm: 1.8114 2021-07-19 01:05:57,685 - mmaction - INFO - Epoch [20][1760/1879] lr: 1.914e-01, eta: 1 day, 20:17:14, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.8364, top1_acc: 0.2488, top5_acc: 0.4879, loss_cls: 3.5366, loss: 5.3730, grad_norm: 1.8292 2021-07-19 01:06:11,912 - mmaction - INFO - Epoch [20][1780/1879] lr: 1.914e-01, eta: 1 day, 20:17:09, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.8611, top1_acc: 0.2410, top5_acc: 0.5043, loss_cls: 3.5524, loss: 5.4135, grad_norm: 1.7887 2021-07-19 01:06:23,132 - mmaction - INFO - Epoch [20][1800/1879] lr: 1.914e-01, eta: 1 day, 20:16:44, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.8678, top1_acc: 0.2461, top5_acc: 0.4820, loss_cls: 3.5768, loss: 5.4446, grad_norm: 1.8241 2021-07-19 01:06:34,608 - mmaction - INFO - Epoch [20][1820/1879] lr: 1.914e-01, eta: 1 day, 20:16:21, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.8624, top1_acc: 0.2309, top5_acc: 0.4770, loss_cls: 3.5788, loss: 5.4412, grad_norm: 1.8026 2021-07-19 01:06:46,723 - mmaction - INFO - Epoch [20][1840/1879] lr: 1.914e-01, eta: 1 day, 20:16:02, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.8423, top1_acc: 0.2492, top5_acc: 0.4781, loss_cls: 3.5669, loss: 5.4093, grad_norm: 1.7970 2021-07-19 01:06:59,506 - mmaction - INFO - Epoch [20][1860/1879] lr: 1.914e-01, eta: 1 day, 20:15:47, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.8655, top1_acc: 0.2430, top5_acc: 0.4813, loss_cls: 3.6093, loss: 5.4747, grad_norm: 1.7942 2021-07-19 01:07:13,096 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-07-19 01:07:37,493 - mmaction - INFO - Epoch [21][20/1879] lr: 1.913e-01, eta: 1 day, 20:15:00, time: 1.108, data_time: 0.377, memory: 6921, loss_aux: 1.8187, top1_acc: 0.2445, top5_acc: 0.5043, loss_cls: 3.4806, loss: 5.2994, grad_norm: 1.8220 2021-07-19 01:07:50,272 - mmaction - INFO - Epoch [21][40/1879] lr: 1.913e-01, eta: 1 day, 20:14:45, time: 0.639, data_time: 0.006, memory: 6921, loss_aux: 1.8181, top1_acc: 0.2652, top5_acc: 0.4977, loss_cls: 3.4941, loss: 5.3121, grad_norm: 1.8135 2021-07-19 01:08:01,419 - mmaction - INFO - Epoch [21][60/1879] lr: 1.913e-01, eta: 1 day, 20:14:20, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.8785, top1_acc: 0.2379, top5_acc: 0.4742, loss_cls: 3.5974, loss: 5.4758, grad_norm: 1.7890 2021-07-19 01:08:13,439 - mmaction - INFO - Epoch [21][80/1879] lr: 1.913e-01, eta: 1 day, 20:14:01, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.8119, top1_acc: 0.2488, top5_acc: 0.5004, loss_cls: 3.5042, loss: 5.3161, grad_norm: 1.8110 2021-07-19 01:08:25,670 - mmaction - INFO - Epoch [21][100/1879] lr: 1.913e-01, eta: 1 day, 20:13:42, time: 0.610, data_time: 0.001, memory: 6921, loss_aux: 1.8493, top1_acc: 0.2461, top5_acc: 0.4852, loss_cls: 3.5569, loss: 5.4061, grad_norm: 1.7950 2021-07-19 01:08:38,658 - mmaction - INFO - Epoch [21][120/1879] lr: 1.913e-01, eta: 1 day, 20:13:29, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.8436, top1_acc: 0.2531, top5_acc: 0.4980, loss_cls: 3.5196, loss: 5.3632, grad_norm: 1.7675 2021-07-19 01:08:51,288 - mmaction - INFO - Epoch [21][140/1879] lr: 1.913e-01, eta: 1 day, 20:13:13, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.8238, top1_acc: 0.2613, top5_acc: 0.4934, loss_cls: 3.5116, loss: 5.3354, grad_norm: 1.7495 2021-07-19 01:09:02,943 - mmaction - INFO - Epoch [21][160/1879] lr: 1.913e-01, eta: 1 day, 20:12:51, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.8552, top1_acc: 0.2574, top5_acc: 0.4934, loss_cls: 3.5541, loss: 5.4092, grad_norm: 1.7629 2021-07-19 01:09:14,402 - mmaction - INFO - Epoch [21][180/1879] lr: 1.913e-01, eta: 1 day, 20:12:27, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.8427, top1_acc: 0.2543, top5_acc: 0.4754, loss_cls: 3.5679, loss: 5.4106, grad_norm: 1.7977 2021-07-19 01:09:36,783 - mmaction - INFO - Epoch [21][200/1879] lr: 1.913e-01, eta: 1 day, 20:13:15, time: 1.127, data_time: 0.013, memory: 6921, loss_aux: 1.8607, top1_acc: 0.2457, top5_acc: 0.4902, loss_cls: 3.5873, loss: 5.4479, grad_norm: 1.7743 2021-07-19 01:09:50,087 - mmaction - INFO - Epoch [21][220/1879] lr: 1.913e-01, eta: 1 day, 20:13:04, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.8408, top1_acc: 0.2574, top5_acc: 0.5031, loss_cls: 3.4995, loss: 5.3403, grad_norm: 1.8003 2021-07-19 01:10:01,270 - mmaction - INFO - Epoch [21][240/1879] lr: 1.912e-01, eta: 1 day, 20:12:39, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.8355, top1_acc: 0.2484, top5_acc: 0.4957, loss_cls: 3.5228, loss: 5.3583, grad_norm: 1.7672 2021-07-19 01:10:14,587 - mmaction - INFO - Epoch [21][260/1879] lr: 1.912e-01, eta: 1 day, 20:12:27, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.8498, top1_acc: 0.2355, top5_acc: 0.4883, loss_cls: 3.5532, loss: 5.4030, grad_norm: 1.7918 2021-07-19 01:10:26,225 - mmaction - INFO - Epoch [21][280/1879] lr: 1.912e-01, eta: 1 day, 20:12:05, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.8131, top1_acc: 0.2582, top5_acc: 0.4828, loss_cls: 3.5036, loss: 5.3167, grad_norm: 1.8089 2021-07-19 01:10:38,031 - mmaction - INFO - Epoch [21][300/1879] lr: 1.912e-01, eta: 1 day, 20:11:44, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.8193, top1_acc: 0.2602, top5_acc: 0.4902, loss_cls: 3.5081, loss: 5.3274, grad_norm: 1.8039 2021-07-19 01:10:49,380 - mmaction - INFO - Epoch [21][320/1879] lr: 1.912e-01, eta: 1 day, 20:11:20, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.8499, top1_acc: 0.2508, top5_acc: 0.4746, loss_cls: 3.5825, loss: 5.4324, grad_norm: 1.7977 2021-07-19 01:11:00,808 - mmaction - INFO - Epoch [21][340/1879] lr: 1.912e-01, eta: 1 day, 20:10:57, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.8206, top1_acc: 0.2469, top5_acc: 0.5039, loss_cls: 3.4804, loss: 5.3010, grad_norm: 1.7986 2021-07-19 01:11:12,412 - mmaction - INFO - Epoch [21][360/1879] lr: 1.912e-01, eta: 1 day, 20:10:35, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.8496, top1_acc: 0.2477, top5_acc: 0.4734, loss_cls: 3.5752, loss: 5.4248, grad_norm: 1.8115 2021-07-19 01:11:24,332 - mmaction - INFO - Epoch [21][380/1879] lr: 1.912e-01, eta: 1 day, 20:10:14, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.8368, top1_acc: 0.2488, top5_acc: 0.4918, loss_cls: 3.5450, loss: 5.3818, grad_norm: 1.7929 2021-07-19 01:11:35,779 - mmaction - INFO - Epoch [21][400/1879] lr: 1.912e-01, eta: 1 day, 20:09:51, time: 0.571, data_time: 0.001, memory: 6921, loss_aux: 1.8656, top1_acc: 0.2430, top5_acc: 0.4859, loss_cls: 3.6011, loss: 5.4667, grad_norm: 1.8079 2021-07-19 01:11:47,366 - mmaction - INFO - Epoch [21][420/1879] lr: 1.912e-01, eta: 1 day, 20:09:29, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.9039, top1_acc: 0.2262, top5_acc: 0.4762, loss_cls: 3.6132, loss: 5.5171, grad_norm: 1.7724 2021-07-19 01:11:59,840 - mmaction - INFO - Epoch [21][440/1879] lr: 1.912e-01, eta: 1 day, 20:09:12, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.8269, top1_acc: 0.2637, top5_acc: 0.5047, loss_cls: 3.4908, loss: 5.3177, grad_norm: 1.8400 2021-07-19 01:12:13,641 - mmaction - INFO - Epoch [21][460/1879] lr: 1.911e-01, eta: 1 day, 20:09:04, time: 0.690, data_time: 0.006, memory: 6921, loss_aux: 1.8211, top1_acc: 0.2625, top5_acc: 0.4965, loss_cls: 3.4962, loss: 5.3173, grad_norm: 1.8140 2021-07-19 01:12:25,146 - mmaction - INFO - Epoch [21][480/1879] lr: 1.911e-01, eta: 1 day, 20:08:41, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.8519, top1_acc: 0.2434, top5_acc: 0.4820, loss_cls: 3.5875, loss: 5.4393, grad_norm: 1.7783 2021-07-19 01:12:38,343 - mmaction - INFO - Epoch [21][500/1879] lr: 1.911e-01, eta: 1 day, 20:08:29, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.8462, top1_acc: 0.2609, top5_acc: 0.4969, loss_cls: 3.5296, loss: 5.3758, grad_norm: 1.7813 2021-07-19 01:12:51,525 - mmaction - INFO - Epoch [21][520/1879] lr: 1.911e-01, eta: 1 day, 20:08:17, time: 0.662, data_time: 0.006, memory: 6921, loss_aux: 1.8478, top1_acc: 0.2605, top5_acc: 0.4828, loss_cls: 3.5452, loss: 5.3929, grad_norm: 1.8002 2021-07-19 01:13:05,841 - mmaction - INFO - Epoch [21][540/1879] lr: 1.911e-01, eta: 1 day, 20:08:12, time: 0.716, data_time: 0.004, memory: 6921, loss_aux: 1.8325, top1_acc: 0.2559, top5_acc: 0.4895, loss_cls: 3.5110, loss: 5.3435, grad_norm: 1.7911 2021-07-19 01:13:18,206 - mmaction - INFO - Epoch [21][560/1879] lr: 1.911e-01, eta: 1 day, 20:07:55, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.8522, top1_acc: 0.2582, top5_acc: 0.4980, loss_cls: 3.5371, loss: 5.3893, grad_norm: 1.8256 2021-07-19 01:13:30,033 - mmaction - INFO - Epoch [21][580/1879] lr: 1.911e-01, eta: 1 day, 20:07:34, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8304, top1_acc: 0.2445, top5_acc: 0.4980, loss_cls: 3.4998, loss: 5.3302, grad_norm: 1.8389 2021-07-19 01:13:42,079 - mmaction - INFO - Epoch [21][600/1879] lr: 1.911e-01, eta: 1 day, 20:07:15, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.8291, top1_acc: 0.2574, top5_acc: 0.5023, loss_cls: 3.5215, loss: 5.3506, grad_norm: 1.8095 2021-07-19 01:13:53,336 - mmaction - INFO - Epoch [21][620/1879] lr: 1.911e-01, eta: 1 day, 20:06:50, time: 0.561, data_time: 0.001, memory: 6921, loss_aux: 1.8585, top1_acc: 0.2473, top5_acc: 0.4793, loss_cls: 3.5709, loss: 5.4293, grad_norm: 1.7907 2021-07-19 01:14:05,291 - mmaction - INFO - Epoch [21][640/1879] lr: 1.911e-01, eta: 1 day, 20:06:30, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.8328, top1_acc: 0.2562, top5_acc: 0.4988, loss_cls: 3.5156, loss: 5.3484, grad_norm: 1.8168 2021-07-19 01:14:16,379 - mmaction - INFO - Epoch [21][660/1879] lr: 1.911e-01, eta: 1 day, 20:06:05, time: 0.556, data_time: 0.004, memory: 6921, loss_aux: 1.8369, top1_acc: 0.2496, top5_acc: 0.4855, loss_cls: 3.5307, loss: 5.3676, grad_norm: 1.8024 2021-07-19 01:14:28,366 - mmaction - INFO - Epoch [21][680/1879] lr: 1.910e-01, eta: 1 day, 20:05:45, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.8462, top1_acc: 0.2418, top5_acc: 0.4785, loss_cls: 3.5568, loss: 5.4030, grad_norm: 1.7915 2021-07-19 01:14:39,500 - mmaction - INFO - Epoch [21][700/1879] lr: 1.910e-01, eta: 1 day, 20:05:20, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.8414, top1_acc: 0.2484, top5_acc: 0.4828, loss_cls: 3.5412, loss: 5.3826, grad_norm: 1.7953 2021-07-19 01:14:51,760 - mmaction - INFO - Epoch [21][720/1879] lr: 1.910e-01, eta: 1 day, 20:05:02, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.8408, top1_acc: 0.2449, top5_acc: 0.4902, loss_cls: 3.5347, loss: 5.3754, grad_norm: 1.8046 2021-07-19 01:15:04,613 - mmaction - INFO - Epoch [21][740/1879] lr: 1.910e-01, eta: 1 day, 20:04:48, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 1.8437, top1_acc: 0.2500, top5_acc: 0.4828, loss_cls: 3.5223, loss: 5.3660, grad_norm: 1.8154 2021-07-19 01:15:16,546 - mmaction - INFO - Epoch [21][760/1879] lr: 1.910e-01, eta: 1 day, 20:04:28, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.8563, top1_acc: 0.2348, top5_acc: 0.4781, loss_cls: 3.5634, loss: 5.4197, grad_norm: 1.7716 2021-07-19 01:15:27,871 - mmaction - INFO - Epoch [21][780/1879] lr: 1.910e-01, eta: 1 day, 20:04:04, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.8268, top1_acc: 0.2473, top5_acc: 0.4871, loss_cls: 3.5261, loss: 5.3529, grad_norm: 1.8095 2021-07-19 01:15:39,312 - mmaction - INFO - Epoch [21][800/1879] lr: 1.910e-01, eta: 1 day, 20:03:41, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.8481, top1_acc: 0.2539, top5_acc: 0.4992, loss_cls: 3.5435, loss: 5.3916, grad_norm: 1.7978 2021-07-19 01:15:52,237 - mmaction - INFO - Epoch [21][820/1879] lr: 1.910e-01, eta: 1 day, 20:03:27, time: 0.642, data_time: 0.005, memory: 6921, loss_aux: 1.8364, top1_acc: 0.2523, top5_acc: 0.4934, loss_cls: 3.5365, loss: 5.3729, grad_norm: 1.8029 2021-07-19 01:16:06,901 - mmaction - INFO - Epoch [21][840/1879] lr: 1.910e-01, eta: 1 day, 20:03:24, time: 0.736, data_time: 0.012, memory: 6921, loss_aux: 1.8470, top1_acc: 0.2465, top5_acc: 0.4973, loss_cls: 3.5302, loss: 5.3772, grad_norm: 1.8132 2021-07-19 01:16:20,443 - mmaction - INFO - Epoch [21][860/1879] lr: 1.910e-01, eta: 1 day, 20:03:15, time: 0.676, data_time: 0.003, memory: 6921, loss_aux: 1.8417, top1_acc: 0.2547, top5_acc: 0.4949, loss_cls: 3.5281, loss: 5.3698, grad_norm: 1.7785 2021-07-19 01:16:31,691 - mmaction - INFO - Epoch [21][880/1879] lr: 1.910e-01, eta: 1 day, 20:02:50, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.8420, top1_acc: 0.2430, top5_acc: 0.5016, loss_cls: 3.5283, loss: 5.3703, grad_norm: 1.8035 2021-07-19 01:16:43,003 - mmaction - INFO - Epoch [21][900/1879] lr: 1.909e-01, eta: 1 day, 20:02:26, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.8647, top1_acc: 0.2512, top5_acc: 0.4957, loss_cls: 3.5574, loss: 5.4221, grad_norm: 1.8076 2021-07-19 01:16:54,248 - mmaction - INFO - Epoch [21][920/1879] lr: 1.909e-01, eta: 1 day, 20:02:02, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.8345, top1_acc: 0.2500, top5_acc: 0.5000, loss_cls: 3.5320, loss: 5.3665, grad_norm: 1.7919 2021-07-19 01:17:12,638 - mmaction - INFO - Epoch [21][940/1879] lr: 1.909e-01, eta: 1 day, 20:02:22, time: 0.916, data_time: 0.005, memory: 6921, loss_aux: 1.8014, top1_acc: 0.2641, top5_acc: 0.5066, loss_cls: 3.4547, loss: 5.2560, grad_norm: 1.8098 2021-07-19 01:17:23,802 - mmaction - INFO - Epoch [21][960/1879] lr: 1.909e-01, eta: 1 day, 20:01:58, time: 0.564, data_time: 0.013, memory: 6921, loss_aux: 1.8896, top1_acc: 0.2387, top5_acc: 0.4711, loss_cls: 3.6517, loss: 5.5412, grad_norm: 1.7977 2021-07-19 01:17:36,111 - mmaction - INFO - Epoch [21][980/1879] lr: 1.909e-01, eta: 1 day, 20:01:34, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.8533, top1_acc: 0.2531, top5_acc: 0.4926, loss_cls: 3.5406, loss: 5.3939, grad_norm: 1.7712 2021-07-19 01:17:47,782 - mmaction - INFO - Epoch [21][1000/1879] lr: 1.909e-01, eta: 1 day, 20:01:19, time: 0.633, data_time: 0.052, memory: 6921, loss_aux: 1.8379, top1_acc: 0.2480, top5_acc: 0.4816, loss_cls: 3.5181, loss: 5.3560, grad_norm: 1.8011 2021-07-19 01:17:58,998 - mmaction - INFO - Epoch [21][1020/1879] lr: 1.909e-01, eta: 1 day, 20:00:54, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.8563, top1_acc: 0.2480, top5_acc: 0.4852, loss_cls: 3.5818, loss: 5.4381, grad_norm: 1.8058 2021-07-19 01:18:14,347 - mmaction - INFO - Epoch [21][1040/1879] lr: 1.909e-01, eta: 1 day, 20:00:56, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.8754, top1_acc: 0.2527, top5_acc: 0.4695, loss_cls: 3.6165, loss: 5.4919, grad_norm: 1.8696 2021-07-19 01:18:28,858 - mmaction - INFO - Epoch [21][1060/1879] lr: 1.909e-01, eta: 1 day, 20:00:52, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.7962, top1_acc: 0.2617, top5_acc: 0.5152, loss_cls: 3.4308, loss: 5.2270, grad_norm: 1.7799 2021-07-19 01:18:40,246 - mmaction - INFO - Epoch [21][1080/1879] lr: 1.909e-01, eta: 1 day, 20:00:29, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.8777, top1_acc: 0.2391, top5_acc: 0.4848, loss_cls: 3.6038, loss: 5.4815, grad_norm: 1.8202 2021-07-19 01:18:52,042 - mmaction - INFO - Epoch [21][1100/1879] lr: 1.908e-01, eta: 1 day, 20:00:08, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.8481, top1_acc: 0.2625, top5_acc: 0.4922, loss_cls: 3.5199, loss: 5.3680, grad_norm: 1.7874 2021-07-19 01:19:03,819 - mmaction - INFO - Epoch [21][1120/1879] lr: 1.908e-01, eta: 1 day, 19:59:47, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.8128, top1_acc: 0.2523, top5_acc: 0.4988, loss_cls: 3.4823, loss: 5.2951, grad_norm: 1.8009 2021-07-19 01:19:21,960 - mmaction - INFO - Epoch [21][1140/1879] lr: 1.908e-01, eta: 1 day, 20:00:06, time: 0.906, data_time: 0.020, memory: 6921, loss_aux: 1.8861, top1_acc: 0.2324, top5_acc: 0.4727, loss_cls: 3.6250, loss: 5.5110, grad_norm: 1.8218 2021-07-19 01:19:36,222 - mmaction - INFO - Epoch [21][1160/1879] lr: 1.908e-01, eta: 1 day, 20:00:01, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.8276, top1_acc: 0.2488, top5_acc: 0.4961, loss_cls: 3.5050, loss: 5.3326, grad_norm: 1.8292 2021-07-19 01:19:48,528 - mmaction - INFO - Epoch [21][1180/1879] lr: 1.908e-01, eta: 1 day, 19:59:44, time: 0.617, data_time: 0.004, memory: 6921, loss_aux: 1.8383, top1_acc: 0.2445, top5_acc: 0.4816, loss_cls: 3.5527, loss: 5.3909, grad_norm: 1.8039 2021-07-19 01:20:00,073 - mmaction - INFO - Epoch [21][1200/1879] lr: 1.908e-01, eta: 1 day, 19:59:21, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.8519, top1_acc: 0.2672, top5_acc: 0.4930, loss_cls: 3.5203, loss: 5.3723, grad_norm: 1.8032 2021-07-19 01:20:11,817 - mmaction - INFO - Epoch [21][1220/1879] lr: 1.908e-01, eta: 1 day, 19:59:00, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.8375, top1_acc: 0.2480, top5_acc: 0.4797, loss_cls: 3.5577, loss: 5.3952, grad_norm: 1.8410 2021-07-19 01:20:23,306 - mmaction - INFO - Epoch [21][1240/1879] lr: 1.908e-01, eta: 1 day, 19:58:38, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.8473, top1_acc: 0.2500, top5_acc: 0.4828, loss_cls: 3.5687, loss: 5.4160, grad_norm: 1.8147 2021-07-19 01:20:41,323 - mmaction - INFO - Epoch [21][1260/1879] lr: 1.908e-01, eta: 1 day, 19:58:55, time: 0.898, data_time: 0.001, memory: 6921, loss_aux: 1.8348, top1_acc: 0.2449, top5_acc: 0.5062, loss_cls: 3.5102, loss: 5.3450, grad_norm: 1.7662 2021-07-19 01:20:53,290 - mmaction - INFO - Epoch [21][1280/1879] lr: 1.908e-01, eta: 1 day, 19:58:36, time: 0.600, data_time: 0.006, memory: 6921, loss_aux: 1.8249, top1_acc: 0.2566, top5_acc: 0.4949, loss_cls: 3.5057, loss: 5.3305, grad_norm: 1.8051 2021-07-19 01:21:07,575 - mmaction - INFO - Epoch [21][1300/1879] lr: 1.908e-01, eta: 1 day, 19:58:30, time: 0.711, data_time: 0.004, memory: 6921, loss_aux: 1.8177, top1_acc: 0.2543, top5_acc: 0.5008, loss_cls: 3.4668, loss: 5.2846, grad_norm: 1.7828 2021-07-19 01:21:23,363 - mmaction - INFO - Epoch [21][1320/1879] lr: 1.907e-01, eta: 1 day, 19:58:34, time: 0.789, data_time: 0.007, memory: 6921, loss_aux: 1.8567, top1_acc: 0.2477, top5_acc: 0.4969, loss_cls: 3.5760, loss: 5.4327, grad_norm: 1.8295 2021-07-19 01:21:38,981 - mmaction - INFO - Epoch [21][1340/1879] lr: 1.907e-01, eta: 1 day, 19:58:38, time: 0.784, data_time: 0.007, memory: 6921, loss_aux: 1.8321, top1_acc: 0.2496, top5_acc: 0.4887, loss_cls: 3.5231, loss: 5.3552, grad_norm: 1.7819 2021-07-19 01:21:51,114 - mmaction - INFO - Epoch [21][1360/1879] lr: 1.907e-01, eta: 1 day, 19:58:19, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.8354, top1_acc: 0.2668, top5_acc: 0.4969, loss_cls: 3.5256, loss: 5.3610, grad_norm: 1.8210 2021-07-19 01:22:03,347 - mmaction - INFO - Epoch [21][1380/1879] lr: 1.907e-01, eta: 1 day, 19:58:01, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.8530, top1_acc: 0.2465, top5_acc: 0.4883, loss_cls: 3.5688, loss: 5.4218, grad_norm: 1.7769 2021-07-19 01:22:15,519 - mmaction - INFO - Epoch [21][1400/1879] lr: 1.907e-01, eta: 1 day, 19:57:43, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.8530, top1_acc: 0.2578, top5_acc: 0.4941, loss_cls: 3.5498, loss: 5.4028, grad_norm: 1.8165 2021-07-19 01:22:32,478 - mmaction - INFO - Epoch [21][1420/1879] lr: 1.907e-01, eta: 1 day, 19:57:54, time: 0.845, data_time: 0.003, memory: 6921, loss_aux: 1.8235, top1_acc: 0.2512, top5_acc: 0.4953, loss_cls: 3.4935, loss: 5.3170, grad_norm: 1.8193 2021-07-19 01:22:50,584 - mmaction - INFO - Epoch [21][1440/1879] lr: 1.907e-01, eta: 1 day, 19:58:13, time: 0.909, data_time: 0.008, memory: 6921, loss_aux: 1.8618, top1_acc: 0.2465, top5_acc: 0.4926, loss_cls: 3.5723, loss: 5.4341, grad_norm: 1.8424 2021-07-19 01:23:02,351 - mmaction - INFO - Epoch [21][1460/1879] lr: 1.907e-01, eta: 1 day, 19:57:52, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.8121, top1_acc: 0.2578, top5_acc: 0.5000, loss_cls: 3.4748, loss: 5.2869, grad_norm: 1.8360 2021-07-19 01:23:16,340 - mmaction - INFO - Epoch [21][1480/1879] lr: 1.907e-01, eta: 1 day, 19:57:44, time: 0.696, data_time: 0.002, memory: 6921, loss_aux: 1.8482, top1_acc: 0.2555, top5_acc: 0.4922, loss_cls: 3.5395, loss: 5.3877, grad_norm: 1.7986 2021-07-19 01:23:28,028 - mmaction - INFO - Epoch [21][1500/1879] lr: 1.907e-01, eta: 1 day, 19:57:24, time: 0.589, data_time: 0.011, memory: 6921, loss_aux: 1.8579, top1_acc: 0.2469, top5_acc: 0.4801, loss_cls: 3.5693, loss: 5.4272, grad_norm: 1.8039 2021-07-19 01:23:39,717 - mmaction - INFO - Epoch [21][1520/1879] lr: 1.907e-01, eta: 1 day, 19:57:01, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.8533, top1_acc: 0.2445, top5_acc: 0.4793, loss_cls: 3.5778, loss: 5.4311, grad_norm: 1.8077 2021-07-19 01:23:52,632 - mmaction - INFO - Epoch [21][1540/1879] lr: 1.906e-01, eta: 1 day, 19:56:48, time: 0.654, data_time: 0.010, memory: 6921, loss_aux: 1.8670, top1_acc: 0.2379, top5_acc: 0.4809, loss_cls: 3.5681, loss: 5.4351, grad_norm: 1.8164 2021-07-19 01:24:05,567 - mmaction - INFO - Epoch [21][1560/1879] lr: 1.906e-01, eta: 1 day, 19:56:35, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.8341, top1_acc: 0.2520, top5_acc: 0.4961, loss_cls: 3.5300, loss: 5.3640, grad_norm: 1.8216 2021-07-19 01:24:17,071 - mmaction - INFO - Epoch [21][1580/1879] lr: 1.906e-01, eta: 1 day, 19:56:12, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.8367, top1_acc: 0.2551, top5_acc: 0.4887, loss_cls: 3.5317, loss: 5.3684, grad_norm: 1.7893 2021-07-19 01:24:28,600 - mmaction - INFO - Epoch [21][1600/1879] lr: 1.906e-01, eta: 1 day, 19:55:50, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.8547, top1_acc: 0.2492, top5_acc: 0.4922, loss_cls: 3.5275, loss: 5.3822, grad_norm: 1.8123 2021-07-19 01:24:40,718 - mmaction - INFO - Epoch [21][1620/1879] lr: 1.906e-01, eta: 1 day, 19:55:31, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.8131, top1_acc: 0.2621, top5_acc: 0.5062, loss_cls: 3.4922, loss: 5.3053, grad_norm: 1.8413 2021-07-19 01:24:57,884 - mmaction - INFO - Epoch [21][1640/1879] lr: 1.906e-01, eta: 1 day, 19:55:43, time: 0.855, data_time: 0.003, memory: 6921, loss_aux: 1.8262, top1_acc: 0.2633, top5_acc: 0.4980, loss_cls: 3.4818, loss: 5.3080, grad_norm: 1.7871 2021-07-19 01:25:10,093 - mmaction - INFO - Epoch [21][1660/1879] lr: 1.906e-01, eta: 1 day, 19:55:25, time: 0.614, data_time: 0.007, memory: 6921, loss_aux: 1.8382, top1_acc: 0.2652, top5_acc: 0.4969, loss_cls: 3.5307, loss: 5.3689, grad_norm: 1.8313 2021-07-19 01:25:21,784 - mmaction - INFO - Epoch [21][1680/1879] lr: 1.906e-01, eta: 1 day, 19:55:04, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.8690, top1_acc: 0.2437, top5_acc: 0.4898, loss_cls: 3.5667, loss: 5.4357, grad_norm: 1.8524 2021-07-19 01:25:37,005 - mmaction - INFO - Epoch [21][1700/1879] lr: 1.906e-01, eta: 1 day, 19:55:04, time: 0.756, data_time: 0.001, memory: 6921, loss_aux: 1.8405, top1_acc: 0.2477, top5_acc: 0.4938, loss_cls: 3.5225, loss: 5.3630, grad_norm: 1.8403 2021-07-19 01:25:51,674 - mmaction - INFO - Epoch [21][1720/1879] lr: 1.906e-01, eta: 1 day, 19:55:01, time: 0.736, data_time: 0.010, memory: 6921, loss_aux: 1.8211, top1_acc: 0.2523, top5_acc: 0.5070, loss_cls: 3.4956, loss: 5.3167, grad_norm: 1.8372 2021-07-19 01:26:03,884 - mmaction - INFO - Epoch [21][1740/1879] lr: 1.905e-01, eta: 1 day, 19:54:43, time: 0.612, data_time: 0.006, memory: 6921, loss_aux: 1.8400, top1_acc: 0.2320, top5_acc: 0.4949, loss_cls: 3.5452, loss: 5.3853, grad_norm: 1.8127 2021-07-19 01:26:15,207 - mmaction - INFO - Epoch [21][1760/1879] lr: 1.905e-01, eta: 1 day, 19:54:20, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.8464, top1_acc: 0.2375, top5_acc: 0.4758, loss_cls: 3.5588, loss: 5.4052, grad_norm: 1.7741 2021-07-19 01:26:28,628 - mmaction - INFO - Epoch [21][1780/1879] lr: 1.905e-01, eta: 1 day, 19:54:08, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.8564, top1_acc: 0.2539, top5_acc: 0.4895, loss_cls: 3.5608, loss: 5.4172, grad_norm: 1.8098 2021-07-19 01:26:49,278 - mmaction - INFO - Epoch [21][1800/1879] lr: 1.905e-01, eta: 1 day, 19:54:42, time: 1.037, data_time: 0.011, memory: 6921, loss_aux: 1.8306, top1_acc: 0.2543, top5_acc: 0.4949, loss_cls: 3.5124, loss: 5.3431, grad_norm: 1.7863 2021-07-19 01:27:01,062 - mmaction - INFO - Epoch [21][1820/1879] lr: 1.905e-01, eta: 1 day, 19:54:22, time: 0.594, data_time: 0.008, memory: 6921, loss_aux: 1.8234, top1_acc: 0.2496, top5_acc: 0.4930, loss_cls: 3.5155, loss: 5.3389, grad_norm: 1.8011 2021-07-19 01:27:14,360 - mmaction - INFO - Epoch [21][1840/1879] lr: 1.905e-01, eta: 1 day, 19:54:11, time: 0.664, data_time: 0.004, memory: 6921, loss_aux: 1.8477, top1_acc: 0.2492, top5_acc: 0.4879, loss_cls: 3.5556, loss: 5.4033, grad_norm: 1.7924 2021-07-19 01:27:33,414 - mmaction - INFO - Epoch [21][1860/1879] lr: 1.905e-01, eta: 1 day, 19:54:34, time: 0.948, data_time: 0.005, memory: 6921, loss_aux: 1.8677, top1_acc: 0.2473, top5_acc: 0.4875, loss_cls: 3.5923, loss: 5.4600, grad_norm: 1.8507 2021-07-19 01:27:54,790 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-07-19 01:28:16,533 - mmaction - INFO - Epoch [22][20/1879] lr: 1.905e-01, eta: 1 day, 19:53:32, time: 0.970, data_time: 0.349, memory: 6921, loss_aux: 1.8160, top1_acc: 0.2715, top5_acc: 0.5117, loss_cls: 3.4477, loss: 5.2637, grad_norm: 1.8111 2021-07-19 01:28:30,652 - mmaction - INFO - Epoch [22][40/1879] lr: 1.905e-01, eta: 1 day, 19:53:26, time: 0.710, data_time: 0.011, memory: 6921, loss_aux: 1.8273, top1_acc: 0.2566, top5_acc: 0.4934, loss_cls: 3.5028, loss: 5.3301, grad_norm: 1.7966 2021-07-19 01:28:42,330 - mmaction - INFO - Epoch [22][60/1879] lr: 1.905e-01, eta: 1 day, 19:53:05, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.8519, top1_acc: 0.2461, top5_acc: 0.4836, loss_cls: 3.5836, loss: 5.4356, grad_norm: 1.8341 2021-07-19 01:28:55,401 - mmaction - INFO - Epoch [22][80/1879] lr: 1.904e-01, eta: 1 day, 19:52:52, time: 0.651, data_time: 0.001, memory: 6921, loss_aux: 1.8223, top1_acc: 0.2691, top5_acc: 0.5094, loss_cls: 3.4708, loss: 5.2931, grad_norm: 1.8284 2021-07-19 01:29:08,217 - mmaction - INFO - Epoch [22][100/1879] lr: 1.904e-01, eta: 1 day, 19:52:30, time: 0.583, data_time: 0.006, memory: 6921, loss_aux: 1.8271, top1_acc: 0.2613, top5_acc: 0.4918, loss_cls: 3.5025, loss: 5.3297, grad_norm: 1.8225 2021-07-19 01:29:24,614 - mmaction - INFO - Epoch [22][120/1879] lr: 1.904e-01, eta: 1 day, 19:52:45, time: 0.880, data_time: 0.063, memory: 6921, loss_aux: 1.8203, top1_acc: 0.2605, top5_acc: 0.4980, loss_cls: 3.4996, loss: 5.3199, grad_norm: 1.8083 2021-07-19 01:29:38,685 - mmaction - INFO - Epoch [22][140/1879] lr: 1.904e-01, eta: 1 day, 19:52:38, time: 0.701, data_time: 0.003, memory: 6921, loss_aux: 1.8209, top1_acc: 0.2473, top5_acc: 0.4988, loss_cls: 3.5057, loss: 5.3266, grad_norm: 1.7989 2021-07-19 01:29:50,773 - mmaction - INFO - Epoch [22][160/1879] lr: 1.904e-01, eta: 1 day, 19:52:19, time: 0.607, data_time: 0.005, memory: 6921, loss_aux: 1.8280, top1_acc: 0.2691, top5_acc: 0.5031, loss_cls: 3.5102, loss: 5.3382, grad_norm: 1.8365 2021-07-19 01:30:02,697 - mmaction - INFO - Epoch [22][180/1879] lr: 1.904e-01, eta: 1 day, 19:52:00, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.8229, top1_acc: 0.2551, top5_acc: 0.5039, loss_cls: 3.4975, loss: 5.3204, grad_norm: 1.7934 2021-07-19 01:30:14,618 - mmaction - INFO - Epoch [22][200/1879] lr: 1.904e-01, eta: 1 day, 19:51:40, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.8251, top1_acc: 0.2637, top5_acc: 0.4980, loss_cls: 3.4899, loss: 5.3150, grad_norm: 1.7956 2021-07-19 01:30:28,458 - mmaction - INFO - Epoch [22][220/1879] lr: 1.904e-01, eta: 1 day, 19:51:31, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.8579, top1_acc: 0.2539, top5_acc: 0.4754, loss_cls: 3.5517, loss: 5.4096, grad_norm: 1.8098 2021-07-19 01:30:39,797 - mmaction - INFO - Epoch [22][240/1879] lr: 1.904e-01, eta: 1 day, 19:51:08, time: 0.572, data_time: 0.008, memory: 6921, loss_aux: 1.8242, top1_acc: 0.2535, top5_acc: 0.4902, loss_cls: 3.5126, loss: 5.3368, grad_norm: 1.7927 2021-07-19 01:30:51,716 - mmaction - INFO - Epoch [22][260/1879] lr: 1.904e-01, eta: 1 day, 19:50:48, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.8586, top1_acc: 0.2395, top5_acc: 0.4773, loss_cls: 3.5909, loss: 5.4495, grad_norm: 1.8346 2021-07-19 01:31:04,643 - mmaction - INFO - Epoch [22][280/1879] lr: 1.903e-01, eta: 1 day, 19:50:34, time: 0.645, data_time: 0.009, memory: 6921, loss_aux: 1.8590, top1_acc: 0.2527, top5_acc: 0.4754, loss_cls: 3.5881, loss: 5.4471, grad_norm: 1.7733 2021-07-19 01:31:15,880 - mmaction - INFO - Epoch [22][300/1879] lr: 1.903e-01, eta: 1 day, 19:50:11, time: 0.563, data_time: 0.010, memory: 6921, loss_aux: 1.8450, top1_acc: 0.2535, top5_acc: 0.4945, loss_cls: 3.5266, loss: 5.3716, grad_norm: 1.8487 2021-07-19 01:31:39,524 - mmaction - INFO - Epoch [22][320/1879] lr: 1.903e-01, eta: 1 day, 19:51:01, time: 1.170, data_time: 0.002, memory: 6921, loss_aux: 1.8197, top1_acc: 0.2496, top5_acc: 0.5008, loss_cls: 3.4982, loss: 5.3180, grad_norm: 1.8257 2021-07-19 01:31:51,203 - mmaction - INFO - Epoch [22][340/1879] lr: 1.903e-01, eta: 1 day, 19:50:41, time: 0.596, data_time: 0.022, memory: 6921, loss_aux: 1.8172, top1_acc: 0.2676, top5_acc: 0.5098, loss_cls: 3.4798, loss: 5.2971, grad_norm: 1.8387 2021-07-19 01:32:07,244 - mmaction - INFO - Epoch [22][360/1879] lr: 1.903e-01, eta: 1 day, 19:50:45, time: 0.799, data_time: 0.004, memory: 6921, loss_aux: 1.8551, top1_acc: 0.2473, top5_acc: 0.4887, loss_cls: 3.5721, loss: 5.4272, grad_norm: 1.7638 2021-07-19 01:32:22,102 - mmaction - INFO - Epoch [22][380/1879] lr: 1.903e-01, eta: 1 day, 19:50:44, time: 0.745, data_time: 0.006, memory: 6921, loss_aux: 1.8553, top1_acc: 0.2453, top5_acc: 0.4859, loss_cls: 3.5377, loss: 5.3930, grad_norm: 1.8354 2021-07-19 01:32:34,013 - mmaction - INFO - Epoch [22][400/1879] lr: 1.903e-01, eta: 1 day, 19:50:24, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.8433, top1_acc: 0.2500, top5_acc: 0.4930, loss_cls: 3.5588, loss: 5.4021, grad_norm: 1.8103 2021-07-19 01:32:46,655 - mmaction - INFO - Epoch [22][420/1879] lr: 1.903e-01, eta: 1 day, 19:50:08, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.8407, top1_acc: 0.2500, top5_acc: 0.5051, loss_cls: 3.4999, loss: 5.3406, grad_norm: 1.8061 2021-07-19 01:32:58,105 - mmaction - INFO - Epoch [22][440/1879] lr: 1.903e-01, eta: 1 day, 19:49:46, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.8190, top1_acc: 0.2504, top5_acc: 0.5102, loss_cls: 3.4677, loss: 5.2867, grad_norm: 1.8056 2021-07-19 01:33:10,160 - mmaction - INFO - Epoch [22][460/1879] lr: 1.903e-01, eta: 1 day, 19:49:26, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.8431, top1_acc: 0.2496, top5_acc: 0.4922, loss_cls: 3.5503, loss: 5.3934, grad_norm: 1.8220 2021-07-19 01:33:27,395 - mmaction - INFO - Epoch [22][480/1879] lr: 1.903e-01, eta: 1 day, 19:49:38, time: 0.861, data_time: 0.007, memory: 6921, loss_aux: 1.8514, top1_acc: 0.2406, top5_acc: 0.4859, loss_cls: 3.5787, loss: 5.4301, grad_norm: 1.8276 2021-07-19 01:33:41,056 - mmaction - INFO - Epoch [22][500/1879] lr: 1.902e-01, eta: 1 day, 19:49:30, time: 0.688, data_time: 0.013, memory: 6921, loss_aux: 1.8418, top1_acc: 0.2508, top5_acc: 0.4848, loss_cls: 3.5378, loss: 5.3796, grad_norm: 1.8031 2021-07-19 01:33:54,070 - mmaction - INFO - Epoch [22][520/1879] lr: 1.902e-01, eta: 1 day, 19:49:15, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.8168, top1_acc: 0.2621, top5_acc: 0.4938, loss_cls: 3.4926, loss: 5.3093, grad_norm: 1.8228 2021-07-19 01:34:06,633 - mmaction - INFO - Epoch [22][540/1879] lr: 1.902e-01, eta: 1 day, 19:49:00, time: 0.635, data_time: 0.013, memory: 6921, loss_aux: 1.8707, top1_acc: 0.2398, top5_acc: 0.4855, loss_cls: 3.5736, loss: 5.4443, grad_norm: 1.8238 2021-07-19 01:34:20,853 - mmaction - INFO - Epoch [22][560/1879] lr: 1.902e-01, eta: 1 day, 19:48:55, time: 0.714, data_time: 0.007, memory: 6921, loss_aux: 1.8667, top1_acc: 0.2430, top5_acc: 0.4742, loss_cls: 3.6182, loss: 5.4849, grad_norm: 1.8342 2021-07-19 01:34:34,541 - mmaction - INFO - Epoch [22][580/1879] lr: 1.902e-01, eta: 1 day, 19:48:45, time: 0.682, data_time: 0.003, memory: 6921, loss_aux: 1.8133, top1_acc: 0.2715, top5_acc: 0.5129, loss_cls: 3.4673, loss: 5.2805, grad_norm: 1.7967 2021-07-19 01:34:48,130 - mmaction - INFO - Epoch [22][600/1879] lr: 1.902e-01, eta: 1 day, 19:48:30, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.8113, top1_acc: 0.2574, top5_acc: 0.4988, loss_cls: 3.4995, loss: 5.3108, grad_norm: 1.7855 2021-07-19 01:35:05,834 - mmaction - INFO - Epoch [22][620/1879] lr: 1.902e-01, eta: 1 day, 19:48:51, time: 0.933, data_time: 0.051, memory: 6921, loss_aux: 1.8164, top1_acc: 0.2562, top5_acc: 0.4988, loss_cls: 3.5052, loss: 5.3216, grad_norm: 1.8082 2021-07-19 01:35:21,224 - mmaction - INFO - Epoch [22][640/1879] lr: 1.902e-01, eta: 1 day, 19:48:50, time: 0.761, data_time: 0.005, memory: 6921, loss_aux: 1.8753, top1_acc: 0.2434, top5_acc: 0.4844, loss_cls: 3.5735, loss: 5.4487, grad_norm: 1.8367 2021-07-19 01:35:40,548 - mmaction - INFO - Epoch [22][660/1879] lr: 1.902e-01, eta: 1 day, 19:49:16, time: 0.974, data_time: 0.016, memory: 6921, loss_aux: 1.8543, top1_acc: 0.2348, top5_acc: 0.4859, loss_cls: 3.5798, loss: 5.4341, grad_norm: 1.8100 2021-07-19 01:35:59,945 - mmaction - INFO - Epoch [22][680/1879] lr: 1.902e-01, eta: 1 day, 19:49:36, time: 0.926, data_time: 0.009, memory: 6921, loss_aux: 1.8603, top1_acc: 0.2512, top5_acc: 0.4875, loss_cls: 3.5513, loss: 5.4116, grad_norm: 1.8242 2021-07-19 01:36:12,182 - mmaction - INFO - Epoch [22][700/1879] lr: 1.901e-01, eta: 1 day, 19:49:24, time: 0.657, data_time: 0.049, memory: 6921, loss_aux: 1.8124, top1_acc: 0.2496, top5_acc: 0.4980, loss_cls: 3.4902, loss: 5.3026, grad_norm: 1.8392 2021-07-19 01:36:24,579 - mmaction - INFO - Epoch [22][720/1879] lr: 1.901e-01, eta: 1 day, 19:49:07, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.8407, top1_acc: 0.2621, top5_acc: 0.5000, loss_cls: 3.4877, loss: 5.3285, grad_norm: 1.8236 2021-07-19 01:36:38,927 - mmaction - INFO - Epoch [22][740/1879] lr: 1.901e-01, eta: 1 day, 19:49:01, time: 0.718, data_time: 0.005, memory: 6921, loss_aux: 1.8255, top1_acc: 0.2547, top5_acc: 0.5016, loss_cls: 3.4937, loss: 5.3192, grad_norm: 1.8085 2021-07-19 01:36:55,386 - mmaction - INFO - Epoch [22][760/1879] lr: 1.901e-01, eta: 1 day, 19:49:08, time: 0.817, data_time: 0.004, memory: 6921, loss_aux: 1.8201, top1_acc: 0.2578, top5_acc: 0.4949, loss_cls: 3.5013, loss: 5.3214, grad_norm: 1.8496 2021-07-19 01:37:06,890 - mmaction - INFO - Epoch [22][780/1879] lr: 1.901e-01, eta: 1 day, 19:48:47, time: 0.582, data_time: 0.014, memory: 6921, loss_aux: 1.8563, top1_acc: 0.2449, top5_acc: 0.4906, loss_cls: 3.5522, loss: 5.4085, grad_norm: 1.8323 2021-07-19 01:37:19,297 - mmaction - INFO - Epoch [22][800/1879] lr: 1.901e-01, eta: 1 day, 19:48:28, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.8494, top1_acc: 0.2473, top5_acc: 0.4953, loss_cls: 3.5583, loss: 5.4076, grad_norm: 1.7657 2021-07-19 01:37:32,292 - mmaction - INFO - Epoch [22][820/1879] lr: 1.901e-01, eta: 1 day, 19:48:16, time: 0.662, data_time: 0.018, memory: 6921, loss_aux: 1.8523, top1_acc: 0.2469, top5_acc: 0.4746, loss_cls: 3.5557, loss: 5.4080, grad_norm: 1.8163 2021-07-19 01:37:48,492 - mmaction - INFO - Epoch [22][840/1879] lr: 1.901e-01, eta: 1 day, 19:48:22, time: 0.812, data_time: 0.005, memory: 6921, loss_aux: 1.8674, top1_acc: 0.2414, top5_acc: 0.4891, loss_cls: 3.5961, loss: 5.4635, grad_norm: 1.8029 2021-07-19 01:38:00,508 - mmaction - INFO - Epoch [22][860/1879] lr: 1.901e-01, eta: 1 day, 19:48:03, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.8880, top1_acc: 0.2324, top5_acc: 0.4707, loss_cls: 3.6271, loss: 5.5151, grad_norm: 1.8249 2021-07-19 01:38:18,603 - mmaction - INFO - Epoch [22][880/1879] lr: 1.901e-01, eta: 1 day, 19:48:19, time: 0.899, data_time: 0.004, memory: 6921, loss_aux: 1.8347, top1_acc: 0.2562, top5_acc: 0.4988, loss_cls: 3.5117, loss: 5.3463, grad_norm: 1.7944 2021-07-19 01:38:35,664 - mmaction - INFO - Epoch [22][900/1879] lr: 1.901e-01, eta: 1 day, 19:48:30, time: 0.856, data_time: 0.011, memory: 6921, loss_aux: 1.8425, top1_acc: 0.2516, top5_acc: 0.4867, loss_cls: 3.5766, loss: 5.4191, grad_norm: 1.8014 2021-07-19 01:38:51,152 - mmaction - INFO - Epoch [22][920/1879] lr: 1.900e-01, eta: 1 day, 19:48:29, time: 0.754, data_time: 0.015, memory: 6921, loss_aux: 1.8335, top1_acc: 0.2516, top5_acc: 0.4938, loss_cls: 3.5374, loss: 5.3709, grad_norm: 1.8223 2021-07-19 01:39:06,223 - mmaction - INFO - Epoch [22][940/1879] lr: 1.900e-01, eta: 1 day, 19:48:31, time: 0.775, data_time: 0.026, memory: 6921, loss_aux: 1.8259, top1_acc: 0.2617, top5_acc: 0.4934, loss_cls: 3.5110, loss: 5.3368, grad_norm: 1.7773 2021-07-19 01:39:18,411 - mmaction - INFO - Epoch [22][960/1879] lr: 1.900e-01, eta: 1 day, 19:48:13, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.8414, top1_acc: 0.2656, top5_acc: 0.4949, loss_cls: 3.4934, loss: 5.3348, grad_norm: 1.7725 2021-07-19 01:39:32,612 - mmaction - INFO - Epoch [22][980/1879] lr: 1.900e-01, eta: 1 day, 19:48:06, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.8455, top1_acc: 0.2734, top5_acc: 0.4859, loss_cls: 3.5556, loss: 5.4011, grad_norm: 1.8103 2021-07-19 01:39:45,161 - mmaction - INFO - Epoch [22][1000/1879] lr: 1.900e-01, eta: 1 day, 19:47:50, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.8160, top1_acc: 0.2637, top5_acc: 0.5055, loss_cls: 3.4880, loss: 5.3040, grad_norm: 1.8368 2021-07-19 01:39:57,957 - mmaction - INFO - Epoch [22][1020/1879] lr: 1.900e-01, eta: 1 day, 19:47:31, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.8178, top1_acc: 0.2488, top5_acc: 0.4969, loss_cls: 3.4892, loss: 5.3070, grad_norm: 1.8315 2021-07-19 01:40:12,681 - mmaction - INFO - Epoch [22][1040/1879] lr: 1.900e-01, eta: 1 day, 19:47:32, time: 0.768, data_time: 0.042, memory: 6921, loss_aux: 1.8162, top1_acc: 0.2629, top5_acc: 0.5074, loss_cls: 3.4877, loss: 5.3039, grad_norm: 1.8153 2021-07-19 01:40:34,654 - mmaction - INFO - Epoch [22][1060/1879] lr: 1.900e-01, eta: 1 day, 19:48:12, time: 1.100, data_time: 0.006, memory: 6921, loss_aux: 1.8423, top1_acc: 0.2422, top5_acc: 0.4957, loss_cls: 3.5384, loss: 5.3807, grad_norm: 1.8157 2021-07-19 01:40:46,060 - mmaction - INFO - Epoch [22][1080/1879] lr: 1.900e-01, eta: 1 day, 19:47:49, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.8358, top1_acc: 0.2562, top5_acc: 0.4992, loss_cls: 3.5268, loss: 5.3625, grad_norm: 1.8010 2021-07-19 01:40:59,042 - mmaction - INFO - Epoch [22][1100/1879] lr: 1.900e-01, eta: 1 day, 19:47:35, time: 0.649, data_time: 0.008, memory: 6921, loss_aux: 1.8205, top1_acc: 0.2484, top5_acc: 0.4930, loss_cls: 3.5082, loss: 5.3287, grad_norm: 1.8347 2021-07-19 01:41:10,646 - mmaction - INFO - Epoch [22][1120/1879] lr: 1.899e-01, eta: 1 day, 19:47:14, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.8149, top1_acc: 0.2547, top5_acc: 0.5062, loss_cls: 3.4856, loss: 5.3005, grad_norm: 1.8104 2021-07-19 01:41:25,378 - mmaction - INFO - Epoch [22][1140/1879] lr: 1.899e-01, eta: 1 day, 19:47:10, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.8418, top1_acc: 0.2578, top5_acc: 0.4906, loss_cls: 3.5354, loss: 5.3772, grad_norm: 1.8550 2021-07-19 01:41:39,407 - mmaction - INFO - Epoch [22][1160/1879] lr: 1.899e-01, eta: 1 day, 19:47:03, time: 0.705, data_time: 0.012, memory: 6921, loss_aux: 1.8368, top1_acc: 0.2566, top5_acc: 0.4883, loss_cls: 3.5499, loss: 5.3867, grad_norm: 1.7945 2021-07-19 01:41:52,193 - mmaction - INFO - Epoch [22][1180/1879] lr: 1.899e-01, eta: 1 day, 19:46:46, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.8672, top1_acc: 0.2437, top5_acc: 0.4871, loss_cls: 3.5643, loss: 5.4315, grad_norm: 1.8124 2021-07-19 01:42:09,732 - mmaction - INFO - Epoch [22][1200/1879] lr: 1.899e-01, eta: 1 day, 19:47:02, time: 0.899, data_time: 0.025, memory: 6921, loss_aux: 1.8197, top1_acc: 0.2473, top5_acc: 0.5074, loss_cls: 3.5089, loss: 5.3286, grad_norm: 1.7841 2021-07-19 01:42:22,999 - mmaction - INFO - Epoch [22][1220/1879] lr: 1.899e-01, eta: 1 day, 19:46:50, time: 0.664, data_time: 0.004, memory: 6921, loss_aux: 1.8460, top1_acc: 0.2648, top5_acc: 0.4980, loss_cls: 3.5276, loss: 5.3736, grad_norm: 1.8141 2021-07-19 01:42:36,923 - mmaction - INFO - Epoch [22][1240/1879] lr: 1.899e-01, eta: 1 day, 19:46:42, time: 0.694, data_time: 0.002, memory: 6921, loss_aux: 1.8203, top1_acc: 0.2586, top5_acc: 0.5031, loss_cls: 3.4729, loss: 5.2933, grad_norm: 1.8092 2021-07-19 01:42:48,200 - mmaction - INFO - Epoch [22][1260/1879] lr: 1.899e-01, eta: 1 day, 19:46:19, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.8418, top1_acc: 0.2566, top5_acc: 0.4875, loss_cls: 3.5113, loss: 5.3532, grad_norm: 1.7896 2021-07-19 01:43:06,537 - mmaction - INFO - Epoch [22][1280/1879] lr: 1.899e-01, eta: 1 day, 19:46:35, time: 0.899, data_time: 0.002, memory: 6921, loss_aux: 1.8542, top1_acc: 0.2562, top5_acc: 0.4926, loss_cls: 3.5464, loss: 5.4006, grad_norm: 1.8419 2021-07-19 01:43:23,071 - mmaction - INFO - Epoch [22][1300/1879] lr: 1.899e-01, eta: 1 day, 19:46:44, time: 0.843, data_time: 0.024, memory: 6921, loss_aux: 1.8214, top1_acc: 0.2492, top5_acc: 0.4969, loss_cls: 3.4980, loss: 5.3194, grad_norm: 1.8140 2021-07-19 01:43:36,963 - mmaction - INFO - Epoch [22][1320/1879] lr: 1.898e-01, eta: 1 day, 19:46:36, time: 0.695, data_time: 0.006, memory: 6921, loss_aux: 1.8532, top1_acc: 0.2406, top5_acc: 0.5004, loss_cls: 3.5525, loss: 5.4057, grad_norm: 1.8279 2021-07-19 01:43:48,724 - mmaction - INFO - Epoch [22][1340/1879] lr: 1.898e-01, eta: 1 day, 19:46:15, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.8464, top1_acc: 0.2527, top5_acc: 0.4898, loss_cls: 3.5306, loss: 5.3770, grad_norm: 1.7809 2021-07-19 01:44:05,021 - mmaction - INFO - Epoch [22][1360/1879] lr: 1.898e-01, eta: 1 day, 19:46:20, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.8204, top1_acc: 0.2516, top5_acc: 0.5047, loss_cls: 3.4943, loss: 5.3147, grad_norm: 1.8220 2021-07-19 01:44:18,337 - mmaction - INFO - Epoch [22][1380/1879] lr: 1.898e-01, eta: 1 day, 19:46:09, time: 0.669, data_time: 0.009, memory: 6921, loss_aux: 1.8411, top1_acc: 0.2441, top5_acc: 0.4754, loss_cls: 3.5680, loss: 5.4091, grad_norm: 1.8077 2021-07-19 01:44:29,929 - mmaction - INFO - Epoch [22][1400/1879] lr: 1.898e-01, eta: 1 day, 19:45:47, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.8595, top1_acc: 0.2477, top5_acc: 0.5016, loss_cls: 3.5427, loss: 5.4022, grad_norm: 1.8130 2021-07-19 01:44:41,770 - mmaction - INFO - Epoch [22][1420/1879] lr: 1.898e-01, eta: 1 day, 19:45:27, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8459, top1_acc: 0.2609, top5_acc: 0.4996, loss_cls: 3.5225, loss: 5.3684, grad_norm: 1.8299 2021-07-19 01:44:53,803 - mmaction - INFO - Epoch [22][1440/1879] lr: 1.898e-01, eta: 1 day, 19:45:08, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.8057, top1_acc: 0.2637, top5_acc: 0.5004, loss_cls: 3.4444, loss: 5.2500, grad_norm: 1.7989 2021-07-19 01:45:06,145 - mmaction - INFO - Epoch [22][1460/1879] lr: 1.898e-01, eta: 1 day, 19:44:51, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.8586, top1_acc: 0.2348, top5_acc: 0.4887, loss_cls: 3.6048, loss: 5.4635, grad_norm: 1.8138 2021-07-19 01:45:22,310 - mmaction - INFO - Epoch [22][1480/1879] lr: 1.898e-01, eta: 1 day, 19:44:56, time: 0.807, data_time: 0.005, memory: 6921, loss_aux: 1.8184, top1_acc: 0.2500, top5_acc: 0.5031, loss_cls: 3.5099, loss: 5.3283, grad_norm: 1.7886 2021-07-19 01:45:34,677 - mmaction - INFO - Epoch [22][1500/1879] lr: 1.898e-01, eta: 1 day, 19:44:39, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.8302, top1_acc: 0.2656, top5_acc: 0.4949, loss_cls: 3.5373, loss: 5.3675, grad_norm: 1.8147 2021-07-19 01:45:46,474 - mmaction - INFO - Epoch [22][1520/1879] lr: 1.897e-01, eta: 1 day, 19:44:18, time: 0.589, data_time: 0.008, memory: 6921, loss_aux: 1.8598, top1_acc: 0.2543, top5_acc: 0.4914, loss_cls: 3.5379, loss: 5.3976, grad_norm: 1.8288 2021-07-19 01:45:58,880 - mmaction - INFO - Epoch [22][1540/1879] lr: 1.897e-01, eta: 1 day, 19:44:01, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.8181, top1_acc: 0.2598, top5_acc: 0.5023, loss_cls: 3.5085, loss: 5.3266, grad_norm: 1.7881 2021-07-19 01:46:12,090 - mmaction - INFO - Epoch [22][1560/1879] lr: 1.897e-01, eta: 1 day, 19:43:48, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.8308, top1_acc: 0.2625, top5_acc: 0.5141, loss_cls: 3.4759, loss: 5.3067, grad_norm: 1.8038 2021-07-19 01:46:23,349 - mmaction - INFO - Epoch [22][1580/1879] lr: 1.897e-01, eta: 1 day, 19:43:25, time: 0.564, data_time: 0.007, memory: 6921, loss_aux: 1.7995, top1_acc: 0.2668, top5_acc: 0.5062, loss_cls: 3.4467, loss: 5.2462, grad_norm: 1.8436 2021-07-19 01:46:34,812 - mmaction - INFO - Epoch [22][1600/1879] lr: 1.897e-01, eta: 1 day, 19:43:02, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.8826, top1_acc: 0.2473, top5_acc: 0.4785, loss_cls: 3.5918, loss: 5.4744, grad_norm: 1.8272 2021-07-19 01:46:49,488 - mmaction - INFO - Epoch [22][1620/1879] lr: 1.897e-01, eta: 1 day, 19:42:59, time: 0.734, data_time: 0.002, memory: 6921, loss_aux: 1.8099, top1_acc: 0.2613, top5_acc: 0.5023, loss_cls: 3.4847, loss: 5.2946, grad_norm: 1.8307 2021-07-19 01:47:01,855 - mmaction - INFO - Epoch [22][1640/1879] lr: 1.897e-01, eta: 1 day, 19:42:41, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.8134, top1_acc: 0.2738, top5_acc: 0.5027, loss_cls: 3.4796, loss: 5.2929, grad_norm: 1.8170 2021-07-19 01:47:13,511 - mmaction - INFO - Epoch [22][1660/1879] lr: 1.897e-01, eta: 1 day, 19:42:20, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.8241, top1_acc: 0.2582, top5_acc: 0.4840, loss_cls: 3.5172, loss: 5.3413, grad_norm: 1.7952 2021-07-19 01:47:26,030 - mmaction - INFO - Epoch [22][1680/1879] lr: 1.897e-01, eta: 1 day, 19:42:04, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.7947, top1_acc: 0.2582, top5_acc: 0.5148, loss_cls: 3.4750, loss: 5.2697, grad_norm: 1.7852 2021-07-19 01:47:37,858 - mmaction - INFO - Epoch [22][1700/1879] lr: 1.897e-01, eta: 1 day, 19:41:43, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8240, top1_acc: 0.2516, top5_acc: 0.4965, loss_cls: 3.4930, loss: 5.3170, grad_norm: 1.8481 2021-07-19 01:47:51,223 - mmaction - INFO - Epoch [22][1720/1879] lr: 1.897e-01, eta: 1 day, 19:41:32, time: 0.666, data_time: 0.004, memory: 6921, loss_aux: 1.8362, top1_acc: 0.2504, top5_acc: 0.4934, loss_cls: 3.5164, loss: 5.3526, grad_norm: 1.8524 2021-07-19 01:48:03,166 - mmaction - INFO - Epoch [22][1740/1879] lr: 1.896e-01, eta: 1 day, 19:41:12, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.8585, top1_acc: 0.2387, top5_acc: 0.4844, loss_cls: 3.5926, loss: 5.4511, grad_norm: 1.8399 2021-07-19 01:48:19,061 - mmaction - INFO - Epoch [22][1760/1879] lr: 1.896e-01, eta: 1 day, 19:41:15, time: 0.788, data_time: 0.003, memory: 6921, loss_aux: 1.8199, top1_acc: 0.2582, top5_acc: 0.5109, loss_cls: 3.4647, loss: 5.2846, grad_norm: 1.8156 2021-07-19 01:48:30,206 - mmaction - INFO - Epoch [22][1780/1879] lr: 1.896e-01, eta: 1 day, 19:40:52, time: 0.565, data_time: 0.011, memory: 6921, loss_aux: 1.8122, top1_acc: 0.2574, top5_acc: 0.4977, loss_cls: 3.4998, loss: 5.3120, grad_norm: 1.8147 2021-07-19 01:48:46,259 - mmaction - INFO - Epoch [22][1800/1879] lr: 1.896e-01, eta: 1 day, 19:40:56, time: 0.802, data_time: 0.002, memory: 6921, loss_aux: 1.8093, top1_acc: 0.2687, top5_acc: 0.5105, loss_cls: 3.4637, loss: 5.2730, grad_norm: 1.8232 2021-07-19 01:48:57,825 - mmaction - INFO - Epoch [22][1820/1879] lr: 1.896e-01, eta: 1 day, 19:40:34, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.8677, top1_acc: 0.2402, top5_acc: 0.4871, loss_cls: 3.5935, loss: 5.4613, grad_norm: 1.8747 2021-07-19 01:49:10,678 - mmaction - INFO - Epoch [22][1840/1879] lr: 1.896e-01, eta: 1 day, 19:40:19, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.8260, top1_acc: 0.2469, top5_acc: 0.4918, loss_cls: 3.5296, loss: 5.3555, grad_norm: 1.8341 2021-07-19 01:49:25,084 - mmaction - INFO - Epoch [22][1860/1879] lr: 1.896e-01, eta: 1 day, 19:40:14, time: 0.727, data_time: 0.012, memory: 6921, loss_aux: 1.8185, top1_acc: 0.2621, top5_acc: 0.4949, loss_cls: 3.5039, loss: 5.3225, grad_norm: 1.8143 2021-07-19 01:49:45,679 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-07-19 01:50:07,780 - mmaction - INFO - Epoch [23][20/1879] lr: 1.896e-01, eta: 1 day, 19:39:16, time: 0.989, data_time: 0.338, memory: 6921, loss_aux: 1.8300, top1_acc: 0.2496, top5_acc: 0.5023, loss_cls: 3.5027, loss: 5.3327, grad_norm: 1.8428 2021-07-19 01:50:21,323 - mmaction - INFO - Epoch [23][40/1879] lr: 1.896e-01, eta: 1 day, 19:39:05, time: 0.679, data_time: 0.004, memory: 6921, loss_aux: 1.7977, top1_acc: 0.2613, top5_acc: 0.5090, loss_cls: 3.4472, loss: 5.2449, grad_norm: 1.7766 2021-07-19 01:50:33,270 - mmaction - INFO - Epoch [23][60/1879] lr: 1.895e-01, eta: 1 day, 19:38:46, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.8127, top1_acc: 0.2730, top5_acc: 0.5066, loss_cls: 3.4715, loss: 5.2842, grad_norm: 1.8261 2021-07-19 01:50:45,664 - mmaction - INFO - Epoch [23][80/1879] lr: 1.895e-01, eta: 1 day, 19:38:29, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.8490, top1_acc: 0.2555, top5_acc: 0.4859, loss_cls: 3.5567, loss: 5.4058, grad_norm: 1.8629 2021-07-19 01:50:58,866 - mmaction - INFO - Epoch [23][100/1879] lr: 1.895e-01, eta: 1 day, 19:38:16, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.8292, top1_acc: 0.2535, top5_acc: 0.5000, loss_cls: 3.4864, loss: 5.3156, grad_norm: 1.8303 2021-07-19 01:51:12,311 - mmaction - INFO - Epoch [23][120/1879] lr: 1.895e-01, eta: 1 day, 19:38:06, time: 0.673, data_time: 0.004, memory: 6921, loss_aux: 1.8269, top1_acc: 0.2637, top5_acc: 0.4988, loss_cls: 3.5098, loss: 5.3367, grad_norm: 1.7865 2021-07-19 01:51:29,896 - mmaction - INFO - Epoch [23][140/1879] lr: 1.895e-01, eta: 1 day, 19:38:19, time: 0.878, data_time: 0.006, memory: 6921, loss_aux: 1.7989, top1_acc: 0.2730, top5_acc: 0.5082, loss_cls: 3.4302, loss: 5.2291, grad_norm: 1.8449 2021-07-19 01:51:46,027 - mmaction - INFO - Epoch [23][160/1879] lr: 1.895e-01, eta: 1 day, 19:38:23, time: 0.808, data_time: 0.005, memory: 6921, loss_aux: 1.8169, top1_acc: 0.2609, top5_acc: 0.5039, loss_cls: 3.4431, loss: 5.2600, grad_norm: 1.8200 2021-07-19 01:51:59,566 - mmaction - INFO - Epoch [23][180/1879] lr: 1.895e-01, eta: 1 day, 19:38:13, time: 0.678, data_time: 0.007, memory: 6921, loss_aux: 1.8157, top1_acc: 0.2578, top5_acc: 0.4984, loss_cls: 3.4742, loss: 5.2898, grad_norm: 1.8453 2021-07-19 01:52:13,610 - mmaction - INFO - Epoch [23][200/1879] lr: 1.895e-01, eta: 1 day, 19:38:06, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.8124, top1_acc: 0.2594, top5_acc: 0.5102, loss_cls: 3.4563, loss: 5.2688, grad_norm: 1.8293 2021-07-19 01:52:24,826 - mmaction - INFO - Epoch [23][220/1879] lr: 1.895e-01, eta: 1 day, 19:37:42, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.8430, top1_acc: 0.2609, top5_acc: 0.4891, loss_cls: 3.5483, loss: 5.3913, grad_norm: 1.8232 2021-07-19 01:52:36,282 - mmaction - INFO - Epoch [23][240/1879] lr: 1.895e-01, eta: 1 day, 19:37:19, time: 0.571, data_time: 0.001, memory: 6921, loss_aux: 1.8188, top1_acc: 0.2645, top5_acc: 0.5027, loss_cls: 3.4612, loss: 5.2799, grad_norm: 1.8269 2021-07-19 01:52:52,945 - mmaction - INFO - Epoch [23][260/1879] lr: 1.894e-01, eta: 1 day, 19:37:27, time: 0.831, data_time: 0.003, memory: 6921, loss_aux: 1.8202, top1_acc: 0.2598, top5_acc: 0.5164, loss_cls: 3.4701, loss: 5.2903, grad_norm: 1.8233 2021-07-19 01:53:04,172 - mmaction - INFO - Epoch [23][280/1879] lr: 1.894e-01, eta: 1 day, 19:37:03, time: 0.565, data_time: 0.008, memory: 6921, loss_aux: 1.8540, top1_acc: 0.2602, top5_acc: 0.4895, loss_cls: 3.5206, loss: 5.3745, grad_norm: 1.8933 2021-07-19 01:53:16,344 - mmaction - INFO - Epoch [23][300/1879] lr: 1.894e-01, eta: 1 day, 19:36:45, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.8367, top1_acc: 0.2543, top5_acc: 0.4758, loss_cls: 3.5391, loss: 5.3758, grad_norm: 1.8257 2021-07-19 01:53:27,466 - mmaction - INFO - Epoch [23][320/1879] lr: 1.894e-01, eta: 1 day, 19:36:21, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.8112, top1_acc: 0.2582, top5_acc: 0.5109, loss_cls: 3.4607, loss: 5.2719, grad_norm: 1.8225 2021-07-19 01:53:40,215 - mmaction - INFO - Epoch [23][340/1879] lr: 1.894e-01, eta: 1 day, 19:36:06, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.8056, top1_acc: 0.2680, top5_acc: 0.5000, loss_cls: 3.4378, loss: 5.2434, grad_norm: 1.8307 2021-07-19 01:53:56,176 - mmaction - INFO - Epoch [23][360/1879] lr: 1.894e-01, eta: 1 day, 19:36:09, time: 0.795, data_time: 0.004, memory: 6921, loss_aux: 1.8438, top1_acc: 0.2504, top5_acc: 0.4867, loss_cls: 3.5356, loss: 5.3794, grad_norm: 1.8020 2021-07-19 01:54:08,923 - mmaction - INFO - Epoch [23][380/1879] lr: 1.894e-01, eta: 1 day, 19:35:54, time: 0.641, data_time: 0.007, memory: 6921, loss_aux: 1.8203, top1_acc: 0.2570, top5_acc: 0.4941, loss_cls: 3.4999, loss: 5.3202, grad_norm: 1.8242 2021-07-19 01:54:22,734 - mmaction - INFO - Epoch [23][400/1879] lr: 1.894e-01, eta: 1 day, 19:35:46, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 1.8240, top1_acc: 0.2598, top5_acc: 0.4988, loss_cls: 3.5113, loss: 5.3353, grad_norm: 1.8211 2021-07-19 01:54:34,449 - mmaction - INFO - Epoch [23][420/1879] lr: 1.894e-01, eta: 1 day, 19:35:25, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.8532, top1_acc: 0.2410, top5_acc: 0.4879, loss_cls: 3.5662, loss: 5.4194, grad_norm: 1.8560 2021-07-19 01:54:45,922 - mmaction - INFO - Epoch [23][440/1879] lr: 1.894e-01, eta: 1 day, 19:35:02, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.8209, top1_acc: 0.2738, top5_acc: 0.5023, loss_cls: 3.4901, loss: 5.3111, grad_norm: 1.7968 2021-07-19 01:54:58,877 - mmaction - INFO - Epoch [23][460/1879] lr: 1.893e-01, eta: 1 day, 19:34:49, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.8325, top1_acc: 0.2672, top5_acc: 0.4977, loss_cls: 3.5230, loss: 5.3555, grad_norm: 1.7956 2021-07-19 01:55:10,394 - mmaction - INFO - Epoch [23][480/1879] lr: 1.893e-01, eta: 1 day, 19:34:27, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.8332, top1_acc: 0.2539, top5_acc: 0.4895, loss_cls: 3.5147, loss: 5.3478, grad_norm: 1.8562 2021-07-19 01:55:21,574 - mmaction - INFO - Epoch [23][500/1879] lr: 1.893e-01, eta: 1 day, 19:34:03, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7922, top1_acc: 0.2848, top5_acc: 0.5105, loss_cls: 3.4483, loss: 5.2406, grad_norm: 1.8106 2021-07-19 01:55:33,087 - mmaction - INFO - Epoch [23][520/1879] lr: 1.893e-01, eta: 1 day, 19:33:41, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.8127, top1_acc: 0.2676, top5_acc: 0.4969, loss_cls: 3.4921, loss: 5.3047, grad_norm: 1.8184 2021-07-19 01:55:48,786 - mmaction - INFO - Epoch [23][540/1879] lr: 1.893e-01, eta: 1 day, 19:33:43, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.8655, top1_acc: 0.2418, top5_acc: 0.4773, loss_cls: 3.5891, loss: 5.4546, grad_norm: 1.8473 2021-07-19 01:56:00,705 - mmaction - INFO - Epoch [23][560/1879] lr: 1.893e-01, eta: 1 day, 19:33:23, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.8105, top1_acc: 0.2625, top5_acc: 0.5078, loss_cls: 3.4730, loss: 5.2835, grad_norm: 1.7972 2021-07-19 01:56:11,977 - mmaction - INFO - Epoch [23][580/1879] lr: 1.893e-01, eta: 1 day, 19:33:00, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8387, top1_acc: 0.2445, top5_acc: 0.4945, loss_cls: 3.5101, loss: 5.3488, grad_norm: 1.8735 2021-07-19 01:56:24,108 - mmaction - INFO - Epoch [23][600/1879] lr: 1.893e-01, eta: 1 day, 19:32:41, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.8231, top1_acc: 0.2562, top5_acc: 0.4910, loss_cls: 3.5104, loss: 5.3335, grad_norm: 1.8467 2021-07-19 01:56:35,924 - mmaction - INFO - Epoch [23][620/1879] lr: 1.893e-01, eta: 1 day, 19:32:21, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.8281, top1_acc: 0.2496, top5_acc: 0.5027, loss_cls: 3.5250, loss: 5.3531, grad_norm: 1.8438 2021-07-19 01:56:48,968 - mmaction - INFO - Epoch [23][640/1879] lr: 1.893e-01, eta: 1 day, 19:32:07, time: 0.648, data_time: 0.006, memory: 6921, loss_aux: 1.8311, top1_acc: 0.2551, top5_acc: 0.5062, loss_cls: 3.5111, loss: 5.3422, grad_norm: 1.8224 2021-07-19 01:57:00,089 - mmaction - INFO - Epoch [23][660/1879] lr: 1.892e-01, eta: 1 day, 19:31:44, time: 0.559, data_time: 0.008, memory: 6921, loss_aux: 1.7863, top1_acc: 0.2617, top5_acc: 0.5137, loss_cls: 3.4113, loss: 5.1976, grad_norm: 1.8300 2021-07-19 01:57:11,611 - mmaction - INFO - Epoch [23][680/1879] lr: 1.892e-01, eta: 1 day, 19:31:22, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.8523, top1_acc: 0.2410, top5_acc: 0.4820, loss_cls: 3.5655, loss: 5.4178, grad_norm: 1.8435 2021-07-19 01:57:23,640 - mmaction - INFO - Epoch [23][700/1879] lr: 1.892e-01, eta: 1 day, 19:31:03, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.8368, top1_acc: 0.2562, top5_acc: 0.4914, loss_cls: 3.5529, loss: 5.3897, grad_norm: 1.8303 2021-07-19 01:57:35,190 - mmaction - INFO - Epoch [23][720/1879] lr: 1.892e-01, eta: 1 day, 19:30:41, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.8386, top1_acc: 0.2531, top5_acc: 0.4930, loss_cls: 3.5208, loss: 5.3594, grad_norm: 1.8035 2021-07-19 01:57:46,325 - mmaction - INFO - Epoch [23][740/1879] lr: 1.892e-01, eta: 1 day, 19:30:17, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.8351, top1_acc: 0.2613, top5_acc: 0.4969, loss_cls: 3.5194, loss: 5.3546, grad_norm: 1.8367 2021-07-19 01:57:58,131 - mmaction - INFO - Epoch [23][760/1879] lr: 1.892e-01, eta: 1 day, 19:29:57, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.7873, top1_acc: 0.2633, top5_acc: 0.5066, loss_cls: 3.4292, loss: 5.2165, grad_norm: 1.9048 2021-07-19 01:58:15,133 - mmaction - INFO - Epoch [23][780/1879] lr: 1.892e-01, eta: 1 day, 19:30:06, time: 0.847, data_time: 0.003, memory: 6921, loss_aux: 1.8572, top1_acc: 0.2437, top5_acc: 0.4691, loss_cls: 3.6002, loss: 5.4574, grad_norm: 1.8208 2021-07-19 01:58:29,591 - mmaction - INFO - Epoch [23][800/1879] lr: 1.892e-01, eta: 1 day, 19:30:01, time: 0.724, data_time: 0.006, memory: 6921, loss_aux: 1.8289, top1_acc: 0.2453, top5_acc: 0.4980, loss_cls: 3.5088, loss: 5.3376, grad_norm: 1.8290 2021-07-19 01:58:48,865 - mmaction - INFO - Epoch [23][820/1879] lr: 1.892e-01, eta: 1 day, 19:30:23, time: 0.961, data_time: 0.010, memory: 6921, loss_aux: 1.8512, top1_acc: 0.2379, top5_acc: 0.4766, loss_cls: 3.5743, loss: 5.4255, grad_norm: 1.8289 2021-07-19 01:59:01,185 - mmaction - INFO - Epoch [23][840/1879] lr: 1.892e-01, eta: 1 day, 19:30:06, time: 0.621, data_time: 0.011, memory: 6921, loss_aux: 1.8351, top1_acc: 0.2641, top5_acc: 0.4910, loss_cls: 3.5000, loss: 5.3352, grad_norm: 1.8058 2021-07-19 01:59:12,655 - mmaction - INFO - Epoch [23][860/1879] lr: 1.891e-01, eta: 1 day, 19:29:44, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.8449, top1_acc: 0.2480, top5_acc: 0.4945, loss_cls: 3.5294, loss: 5.3742, grad_norm: 1.8070 2021-07-19 01:59:39,466 - mmaction - INFO - Epoch [23][880/1879] lr: 1.891e-01, eta: 1 day, 19:30:41, time: 1.277, data_time: 0.004, memory: 6921, loss_aux: 1.8377, top1_acc: 0.2559, top5_acc: 0.4938, loss_cls: 3.5312, loss: 5.3689, grad_norm: 1.8202 2021-07-19 01:59:53,648 - mmaction - INFO - Epoch [23][900/1879] lr: 1.891e-01, eta: 1 day, 19:30:42, time: 0.774, data_time: 0.073, memory: 6921, loss_aux: 1.8204, top1_acc: 0.2629, top5_acc: 0.5074, loss_cls: 3.4541, loss: 5.2744, grad_norm: 1.7775 2021-07-19 02:00:06,600 - mmaction - INFO - Epoch [23][920/1879] lr: 1.891e-01, eta: 1 day, 19:30:28, time: 0.646, data_time: 0.004, memory: 6921, loss_aux: 1.8546, top1_acc: 0.2453, top5_acc: 0.4848, loss_cls: 3.5699, loss: 5.4245, grad_norm: 1.8116 2021-07-19 02:00:20,404 - mmaction - INFO - Epoch [23][940/1879] lr: 1.891e-01, eta: 1 day, 19:30:19, time: 0.691, data_time: 0.005, memory: 6921, loss_aux: 1.8434, top1_acc: 0.2391, top5_acc: 0.4781, loss_cls: 3.5587, loss: 5.4021, grad_norm: 1.8070 2021-07-19 02:00:33,591 - mmaction - INFO - Epoch [23][960/1879] lr: 1.891e-01, eta: 1 day, 19:30:07, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.8192, top1_acc: 0.2551, top5_acc: 0.4980, loss_cls: 3.5087, loss: 5.3279, grad_norm: 1.8221 2021-07-19 02:00:44,640 - mmaction - INFO - Epoch [23][980/1879] lr: 1.891e-01, eta: 1 day, 19:29:42, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.8166, top1_acc: 0.2578, top5_acc: 0.5035, loss_cls: 3.4872, loss: 5.3038, grad_norm: 1.7814 2021-07-19 02:00:56,098 - mmaction - INFO - Epoch [23][1000/1879] lr: 1.891e-01, eta: 1 day, 19:29:20, time: 0.572, data_time: 0.001, memory: 6921, loss_aux: 1.8562, top1_acc: 0.2539, top5_acc: 0.4902, loss_cls: 3.5690, loss: 5.4252, grad_norm: 1.8324 2021-07-19 02:01:09,483 - mmaction - INFO - Epoch [23][1020/1879] lr: 1.891e-01, eta: 1 day, 19:29:09, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.8278, top1_acc: 0.2617, top5_acc: 0.5012, loss_cls: 3.4986, loss: 5.3264, grad_norm: 1.8395 2021-07-19 02:01:20,875 - mmaction - INFO - Epoch [23][1040/1879] lr: 1.891e-01, eta: 1 day, 19:28:46, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.8300, top1_acc: 0.2578, top5_acc: 0.4957, loss_cls: 3.5168, loss: 5.3468, grad_norm: 1.7967 2021-07-19 02:01:36,288 - mmaction - INFO - Epoch [23][1060/1879] lr: 1.890e-01, eta: 1 day, 19:28:46, time: 0.770, data_time: 0.003, memory: 6921, loss_aux: 1.8457, top1_acc: 0.2496, top5_acc: 0.4883, loss_cls: 3.5456, loss: 5.3914, grad_norm: 1.7957 2021-07-19 02:01:48,926 - mmaction - INFO - Epoch [23][1080/1879] lr: 1.890e-01, eta: 1 day, 19:28:31, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.8026, top1_acc: 0.2664, top5_acc: 0.5105, loss_cls: 3.4453, loss: 5.2479, grad_norm: 1.8141 2021-07-19 02:02:02,368 - mmaction - INFO - Epoch [23][1100/1879] lr: 1.890e-01, eta: 1 day, 19:28:16, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.8279, top1_acc: 0.2789, top5_acc: 0.5164, loss_cls: 3.4817, loss: 5.3096, grad_norm: 1.8103 2021-07-19 02:02:14,124 - mmaction - INFO - Epoch [23][1120/1879] lr: 1.890e-01, eta: 1 day, 19:27:59, time: 0.618, data_time: 0.032, memory: 6921, loss_aux: 1.8405, top1_acc: 0.2543, top5_acc: 0.4871, loss_cls: 3.5286, loss: 5.3691, grad_norm: 1.8370 2021-07-19 02:02:26,825 - mmaction - INFO - Epoch [23][1140/1879] lr: 1.890e-01, eta: 1 day, 19:27:44, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.8263, top1_acc: 0.2488, top5_acc: 0.4914, loss_cls: 3.5176, loss: 5.3439, grad_norm: 1.8220 2021-07-19 02:02:38,586 - mmaction - INFO - Epoch [23][1160/1879] lr: 1.890e-01, eta: 1 day, 19:27:23, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.8463, top1_acc: 0.2398, top5_acc: 0.4891, loss_cls: 3.5497, loss: 5.3960, grad_norm: 1.8349 2021-07-19 02:02:50,501 - mmaction - INFO - Epoch [23][1180/1879] lr: 1.890e-01, eta: 1 day, 19:27:04, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.8274, top1_acc: 0.2617, top5_acc: 0.4969, loss_cls: 3.4957, loss: 5.3231, grad_norm: 1.8213 2021-07-19 02:03:02,990 - mmaction - INFO - Epoch [23][1200/1879] lr: 1.890e-01, eta: 1 day, 19:26:48, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.8211, top1_acc: 0.2637, top5_acc: 0.4977, loss_cls: 3.4783, loss: 5.2994, grad_norm: 1.8346 2021-07-19 02:03:14,250 - mmaction - INFO - Epoch [23][1220/1879] lr: 1.890e-01, eta: 1 day, 19:26:24, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.8032, top1_acc: 0.2605, top5_acc: 0.5094, loss_cls: 3.4543, loss: 5.2574, grad_norm: 1.8285 2021-07-19 02:03:26,017 - mmaction - INFO - Epoch [23][1240/1879] lr: 1.889e-01, eta: 1 day, 19:26:04, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.8544, top1_acc: 0.2449, top5_acc: 0.4938, loss_cls: 3.5685, loss: 5.4229, grad_norm: 1.8824 2021-07-19 02:03:37,817 - mmaction - INFO - Epoch [23][1260/1879] lr: 1.889e-01, eta: 1 day, 19:25:44, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.8480, top1_acc: 0.2492, top5_acc: 0.4820, loss_cls: 3.5573, loss: 5.4053, grad_norm: 1.8081 2021-07-19 02:03:52,977 - mmaction - INFO - Epoch [23][1280/1879] lr: 1.889e-01, eta: 1 day, 19:25:43, time: 0.757, data_time: 0.001, memory: 6921, loss_aux: 1.8292, top1_acc: 0.2559, top5_acc: 0.4973, loss_cls: 3.4939, loss: 5.3231, grad_norm: 1.8283 2021-07-19 02:04:05,405 - mmaction - INFO - Epoch [23][1300/1879] lr: 1.889e-01, eta: 1 day, 19:25:26, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.8441, top1_acc: 0.2594, top5_acc: 0.4820, loss_cls: 3.5410, loss: 5.3851, grad_norm: 1.8165 2021-07-19 02:04:19,211 - mmaction - INFO - Epoch [23][1320/1879] lr: 1.889e-01, eta: 1 day, 19:25:17, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.8166, top1_acc: 0.2637, top5_acc: 0.5016, loss_cls: 3.4941, loss: 5.3107, grad_norm: 1.8241 2021-07-19 02:04:31,034 - mmaction - INFO - Epoch [23][1340/1879] lr: 1.889e-01, eta: 1 day, 19:24:57, time: 0.595, data_time: 0.006, memory: 6921, loss_aux: 1.7845, top1_acc: 0.2687, top5_acc: 0.5129, loss_cls: 3.4339, loss: 5.2184, grad_norm: 1.8108 2021-07-19 02:04:42,726 - mmaction - INFO - Epoch [23][1360/1879] lr: 1.889e-01, eta: 1 day, 19:24:36, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 1.8027, top1_acc: 0.2625, top5_acc: 0.5066, loss_cls: 3.4843, loss: 5.2869, grad_norm: 1.8763 2021-07-19 02:04:53,827 - mmaction - INFO - Epoch [23][1380/1879] lr: 1.889e-01, eta: 1 day, 19:24:12, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.8366, top1_acc: 0.2508, top5_acc: 0.4996, loss_cls: 3.5312, loss: 5.3678, grad_norm: 1.8415 2021-07-19 02:05:05,801 - mmaction - INFO - Epoch [23][1400/1879] lr: 1.889e-01, eta: 1 day, 19:23:53, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.8396, top1_acc: 0.2535, top5_acc: 0.4941, loss_cls: 3.5417, loss: 5.3813, grad_norm: 1.8037 2021-07-19 02:05:17,107 - mmaction - INFO - Epoch [23][1420/1879] lr: 1.889e-01, eta: 1 day, 19:23:30, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.8351, top1_acc: 0.2508, top5_acc: 0.4980, loss_cls: 3.5388, loss: 5.3739, grad_norm: 1.8183 2021-07-19 02:05:28,661 - mmaction - INFO - Epoch [23][1440/1879] lr: 1.888e-01, eta: 1 day, 19:23:08, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.8425, top1_acc: 0.2426, top5_acc: 0.4961, loss_cls: 3.5284, loss: 5.3709, grad_norm: 1.8279 2021-07-19 02:05:40,187 - mmaction - INFO - Epoch [23][1460/1879] lr: 1.888e-01, eta: 1 day, 19:22:47, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.8438, top1_acc: 0.2566, top5_acc: 0.4957, loss_cls: 3.5344, loss: 5.3782, grad_norm: 1.8630 2021-07-19 02:05:52,657 - mmaction - INFO - Epoch [23][1480/1879] lr: 1.888e-01, eta: 1 day, 19:22:30, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.8275, top1_acc: 0.2625, top5_acc: 0.5043, loss_cls: 3.4995, loss: 5.3270, grad_norm: 1.8656 2021-07-19 02:06:03,816 - mmaction - INFO - Epoch [23][1500/1879] lr: 1.888e-01, eta: 1 day, 19:22:07, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.8347, top1_acc: 0.2598, top5_acc: 0.4973, loss_cls: 3.5365, loss: 5.3712, grad_norm: 1.8258 2021-07-19 02:06:15,038 - mmaction - INFO - Epoch [23][1520/1879] lr: 1.888e-01, eta: 1 day, 19:21:43, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.8747, top1_acc: 0.2437, top5_acc: 0.4836, loss_cls: 3.6026, loss: 5.4773, grad_norm: 1.8499 2021-07-19 02:06:28,067 - mmaction - INFO - Epoch [23][1540/1879] lr: 1.888e-01, eta: 1 day, 19:21:30, time: 0.651, data_time: 0.004, memory: 6921, loss_aux: 1.8332, top1_acc: 0.2496, top5_acc: 0.4836, loss_cls: 3.5535, loss: 5.3867, grad_norm: 1.7954 2021-07-19 02:06:39,234 - mmaction - INFO - Epoch [23][1560/1879] lr: 1.888e-01, eta: 1 day, 19:21:06, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.8296, top1_acc: 0.2500, top5_acc: 0.4969, loss_cls: 3.4985, loss: 5.3281, grad_norm: 1.8267 2021-07-19 02:06:50,841 - mmaction - INFO - Epoch [23][1580/1879] lr: 1.888e-01, eta: 1 day, 19:20:45, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.8347, top1_acc: 0.2512, top5_acc: 0.4906, loss_cls: 3.5159, loss: 5.3506, grad_norm: 1.8522 2021-07-19 02:07:02,424 - mmaction - INFO - Epoch [23][1600/1879] lr: 1.888e-01, eta: 1 day, 19:20:24, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.8358, top1_acc: 0.2645, top5_acc: 0.4934, loss_cls: 3.5244, loss: 5.3602, grad_norm: 1.8080 2021-07-19 02:07:14,767 - mmaction - INFO - Epoch [23][1620/1879] lr: 1.888e-01, eta: 1 day, 19:20:07, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.8318, top1_acc: 0.2598, top5_acc: 0.5047, loss_cls: 3.5184, loss: 5.3502, grad_norm: 1.8798 2021-07-19 02:07:25,879 - mmaction - INFO - Epoch [23][1640/1879] lr: 1.887e-01, eta: 1 day, 19:19:43, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.8256, top1_acc: 0.2652, top5_acc: 0.5094, loss_cls: 3.5016, loss: 5.3272, grad_norm: 1.8075 2021-07-19 02:07:37,269 - mmaction - INFO - Epoch [23][1660/1879] lr: 1.887e-01, eta: 1 day, 19:19:21, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.8347, top1_acc: 0.2570, top5_acc: 0.4980, loss_cls: 3.4765, loss: 5.3112, grad_norm: 1.7829 2021-07-19 02:07:48,833 - mmaction - INFO - Epoch [23][1680/1879] lr: 1.887e-01, eta: 1 day, 19:18:59, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.8198, top1_acc: 0.2559, top5_acc: 0.4949, loss_cls: 3.4965, loss: 5.3163, grad_norm: 1.8171 2021-07-19 02:08:00,802 - mmaction - INFO - Epoch [23][1700/1879] lr: 1.887e-01, eta: 1 day, 19:18:40, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.8139, top1_acc: 0.2520, top5_acc: 0.4961, loss_cls: 3.5065, loss: 5.3204, grad_norm: 1.8460 2021-07-19 02:08:15,341 - mmaction - INFO - Epoch [23][1720/1879] lr: 1.887e-01, eta: 1 day, 19:18:35, time: 0.723, data_time: 0.008, memory: 6921, loss_aux: 1.8480, top1_acc: 0.2363, top5_acc: 0.4930, loss_cls: 3.5575, loss: 5.4055, grad_norm: 1.8299 2021-07-19 02:08:28,289 - mmaction - INFO - Epoch [23][1740/1879] lr: 1.887e-01, eta: 1 day, 19:18:22, time: 0.652, data_time: 0.015, memory: 6921, loss_aux: 1.8106, top1_acc: 0.2668, top5_acc: 0.5055, loss_cls: 3.4875, loss: 5.2981, grad_norm: 1.8265 2021-07-19 02:08:40,627 - mmaction - INFO - Epoch [23][1760/1879] lr: 1.887e-01, eta: 1 day, 19:18:05, time: 0.616, data_time: 0.001, memory: 6921, loss_aux: 1.7685, top1_acc: 0.2719, top5_acc: 0.5266, loss_cls: 3.4082, loss: 5.1767, grad_norm: 1.8463 2021-07-19 02:08:51,907 - mmaction - INFO - Epoch [23][1780/1879] lr: 1.887e-01, eta: 1 day, 19:17:42, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.8647, top1_acc: 0.2574, top5_acc: 0.4859, loss_cls: 3.5446, loss: 5.4093, grad_norm: 1.8026 2021-07-19 02:09:03,385 - mmaction - INFO - Epoch [23][1800/1879] lr: 1.887e-01, eta: 1 day, 19:17:20, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.8454, top1_acc: 0.2578, top5_acc: 0.4930, loss_cls: 3.5395, loss: 5.3849, grad_norm: 1.8268 2021-07-19 02:09:15,056 - mmaction - INFO - Epoch [23][1820/1879] lr: 1.887e-01, eta: 1 day, 19:16:59, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.8004, top1_acc: 0.2664, top5_acc: 0.5008, loss_cls: 3.4438, loss: 5.2442, grad_norm: 1.8146 2021-07-19 02:09:41,055 - mmaction - INFO - Epoch [23][1840/1879] lr: 1.886e-01, eta: 1 day, 19:17:57, time: 1.294, data_time: 0.001, memory: 6921, loss_aux: 1.8066, top1_acc: 0.2723, top5_acc: 0.5066, loss_cls: 3.4617, loss: 5.2683, grad_norm: 1.8536 2021-07-19 02:09:53,148 - mmaction - INFO - Epoch [23][1860/1879] lr: 1.886e-01, eta: 1 day, 19:17:39, time: 0.609, data_time: 0.007, memory: 6921, loss_aux: 1.8457, top1_acc: 0.2641, top5_acc: 0.4996, loss_cls: 3.5448, loss: 5.3906, grad_norm: 1.7871 2021-07-19 02:10:13,988 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-07-19 02:10:36,523 - mmaction - INFO - Epoch [24][20/1879] lr: 1.886e-01, eta: 1 day, 19:16:42, time: 0.988, data_time: 0.315, memory: 6921, loss_aux: 1.8183, top1_acc: 0.2559, top5_acc: 0.4844, loss_cls: 3.4804, loss: 5.2987, grad_norm: 1.8343 2021-07-19 02:10:49,523 - mmaction - INFO - Epoch [24][40/1879] lr: 1.886e-01, eta: 1 day, 19:16:29, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.8203, top1_acc: 0.2629, top5_acc: 0.5156, loss_cls: 3.4631, loss: 5.2834, grad_norm: 1.8332 2021-07-19 02:11:00,582 - mmaction - INFO - Epoch [24][60/1879] lr: 1.886e-01, eta: 1 day, 19:16:05, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.8027, top1_acc: 0.2590, top5_acc: 0.5016, loss_cls: 3.4735, loss: 5.2762, grad_norm: 1.8286 2021-07-19 02:11:11,902 - mmaction - INFO - Epoch [24][80/1879] lr: 1.886e-01, eta: 1 day, 19:15:42, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.7993, top1_acc: 0.2570, top5_acc: 0.5152, loss_cls: 3.4803, loss: 5.2796, grad_norm: 1.8450 2021-07-19 02:11:25,200 - mmaction - INFO - Epoch [24][100/1879] lr: 1.886e-01, eta: 1 day, 19:15:30, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.8226, top1_acc: 0.2605, top5_acc: 0.5066, loss_cls: 3.4834, loss: 5.3060, grad_norm: 1.8522 2021-07-19 02:11:36,878 - mmaction - INFO - Epoch [24][120/1879] lr: 1.886e-01, eta: 1 day, 19:15:10, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.8470, top1_acc: 0.2473, top5_acc: 0.5020, loss_cls: 3.5293, loss: 5.3763, grad_norm: 1.8366 2021-07-19 02:11:48,534 - mmaction - INFO - Epoch [24][140/1879] lr: 1.885e-01, eta: 1 day, 19:14:49, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.8346, top1_acc: 0.2566, top5_acc: 0.4789, loss_cls: 3.5070, loss: 5.3416, grad_norm: 1.8279 2021-07-19 02:12:00,669 - mmaction - INFO - Epoch [24][160/1879] lr: 1.885e-01, eta: 1 day, 19:14:31, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.8231, top1_acc: 0.2574, top5_acc: 0.4988, loss_cls: 3.4917, loss: 5.3149, grad_norm: 1.8050 2021-07-19 02:12:13,189 - mmaction - INFO - Epoch [24][180/1879] lr: 1.885e-01, eta: 1 day, 19:14:10, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8159, top1_acc: 0.2582, top5_acc: 0.5168, loss_cls: 3.4760, loss: 5.2919, grad_norm: 1.8932 2021-07-19 02:12:26,265 - mmaction - INFO - Epoch [24][200/1879] lr: 1.885e-01, eta: 1 day, 19:14:02, time: 0.698, data_time: 0.047, memory: 6921, loss_aux: 1.8232, top1_acc: 0.2555, top5_acc: 0.5023, loss_cls: 3.4619, loss: 5.2851, grad_norm: 1.8624 2021-07-19 02:12:38,206 - mmaction - INFO - Epoch [24][220/1879] lr: 1.885e-01, eta: 1 day, 19:13:43, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.8517, top1_acc: 0.2578, top5_acc: 0.5008, loss_cls: 3.5456, loss: 5.3973, grad_norm: 1.8725 2021-07-19 02:12:55,034 - mmaction - INFO - Epoch [24][240/1879] lr: 1.885e-01, eta: 1 day, 19:13:50, time: 0.836, data_time: 0.015, memory: 6921, loss_aux: 1.8246, top1_acc: 0.2492, top5_acc: 0.4902, loss_cls: 3.5277, loss: 5.3524, grad_norm: 1.8492 2021-07-19 02:13:06,248 - mmaction - INFO - Epoch [24][260/1879] lr: 1.885e-01, eta: 1 day, 19:13:27, time: 0.567, data_time: 0.014, memory: 6921, loss_aux: 1.8402, top1_acc: 0.2633, top5_acc: 0.4887, loss_cls: 3.5065, loss: 5.3467, grad_norm: 1.8427 2021-07-19 02:13:21,148 - mmaction - INFO - Epoch [24][280/1879] lr: 1.885e-01, eta: 1 day, 19:13:24, time: 0.742, data_time: 0.001, memory: 6921, loss_aux: 1.7946, top1_acc: 0.2582, top5_acc: 0.5047, loss_cls: 3.4399, loss: 5.2345, grad_norm: 1.8277 2021-07-19 02:13:32,844 - mmaction - INFO - Epoch [24][300/1879] lr: 1.885e-01, eta: 1 day, 19:13:04, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.7857, top1_acc: 0.2707, top5_acc: 0.5172, loss_cls: 3.4336, loss: 5.2193, grad_norm: 1.8441 2021-07-19 02:13:46,047 - mmaction - INFO - Epoch [24][320/1879] lr: 1.885e-01, eta: 1 day, 19:12:51, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.7964, top1_acc: 0.2719, top5_acc: 0.5062, loss_cls: 3.4513, loss: 5.2477, grad_norm: 1.8205 2021-07-19 02:14:03,092 - mmaction - INFO - Epoch [24][340/1879] lr: 1.884e-01, eta: 1 day, 19:13:00, time: 0.857, data_time: 0.008, memory: 6921, loss_aux: 1.8095, top1_acc: 0.2687, top5_acc: 0.5070, loss_cls: 3.4541, loss: 5.2636, grad_norm: 1.8388 2021-07-19 02:14:15,090 - mmaction - INFO - Epoch [24][360/1879] lr: 1.884e-01, eta: 1 day, 19:12:41, time: 0.600, data_time: 0.009, memory: 6921, loss_aux: 1.8417, top1_acc: 0.2520, top5_acc: 0.4973, loss_cls: 3.5143, loss: 5.3560, grad_norm: 1.8417 2021-07-19 02:14:27,310 - mmaction - INFO - Epoch [24][380/1879] lr: 1.884e-01, eta: 1 day, 19:12:24, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.8222, top1_acc: 0.2613, top5_acc: 0.4902, loss_cls: 3.5036, loss: 5.3257, grad_norm: 1.8579 2021-07-19 02:14:39,594 - mmaction - INFO - Epoch [24][400/1879] lr: 1.884e-01, eta: 1 day, 19:12:07, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.8187, top1_acc: 0.2570, top5_acc: 0.5008, loss_cls: 3.4823, loss: 5.3010, grad_norm: 1.8612 2021-07-19 02:14:53,412 - mmaction - INFO - Epoch [24][420/1879] lr: 1.884e-01, eta: 1 day, 19:11:58, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.8586, top1_acc: 0.2410, top5_acc: 0.4793, loss_cls: 3.5702, loss: 5.4288, grad_norm: 1.8158 2021-07-19 02:15:06,903 - mmaction - INFO - Epoch [24][440/1879] lr: 1.884e-01, eta: 1 day, 19:11:43, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.8009, top1_acc: 0.2762, top5_acc: 0.5086, loss_cls: 3.4471, loss: 5.2480, grad_norm: 1.7895 2021-07-19 02:15:18,682 - mmaction - INFO - Epoch [24][460/1879] lr: 1.884e-01, eta: 1 day, 19:11:27, time: 0.624, data_time: 0.043, memory: 6921, loss_aux: 1.7910, top1_acc: 0.2676, top5_acc: 0.5094, loss_cls: 3.4548, loss: 5.2457, grad_norm: 1.8318 2021-07-19 02:15:33,056 - mmaction - INFO - Epoch [24][480/1879] lr: 1.884e-01, eta: 1 day, 19:11:21, time: 0.722, data_time: 0.007, memory: 6921, loss_aux: 1.8177, top1_acc: 0.2547, top5_acc: 0.4988, loss_cls: 3.4852, loss: 5.3029, grad_norm: 1.8557 2021-07-19 02:15:45,438 - mmaction - INFO - Epoch [24][500/1879] lr: 1.884e-01, eta: 1 day, 19:11:04, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.8109, top1_acc: 0.2527, top5_acc: 0.4996, loss_cls: 3.4950, loss: 5.3059, grad_norm: 1.8222 2021-07-19 02:15:56,795 - mmaction - INFO - Epoch [24][520/1879] lr: 1.884e-01, eta: 1 day, 19:10:42, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8519, top1_acc: 0.2398, top5_acc: 0.4898, loss_cls: 3.5645, loss: 5.4165, grad_norm: 1.8736 2021-07-19 02:16:08,600 - mmaction - INFO - Epoch [24][540/1879] lr: 1.883e-01, eta: 1 day, 19:10:22, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.8162, top1_acc: 0.2691, top5_acc: 0.5000, loss_cls: 3.4707, loss: 5.2869, grad_norm: 1.8218 2021-07-19 02:16:19,691 - mmaction - INFO - Epoch [24][560/1879] lr: 1.883e-01, eta: 1 day, 19:09:58, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.8216, top1_acc: 0.2539, top5_acc: 0.5059, loss_cls: 3.4828, loss: 5.3044, grad_norm: 1.8731 2021-07-19 02:16:33,591 - mmaction - INFO - Epoch [24][580/1879] lr: 1.883e-01, eta: 1 day, 19:09:50, time: 0.692, data_time: 0.002, memory: 6921, loss_aux: 1.8173, top1_acc: 0.2621, top5_acc: 0.4977, loss_cls: 3.4670, loss: 5.2842, grad_norm: 1.8376 2021-07-19 02:16:44,671 - mmaction - INFO - Epoch [24][600/1879] lr: 1.883e-01, eta: 1 day, 19:09:26, time: 0.557, data_time: 0.005, memory: 6921, loss_aux: 1.8087, top1_acc: 0.2801, top5_acc: 0.5078, loss_cls: 3.4714, loss: 5.2801, grad_norm: 1.8452 2021-07-19 02:16:56,977 - mmaction - INFO - Epoch [24][620/1879] lr: 1.883e-01, eta: 1 day, 19:09:09, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.8191, top1_acc: 0.2574, top5_acc: 0.5008, loss_cls: 3.5030, loss: 5.3221, grad_norm: 1.8521 2021-07-19 02:17:08,131 - mmaction - INFO - Epoch [24][640/1879] lr: 1.883e-01, eta: 1 day, 19:08:46, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.8111, top1_acc: 0.2531, top5_acc: 0.5059, loss_cls: 3.4559, loss: 5.2670, grad_norm: 1.8151 2021-07-19 02:17:19,375 - mmaction - INFO - Epoch [24][660/1879] lr: 1.883e-01, eta: 1 day, 19:08:23, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.8253, top1_acc: 0.2617, top5_acc: 0.4902, loss_cls: 3.5216, loss: 5.3469, grad_norm: 1.8763 2021-07-19 02:17:30,843 - mmaction - INFO - Epoch [24][680/1879] lr: 1.883e-01, eta: 1 day, 19:08:01, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.8005, top1_acc: 0.2754, top5_acc: 0.5125, loss_cls: 3.4522, loss: 5.2527, grad_norm: 1.8223 2021-07-19 02:17:43,684 - mmaction - INFO - Epoch [24][700/1879] lr: 1.883e-01, eta: 1 day, 19:07:47, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.7841, top1_acc: 0.2687, top5_acc: 0.5258, loss_cls: 3.4121, loss: 5.1962, grad_norm: 1.7873 2021-07-19 02:17:55,379 - mmaction - INFO - Epoch [24][720/1879] lr: 1.882e-01, eta: 1 day, 19:07:27, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.8116, top1_acc: 0.2586, top5_acc: 0.5082, loss_cls: 3.4322, loss: 5.2438, grad_norm: 1.8396 2021-07-19 02:18:06,977 - mmaction - INFO - Epoch [24][740/1879] lr: 1.882e-01, eta: 1 day, 19:07:06, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.8234, top1_acc: 0.2539, top5_acc: 0.5000, loss_cls: 3.5136, loss: 5.3370, grad_norm: 1.8377 2021-07-19 02:18:18,329 - mmaction - INFO - Epoch [24][760/1879] lr: 1.882e-01, eta: 1 day, 19:06:44, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.7861, top1_acc: 0.2559, top5_acc: 0.5219, loss_cls: 3.4259, loss: 5.2120, grad_norm: 1.8651 2021-07-19 02:18:30,062 - mmaction - INFO - Epoch [24][780/1879] lr: 1.882e-01, eta: 1 day, 19:06:23, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.7989, top1_acc: 0.2672, top5_acc: 0.4906, loss_cls: 3.4725, loss: 5.2714, grad_norm: 1.8352 2021-07-19 02:18:43,550 - mmaction - INFO - Epoch [24][800/1879] lr: 1.882e-01, eta: 1 day, 19:06:13, time: 0.677, data_time: 0.004, memory: 6921, loss_aux: 1.7726, top1_acc: 0.2715, top5_acc: 0.5281, loss_cls: 3.4024, loss: 5.1750, grad_norm: 1.8649 2021-07-19 02:18:58,311 - mmaction - INFO - Epoch [24][820/1879] lr: 1.882e-01, eta: 1 day, 19:06:09, time: 0.738, data_time: 0.004, memory: 6921, loss_aux: 1.8125, top1_acc: 0.2582, top5_acc: 0.5148, loss_cls: 3.4602, loss: 5.2727, grad_norm: 1.8318 2021-07-19 02:19:09,624 - mmaction - INFO - Epoch [24][840/1879] lr: 1.882e-01, eta: 1 day, 19:05:46, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.7945, top1_acc: 0.2570, top5_acc: 0.5012, loss_cls: 3.4612, loss: 5.2557, grad_norm: 1.8726 2021-07-19 02:19:23,418 - mmaction - INFO - Epoch [24][860/1879] lr: 1.882e-01, eta: 1 day, 19:05:37, time: 0.691, data_time: 0.051, memory: 6921, loss_aux: 1.8444, top1_acc: 0.2570, top5_acc: 0.4906, loss_cls: 3.5490, loss: 5.3933, grad_norm: 1.8510 2021-07-19 02:19:36,139 - mmaction - INFO - Epoch [24][880/1879] lr: 1.882e-01, eta: 1 day, 19:05:23, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.7796, top1_acc: 0.2605, top5_acc: 0.5219, loss_cls: 3.4180, loss: 5.1976, grad_norm: 1.8139 2021-07-19 02:19:48,750 - mmaction - INFO - Epoch [24][900/1879] lr: 1.882e-01, eta: 1 day, 19:05:07, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.8239, top1_acc: 0.2465, top5_acc: 0.4957, loss_cls: 3.5033, loss: 5.3272, grad_norm: 1.8663 2021-07-19 02:20:00,279 - mmaction - INFO - Epoch [24][920/1879] lr: 1.881e-01, eta: 1 day, 19:04:45, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.8191, top1_acc: 0.2703, top5_acc: 0.5105, loss_cls: 3.4605, loss: 5.2796, grad_norm: 1.8036 2021-07-19 02:20:11,665 - mmaction - INFO - Epoch [24][940/1879] lr: 1.881e-01, eta: 1 day, 19:04:24, time: 0.579, data_time: 0.013, memory: 6921, loss_aux: 1.8079, top1_acc: 0.2586, top5_acc: 0.5039, loss_cls: 3.4871, loss: 5.2950, grad_norm: 1.8397 2021-07-19 02:20:23,393 - mmaction - INFO - Epoch [24][960/1879] lr: 1.881e-01, eta: 1 day, 19:04:04, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.8286, top1_acc: 0.2527, top5_acc: 0.5027, loss_cls: 3.5225, loss: 5.3511, grad_norm: 1.8223 2021-07-19 02:20:35,221 - mmaction - INFO - Epoch [24][980/1879] lr: 1.881e-01, eta: 1 day, 19:03:44, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.8443, top1_acc: 0.2449, top5_acc: 0.4930, loss_cls: 3.5345, loss: 5.3788, grad_norm: 1.8776 2021-07-19 02:20:48,145 - mmaction - INFO - Epoch [24][1000/1879] lr: 1.881e-01, eta: 1 day, 19:03:30, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.8184, top1_acc: 0.2551, top5_acc: 0.4941, loss_cls: 3.4908, loss: 5.3092, grad_norm: 1.8645 2021-07-19 02:21:04,413 - mmaction - INFO - Epoch [24][1020/1879] lr: 1.881e-01, eta: 1 day, 19:03:35, time: 0.813, data_time: 0.003, memory: 6921, loss_aux: 1.8375, top1_acc: 0.2473, top5_acc: 0.4957, loss_cls: 3.5354, loss: 5.3729, grad_norm: 1.8514 2021-07-19 02:21:15,829 - mmaction - INFO - Epoch [24][1040/1879] lr: 1.881e-01, eta: 1 day, 19:03:13, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.8306, top1_acc: 0.2594, top5_acc: 0.4891, loss_cls: 3.4962, loss: 5.3268, grad_norm: 1.8197 2021-07-19 02:21:27,271 - mmaction - INFO - Epoch [24][1060/1879] lr: 1.881e-01, eta: 1 day, 19:02:51, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.8299, top1_acc: 0.2609, top5_acc: 0.5047, loss_cls: 3.4839, loss: 5.3139, grad_norm: 1.8565 2021-07-19 02:21:39,120 - mmaction - INFO - Epoch [24][1080/1879] lr: 1.881e-01, eta: 1 day, 19:02:32, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.8120, top1_acc: 0.2547, top5_acc: 0.5070, loss_cls: 3.4852, loss: 5.2971, grad_norm: 1.8563 2021-07-19 02:21:51,028 - mmaction - INFO - Epoch [24][1100/1879] lr: 1.880e-01, eta: 1 day, 19:02:13, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.8067, top1_acc: 0.2574, top5_acc: 0.4949, loss_cls: 3.4873, loss: 5.2940, grad_norm: 1.8909 2021-07-19 02:22:03,927 - mmaction - INFO - Epoch [24][1120/1879] lr: 1.880e-01, eta: 1 day, 19:01:59, time: 0.645, data_time: 0.005, memory: 6921, loss_aux: 1.8483, top1_acc: 0.2453, top5_acc: 0.4867, loss_cls: 3.5550, loss: 5.4033, grad_norm: 1.8790 2021-07-19 02:22:16,509 - mmaction - INFO - Epoch [24][1140/1879] lr: 1.880e-01, eta: 1 day, 19:01:43, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.8369, top1_acc: 0.2449, top5_acc: 0.4922, loss_cls: 3.5308, loss: 5.3676, grad_norm: 1.8247 2021-07-19 02:22:28,719 - mmaction - INFO - Epoch [24][1160/1879] lr: 1.880e-01, eta: 1 day, 19:01:26, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.7620, top1_acc: 0.2672, top5_acc: 0.5219, loss_cls: 3.3908, loss: 5.1528, grad_norm: 1.8430 2021-07-19 02:22:45,702 - mmaction - INFO - Epoch [24][1180/1879] lr: 1.880e-01, eta: 1 day, 19:01:34, time: 0.847, data_time: 0.004, memory: 6921, loss_aux: 1.8434, top1_acc: 0.2602, top5_acc: 0.4902, loss_cls: 3.5375, loss: 5.3810, grad_norm: 1.8583 2021-07-19 02:22:58,624 - mmaction - INFO - Epoch [24][1200/1879] lr: 1.880e-01, eta: 1 day, 19:01:20, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.8139, top1_acc: 0.2656, top5_acc: 0.4941, loss_cls: 3.4826, loss: 5.2965, grad_norm: 1.8429 2021-07-19 02:23:14,474 - mmaction - INFO - Epoch [24][1220/1879] lr: 1.880e-01, eta: 1 day, 19:01:22, time: 0.794, data_time: 0.005, memory: 6921, loss_aux: 1.8535, top1_acc: 0.2434, top5_acc: 0.4867, loss_cls: 3.5532, loss: 5.4067, grad_norm: 1.8277 2021-07-19 02:23:25,609 - mmaction - INFO - Epoch [24][1240/1879] lr: 1.880e-01, eta: 1 day, 19:00:59, time: 0.554, data_time: 0.009, memory: 6921, loss_aux: 1.8526, top1_acc: 0.2516, top5_acc: 0.4844, loss_cls: 3.5484, loss: 5.4010, grad_norm: 1.7851 2021-07-19 02:23:38,056 - mmaction - INFO - Epoch [24][1260/1879] lr: 1.880e-01, eta: 1 day, 19:00:42, time: 0.622, data_time: 0.005, memory: 6921, loss_aux: 1.7976, top1_acc: 0.2750, top5_acc: 0.5094, loss_cls: 3.4483, loss: 5.2459, grad_norm: 1.8434 2021-07-19 02:23:49,995 - mmaction - INFO - Epoch [24][1280/1879] lr: 1.880e-01, eta: 1 day, 19:00:24, time: 0.599, data_time: 0.006, memory: 6921, loss_aux: 1.8350, top1_acc: 0.2488, top5_acc: 0.4941, loss_cls: 3.5120, loss: 5.3470, grad_norm: 1.8462 2021-07-19 02:24:04,105 - mmaction - INFO - Epoch [24][1300/1879] lr: 1.879e-01, eta: 1 day, 19:00:16, time: 0.704, data_time: 0.005, memory: 6921, loss_aux: 1.8209, top1_acc: 0.2426, top5_acc: 0.5012, loss_cls: 3.5488, loss: 5.3696, grad_norm: 1.8364 2021-07-19 02:24:15,320 - mmaction - INFO - Epoch [24][1320/1879] lr: 1.879e-01, eta: 1 day, 18:59:53, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.8563, top1_acc: 0.2375, top5_acc: 0.4789, loss_cls: 3.5997, loss: 5.4559, grad_norm: 1.8697 2021-07-19 02:24:27,428 - mmaction - INFO - Epoch [24][1340/1879] lr: 1.879e-01, eta: 1 day, 18:59:35, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.8062, top1_acc: 0.2727, top5_acc: 0.5055, loss_cls: 3.4418, loss: 5.2480, grad_norm: 1.8053 2021-07-19 02:24:38,868 - mmaction - INFO - Epoch [24][1360/1879] lr: 1.879e-01, eta: 1 day, 18:59:14, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.8371, top1_acc: 0.2594, top5_acc: 0.5066, loss_cls: 3.5229, loss: 5.3600, grad_norm: 1.8196 2021-07-19 02:24:50,101 - mmaction - INFO - Epoch [24][1380/1879] lr: 1.879e-01, eta: 1 day, 18:58:51, time: 0.563, data_time: 0.013, memory: 6921, loss_aux: 1.7932, top1_acc: 0.2641, top5_acc: 0.5219, loss_cls: 3.4289, loss: 5.2221, grad_norm: 1.8188 2021-07-19 02:25:01,862 - mmaction - INFO - Epoch [24][1400/1879] lr: 1.879e-01, eta: 1 day, 18:58:31, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.8611, top1_acc: 0.2598, top5_acc: 0.4918, loss_cls: 3.5682, loss: 5.4294, grad_norm: 1.8497 2021-07-19 02:25:15,956 - mmaction - INFO - Epoch [24][1420/1879] lr: 1.879e-01, eta: 1 day, 18:58:23, time: 0.696, data_time: 0.002, memory: 6921, loss_aux: 1.7929, top1_acc: 0.2625, top5_acc: 0.5191, loss_cls: 3.4276, loss: 5.2206, grad_norm: 1.8088 2021-07-19 02:25:27,977 - mmaction - INFO - Epoch [24][1440/1879] lr: 1.879e-01, eta: 1 day, 18:58:05, time: 0.610, data_time: 0.012, memory: 6921, loss_aux: 1.8080, top1_acc: 0.2691, top5_acc: 0.5059, loss_cls: 3.4675, loss: 5.2755, grad_norm: 1.8337 2021-07-19 02:25:39,121 - mmaction - INFO - Epoch [24][1460/1879] lr: 1.879e-01, eta: 1 day, 18:57:42, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.8225, top1_acc: 0.2535, top5_acc: 0.4980, loss_cls: 3.4764, loss: 5.2989, grad_norm: 1.8408 2021-07-19 02:25:50,916 - mmaction - INFO - Epoch [24][1480/1879] lr: 1.878e-01, eta: 1 day, 18:57:22, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.8144, top1_acc: 0.2500, top5_acc: 0.5238, loss_cls: 3.4836, loss: 5.2980, grad_norm: 1.8204 2021-07-19 02:26:02,784 - mmaction - INFO - Epoch [24][1500/1879] lr: 1.878e-01, eta: 1 day, 18:57:03, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.8119, top1_acc: 0.2527, top5_acc: 0.5078, loss_cls: 3.4713, loss: 5.2832, grad_norm: 1.8532 2021-07-19 02:26:14,510 - mmaction - INFO - Epoch [24][1520/1879] lr: 1.878e-01, eta: 1 day, 18:56:43, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.8549, top1_acc: 0.2465, top5_acc: 0.4930, loss_cls: 3.5547, loss: 5.4096, grad_norm: 1.8286 2021-07-19 02:26:31,067 - mmaction - INFO - Epoch [24][1540/1879] lr: 1.878e-01, eta: 1 day, 18:56:49, time: 0.827, data_time: 0.002, memory: 6921, loss_aux: 1.8495, top1_acc: 0.2559, top5_acc: 0.4887, loss_cls: 3.5543, loss: 5.4039, grad_norm: 1.8178 2021-07-19 02:26:42,464 - mmaction - INFO - Epoch [24][1560/1879] lr: 1.878e-01, eta: 1 day, 18:56:27, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.8319, top1_acc: 0.2527, top5_acc: 0.4988, loss_cls: 3.5336, loss: 5.3655, grad_norm: 1.8348 2021-07-19 02:26:57,165 - mmaction - INFO - Epoch [24][1580/1879] lr: 1.878e-01, eta: 1 day, 18:56:23, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.8421, top1_acc: 0.2547, top5_acc: 0.4996, loss_cls: 3.5087, loss: 5.3508, grad_norm: 1.7916 2021-07-19 02:27:08,377 - mmaction - INFO - Epoch [24][1600/1879] lr: 1.878e-01, eta: 1 day, 18:56:00, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.8154, top1_acc: 0.2574, top5_acc: 0.4906, loss_cls: 3.5043, loss: 5.3197, grad_norm: 1.8106 2021-07-19 02:27:22,033 - mmaction - INFO - Epoch [24][1620/1879] lr: 1.878e-01, eta: 1 day, 18:55:50, time: 0.682, data_time: 0.001, memory: 6921, loss_aux: 1.8232, top1_acc: 0.2566, top5_acc: 0.4914, loss_cls: 3.5193, loss: 5.3425, grad_norm: 1.8402 2021-07-19 02:27:34,093 - mmaction - INFO - Epoch [24][1640/1879] lr: 1.878e-01, eta: 1 day, 18:55:32, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.8051, top1_acc: 0.2590, top5_acc: 0.5012, loss_cls: 3.4499, loss: 5.2550, grad_norm: 1.8123 2021-07-19 02:27:45,216 - mmaction - INFO - Epoch [24][1660/1879] lr: 1.877e-01, eta: 1 day, 18:55:09, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.8011, top1_acc: 0.2738, top5_acc: 0.5199, loss_cls: 3.4333, loss: 5.2344, grad_norm: 1.8307 2021-07-19 02:27:56,955 - mmaction - INFO - Epoch [24][1680/1879] lr: 1.877e-01, eta: 1 day, 18:54:49, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.8273, top1_acc: 0.2520, top5_acc: 0.4961, loss_cls: 3.4934, loss: 5.3207, grad_norm: 1.8488 2021-07-19 02:28:08,499 - mmaction - INFO - Epoch [24][1700/1879] lr: 1.877e-01, eta: 1 day, 18:54:28, time: 0.577, data_time: 0.008, memory: 6921, loss_aux: 1.7958, top1_acc: 0.2633, top5_acc: 0.5102, loss_cls: 3.4337, loss: 5.2295, grad_norm: 1.8623 2021-07-19 02:28:23,053 - mmaction - INFO - Epoch [24][1720/1879] lr: 1.877e-01, eta: 1 day, 18:54:23, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.8281, top1_acc: 0.2543, top5_acc: 0.4922, loss_cls: 3.5142, loss: 5.3423, grad_norm: 1.8330 2021-07-19 02:28:34,228 - mmaction - INFO - Epoch [24][1740/1879] lr: 1.877e-01, eta: 1 day, 18:54:00, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.8161, top1_acc: 0.2605, top5_acc: 0.4965, loss_cls: 3.4874, loss: 5.3036, grad_norm: 1.8563 2021-07-19 02:28:48,275 - mmaction - INFO - Epoch [24][1760/1879] lr: 1.877e-01, eta: 1 day, 18:53:52, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.8463, top1_acc: 0.2543, top5_acc: 0.4953, loss_cls: 3.5364, loss: 5.3827, grad_norm: 1.8526 2021-07-19 02:28:59,739 - mmaction - INFO - Epoch [24][1780/1879] lr: 1.877e-01, eta: 1 day, 18:53:31, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.8224, top1_acc: 0.2617, top5_acc: 0.5020, loss_cls: 3.5137, loss: 5.3361, grad_norm: 1.8403 2021-07-19 02:29:11,363 - mmaction - INFO - Epoch [24][1800/1879] lr: 1.877e-01, eta: 1 day, 18:53:11, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.8297, top1_acc: 0.2621, top5_acc: 0.4813, loss_cls: 3.5256, loss: 5.3553, grad_norm: 1.8541 2021-07-19 02:29:29,936 - mmaction - INFO - Epoch [24][1820/1879] lr: 1.877e-01, eta: 1 day, 18:53:26, time: 0.925, data_time: 0.051, memory: 6921, loss_aux: 1.8336, top1_acc: 0.2504, top5_acc: 0.4930, loss_cls: 3.5432, loss: 5.3768, grad_norm: 1.8024 2021-07-19 02:29:41,464 - mmaction - INFO - Epoch [24][1840/1879] lr: 1.877e-01, eta: 1 day, 18:53:06, time: 0.580, data_time: 0.008, memory: 6921, loss_aux: 1.8208, top1_acc: 0.2582, top5_acc: 0.4910, loss_cls: 3.5031, loss: 5.3239, grad_norm: 1.8132 2021-07-19 02:29:53,516 - mmaction - INFO - Epoch [24][1860/1879] lr: 1.876e-01, eta: 1 day, 18:52:47, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.8198, top1_acc: 0.2645, top5_acc: 0.5113, loss_cls: 3.4762, loss: 5.2960, grad_norm: 1.8343 2021-07-19 02:30:07,486 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-07-19 02:30:29,645 - mmaction - INFO - Epoch [25][20/1879] lr: 1.876e-01, eta: 1 day, 18:51:51, time: 0.980, data_time: 0.280, memory: 6921, loss_aux: 1.8422, top1_acc: 0.2566, top5_acc: 0.4906, loss_cls: 3.5385, loss: 5.3807, grad_norm: 1.8707 2021-07-19 02:30:41,948 - mmaction - INFO - Epoch [25][40/1879] lr: 1.876e-01, eta: 1 day, 18:51:35, time: 0.620, data_time: 0.008, memory: 6921, loss_aux: 1.7776, top1_acc: 0.2777, top5_acc: 0.5238, loss_cls: 3.3911, loss: 5.1687, grad_norm: 1.8035 2021-07-19 02:30:53,725 - mmaction - INFO - Epoch [25][60/1879] lr: 1.876e-01, eta: 1 day, 18:51:15, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.8201, top1_acc: 0.2574, top5_acc: 0.5039, loss_cls: 3.4856, loss: 5.3057, grad_norm: 1.9073 2021-07-19 02:31:06,555 - mmaction - INFO - Epoch [25][80/1879] lr: 1.876e-01, eta: 1 day, 18:51:01, time: 0.640, data_time: 0.004, memory: 6921, loss_aux: 1.8187, top1_acc: 0.2613, top5_acc: 0.5062, loss_cls: 3.4915, loss: 5.3102, grad_norm: 1.8557 2021-07-19 02:31:18,208 - mmaction - INFO - Epoch [25][100/1879] lr: 1.876e-01, eta: 1 day, 18:50:41, time: 0.585, data_time: 0.009, memory: 6921, loss_aux: 1.8274, top1_acc: 0.2570, top5_acc: 0.4914, loss_cls: 3.5012, loss: 5.3287, grad_norm: 1.8372 2021-07-19 02:31:33,727 - mmaction - INFO - Epoch [25][120/1879] lr: 1.876e-01, eta: 1 day, 18:50:40, time: 0.768, data_time: 0.001, memory: 6921, loss_aux: 1.8144, top1_acc: 0.2801, top5_acc: 0.5133, loss_cls: 3.4498, loss: 5.2642, grad_norm: 1.8277 2021-07-19 02:31:47,789 - mmaction - INFO - Epoch [25][140/1879] lr: 1.876e-01, eta: 1 day, 18:50:33, time: 0.707, data_time: 0.017, memory: 6921, loss_aux: 1.8205, top1_acc: 0.2562, top5_acc: 0.4973, loss_cls: 3.4961, loss: 5.3166, grad_norm: 1.8615 2021-07-19 02:32:06,061 - mmaction - INFO - Epoch [25][160/1879] lr: 1.875e-01, eta: 1 day, 18:50:48, time: 0.916, data_time: 0.005, memory: 6921, loss_aux: 1.8211, top1_acc: 0.2727, top5_acc: 0.5074, loss_cls: 3.4756, loss: 5.2967, grad_norm: 1.8958 2021-07-19 02:32:17,224 - mmaction - INFO - Epoch [25][180/1879] lr: 1.875e-01, eta: 1 day, 18:50:25, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.8180, top1_acc: 0.2625, top5_acc: 0.4969, loss_cls: 3.5205, loss: 5.3385, grad_norm: 1.8358 2021-07-19 02:32:28,289 - mmaction - INFO - Epoch [25][200/1879] lr: 1.875e-01, eta: 1 day, 18:50:02, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.8262, top1_acc: 0.2500, top5_acc: 0.4969, loss_cls: 3.5087, loss: 5.3349, grad_norm: 1.8236 2021-07-19 02:32:39,744 - mmaction - INFO - Epoch [25][220/1879] lr: 1.875e-01, eta: 1 day, 18:49:40, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.8280, top1_acc: 0.2531, top5_acc: 0.4961, loss_cls: 3.4796, loss: 5.3076, grad_norm: 1.8851 2021-07-19 02:32:51,652 - mmaction - INFO - Epoch [25][240/1879] lr: 1.875e-01, eta: 1 day, 18:49:21, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.8332, top1_acc: 0.2566, top5_acc: 0.4926, loss_cls: 3.5461, loss: 5.3794, grad_norm: 1.8806 2021-07-19 02:33:05,169 - mmaction - INFO - Epoch [25][260/1879] lr: 1.875e-01, eta: 1 day, 18:49:11, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.8018, top1_acc: 0.2547, top5_acc: 0.5016, loss_cls: 3.4356, loss: 5.2373, grad_norm: 1.8529 2021-07-19 02:33:16,625 - mmaction - INFO - Epoch [25][280/1879] lr: 1.875e-01, eta: 1 day, 18:48:50, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.8284, top1_acc: 0.2648, top5_acc: 0.5027, loss_cls: 3.4932, loss: 5.3216, grad_norm: 1.8454 2021-07-19 02:33:28,365 - mmaction - INFO - Epoch [25][300/1879] lr: 1.875e-01, eta: 1 day, 18:48:30, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.8089, top1_acc: 0.2633, top5_acc: 0.4965, loss_cls: 3.4782, loss: 5.2871, grad_norm: 1.8119 2021-07-19 02:33:39,555 - mmaction - INFO - Epoch [25][320/1879] lr: 1.875e-01, eta: 1 day, 18:48:07, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7632, top1_acc: 0.2766, top5_acc: 0.5219, loss_cls: 3.3801, loss: 5.1433, grad_norm: 1.8380 2021-07-19 02:33:51,604 - mmaction - INFO - Epoch [25][340/1879] lr: 1.874e-01, eta: 1 day, 18:47:49, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.7733, top1_acc: 0.2801, top5_acc: 0.5184, loss_cls: 3.4243, loss: 5.1977, grad_norm: 1.8237 2021-07-19 02:34:03,737 - mmaction - INFO - Epoch [25][360/1879] lr: 1.874e-01, eta: 1 day, 18:47:31, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.8068, top1_acc: 0.2645, top5_acc: 0.5117, loss_cls: 3.4779, loss: 5.2847, grad_norm: 1.9039 2021-07-19 02:34:15,777 - mmaction - INFO - Epoch [25][380/1879] lr: 1.874e-01, eta: 1 day, 18:47:13, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.8139, top1_acc: 0.2477, top5_acc: 0.5008, loss_cls: 3.4934, loss: 5.3073, grad_norm: 1.8702 2021-07-19 02:34:27,575 - mmaction - INFO - Epoch [25][400/1879] lr: 1.874e-01, eta: 1 day, 18:46:53, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.8318, top1_acc: 0.2777, top5_acc: 0.5051, loss_cls: 3.4814, loss: 5.3132, grad_norm: 1.8624 2021-07-19 02:34:42,463 - mmaction - INFO - Epoch [25][420/1879] lr: 1.874e-01, eta: 1 day, 18:46:50, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.7954, top1_acc: 0.2746, top5_acc: 0.5141, loss_cls: 3.4448, loss: 5.2402, grad_norm: 1.8369 2021-07-19 02:34:54,290 - mmaction - INFO - Epoch [25][440/1879] lr: 1.874e-01, eta: 1 day, 18:46:29, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7846, top1_acc: 0.2668, top5_acc: 0.5105, loss_cls: 3.4294, loss: 5.2140, grad_norm: 1.8452 2021-07-19 02:35:05,749 - mmaction - INFO - Epoch [25][460/1879] lr: 1.874e-01, eta: 1 day, 18:46:10, time: 0.588, data_time: 0.018, memory: 6921, loss_aux: 1.8391, top1_acc: 0.2617, top5_acc: 0.4996, loss_cls: 3.5087, loss: 5.3477, grad_norm: 1.8914 2021-07-19 02:35:18,631 - mmaction - INFO - Epoch [25][480/1879] lr: 1.874e-01, eta: 1 day, 18:45:56, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.8193, top1_acc: 0.2727, top5_acc: 0.5031, loss_cls: 3.5022, loss: 5.3215, grad_norm: 1.8591 2021-07-19 02:35:30,447 - mmaction - INFO - Epoch [25][500/1879] lr: 1.874e-01, eta: 1 day, 18:45:36, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8114, top1_acc: 0.2547, top5_acc: 0.4973, loss_cls: 3.5161, loss: 5.3275, grad_norm: 1.8492 2021-07-19 02:35:45,351 - mmaction - INFO - Epoch [25][520/1879] lr: 1.874e-01, eta: 1 day, 18:45:33, time: 0.745, data_time: 0.003, memory: 6921, loss_aux: 1.8160, top1_acc: 0.2551, top5_acc: 0.5027, loss_cls: 3.4920, loss: 5.3080, grad_norm: 1.8415 2021-07-19 02:35:56,810 - mmaction - INFO - Epoch [25][540/1879] lr: 1.873e-01, eta: 1 day, 18:45:12, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.8210, top1_acc: 0.2566, top5_acc: 0.4992, loss_cls: 3.5122, loss: 5.3332, grad_norm: 1.8822 2021-07-19 02:36:08,498 - mmaction - INFO - Epoch [25][560/1879] lr: 1.873e-01, eta: 1 day, 18:44:52, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.8059, top1_acc: 0.2629, top5_acc: 0.5145, loss_cls: 3.4716, loss: 5.2775, grad_norm: 1.8708 2021-07-19 02:36:20,796 - mmaction - INFO - Epoch [25][580/1879] lr: 1.873e-01, eta: 1 day, 18:44:35, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.8398, top1_acc: 0.2484, top5_acc: 0.4922, loss_cls: 3.5216, loss: 5.3613, grad_norm: 1.8749 2021-07-19 02:36:32,002 - mmaction - INFO - Epoch [25][600/1879] lr: 1.873e-01, eta: 1 day, 18:44:13, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7998, top1_acc: 0.2672, top5_acc: 0.5180, loss_cls: 3.4238, loss: 5.2236, grad_norm: 1.8619 2021-07-19 02:36:44,320 - mmaction - INFO - Epoch [25][620/1879] lr: 1.873e-01, eta: 1 day, 18:43:56, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.8428, top1_acc: 0.2488, top5_acc: 0.4805, loss_cls: 3.5351, loss: 5.3779, grad_norm: 1.8669 2021-07-19 02:36:56,015 - mmaction - INFO - Epoch [25][640/1879] lr: 1.873e-01, eta: 1 day, 18:43:36, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7501, top1_acc: 0.2734, top5_acc: 0.5418, loss_cls: 3.3250, loss: 5.0751, grad_norm: 1.8563 2021-07-19 02:37:08,167 - mmaction - INFO - Epoch [25][660/1879] lr: 1.873e-01, eta: 1 day, 18:43:18, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.8264, top1_acc: 0.2473, top5_acc: 0.4914, loss_cls: 3.5448, loss: 5.3712, grad_norm: 1.8510 2021-07-19 02:37:19,636 - mmaction - INFO - Epoch [25][680/1879] lr: 1.873e-01, eta: 1 day, 18:42:57, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.8387, top1_acc: 0.2562, top5_acc: 0.4914, loss_cls: 3.5255, loss: 5.3641, grad_norm: 1.8160 2021-07-19 02:37:31,242 - mmaction - INFO - Epoch [25][700/1879] lr: 1.873e-01, eta: 1 day, 18:42:37, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.7907, top1_acc: 0.2684, top5_acc: 0.5133, loss_cls: 3.4042, loss: 5.1949, grad_norm: 1.8247 2021-07-19 02:37:42,293 - mmaction - INFO - Epoch [25][720/1879] lr: 1.872e-01, eta: 1 day, 18:42:14, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.8021, top1_acc: 0.2730, top5_acc: 0.5152, loss_cls: 3.4791, loss: 5.2812, grad_norm: 1.8682 2021-07-19 02:37:53,430 - mmaction - INFO - Epoch [25][740/1879] lr: 1.872e-01, eta: 1 day, 18:41:51, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.7948, top1_acc: 0.2574, top5_acc: 0.5082, loss_cls: 3.4382, loss: 5.2330, grad_norm: 1.8523 2021-07-19 02:38:05,273 - mmaction - INFO - Epoch [25][760/1879] lr: 1.872e-01, eta: 1 day, 18:41:32, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.8119, top1_acc: 0.2594, top5_acc: 0.5090, loss_cls: 3.4777, loss: 5.2896, grad_norm: 1.8336 2021-07-19 02:38:16,444 - mmaction - INFO - Epoch [25][780/1879] lr: 1.872e-01, eta: 1 day, 18:41:09, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.8494, top1_acc: 0.2496, top5_acc: 0.4859, loss_cls: 3.5687, loss: 5.4182, grad_norm: 1.8361 2021-07-19 02:38:27,432 - mmaction - INFO - Epoch [25][800/1879] lr: 1.872e-01, eta: 1 day, 18:40:46, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.8118, top1_acc: 0.2699, top5_acc: 0.5082, loss_cls: 3.4659, loss: 5.2777, grad_norm: 1.8286 2021-07-19 02:38:39,029 - mmaction - INFO - Epoch [25][820/1879] lr: 1.872e-01, eta: 1 day, 18:40:25, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.8274, top1_acc: 0.2609, top5_acc: 0.4977, loss_cls: 3.4921, loss: 5.3195, grad_norm: 1.8460 2021-07-19 02:38:50,995 - mmaction - INFO - Epoch [25][840/1879] lr: 1.872e-01, eta: 1 day, 18:40:07, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.7903, top1_acc: 0.2809, top5_acc: 0.5055, loss_cls: 3.4243, loss: 5.2146, grad_norm: 1.8275 2021-07-19 02:39:04,011 - mmaction - INFO - Epoch [25][860/1879] lr: 1.872e-01, eta: 1 day, 18:39:54, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.8078, top1_acc: 0.2633, top5_acc: 0.5020, loss_cls: 3.4714, loss: 5.2792, grad_norm: 1.8431 2021-07-19 02:39:15,077 - mmaction - INFO - Epoch [25][880/1879] lr: 1.872e-01, eta: 1 day, 18:39:31, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.8434, top1_acc: 0.2574, top5_acc: 0.4883, loss_cls: 3.5527, loss: 5.3960, grad_norm: 1.8757 2021-07-19 02:39:36,461 - mmaction - INFO - Epoch [25][900/1879] lr: 1.871e-01, eta: 1 day, 18:40:01, time: 1.067, data_time: 0.009, memory: 6921, loss_aux: 1.7899, top1_acc: 0.2613, top5_acc: 0.5086, loss_cls: 3.4308, loss: 5.2207, grad_norm: 1.8495 2021-07-19 02:39:49,134 - mmaction - INFO - Epoch [25][920/1879] lr: 1.871e-01, eta: 1 day, 18:39:46, time: 0.636, data_time: 0.011, memory: 6921, loss_aux: 1.8190, top1_acc: 0.2555, top5_acc: 0.4957, loss_cls: 3.4763, loss: 5.2954, grad_norm: 1.8674 2021-07-19 02:40:01,062 - mmaction - INFO - Epoch [25][940/1879] lr: 1.871e-01, eta: 1 day, 18:39:27, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.8326, top1_acc: 0.2617, top5_acc: 0.4977, loss_cls: 3.4908, loss: 5.3235, grad_norm: 1.8425 2021-07-19 02:40:13,411 - mmaction - INFO - Epoch [25][960/1879] lr: 1.871e-01, eta: 1 day, 18:39:11, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.8245, top1_acc: 0.2543, top5_acc: 0.4926, loss_cls: 3.5195, loss: 5.3439, grad_norm: 1.8628 2021-07-19 02:40:24,764 - mmaction - INFO - Epoch [25][980/1879] lr: 1.871e-01, eta: 1 day, 18:38:49, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8275, top1_acc: 0.2637, top5_acc: 0.5020, loss_cls: 3.4801, loss: 5.3076, grad_norm: 1.8620 2021-07-19 02:40:36,113 - mmaction - INFO - Epoch [25][1000/1879] lr: 1.871e-01, eta: 1 day, 18:38:28, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.8085, top1_acc: 0.2469, top5_acc: 0.5023, loss_cls: 3.4955, loss: 5.3040, grad_norm: 1.8016 2021-07-19 02:40:47,277 - mmaction - INFO - Epoch [25][1020/1879] lr: 1.871e-01, eta: 1 day, 18:38:05, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.8092, top1_acc: 0.2676, top5_acc: 0.5117, loss_cls: 3.4642, loss: 5.2735, grad_norm: 1.8334 2021-07-19 02:41:00,097 - mmaction - INFO - Epoch [25][1040/1879] lr: 1.871e-01, eta: 1 day, 18:37:51, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.7952, top1_acc: 0.2598, top5_acc: 0.5164, loss_cls: 3.4268, loss: 5.2219, grad_norm: 1.8882 2021-07-19 02:41:11,160 - mmaction - INFO - Epoch [25][1060/1879] lr: 1.871e-01, eta: 1 day, 18:37:28, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.8208, top1_acc: 0.2695, top5_acc: 0.5176, loss_cls: 3.4892, loss: 5.3100, grad_norm: 1.8838 2021-07-19 02:41:23,496 - mmaction - INFO - Epoch [25][1080/1879] lr: 1.870e-01, eta: 1 day, 18:37:11, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 1.7959, top1_acc: 0.2672, top5_acc: 0.5090, loss_cls: 3.4366, loss: 5.2325, grad_norm: 1.8526 2021-07-19 02:41:34,561 - mmaction - INFO - Epoch [25][1100/1879] lr: 1.870e-01, eta: 1 day, 18:36:49, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.7986, top1_acc: 0.2637, top5_acc: 0.5102, loss_cls: 3.4765, loss: 5.2751, grad_norm: 1.8729 2021-07-19 02:41:45,963 - mmaction - INFO - Epoch [25][1120/1879] lr: 1.870e-01, eta: 1 day, 18:36:27, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.8435, top1_acc: 0.2570, top5_acc: 0.4941, loss_cls: 3.5238, loss: 5.3673, grad_norm: 1.8166 2021-07-19 02:41:59,431 - mmaction - INFO - Epoch [25][1140/1879] lr: 1.870e-01, eta: 1 day, 18:36:17, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.8039, top1_acc: 0.2617, top5_acc: 0.5055, loss_cls: 3.4811, loss: 5.2850, grad_norm: 1.8966 2021-07-19 02:42:10,534 - mmaction - INFO - Epoch [25][1160/1879] lr: 1.870e-01, eta: 1 day, 18:35:54, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.8037, top1_acc: 0.2660, top5_acc: 0.4977, loss_cls: 3.4887, loss: 5.2924, grad_norm: 1.8881 2021-07-19 02:42:22,073 - mmaction - INFO - Epoch [25][1180/1879] lr: 1.870e-01, eta: 1 day, 18:35:33, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.8464, top1_acc: 0.2609, top5_acc: 0.4910, loss_cls: 3.5577, loss: 5.4040, grad_norm: 1.8626 2021-07-19 02:42:33,504 - mmaction - INFO - Epoch [25][1200/1879] lr: 1.870e-01, eta: 1 day, 18:35:11, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.8105, top1_acc: 0.2676, top5_acc: 0.5109, loss_cls: 3.4829, loss: 5.2934, grad_norm: 1.8038 2021-07-19 02:42:45,532 - mmaction - INFO - Epoch [25][1220/1879] lr: 1.870e-01, eta: 1 day, 18:34:54, time: 0.613, data_time: 0.013, memory: 6921, loss_aux: 1.8391, top1_acc: 0.2402, top5_acc: 0.4953, loss_cls: 3.5180, loss: 5.3571, grad_norm: 1.8613 2021-07-19 02:42:56,562 - mmaction - INFO - Epoch [25][1240/1879] lr: 1.870e-01, eta: 1 day, 18:34:31, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.8024, top1_acc: 0.2633, top5_acc: 0.4941, loss_cls: 3.4771, loss: 5.2795, grad_norm: 1.8440 2021-07-19 02:43:08,412 - mmaction - INFO - Epoch [25][1260/1879] lr: 1.869e-01, eta: 1 day, 18:34:12, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.8412, top1_acc: 0.2504, top5_acc: 0.4910, loss_cls: 3.5237, loss: 5.3649, grad_norm: 1.8515 2021-07-19 02:43:19,585 - mmaction - INFO - Epoch [25][1280/1879] lr: 1.869e-01, eta: 1 day, 18:33:50, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.8073, top1_acc: 0.2594, top5_acc: 0.5160, loss_cls: 3.4691, loss: 5.2764, grad_norm: 1.8461 2021-07-19 02:43:30,975 - mmaction - INFO - Epoch [25][1300/1879] lr: 1.869e-01, eta: 1 day, 18:33:28, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.8009, top1_acc: 0.2770, top5_acc: 0.5164, loss_cls: 3.4585, loss: 5.2593, grad_norm: 1.8672 2021-07-19 02:43:42,808 - mmaction - INFO - Epoch [25][1320/1879] lr: 1.869e-01, eta: 1 day, 18:33:09, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.8035, top1_acc: 0.2531, top5_acc: 0.5012, loss_cls: 3.4582, loss: 5.2617, grad_norm: 1.8133 2021-07-19 02:43:54,408 - mmaction - INFO - Epoch [25][1340/1879] lr: 1.869e-01, eta: 1 day, 18:32:49, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.7925, top1_acc: 0.2648, top5_acc: 0.5133, loss_cls: 3.4292, loss: 5.2217, grad_norm: 1.8184 2021-07-19 02:44:15,385 - mmaction - INFO - Epoch [25][1360/1879] lr: 1.869e-01, eta: 1 day, 18:33:16, time: 1.043, data_time: 0.007, memory: 6921, loss_aux: 1.8244, top1_acc: 0.2668, top5_acc: 0.5105, loss_cls: 3.4563, loss: 5.2807, grad_norm: 1.8636 2021-07-19 02:44:26,929 - mmaction - INFO - Epoch [25][1380/1879] lr: 1.869e-01, eta: 1 day, 18:32:56, time: 0.583, data_time: 0.011, memory: 6921, loss_aux: 1.8193, top1_acc: 0.2504, top5_acc: 0.4977, loss_cls: 3.4906, loss: 5.3099, grad_norm: 1.8321 2021-07-19 02:44:38,555 - mmaction - INFO - Epoch [25][1400/1879] lr: 1.869e-01, eta: 1 day, 18:32:36, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.8259, top1_acc: 0.2648, top5_acc: 0.5020, loss_cls: 3.5146, loss: 5.3405, grad_norm: 1.8793 2021-07-19 02:44:52,668 - mmaction - INFO - Epoch [25][1420/1879] lr: 1.869e-01, eta: 1 day, 18:32:29, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 1.8240, top1_acc: 0.2543, top5_acc: 0.4980, loss_cls: 3.5009, loss: 5.3248, grad_norm: 1.8615 2021-07-19 02:45:07,192 - mmaction - INFO - Epoch [25][1440/1879] lr: 1.868e-01, eta: 1 day, 18:32:23, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.8117, top1_acc: 0.2609, top5_acc: 0.4977, loss_cls: 3.5013, loss: 5.3130, grad_norm: 1.8453 2021-07-19 02:45:18,349 - mmaction - INFO - Epoch [25][1460/1879] lr: 1.868e-01, eta: 1 day, 18:32:01, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.8051, top1_acc: 0.2410, top5_acc: 0.5059, loss_cls: 3.4679, loss: 5.2730, grad_norm: 1.8709 2021-07-19 02:45:32,005 - mmaction - INFO - Epoch [25][1480/1879] lr: 1.868e-01, eta: 1 day, 18:31:51, time: 0.680, data_time: 0.001, memory: 6921, loss_aux: 1.7932, top1_acc: 0.2562, top5_acc: 0.5051, loss_cls: 3.4567, loss: 5.2499, grad_norm: 1.8687 2021-07-19 02:45:43,279 - mmaction - INFO - Epoch [25][1500/1879] lr: 1.868e-01, eta: 1 day, 18:31:29, time: 0.565, data_time: 0.009, memory: 6921, loss_aux: 1.8080, top1_acc: 0.2656, top5_acc: 0.5102, loss_cls: 3.4806, loss: 5.2887, grad_norm: 1.8500 2021-07-19 02:45:55,401 - mmaction - INFO - Epoch [25][1520/1879] lr: 1.868e-01, eta: 1 day, 18:31:12, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.8041, top1_acc: 0.2645, top5_acc: 0.5020, loss_cls: 3.4567, loss: 5.2608, grad_norm: 1.8763 2021-07-19 02:46:07,664 - mmaction - INFO - Epoch [25][1540/1879] lr: 1.868e-01, eta: 1 day, 18:30:55, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.8487, top1_acc: 0.2449, top5_acc: 0.4910, loss_cls: 3.5563, loss: 5.4050, grad_norm: 1.8651 2021-07-19 02:46:19,130 - mmaction - INFO - Epoch [25][1560/1879] lr: 1.868e-01, eta: 1 day, 18:30:34, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.8223, top1_acc: 0.2582, top5_acc: 0.4938, loss_cls: 3.5133, loss: 5.3356, grad_norm: 1.8599 2021-07-19 02:46:32,648 - mmaction - INFO - Epoch [25][1580/1879] lr: 1.868e-01, eta: 1 day, 18:30:23, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.8203, top1_acc: 0.2602, top5_acc: 0.5027, loss_cls: 3.4913, loss: 5.3115, grad_norm: 1.8510 2021-07-19 02:46:45,071 - mmaction - INFO - Epoch [25][1600/1879] lr: 1.868e-01, eta: 1 day, 18:30:07, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.7839, top1_acc: 0.2641, top5_acc: 0.5270, loss_cls: 3.4146, loss: 5.1986, grad_norm: 1.9239 2021-07-19 02:46:57,852 - mmaction - INFO - Epoch [25][1620/1879] lr: 1.867e-01, eta: 1 day, 18:29:53, time: 0.637, data_time: 0.006, memory: 6921, loss_aux: 1.8184, top1_acc: 0.2559, top5_acc: 0.4914, loss_cls: 3.5063, loss: 5.3247, grad_norm: 1.8602 2021-07-19 02:47:09,254 - mmaction - INFO - Epoch [25][1640/1879] lr: 1.867e-01, eta: 1 day, 18:29:32, time: 0.573, data_time: 0.008, memory: 6921, loss_aux: 1.8026, top1_acc: 0.2520, top5_acc: 0.5102, loss_cls: 3.4667, loss: 5.2693, grad_norm: 1.8490 2021-07-19 02:47:23,609 - mmaction - INFO - Epoch [25][1660/1879] lr: 1.867e-01, eta: 1 day, 18:29:26, time: 0.716, data_time: 0.002, memory: 6921, loss_aux: 1.8325, top1_acc: 0.2457, top5_acc: 0.4887, loss_cls: 3.5300, loss: 5.3625, grad_norm: 1.8573 2021-07-19 02:47:34,959 - mmaction - INFO - Epoch [25][1680/1879] lr: 1.867e-01, eta: 1 day, 18:29:05, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7928, top1_acc: 0.2805, top5_acc: 0.5191, loss_cls: 3.4171, loss: 5.2099, grad_norm: 1.8368 2021-07-19 02:47:48,728 - mmaction - INFO - Epoch [25][1700/1879] lr: 1.867e-01, eta: 1 day, 18:28:55, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.7969, top1_acc: 0.2703, top5_acc: 0.5008, loss_cls: 3.4800, loss: 5.2769, grad_norm: 1.8584 2021-07-19 02:48:00,971 - mmaction - INFO - Epoch [25][1720/1879] lr: 1.867e-01, eta: 1 day, 18:28:39, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.8169, top1_acc: 0.2637, top5_acc: 0.5090, loss_cls: 3.4727, loss: 5.2896, grad_norm: 1.8288 2021-07-19 02:48:13,012 - mmaction - INFO - Epoch [25][1740/1879] lr: 1.867e-01, eta: 1 day, 18:28:21, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.8271, top1_acc: 0.2609, top5_acc: 0.5008, loss_cls: 3.5156, loss: 5.3426, grad_norm: 1.8113 2021-07-19 02:48:25,326 - mmaction - INFO - Epoch [25][1760/1879] lr: 1.867e-01, eta: 1 day, 18:28:04, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.8016, top1_acc: 0.2652, top5_acc: 0.5125, loss_cls: 3.4608, loss: 5.2624, grad_norm: 1.8705 2021-07-19 02:48:41,429 - mmaction - INFO - Epoch [25][1780/1879] lr: 1.867e-01, eta: 1 day, 18:28:06, time: 0.803, data_time: 0.001, memory: 6921, loss_aux: 1.7956, top1_acc: 0.2520, top5_acc: 0.5043, loss_cls: 3.4388, loss: 5.2344, grad_norm: 1.8465 2021-07-19 02:48:52,895 - mmaction - INFO - Epoch [25][1800/1879] lr: 1.866e-01, eta: 1 day, 18:27:46, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.7917, top1_acc: 0.2633, top5_acc: 0.5238, loss_cls: 3.4178, loss: 5.2094, grad_norm: 1.8897 2021-07-19 02:49:04,057 - mmaction - INFO - Epoch [25][1820/1879] lr: 1.866e-01, eta: 1 day, 18:27:24, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.8231, top1_acc: 0.2602, top5_acc: 0.5059, loss_cls: 3.4727, loss: 5.2959, grad_norm: 1.8650 2021-07-19 02:49:17,917 - mmaction - INFO - Epoch [25][1840/1879] lr: 1.866e-01, eta: 1 day, 18:27:10, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.8351, top1_acc: 0.2594, top5_acc: 0.4895, loss_cls: 3.5161, loss: 5.3512, grad_norm: 1.8595 2021-07-19 02:49:29,349 - mmaction - INFO - Epoch [25][1860/1879] lr: 1.866e-01, eta: 1 day, 18:26:54, time: 0.620, data_time: 0.057, memory: 6921, loss_aux: 1.8328, top1_acc: 0.2625, top5_acc: 0.5066, loss_cls: 3.5200, loss: 5.3528, grad_norm: 1.8339 2021-07-19 02:49:45,862 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-07-19 02:50:07,153 - mmaction - INFO - Epoch [26][20/1879] lr: 1.866e-01, eta: 1 day, 18:25:57, time: 0.953, data_time: 0.294, memory: 6921, loss_aux: 1.7906, top1_acc: 0.2645, top5_acc: 0.5051, loss_cls: 3.4177, loss: 5.2084, grad_norm: 1.8059 2021-07-19 02:50:19,704 - mmaction - INFO - Epoch [26][40/1879] lr: 1.866e-01, eta: 1 day, 18:25:41, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.8028, top1_acc: 0.2645, top5_acc: 0.5043, loss_cls: 3.4767, loss: 5.2795, grad_norm: 1.8762 2021-07-19 02:50:31,870 - mmaction - INFO - Epoch [26][60/1879] lr: 1.866e-01, eta: 1 day, 18:25:24, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.8527, top1_acc: 0.2633, top5_acc: 0.4930, loss_cls: 3.5071, loss: 5.3599, grad_norm: 1.8223 2021-07-19 02:50:43,053 - mmaction - INFO - Epoch [26][80/1879] lr: 1.866e-01, eta: 1 day, 18:25:02, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7883, top1_acc: 0.2695, top5_acc: 0.5121, loss_cls: 3.4143, loss: 5.2026, grad_norm: 1.8123 2021-07-19 02:50:54,145 - mmaction - INFO - Epoch [26][100/1879] lr: 1.865e-01, eta: 1 day, 18:24:40, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.8086, top1_acc: 0.2711, top5_acc: 0.5004, loss_cls: 3.4580, loss: 5.2666, grad_norm: 1.8492 2021-07-19 02:51:06,783 - mmaction - INFO - Epoch [26][120/1879] lr: 1.865e-01, eta: 1 day, 18:24:25, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.8176, top1_acc: 0.2586, top5_acc: 0.5039, loss_cls: 3.4944, loss: 5.3121, grad_norm: 1.8990 2021-07-19 02:51:19,755 - mmaction - INFO - Epoch [26][140/1879] lr: 1.865e-01, eta: 1 day, 18:24:11, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.7945, top1_acc: 0.2656, top5_acc: 0.5047, loss_cls: 3.4416, loss: 5.2361, grad_norm: 1.8301 2021-07-19 02:51:32,099 - mmaction - INFO - Epoch [26][160/1879] lr: 1.865e-01, eta: 1 day, 18:23:55, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.7668, top1_acc: 0.2777, top5_acc: 0.5180, loss_cls: 3.3820, loss: 5.1488, grad_norm: 1.8520 2021-07-19 02:51:44,063 - mmaction - INFO - Epoch [26][180/1879] lr: 1.865e-01, eta: 1 day, 18:23:37, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.8058, top1_acc: 0.2680, top5_acc: 0.5109, loss_cls: 3.4727, loss: 5.2785, grad_norm: 1.8638 2021-07-19 02:51:55,943 - mmaction - INFO - Epoch [26][200/1879] lr: 1.865e-01, eta: 1 day, 18:23:18, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.8028, top1_acc: 0.2566, top5_acc: 0.5031, loss_cls: 3.4741, loss: 5.2768, grad_norm: 1.8272 2021-07-19 02:52:07,933 - mmaction - INFO - Epoch [26][220/1879] lr: 1.865e-01, eta: 1 day, 18:22:58, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.7909, top1_acc: 0.2770, top5_acc: 0.5156, loss_cls: 3.4566, loss: 5.2476, grad_norm: 1.8741 2021-07-19 02:52:19,433 - mmaction - INFO - Epoch [26][240/1879] lr: 1.865e-01, eta: 1 day, 18:22:40, time: 0.599, data_time: 0.025, memory: 6921, loss_aux: 1.7977, top1_acc: 0.2645, top5_acc: 0.5035, loss_cls: 3.4519, loss: 5.2495, grad_norm: 1.8755 2021-07-19 02:52:31,087 - mmaction - INFO - Epoch [26][260/1879] lr: 1.865e-01, eta: 1 day, 18:22:20, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.8504, top1_acc: 0.2434, top5_acc: 0.4887, loss_cls: 3.5519, loss: 5.4023, grad_norm: 1.8741 2021-07-19 02:52:42,540 - mmaction - INFO - Epoch [26][280/1879] lr: 1.864e-01, eta: 1 day, 18:21:59, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.8052, top1_acc: 0.2715, top5_acc: 0.5152, loss_cls: 3.4332, loss: 5.2384, grad_norm: 1.8245 2021-07-19 02:52:54,674 - mmaction - INFO - Epoch [26][300/1879] lr: 1.864e-01, eta: 1 day, 18:21:42, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.8046, top1_acc: 0.2559, top5_acc: 0.5062, loss_cls: 3.4803, loss: 5.2849, grad_norm: 1.8826 2021-07-19 02:53:06,452 - mmaction - INFO - Epoch [26][320/1879] lr: 1.864e-01, eta: 1 day, 18:21:23, time: 0.589, data_time: 0.007, memory: 6921, loss_aux: 1.8396, top1_acc: 0.2477, top5_acc: 0.5082, loss_cls: 3.5211, loss: 5.3607, grad_norm: 1.8745 2021-07-19 02:53:17,855 - mmaction - INFO - Epoch [26][340/1879] lr: 1.864e-01, eta: 1 day, 18:21:02, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.7591, top1_acc: 0.2805, top5_acc: 0.5211, loss_cls: 3.3675, loss: 5.1265, grad_norm: 1.8269 2021-07-19 02:53:28,974 - mmaction - INFO - Epoch [26][360/1879] lr: 1.864e-01, eta: 1 day, 18:20:40, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.7571, top1_acc: 0.2527, top5_acc: 0.5156, loss_cls: 3.4002, loss: 5.1573, grad_norm: 1.8605 2021-07-19 02:53:46,642 - mmaction - INFO - Epoch [26][380/1879] lr: 1.864e-01, eta: 1 day, 18:20:50, time: 0.885, data_time: 0.004, memory: 6921, loss_aux: 1.7815, top1_acc: 0.2617, top5_acc: 0.5203, loss_cls: 3.4116, loss: 5.1932, grad_norm: 1.8648 2021-07-19 02:54:01,257 - mmaction - INFO - Epoch [26][400/1879] lr: 1.864e-01, eta: 1 day, 18:20:45, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 1.8007, top1_acc: 0.2715, top5_acc: 0.5105, loss_cls: 3.4535, loss: 5.2542, grad_norm: 1.8703 2021-07-19 02:54:15,564 - mmaction - INFO - Epoch [26][420/1879] lr: 1.864e-01, eta: 1 day, 18:20:38, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.7792, top1_acc: 0.2734, top5_acc: 0.5117, loss_cls: 3.4375, loss: 5.2167, grad_norm: 1.8650 2021-07-19 02:54:29,283 - mmaction - INFO - Epoch [26][440/1879] lr: 1.864e-01, eta: 1 day, 18:20:29, time: 0.689, data_time: 0.008, memory: 6921, loss_aux: 1.7693, top1_acc: 0.2758, top5_acc: 0.5312, loss_cls: 3.4077, loss: 5.1770, grad_norm: 1.8486 2021-07-19 02:54:40,727 - mmaction - INFO - Epoch [26][460/1879] lr: 1.863e-01, eta: 1 day, 18:20:08, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.7969, top1_acc: 0.2590, top5_acc: 0.5074, loss_cls: 3.4369, loss: 5.2338, grad_norm: 1.8906 2021-07-19 02:55:02,494 - mmaction - INFO - Epoch [26][480/1879] lr: 1.863e-01, eta: 1 day, 18:20:38, time: 1.082, data_time: 0.003, memory: 6921, loss_aux: 1.7943, top1_acc: 0.2633, top5_acc: 0.5035, loss_cls: 3.4447, loss: 5.2389, grad_norm: 1.8556 2021-07-19 02:55:15,978 - mmaction - INFO - Epoch [26][500/1879] lr: 1.863e-01, eta: 1 day, 18:20:28, time: 0.680, data_time: 0.014, memory: 6921, loss_aux: 1.7835, top1_acc: 0.2773, top5_acc: 0.5184, loss_cls: 3.3847, loss: 5.1682, grad_norm: 1.8496 2021-07-19 02:55:27,748 - mmaction - INFO - Epoch [26][520/1879] lr: 1.863e-01, eta: 1 day, 18:20:09, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.8042, top1_acc: 0.2652, top5_acc: 0.4992, loss_cls: 3.4854, loss: 5.2896, grad_norm: 1.8621 2021-07-19 02:55:39,049 - mmaction - INFO - Epoch [26][540/1879] lr: 1.863e-01, eta: 1 day, 18:19:47, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7915, top1_acc: 0.2754, top5_acc: 0.5211, loss_cls: 3.4254, loss: 5.2169, grad_norm: 1.8437 2021-07-19 02:55:51,705 - mmaction - INFO - Epoch [26][560/1879] lr: 1.863e-01, eta: 1 day, 18:19:32, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.8100, top1_acc: 0.2523, top5_acc: 0.4969, loss_cls: 3.4828, loss: 5.2928, grad_norm: 1.9158 2021-07-19 02:56:03,929 - mmaction - INFO - Epoch [26][580/1879] lr: 1.863e-01, eta: 1 day, 18:19:16, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.8057, top1_acc: 0.2695, top5_acc: 0.4902, loss_cls: 3.4873, loss: 5.2930, grad_norm: 1.8470 2021-07-19 02:56:21,302 - mmaction - INFO - Epoch [26][600/1879] lr: 1.863e-01, eta: 1 day, 18:19:24, time: 0.866, data_time: 0.003, memory: 6921, loss_aux: 1.8119, top1_acc: 0.2582, top5_acc: 0.5125, loss_cls: 3.4684, loss: 5.2804, grad_norm: 1.8572 2021-07-19 02:56:33,903 - mmaction - INFO - Epoch [26][620/1879] lr: 1.863e-01, eta: 1 day, 18:19:09, time: 0.631, data_time: 0.005, memory: 6921, loss_aux: 1.8261, top1_acc: 0.2520, top5_acc: 0.4875, loss_cls: 3.5025, loss: 5.3286, grad_norm: 1.8679 2021-07-19 02:56:45,336 - mmaction - INFO - Epoch [26][640/1879] lr: 1.862e-01, eta: 1 day, 18:18:48, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.8077, top1_acc: 0.2629, top5_acc: 0.5090, loss_cls: 3.4727, loss: 5.2804, grad_norm: 1.8505 2021-07-19 02:56:56,850 - mmaction - INFO - Epoch [26][660/1879] lr: 1.862e-01, eta: 1 day, 18:18:28, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7937, top1_acc: 0.2594, top5_acc: 0.5012, loss_cls: 3.4613, loss: 5.2551, grad_norm: 1.8777 2021-07-19 02:57:08,873 - mmaction - INFO - Epoch [26][680/1879] lr: 1.862e-01, eta: 1 day, 18:18:10, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.8088, top1_acc: 0.2508, top5_acc: 0.5062, loss_cls: 3.4800, loss: 5.2888, grad_norm: 1.8889 2021-07-19 02:57:22,277 - mmaction - INFO - Epoch [26][700/1879] lr: 1.862e-01, eta: 1 day, 18:17:59, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.7919, top1_acc: 0.2645, top5_acc: 0.5078, loss_cls: 3.4505, loss: 5.2424, grad_norm: 1.8421 2021-07-19 02:57:35,179 - mmaction - INFO - Epoch [26][720/1879] lr: 1.862e-01, eta: 1 day, 18:17:46, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.8178, top1_acc: 0.2680, top5_acc: 0.5043, loss_cls: 3.4777, loss: 5.2956, grad_norm: 1.8432 2021-07-19 02:57:46,671 - mmaction - INFO - Epoch [26][740/1879] lr: 1.862e-01, eta: 1 day, 18:17:25, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.8195, top1_acc: 0.2680, top5_acc: 0.5199, loss_cls: 3.4586, loss: 5.2781, grad_norm: 1.8790 2021-07-19 02:57:59,584 - mmaction - INFO - Epoch [26][760/1879] lr: 1.862e-01, eta: 1 day, 18:17:12, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.8168, top1_acc: 0.2621, top5_acc: 0.4938, loss_cls: 3.5130, loss: 5.3298, grad_norm: 1.8717 2021-07-19 02:58:12,253 - mmaction - INFO - Epoch [26][780/1879] lr: 1.862e-01, eta: 1 day, 18:16:57, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.8232, top1_acc: 0.2656, top5_acc: 0.5234, loss_cls: 3.4507, loss: 5.2739, grad_norm: 1.8450 2021-07-19 02:58:24,503 - mmaction - INFO - Epoch [26][800/1879] lr: 1.862e-01, eta: 1 day, 18:16:40, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.8170, top1_acc: 0.2488, top5_acc: 0.5020, loss_cls: 3.5133, loss: 5.3303, grad_norm: 1.8541 2021-07-19 02:58:36,648 - mmaction - INFO - Epoch [26][820/1879] lr: 1.861e-01, eta: 1 day, 18:16:23, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.8390, top1_acc: 0.2566, top5_acc: 0.5160, loss_cls: 3.4995, loss: 5.3385, grad_norm: 1.8780 2021-07-19 02:58:48,292 - mmaction - INFO - Epoch [26][840/1879] lr: 1.861e-01, eta: 1 day, 18:16:03, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.8043, top1_acc: 0.2625, top5_acc: 0.5000, loss_cls: 3.4725, loss: 5.2767, grad_norm: 1.8429 2021-07-19 02:59:00,077 - mmaction - INFO - Epoch [26][860/1879] lr: 1.861e-01, eta: 1 day, 18:15:45, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7862, top1_acc: 0.2723, top5_acc: 0.5070, loss_cls: 3.4275, loss: 5.2136, grad_norm: 1.8538 2021-07-19 02:59:11,600 - mmaction - INFO - Epoch [26][880/1879] lr: 1.861e-01, eta: 1 day, 18:15:24, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.7848, top1_acc: 0.2723, top5_acc: 0.5227, loss_cls: 3.4175, loss: 5.2023, grad_norm: 1.8323 2021-07-19 02:59:27,182 - mmaction - INFO - Epoch [26][900/1879] lr: 1.861e-01, eta: 1 day, 18:15:24, time: 0.778, data_time: 0.002, memory: 6921, loss_aux: 1.7959, top1_acc: 0.2754, top5_acc: 0.5059, loss_cls: 3.4446, loss: 5.2405, grad_norm: 1.8910 2021-07-19 02:59:38,250 - mmaction - INFO - Epoch [26][920/1879] lr: 1.861e-01, eta: 1 day, 18:15:01, time: 0.554, data_time: 0.004, memory: 6921, loss_aux: 1.7964, top1_acc: 0.2727, top5_acc: 0.5160, loss_cls: 3.4484, loss: 5.2447, grad_norm: 1.9096 2021-07-19 02:59:49,561 - mmaction - INFO - Epoch [26][940/1879] lr: 1.861e-01, eta: 1 day, 18:14:40, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8181, top1_acc: 0.2656, top5_acc: 0.5055, loss_cls: 3.4854, loss: 5.3035, grad_norm: 1.8844 2021-07-19 03:00:04,043 - mmaction - INFO - Epoch [26][960/1879] lr: 1.861e-01, eta: 1 day, 18:14:34, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.8007, top1_acc: 0.2660, top5_acc: 0.4961, loss_cls: 3.4740, loss: 5.2747, grad_norm: 1.8726 2021-07-19 03:00:15,815 - mmaction - INFO - Epoch [26][980/1879] lr: 1.861e-01, eta: 1 day, 18:14:15, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.7979, top1_acc: 0.2629, top5_acc: 0.5070, loss_cls: 3.4686, loss: 5.2665, grad_norm: 1.8615 2021-07-19 03:00:27,337 - mmaction - INFO - Epoch [26][1000/1879] lr: 1.860e-01, eta: 1 day, 18:13:55, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.8138, top1_acc: 0.2730, top5_acc: 0.5062, loss_cls: 3.4623, loss: 5.2761, grad_norm: 1.8593 2021-07-19 03:00:41,892 - mmaction - INFO - Epoch [26][1020/1879] lr: 1.860e-01, eta: 1 day, 18:13:50, time: 0.727, data_time: 0.004, memory: 6921, loss_aux: 1.7892, top1_acc: 0.2676, top5_acc: 0.5219, loss_cls: 3.4197, loss: 5.2089, grad_norm: 1.8692 2021-07-19 03:00:53,231 - mmaction - INFO - Epoch [26][1040/1879] lr: 1.860e-01, eta: 1 day, 18:13:28, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.8062, top1_acc: 0.2668, top5_acc: 0.5148, loss_cls: 3.4531, loss: 5.2593, grad_norm: 1.8732 2021-07-19 03:01:07,109 - mmaction - INFO - Epoch [26][1060/1879] lr: 1.860e-01, eta: 1 day, 18:13:20, time: 0.697, data_time: 0.008, memory: 6921, loss_aux: 1.8046, top1_acc: 0.2637, top5_acc: 0.5156, loss_cls: 3.4508, loss: 5.2554, grad_norm: 1.8286 2021-07-19 03:01:19,344 - mmaction - INFO - Epoch [26][1080/1879] lr: 1.860e-01, eta: 1 day, 18:13:03, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.7798, top1_acc: 0.2750, top5_acc: 0.5168, loss_cls: 3.4308, loss: 5.2106, grad_norm: 1.8899 2021-07-19 03:01:38,316 - mmaction - INFO - Epoch [26][1100/1879] lr: 1.860e-01, eta: 1 day, 18:13:19, time: 0.946, data_time: 0.002, memory: 6921, loss_aux: 1.7920, top1_acc: 0.2645, top5_acc: 0.5113, loss_cls: 3.4441, loss: 5.2361, grad_norm: 1.8569 2021-07-19 03:01:49,848 - mmaction - INFO - Epoch [26][1120/1879] lr: 1.860e-01, eta: 1 day, 18:12:59, time: 0.578, data_time: 0.006, memory: 6921, loss_aux: 1.8081, top1_acc: 0.2687, top5_acc: 0.5141, loss_cls: 3.4714, loss: 5.2795, grad_norm: 1.8363 2021-07-19 03:02:01,122 - mmaction - INFO - Epoch [26][1140/1879] lr: 1.860e-01, eta: 1 day, 18:12:37, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.8388, top1_acc: 0.2465, top5_acc: 0.4969, loss_cls: 3.5340, loss: 5.3727, grad_norm: 1.8447 2021-07-19 03:02:12,449 - mmaction - INFO - Epoch [26][1160/1879] lr: 1.859e-01, eta: 1 day, 18:12:17, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.7983, top1_acc: 0.2605, top5_acc: 0.4949, loss_cls: 3.4783, loss: 5.2766, grad_norm: 1.8811 2021-07-19 03:02:24,170 - mmaction - INFO - Epoch [26][1180/1879] lr: 1.859e-01, eta: 1 day, 18:11:57, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.8322, top1_acc: 0.2559, top5_acc: 0.5082, loss_cls: 3.5020, loss: 5.3342, grad_norm: 1.8886 2021-07-19 03:02:39,596 - mmaction - INFO - Epoch [26][1200/1879] lr: 1.859e-01, eta: 1 day, 18:11:56, time: 0.771, data_time: 0.004, memory: 6921, loss_aux: 1.7647, top1_acc: 0.2680, top5_acc: 0.5215, loss_cls: 3.3836, loss: 5.1483, grad_norm: 1.8204 2021-07-19 03:02:50,803 - mmaction - INFO - Epoch [26][1220/1879] lr: 1.859e-01, eta: 1 day, 18:11:34, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.8163, top1_acc: 0.2754, top5_acc: 0.5023, loss_cls: 3.4949, loss: 5.3112, grad_norm: 1.8834 2021-07-19 03:03:03,361 - mmaction - INFO - Epoch [26][1240/1879] lr: 1.859e-01, eta: 1 day, 18:11:19, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.8007, top1_acc: 0.2590, top5_acc: 0.5125, loss_cls: 3.4707, loss: 5.2714, grad_norm: 1.8577 2021-07-19 03:03:16,316 - mmaction - INFO - Epoch [26][1260/1879] lr: 1.859e-01, eta: 1 day, 18:11:06, time: 0.649, data_time: 0.004, memory: 6921, loss_aux: 1.7966, top1_acc: 0.2730, top5_acc: 0.5027, loss_cls: 3.4278, loss: 5.2244, grad_norm: 1.8321 2021-07-19 03:03:29,187 - mmaction - INFO - Epoch [26][1280/1879] lr: 1.859e-01, eta: 1 day, 18:10:52, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 1.8213, top1_acc: 0.2805, top5_acc: 0.5023, loss_cls: 3.4717, loss: 5.2930, grad_norm: 1.8374 2021-07-19 03:03:40,648 - mmaction - INFO - Epoch [26][1300/1879] lr: 1.859e-01, eta: 1 day, 18:10:32, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7849, top1_acc: 0.2684, top5_acc: 0.5227, loss_cls: 3.4208, loss: 5.2056, grad_norm: 1.8519 2021-07-19 03:03:51,733 - mmaction - INFO - Epoch [26][1320/1879] lr: 1.859e-01, eta: 1 day, 18:10:10, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.8142, top1_acc: 0.2547, top5_acc: 0.4984, loss_cls: 3.4911, loss: 5.3053, grad_norm: 1.8200 2021-07-19 03:04:07,098 - mmaction - INFO - Epoch [26][1340/1879] lr: 1.858e-01, eta: 1 day, 18:10:08, time: 0.765, data_time: 0.001, memory: 6921, loss_aux: 1.7997, top1_acc: 0.2613, top5_acc: 0.4930, loss_cls: 3.4748, loss: 5.2745, grad_norm: 1.8413 2021-07-19 03:04:18,422 - mmaction - INFO - Epoch [26][1360/1879] lr: 1.858e-01, eta: 1 day, 18:09:47, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.7720, top1_acc: 0.2668, top5_acc: 0.5125, loss_cls: 3.3850, loss: 5.1570, grad_norm: 1.8521 2021-07-19 03:04:32,109 - mmaction - INFO - Epoch [26][1380/1879] lr: 1.858e-01, eta: 1 day, 18:09:37, time: 0.684, data_time: 0.005, memory: 6921, loss_aux: 1.8093, top1_acc: 0.2625, top5_acc: 0.5059, loss_cls: 3.4676, loss: 5.2769, grad_norm: 1.8592 2021-07-19 03:04:44,275 - mmaction - INFO - Epoch [26][1400/1879] lr: 1.858e-01, eta: 1 day, 18:09:20, time: 0.609, data_time: 0.005, memory: 6921, loss_aux: 1.8088, top1_acc: 0.2625, top5_acc: 0.5051, loss_cls: 3.4718, loss: 5.2806, grad_norm: 1.8583 2021-07-19 03:04:55,442 - mmaction - INFO - Epoch [26][1420/1879] lr: 1.858e-01, eta: 1 day, 18:08:58, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.8079, top1_acc: 0.2637, top5_acc: 0.5094, loss_cls: 3.4571, loss: 5.2650, grad_norm: 1.8751 2021-07-19 03:05:07,553 - mmaction - INFO - Epoch [26][1440/1879] lr: 1.858e-01, eta: 1 day, 18:08:41, time: 0.603, data_time: 0.001, memory: 6921, loss_aux: 1.8012, top1_acc: 0.2707, top5_acc: 0.5137, loss_cls: 3.4446, loss: 5.2458, grad_norm: 1.8790 2021-07-19 03:05:23,754 - mmaction - INFO - Epoch [26][1460/1879] lr: 1.858e-01, eta: 1 day, 18:08:43, time: 0.810, data_time: 0.004, memory: 6921, loss_aux: 1.8354, top1_acc: 0.2582, top5_acc: 0.5086, loss_cls: 3.5038, loss: 5.3392, grad_norm: 1.8871 2021-07-19 03:05:36,699 - mmaction - INFO - Epoch [26][1480/1879] lr: 1.858e-01, eta: 1 day, 18:08:30, time: 0.648, data_time: 0.006, memory: 6921, loss_aux: 1.8211, top1_acc: 0.2656, top5_acc: 0.5035, loss_cls: 3.4896, loss: 5.3107, grad_norm: 1.8891 2021-07-19 03:05:56,417 - mmaction - INFO - Epoch [26][1500/1879] lr: 1.858e-01, eta: 1 day, 18:08:49, time: 0.986, data_time: 0.003, memory: 6921, loss_aux: 1.8467, top1_acc: 0.2598, top5_acc: 0.4980, loss_cls: 3.5117, loss: 5.3584, grad_norm: 1.8365 2021-07-19 03:06:09,509 - mmaction - INFO - Epoch [26][1520/1879] lr: 1.857e-01, eta: 1 day, 18:08:37, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.8356, top1_acc: 0.2508, top5_acc: 0.4879, loss_cls: 3.5399, loss: 5.3755, grad_norm: 1.8932 2021-07-19 03:06:24,291 - mmaction - INFO - Epoch [26][1540/1879] lr: 1.857e-01, eta: 1 day, 18:08:32, time: 0.742, data_time: 0.009, memory: 6921, loss_aux: 1.8076, top1_acc: 0.2547, top5_acc: 0.5043, loss_cls: 3.4892, loss: 5.2968, grad_norm: 1.8214 2021-07-19 03:06:35,684 - mmaction - INFO - Epoch [26][1560/1879] lr: 1.857e-01, eta: 1 day, 18:08:12, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.7974, top1_acc: 0.2711, top5_acc: 0.5047, loss_cls: 3.4537, loss: 5.2511, grad_norm: 1.8734 2021-07-19 03:06:47,623 - mmaction - INFO - Epoch [26][1580/1879] lr: 1.857e-01, eta: 1 day, 18:07:54, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.8200, top1_acc: 0.2574, top5_acc: 0.5074, loss_cls: 3.4715, loss: 5.2915, grad_norm: 1.8894 2021-07-19 03:06:59,966 - mmaction - INFO - Epoch [26][1600/1879] lr: 1.857e-01, eta: 1 day, 18:07:38, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.8111, top1_acc: 0.2641, top5_acc: 0.5109, loss_cls: 3.4774, loss: 5.2884, grad_norm: 1.8392 2021-07-19 03:07:12,236 - mmaction - INFO - Epoch [26][1620/1879] lr: 1.857e-01, eta: 1 day, 18:07:21, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.7879, top1_acc: 0.2605, top5_acc: 0.5059, loss_cls: 3.4793, loss: 5.2673, grad_norm: 1.8376 2021-07-19 03:07:24,568 - mmaction - INFO - Epoch [26][1640/1879] lr: 1.857e-01, eta: 1 day, 18:07:05, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.8149, top1_acc: 0.2656, top5_acc: 0.5012, loss_cls: 3.4825, loss: 5.2974, grad_norm: 1.8865 2021-07-19 03:07:36,182 - mmaction - INFO - Epoch [26][1660/1879] lr: 1.857e-01, eta: 1 day, 18:06:45, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.8183, top1_acc: 0.2582, top5_acc: 0.5062, loss_cls: 3.4855, loss: 5.3038, grad_norm: 1.8655 2021-07-19 03:07:47,997 - mmaction - INFO - Epoch [26][1680/1879] lr: 1.857e-01, eta: 1 day, 18:06:26, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.7972, top1_acc: 0.2637, top5_acc: 0.5133, loss_cls: 3.4265, loss: 5.2237, grad_norm: 1.8330 2021-07-19 03:07:59,766 - mmaction - INFO - Epoch [26][1700/1879] lr: 1.856e-01, eta: 1 day, 18:06:07, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7894, top1_acc: 0.2645, top5_acc: 0.5137, loss_cls: 3.4178, loss: 5.2072, grad_norm: 1.8536 2021-07-19 03:08:14,794 - mmaction - INFO - Epoch [26][1720/1879] lr: 1.856e-01, eta: 1 day, 18:06:04, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.7638, top1_acc: 0.2797, top5_acc: 0.5156, loss_cls: 3.3892, loss: 5.1531, grad_norm: 1.8865 2021-07-19 03:08:32,854 - mmaction - INFO - Epoch [26][1740/1879] lr: 1.856e-01, eta: 1 day, 18:06:15, time: 0.901, data_time: 0.004, memory: 6921, loss_aux: 1.7829, top1_acc: 0.2668, top5_acc: 0.5105, loss_cls: 3.4308, loss: 5.2137, grad_norm: 1.8720 2021-07-19 03:08:44,490 - mmaction - INFO - Epoch [26][1760/1879] lr: 1.856e-01, eta: 1 day, 18:05:56, time: 0.585, data_time: 0.008, memory: 6921, loss_aux: 1.8035, top1_acc: 0.2758, top5_acc: 0.5012, loss_cls: 3.4521, loss: 5.2556, grad_norm: 1.8435 2021-07-19 03:08:57,939 - mmaction - INFO - Epoch [26][1780/1879] lr: 1.856e-01, eta: 1 day, 18:05:45, time: 0.672, data_time: 0.004, memory: 6921, loss_aux: 1.8029, top1_acc: 0.2613, top5_acc: 0.5066, loss_cls: 3.4588, loss: 5.2617, grad_norm: 1.8631 2021-07-19 03:09:09,992 - mmaction - INFO - Epoch [26][1800/1879] lr: 1.856e-01, eta: 1 day, 18:05:28, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.8517, top1_acc: 0.2594, top5_acc: 0.4848, loss_cls: 3.5118, loss: 5.3636, grad_norm: 1.9061 2021-07-19 03:09:22,179 - mmaction - INFO - Epoch [26][1820/1879] lr: 1.856e-01, eta: 1 day, 18:05:06, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.8234, top1_acc: 0.2645, top5_acc: 0.4988, loss_cls: 3.4867, loss: 5.3101, grad_norm: 1.8681 2021-07-19 03:09:37,953 - mmaction - INFO - Epoch [26][1840/1879] lr: 1.856e-01, eta: 1 day, 18:05:11, time: 0.839, data_time: 0.054, memory: 6921, loss_aux: 1.8476, top1_acc: 0.2414, top5_acc: 0.4879, loss_cls: 3.5269, loss: 5.3745, grad_norm: 1.8843 2021-07-19 03:09:50,967 - mmaction - INFO - Epoch [26][1860/1879] lr: 1.855e-01, eta: 1 day, 18:04:53, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.7920, top1_acc: 0.2602, top5_acc: 0.5172, loss_cls: 3.4397, loss: 5.2317, grad_norm: 1.8575 2021-07-19 03:10:12,569 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-07-19 03:10:38,046 - mmaction - INFO - Epoch [27][20/1879] lr: 1.855e-01, eta: 1 day, 18:04:15, time: 1.141, data_time: 0.324, memory: 6921, loss_aux: 1.7854, top1_acc: 0.2742, top5_acc: 0.5191, loss_cls: 3.4109, loss: 5.1963, grad_norm: 1.8416 2021-07-19 03:10:49,276 - mmaction - INFO - Epoch [27][40/1879] lr: 1.855e-01, eta: 1 day, 18:03:54, time: 0.566, data_time: 0.009, memory: 6921, loss_aux: 1.7508, top1_acc: 0.2777, top5_acc: 0.5203, loss_cls: 3.3727, loss: 5.1236, grad_norm: 1.8591 2021-07-19 03:11:02,233 - mmaction - INFO - Epoch [27][60/1879] lr: 1.855e-01, eta: 1 day, 18:03:41, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.7926, top1_acc: 0.2746, top5_acc: 0.5145, loss_cls: 3.4293, loss: 5.2219, grad_norm: 1.9015 2021-07-19 03:11:20,252 - mmaction - INFO - Epoch [27][80/1879] lr: 1.855e-01, eta: 1 day, 18:03:51, time: 0.895, data_time: 0.003, memory: 6921, loss_aux: 1.7707, top1_acc: 0.2820, top5_acc: 0.5289, loss_cls: 3.3875, loss: 5.1581, grad_norm: 1.8562 2021-07-19 03:11:32,503 - mmaction - INFO - Epoch [27][100/1879] lr: 1.855e-01, eta: 1 day, 18:03:35, time: 0.618, data_time: 0.009, memory: 6921, loss_aux: 1.8273, top1_acc: 0.2402, top5_acc: 0.4934, loss_cls: 3.4986, loss: 5.3258, grad_norm: 1.8883 2021-07-19 03:11:43,575 - mmaction - INFO - Epoch [27][120/1879] lr: 1.855e-01, eta: 1 day, 18:03:13, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7911, top1_acc: 0.2660, top5_acc: 0.5129, loss_cls: 3.4405, loss: 5.2316, grad_norm: 1.8727 2021-07-19 03:11:59,489 - mmaction - INFO - Epoch [27][140/1879] lr: 1.855e-01, eta: 1 day, 18:03:14, time: 0.793, data_time: 0.003, memory: 6921, loss_aux: 1.8039, top1_acc: 0.2738, top5_acc: 0.5160, loss_cls: 3.4411, loss: 5.2450, grad_norm: 1.8540 2021-07-19 03:12:11,249 - mmaction - INFO - Epoch [27][160/1879] lr: 1.854e-01, eta: 1 day, 18:02:55, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.7818, top1_acc: 0.2727, top5_acc: 0.5168, loss_cls: 3.4397, loss: 5.2216, grad_norm: 1.8557 2021-07-19 03:12:22,280 - mmaction - INFO - Epoch [27][180/1879] lr: 1.854e-01, eta: 1 day, 18:02:33, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.7935, top1_acc: 0.2691, top5_acc: 0.5039, loss_cls: 3.4430, loss: 5.2365, grad_norm: 1.8822 2021-07-19 03:12:33,443 - mmaction - INFO - Epoch [27][200/1879] lr: 1.854e-01, eta: 1 day, 18:02:11, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.8324, top1_acc: 0.2543, top5_acc: 0.5000, loss_cls: 3.5096, loss: 5.3420, grad_norm: 1.8610 2021-07-19 03:12:47,545 - mmaction - INFO - Epoch [27][220/1879] lr: 1.854e-01, eta: 1 day, 18:02:03, time: 0.704, data_time: 0.004, memory: 6921, loss_aux: 1.8307, top1_acc: 0.2578, top5_acc: 0.5008, loss_cls: 3.5221, loss: 5.3527, grad_norm: 1.8417 2021-07-19 03:12:58,556 - mmaction - INFO - Epoch [27][240/1879] lr: 1.854e-01, eta: 1 day, 18:01:40, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.7947, top1_acc: 0.2711, top5_acc: 0.5148, loss_cls: 3.4257, loss: 5.2203, grad_norm: 1.8645 2021-07-19 03:13:11,535 - mmaction - INFO - Epoch [27][260/1879] lr: 1.854e-01, eta: 1 day, 18:01:25, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.7915, top1_acc: 0.2789, top5_acc: 0.5246, loss_cls: 3.4231, loss: 5.2146, grad_norm: 1.9068 2021-07-19 03:13:22,992 - mmaction - INFO - Epoch [27][280/1879] lr: 1.854e-01, eta: 1 day, 18:01:07, time: 0.597, data_time: 0.027, memory: 6921, loss_aux: 1.7848, top1_acc: 0.2777, top5_acc: 0.5258, loss_cls: 3.4027, loss: 5.1876, grad_norm: 1.8653 2021-07-19 03:13:37,902 - mmaction - INFO - Epoch [27][300/1879] lr: 1.854e-01, eta: 1 day, 18:01:01, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.7741, top1_acc: 0.2684, top5_acc: 0.5172, loss_cls: 3.4086, loss: 5.1827, grad_norm: 1.9035 2021-07-19 03:13:52,779 - mmaction - INFO - Epoch [27][320/1879] lr: 1.854e-01, eta: 1 day, 18:00:59, time: 0.767, data_time: 0.028, memory: 6921, loss_aux: 1.8219, top1_acc: 0.2574, top5_acc: 0.5035, loss_cls: 3.4671, loss: 5.2890, grad_norm: 1.8536 2021-07-19 03:14:05,380 - mmaction - INFO - Epoch [27][340/1879] lr: 1.853e-01, eta: 1 day, 18:00:44, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.8322, top1_acc: 0.2621, top5_acc: 0.4938, loss_cls: 3.5170, loss: 5.3492, grad_norm: 1.8471 2021-07-19 03:14:16,433 - mmaction - INFO - Epoch [27][360/1879] lr: 1.853e-01, eta: 1 day, 18:00:22, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.8006, top1_acc: 0.2602, top5_acc: 0.4938, loss_cls: 3.5082, loss: 5.3088, grad_norm: 1.8594 2021-07-19 03:14:28,487 - mmaction - INFO - Epoch [27][380/1879] lr: 1.853e-01, eta: 1 day, 18:00:04, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.8418, top1_acc: 0.2562, top5_acc: 0.5066, loss_cls: 3.5028, loss: 5.3446, grad_norm: 1.8851 2021-07-19 03:14:40,776 - mmaction - INFO - Epoch [27][400/1879] lr: 1.853e-01, eta: 1 day, 17:59:48, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.7809, top1_acc: 0.2641, top5_acc: 0.5023, loss_cls: 3.4423, loss: 5.2232, grad_norm: 1.8356 2021-07-19 03:14:53,464 - mmaction - INFO - Epoch [27][420/1879] lr: 1.853e-01, eta: 1 day, 17:59:34, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.7797, top1_acc: 0.2832, top5_acc: 0.5160, loss_cls: 3.4205, loss: 5.2003, grad_norm: 1.8513 2021-07-19 03:15:04,855 - mmaction - INFO - Epoch [27][440/1879] lr: 1.853e-01, eta: 1 day, 17:59:13, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.8043, top1_acc: 0.2676, top5_acc: 0.5070, loss_cls: 3.4486, loss: 5.2529, grad_norm: 1.8913 2021-07-19 03:15:16,177 - mmaction - INFO - Epoch [27][460/1879] lr: 1.853e-01, eta: 1 day, 17:58:52, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.8139, top1_acc: 0.2648, top5_acc: 0.5062, loss_cls: 3.5065, loss: 5.3204, grad_norm: 1.8406 2021-07-19 03:15:28,166 - mmaction - INFO - Epoch [27][480/1879] lr: 1.853e-01, eta: 1 day, 17:58:34, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.8016, top1_acc: 0.2598, top5_acc: 0.5184, loss_cls: 3.4504, loss: 5.2520, grad_norm: 1.8428 2021-07-19 03:15:40,230 - mmaction - INFO - Epoch [27][500/1879] lr: 1.852e-01, eta: 1 day, 17:58:17, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.7738, top1_acc: 0.2785, top5_acc: 0.5398, loss_cls: 3.3722, loss: 5.1460, grad_norm: 1.8640 2021-07-19 03:15:51,557 - mmaction - INFO - Epoch [27][520/1879] lr: 1.852e-01, eta: 1 day, 17:57:56, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8087, top1_acc: 0.2578, top5_acc: 0.5117, loss_cls: 3.4606, loss: 5.2693, grad_norm: 1.8881 2021-07-19 03:16:02,798 - mmaction - INFO - Epoch [27][540/1879] lr: 1.852e-01, eta: 1 day, 17:57:35, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.7975, top1_acc: 0.2602, top5_acc: 0.5141, loss_cls: 3.4499, loss: 5.2474, grad_norm: 1.8940 2021-07-19 03:16:15,390 - mmaction - INFO - Epoch [27][560/1879] lr: 1.852e-01, eta: 1 day, 17:57:20, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.8533, top1_acc: 0.2484, top5_acc: 0.4898, loss_cls: 3.5417, loss: 5.3950, grad_norm: 1.8961 2021-07-19 03:16:26,765 - mmaction - INFO - Epoch [27][580/1879] lr: 1.852e-01, eta: 1 day, 17:56:59, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.8139, top1_acc: 0.2723, top5_acc: 0.5035, loss_cls: 3.4526, loss: 5.2665, grad_norm: 1.8735 2021-07-19 03:16:38,564 - mmaction - INFO - Epoch [27][600/1879] lr: 1.852e-01, eta: 1 day, 17:56:41, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.7885, top1_acc: 0.2738, top5_acc: 0.5145, loss_cls: 3.4143, loss: 5.2028, grad_norm: 1.8653 2021-07-19 03:16:49,578 - mmaction - INFO - Epoch [27][620/1879] lr: 1.852e-01, eta: 1 day, 17:56:18, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.8078, top1_acc: 0.2539, top5_acc: 0.5184, loss_cls: 3.4559, loss: 5.2637, grad_norm: 1.8621 2021-07-19 03:17:01,694 - mmaction - INFO - Epoch [27][640/1879] lr: 1.852e-01, eta: 1 day, 17:56:01, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.7703, top1_acc: 0.2797, top5_acc: 0.5285, loss_cls: 3.3470, loss: 5.1172, grad_norm: 1.8525 2021-07-19 03:17:15,217 - mmaction - INFO - Epoch [27][660/1879] lr: 1.852e-01, eta: 1 day, 17:55:51, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.8012, top1_acc: 0.2762, top5_acc: 0.5090, loss_cls: 3.4702, loss: 5.2714, grad_norm: 1.8715 2021-07-19 03:17:35,464 - mmaction - INFO - Epoch [27][680/1879] lr: 1.851e-01, eta: 1 day, 17:56:12, time: 1.010, data_time: 0.003, memory: 6921, loss_aux: 1.7885, top1_acc: 0.2758, top5_acc: 0.5160, loss_cls: 3.4483, loss: 5.2368, grad_norm: 1.8535 2021-07-19 03:17:48,067 - mmaction - INFO - Epoch [27][700/1879] lr: 1.851e-01, eta: 1 day, 17:55:57, time: 0.631, data_time: 0.005, memory: 6921, loss_aux: 1.8487, top1_acc: 0.2484, top5_acc: 0.4730, loss_cls: 3.5772, loss: 5.4260, grad_norm: 1.8506 2021-07-19 03:18:00,297 - mmaction - INFO - Epoch [27][720/1879] lr: 1.851e-01, eta: 1 day, 17:55:35, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.8007, top1_acc: 0.2672, top5_acc: 0.5062, loss_cls: 3.4307, loss: 5.2315, grad_norm: 1.8700 2021-07-19 03:18:13,919 - mmaction - INFO - Epoch [27][740/1879] lr: 1.851e-01, eta: 1 day, 17:55:30, time: 0.735, data_time: 0.056, memory: 6921, loss_aux: 1.8107, top1_acc: 0.2742, top5_acc: 0.5051, loss_cls: 3.4777, loss: 5.2884, grad_norm: 1.8571 2021-07-19 03:18:25,627 - mmaction - INFO - Epoch [27][760/1879] lr: 1.851e-01, eta: 1 day, 17:55:11, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.8002, top1_acc: 0.2781, top5_acc: 0.5109, loss_cls: 3.4453, loss: 5.2454, grad_norm: 1.8296 2021-07-19 03:18:36,859 - mmaction - INFO - Epoch [27][780/1879] lr: 1.851e-01, eta: 1 day, 17:54:50, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.7621, top1_acc: 0.2805, top5_acc: 0.5301, loss_cls: 3.3614, loss: 5.1236, grad_norm: 1.8573 2021-07-19 03:18:48,970 - mmaction - INFO - Epoch [27][800/1879] lr: 1.851e-01, eta: 1 day, 17:54:33, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.8070, top1_acc: 0.2723, top5_acc: 0.5090, loss_cls: 3.4612, loss: 5.2682, grad_norm: 1.9032 2021-07-19 03:19:00,176 - mmaction - INFO - Epoch [27][820/1879] lr: 1.851e-01, eta: 1 day, 17:54:11, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7895, top1_acc: 0.2738, top5_acc: 0.5160, loss_cls: 3.4447, loss: 5.2342, grad_norm: 1.8700 2021-07-19 03:19:12,393 - mmaction - INFO - Epoch [27][840/1879] lr: 1.850e-01, eta: 1 day, 17:53:55, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.8099, top1_acc: 0.2656, top5_acc: 0.4980, loss_cls: 3.4912, loss: 5.3011, grad_norm: 1.8623 2021-07-19 03:19:25,086 - mmaction - INFO - Epoch [27][860/1879] lr: 1.850e-01, eta: 1 day, 17:53:40, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.8024, top1_acc: 0.2645, top5_acc: 0.5133, loss_cls: 3.4533, loss: 5.2557, grad_norm: 1.9194 2021-07-19 03:19:37,413 - mmaction - INFO - Epoch [27][880/1879] lr: 1.850e-01, eta: 1 day, 17:53:24, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.8207, top1_acc: 0.2535, top5_acc: 0.5051, loss_cls: 3.5059, loss: 5.3267, grad_norm: 1.8647 2021-07-19 03:19:49,177 - mmaction - INFO - Epoch [27][900/1879] lr: 1.850e-01, eta: 1 day, 17:53:06, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.8094, top1_acc: 0.2668, top5_acc: 0.5051, loss_cls: 3.4529, loss: 5.2623, grad_norm: 1.8855 2021-07-19 03:20:00,811 - mmaction - INFO - Epoch [27][920/1879] lr: 1.850e-01, eta: 1 day, 17:52:46, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.8031, top1_acc: 0.2684, top5_acc: 0.5156, loss_cls: 3.4480, loss: 5.2511, grad_norm: 1.8991 2021-07-19 03:20:13,889 - mmaction - INFO - Epoch [27][940/1879] lr: 1.850e-01, eta: 1 day, 17:52:34, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.7983, top1_acc: 0.2652, top5_acc: 0.5152, loss_cls: 3.4441, loss: 5.2423, grad_norm: 1.8556 2021-07-19 03:20:25,328 - mmaction - INFO - Epoch [27][960/1879] lr: 1.850e-01, eta: 1 day, 17:52:14, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7730, top1_acc: 0.2816, top5_acc: 0.5266, loss_cls: 3.3758, loss: 5.1489, grad_norm: 1.8793 2021-07-19 03:20:37,281 - mmaction - INFO - Epoch [27][980/1879] lr: 1.850e-01, eta: 1 day, 17:51:56, time: 0.597, data_time: 0.001, memory: 6921, loss_aux: 1.8045, top1_acc: 0.2687, top5_acc: 0.5117, loss_cls: 3.4424, loss: 5.2468, grad_norm: 1.8807 2021-07-19 03:20:49,405 - mmaction - INFO - Epoch [27][1000/1879] lr: 1.850e-01, eta: 1 day, 17:51:39, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.8170, top1_acc: 0.2531, top5_acc: 0.4945, loss_cls: 3.4939, loss: 5.3109, grad_norm: 1.8811 2021-07-19 03:21:01,467 - mmaction - INFO - Epoch [27][1020/1879] lr: 1.849e-01, eta: 1 day, 17:51:21, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.8028, top1_acc: 0.2551, top5_acc: 0.5102, loss_cls: 3.4621, loss: 5.2649, grad_norm: 1.8927 2021-07-19 03:21:12,735 - mmaction - INFO - Epoch [27][1040/1879] lr: 1.849e-01, eta: 1 day, 17:51:00, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8077, top1_acc: 0.2598, top5_acc: 0.5086, loss_cls: 3.4991, loss: 5.3068, grad_norm: 1.8606 2021-07-19 03:21:24,312 - mmaction - INFO - Epoch [27][1060/1879] lr: 1.849e-01, eta: 1 day, 17:50:41, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.7980, top1_acc: 0.2730, top5_acc: 0.5121, loss_cls: 3.4575, loss: 5.2555, grad_norm: 1.8645 2021-07-19 03:21:36,420 - mmaction - INFO - Epoch [27][1080/1879] lr: 1.849e-01, eta: 1 day, 17:50:23, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.7845, top1_acc: 0.2613, top5_acc: 0.5148, loss_cls: 3.4273, loss: 5.2118, grad_norm: 1.8866 2021-07-19 03:21:47,695 - mmaction - INFO - Epoch [27][1100/1879] lr: 1.849e-01, eta: 1 day, 17:50:03, time: 0.568, data_time: 0.008, memory: 6921, loss_aux: 1.7844, top1_acc: 0.2594, top5_acc: 0.5055, loss_cls: 3.4113, loss: 5.1957, grad_norm: 1.8617 2021-07-19 03:22:01,872 - mmaction - INFO - Epoch [27][1120/1879] lr: 1.849e-01, eta: 1 day, 17:49:54, time: 0.698, data_time: 0.003, memory: 6921, loss_aux: 1.8223, top1_acc: 0.2664, top5_acc: 0.5008, loss_cls: 3.4734, loss: 5.2956, grad_norm: 1.8929 2021-07-19 03:22:14,483 - mmaction - INFO - Epoch [27][1140/1879] lr: 1.849e-01, eta: 1 day, 17:49:40, time: 0.642, data_time: 0.015, memory: 6921, loss_aux: 1.8264, top1_acc: 0.2441, top5_acc: 0.4871, loss_cls: 3.5157, loss: 5.3421, grad_norm: 1.8916 2021-07-19 03:22:25,629 - mmaction - INFO - Epoch [27][1160/1879] lr: 1.849e-01, eta: 1 day, 17:49:19, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7841, top1_acc: 0.2723, top5_acc: 0.5098, loss_cls: 3.4265, loss: 5.2106, grad_norm: 1.8580 2021-07-19 03:22:37,052 - mmaction - INFO - Epoch [27][1180/1879] lr: 1.848e-01, eta: 1 day, 17:48:59, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.8144, top1_acc: 0.2648, top5_acc: 0.5062, loss_cls: 3.4515, loss: 5.2660, grad_norm: 1.8722 2021-07-19 03:22:48,599 - mmaction - INFO - Epoch [27][1200/1879] lr: 1.848e-01, eta: 1 day, 17:48:39, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7880, top1_acc: 0.2621, top5_acc: 0.5070, loss_cls: 3.4471, loss: 5.2351, grad_norm: 1.8493 2021-07-19 03:23:00,635 - mmaction - INFO - Epoch [27][1220/1879] lr: 1.848e-01, eta: 1 day, 17:48:22, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.7914, top1_acc: 0.2707, top5_acc: 0.5203, loss_cls: 3.4180, loss: 5.2094, grad_norm: 1.8723 2021-07-19 03:23:12,342 - mmaction - INFO - Epoch [27][1240/1879] lr: 1.848e-01, eta: 1 day, 17:48:03, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.7846, top1_acc: 0.2754, top5_acc: 0.5102, loss_cls: 3.4312, loss: 5.2158, grad_norm: 1.8921 2021-07-19 03:23:23,937 - mmaction - INFO - Epoch [27][1260/1879] lr: 1.848e-01, eta: 1 day, 17:47:43, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.8112, top1_acc: 0.2566, top5_acc: 0.5098, loss_cls: 3.4924, loss: 5.3036, grad_norm: 1.8763 2021-07-19 03:23:41,652 - mmaction - INFO - Epoch [27][1280/1879] lr: 1.848e-01, eta: 1 day, 17:47:52, time: 0.886, data_time: 0.006, memory: 6921, loss_aux: 1.7957, top1_acc: 0.2645, top5_acc: 0.5160, loss_cls: 3.4227, loss: 5.2184, grad_norm: 1.8623 2021-07-19 03:23:53,134 - mmaction - INFO - Epoch [27][1300/1879] lr: 1.848e-01, eta: 1 day, 17:47:32, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.8259, top1_acc: 0.2609, top5_acc: 0.4898, loss_cls: 3.5004, loss: 5.3263, grad_norm: 1.8274 2021-07-19 03:24:04,930 - mmaction - INFO - Epoch [27][1320/1879] lr: 1.848e-01, eta: 1 day, 17:47:14, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.8072, top1_acc: 0.2613, top5_acc: 0.5098, loss_cls: 3.4290, loss: 5.2362, grad_norm: 1.8899 2021-07-19 03:24:21,268 - mmaction - INFO - Epoch [27][1340/1879] lr: 1.848e-01, eta: 1 day, 17:47:16, time: 0.815, data_time: 0.007, memory: 6921, loss_aux: 1.8116, top1_acc: 0.2473, top5_acc: 0.4887, loss_cls: 3.4948, loss: 5.3063, grad_norm: 1.8530 2021-07-19 03:24:35,785 - mmaction - INFO - Epoch [27][1360/1879] lr: 1.847e-01, eta: 1 day, 17:47:10, time: 0.724, data_time: 0.005, memory: 6921, loss_aux: 1.7955, top1_acc: 0.2695, top5_acc: 0.5078, loss_cls: 3.4429, loss: 5.2385, grad_norm: 1.8883 2021-07-19 03:24:46,899 - mmaction - INFO - Epoch [27][1380/1879] lr: 1.847e-01, eta: 1 day, 17:46:49, time: 0.560, data_time: 0.006, memory: 6921, loss_aux: 1.7938, top1_acc: 0.2684, top5_acc: 0.5074, loss_cls: 3.4483, loss: 5.2421, grad_norm: 1.9243 2021-07-19 03:24:57,941 - mmaction - INFO - Epoch [27][1400/1879] lr: 1.847e-01, eta: 1 day, 17:46:27, time: 0.551, data_time: 0.001, memory: 6921, loss_aux: 1.8009, top1_acc: 0.2762, top5_acc: 0.5102, loss_cls: 3.4243, loss: 5.2252, grad_norm: 1.8824 2021-07-19 03:25:15,731 - mmaction - INFO - Epoch [27][1420/1879] lr: 1.847e-01, eta: 1 day, 17:46:36, time: 0.887, data_time: 0.002, memory: 6921, loss_aux: 1.8448, top1_acc: 0.2363, top5_acc: 0.4906, loss_cls: 3.5543, loss: 5.3992, grad_norm: 1.8889 2021-07-19 03:25:26,741 - mmaction - INFO - Epoch [27][1440/1879] lr: 1.847e-01, eta: 1 day, 17:46:14, time: 0.553, data_time: 0.005, memory: 6921, loss_aux: 1.8005, top1_acc: 0.2523, top5_acc: 0.5012, loss_cls: 3.4613, loss: 5.2618, grad_norm: 1.8576 2021-07-19 03:25:38,266 - mmaction - INFO - Epoch [27][1460/1879] lr: 1.847e-01, eta: 1 day, 17:45:54, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.8007, top1_acc: 0.2848, top5_acc: 0.5227, loss_cls: 3.4143, loss: 5.2150, grad_norm: 1.8636 2021-07-19 03:25:49,718 - mmaction - INFO - Epoch [27][1480/1879] lr: 1.847e-01, eta: 1 day, 17:45:34, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.8148, top1_acc: 0.2687, top5_acc: 0.5012, loss_cls: 3.4805, loss: 5.2953, grad_norm: 1.8486 2021-07-19 03:26:05,144 - mmaction - INFO - Epoch [27][1500/1879] lr: 1.847e-01, eta: 1 day, 17:45:32, time: 0.769, data_time: 0.002, memory: 6921, loss_aux: 1.7819, top1_acc: 0.2785, top5_acc: 0.5164, loss_cls: 3.4192, loss: 5.2011, grad_norm: 1.8506 2021-07-19 03:26:18,276 - mmaction - INFO - Epoch [27][1520/1879] lr: 1.846e-01, eta: 1 day, 17:45:20, time: 0.656, data_time: 0.010, memory: 6921, loss_aux: 1.7893, top1_acc: 0.2652, top5_acc: 0.5145, loss_cls: 3.4054, loss: 5.1947, grad_norm: 1.8754 2021-07-19 03:26:30,877 - mmaction - INFO - Epoch [27][1540/1879] lr: 1.846e-01, eta: 1 day, 17:45:05, time: 0.633, data_time: 0.017, memory: 6921, loss_aux: 1.7919, top1_acc: 0.2609, top5_acc: 0.5211, loss_cls: 3.4274, loss: 5.2193, grad_norm: 1.9271 2021-07-19 03:26:42,334 - mmaction - INFO - Epoch [27][1560/1879] lr: 1.846e-01, eta: 1 day, 17:44:45, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.8241, top1_acc: 0.2629, top5_acc: 0.5020, loss_cls: 3.4994, loss: 5.3235, grad_norm: 1.9010 2021-07-19 03:26:53,439 - mmaction - INFO - Epoch [27][1580/1879] lr: 1.846e-01, eta: 1 day, 17:44:24, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7757, top1_acc: 0.2738, top5_acc: 0.5270, loss_cls: 3.3923, loss: 5.1680, grad_norm: 1.8890 2021-07-19 03:27:04,932 - mmaction - INFO - Epoch [27][1600/1879] lr: 1.846e-01, eta: 1 day, 17:44:04, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.7632, top1_acc: 0.2766, top5_acc: 0.5309, loss_cls: 3.3997, loss: 5.1629, grad_norm: 1.8907 2021-07-19 03:27:16,559 - mmaction - INFO - Epoch [27][1620/1879] lr: 1.846e-01, eta: 1 day, 17:43:44, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8315, top1_acc: 0.2488, top5_acc: 0.4992, loss_cls: 3.5049, loss: 5.3364, grad_norm: 1.8924 2021-07-19 03:27:31,976 - mmaction - INFO - Epoch [27][1640/1879] lr: 1.846e-01, eta: 1 day, 17:43:43, time: 0.771, data_time: 0.004, memory: 6921, loss_aux: 1.7994, top1_acc: 0.2727, top5_acc: 0.5102, loss_cls: 3.4391, loss: 5.2385, grad_norm: 1.8830 2021-07-19 03:27:43,973 - mmaction - INFO - Epoch [27][1660/1879] lr: 1.846e-01, eta: 1 day, 17:43:25, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.7973, top1_acc: 0.2648, top5_acc: 0.5109, loss_cls: 3.4433, loss: 5.2406, grad_norm: 1.8660 2021-07-19 03:27:58,308 - mmaction - INFO - Epoch [27][1680/1879] lr: 1.846e-01, eta: 1 day, 17:43:18, time: 0.714, data_time: 0.009, memory: 6921, loss_aux: 1.8576, top1_acc: 0.2512, top5_acc: 0.4902, loss_cls: 3.5468, loss: 5.4044, grad_norm: 1.9111 2021-07-19 03:28:09,414 - mmaction - INFO - Epoch [27][1700/1879] lr: 1.845e-01, eta: 1 day, 17:42:56, time: 0.557, data_time: 0.011, memory: 6921, loss_aux: 1.8270, top1_acc: 0.2574, top5_acc: 0.4996, loss_cls: 3.5109, loss: 5.3378, grad_norm: 1.9142 2021-07-19 03:28:21,058 - mmaction - INFO - Epoch [27][1720/1879] lr: 1.845e-01, eta: 1 day, 17:42:38, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.8165, top1_acc: 0.2586, top5_acc: 0.5086, loss_cls: 3.4997, loss: 5.3162, grad_norm: 1.8460 2021-07-19 03:28:35,150 - mmaction - INFO - Epoch [27][1740/1879] lr: 1.845e-01, eta: 1 day, 17:42:30, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.8250, top1_acc: 0.2641, top5_acc: 0.4984, loss_cls: 3.4960, loss: 5.3210, grad_norm: 1.8508 2021-07-19 03:28:50,826 - mmaction - INFO - Epoch [27][1760/1879] lr: 1.845e-01, eta: 1 day, 17:42:29, time: 0.783, data_time: 0.003, memory: 6921, loss_aux: 1.8218, top1_acc: 0.2668, top5_acc: 0.5039, loss_cls: 3.4815, loss: 5.3033, grad_norm: 1.7926 2021-07-19 03:29:02,628 - mmaction - INFO - Epoch [27][1780/1879] lr: 1.845e-01, eta: 1 day, 17:42:10, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.8013, top1_acc: 0.2676, top5_acc: 0.4980, loss_cls: 3.4651, loss: 5.2664, grad_norm: 1.8672 2021-07-19 03:29:14,955 - mmaction - INFO - Epoch [27][1800/1879] lr: 1.845e-01, eta: 1 day, 17:41:55, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.7895, top1_acc: 0.2727, top5_acc: 0.5121, loss_cls: 3.4444, loss: 5.2339, grad_norm: 1.8606 2021-07-19 03:29:27,333 - mmaction - INFO - Epoch [27][1820/1879] lr: 1.845e-01, eta: 1 day, 17:41:37, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.8087, top1_acc: 0.2668, top5_acc: 0.5133, loss_cls: 3.4782, loss: 5.2869, grad_norm: 1.8796 2021-07-19 03:29:40,241 - mmaction - INFO - Epoch [27][1840/1879] lr: 1.845e-01, eta: 1 day, 17:41:25, time: 0.661, data_time: 0.076, memory: 6921, loss_aux: 1.8040, top1_acc: 0.2523, top5_acc: 0.4965, loss_cls: 3.4813, loss: 5.2852, grad_norm: 1.8688 2021-07-19 03:29:51,568 - mmaction - INFO - Epoch [27][1860/1879] lr: 1.844e-01, eta: 1 day, 17:41:05, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.8198, top1_acc: 0.2637, top5_acc: 0.5047, loss_cls: 3.4689, loss: 5.2887, grad_norm: 1.8514 2021-07-19 03:30:08,554 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-07-19 03:30:29,621 - mmaction - INFO - Epoch [28][20/1879] lr: 1.844e-01, eta: 1 day, 17:40:10, time: 0.936, data_time: 0.312, memory: 6921, loss_aux: 1.8210, top1_acc: 0.2641, top5_acc: 0.4945, loss_cls: 3.5157, loss: 5.3366, grad_norm: 1.8491 2021-07-19 03:30:40,936 - mmaction - INFO - Epoch [28][40/1879] lr: 1.844e-01, eta: 1 day, 17:39:49, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.8317, top1_acc: 0.2609, top5_acc: 0.5000, loss_cls: 3.4974, loss: 5.3290, grad_norm: 1.9041 2021-07-19 03:30:56,931 - mmaction - INFO - Epoch [28][60/1879] lr: 1.844e-01, eta: 1 day, 17:39:50, time: 0.798, data_time: 0.002, memory: 6921, loss_aux: 1.7965, top1_acc: 0.2762, top5_acc: 0.5156, loss_cls: 3.4150, loss: 5.2114, grad_norm: 1.9050 2021-07-19 03:31:10,245 - mmaction - INFO - Epoch [28][80/1879] lr: 1.844e-01, eta: 1 day, 17:39:38, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.7601, top1_acc: 0.2684, top5_acc: 0.5188, loss_cls: 3.3810, loss: 5.1411, grad_norm: 1.8571 2021-07-19 03:31:21,788 - mmaction - INFO - Epoch [28][100/1879] lr: 1.844e-01, eta: 1 day, 17:39:19, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.7995, top1_acc: 0.2578, top5_acc: 0.4961, loss_cls: 3.4881, loss: 5.2877, grad_norm: 1.9042 2021-07-19 03:31:33,124 - mmaction - INFO - Epoch [28][120/1879] lr: 1.844e-01, eta: 1 day, 17:38:58, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.8230, top1_acc: 0.2617, top5_acc: 0.4969, loss_cls: 3.4965, loss: 5.3195, grad_norm: 1.8532 2021-07-19 03:31:44,538 - mmaction - INFO - Epoch [28][140/1879] lr: 1.843e-01, eta: 1 day, 17:38:38, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.8058, top1_acc: 0.2699, top5_acc: 0.5094, loss_cls: 3.4586, loss: 5.2644, grad_norm: 1.8854 2021-07-19 03:31:56,723 - mmaction - INFO - Epoch [28][160/1879] lr: 1.843e-01, eta: 1 day, 17:38:22, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.7876, top1_acc: 0.2711, top5_acc: 0.5090, loss_cls: 3.4438, loss: 5.2314, grad_norm: 1.8452 2021-07-19 03:32:12,799 - mmaction - INFO - Epoch [28][180/1879] lr: 1.843e-01, eta: 1 day, 17:38:23, time: 0.803, data_time: 0.004, memory: 6921, loss_aux: 1.8060, top1_acc: 0.2641, top5_acc: 0.5180, loss_cls: 3.4484, loss: 5.2543, grad_norm: 1.8382 2021-07-19 03:32:24,007 - mmaction - INFO - Epoch [28][200/1879] lr: 1.843e-01, eta: 1 day, 17:38:02, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.8012, top1_acc: 0.2707, top5_acc: 0.5062, loss_cls: 3.4496, loss: 5.2508, grad_norm: 1.8934 2021-07-19 03:32:36,781 - mmaction - INFO - Epoch [28][220/1879] lr: 1.843e-01, eta: 1 day, 17:37:48, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.8051, top1_acc: 0.2703, top5_acc: 0.5168, loss_cls: 3.4610, loss: 5.2661, grad_norm: 1.9007 2021-07-19 03:32:48,432 - mmaction - INFO - Epoch [28][240/1879] lr: 1.843e-01, eta: 1 day, 17:37:29, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.7958, top1_acc: 0.2727, top5_acc: 0.5082, loss_cls: 3.4350, loss: 5.2307, grad_norm: 1.8766 2021-07-19 03:33:00,406 - mmaction - INFO - Epoch [28][260/1879] lr: 1.843e-01, eta: 1 day, 17:37:11, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.7668, top1_acc: 0.2777, top5_acc: 0.5297, loss_cls: 3.3629, loss: 5.1297, grad_norm: 1.8830 2021-07-19 03:33:13,732 - mmaction - INFO - Epoch [28][280/1879] lr: 1.843e-01, eta: 1 day, 17:37:00, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.7634, top1_acc: 0.2711, top5_acc: 0.5074, loss_cls: 3.4346, loss: 5.1980, grad_norm: 1.8584 2021-07-19 03:33:26,071 - mmaction - INFO - Epoch [28][300/1879] lr: 1.843e-01, eta: 1 day, 17:36:44, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.8170, top1_acc: 0.2582, top5_acc: 0.5059, loss_cls: 3.4867, loss: 5.3038, grad_norm: 1.8652 2021-07-19 03:33:38,437 - mmaction - INFO - Epoch [28][320/1879] lr: 1.842e-01, eta: 1 day, 17:36:28, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 1.7796, top1_acc: 0.2684, top5_acc: 0.5062, loss_cls: 3.4336, loss: 5.2132, grad_norm: 1.8681 2021-07-19 03:33:52,441 - mmaction - INFO - Epoch [28][340/1879] lr: 1.842e-01, eta: 1 day, 17:36:20, time: 0.702, data_time: 0.013, memory: 6921, loss_aux: 1.7972, top1_acc: 0.2707, top5_acc: 0.5156, loss_cls: 3.4218, loss: 5.2190, grad_norm: 1.8838 2021-07-19 03:34:05,662 - mmaction - INFO - Epoch [28][360/1879] lr: 1.842e-01, eta: 1 day, 17:36:08, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.8087, top1_acc: 0.2543, top5_acc: 0.4992, loss_cls: 3.4936, loss: 5.3023, grad_norm: 1.9093 2021-07-19 03:34:17,184 - mmaction - INFO - Epoch [28][380/1879] lr: 1.842e-01, eta: 1 day, 17:35:48, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.8288, top1_acc: 0.2484, top5_acc: 0.5004, loss_cls: 3.5176, loss: 5.3463, grad_norm: 1.8775 2021-07-19 03:34:30,623 - mmaction - INFO - Epoch [28][400/1879] lr: 1.842e-01, eta: 1 day, 17:35:37, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.8128, top1_acc: 0.2633, top5_acc: 0.5137, loss_cls: 3.4782, loss: 5.2910, grad_norm: 1.8641 2021-07-19 03:34:42,103 - mmaction - INFO - Epoch [28][420/1879] lr: 1.842e-01, eta: 1 day, 17:35:18, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7908, top1_acc: 0.2770, top5_acc: 0.5086, loss_cls: 3.4302, loss: 5.2210, grad_norm: 1.8388 2021-07-19 03:34:56,992 - mmaction - INFO - Epoch [28][440/1879] lr: 1.842e-01, eta: 1 day, 17:35:13, time: 0.740, data_time: 0.005, memory: 6921, loss_aux: 1.8230, top1_acc: 0.2590, top5_acc: 0.4980, loss_cls: 3.5141, loss: 5.3371, grad_norm: 1.8882 2021-07-19 03:35:09,888 - mmaction - INFO - Epoch [28][460/1879] lr: 1.842e-01, eta: 1 day, 17:35:00, time: 0.649, data_time: 0.007, memory: 6921, loss_aux: 1.7940, top1_acc: 0.2637, top5_acc: 0.5129, loss_cls: 3.4450, loss: 5.2390, grad_norm: 1.8708 2021-07-19 03:35:22,117 - mmaction - INFO - Epoch [28][480/1879] lr: 1.841e-01, eta: 1 day, 17:34:44, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.7812, top1_acc: 0.2637, top5_acc: 0.5160, loss_cls: 3.4182, loss: 5.1994, grad_norm: 1.8926 2021-07-19 03:35:34,110 - mmaction - INFO - Epoch [28][500/1879] lr: 1.841e-01, eta: 1 day, 17:34:26, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.8329, top1_acc: 0.2574, top5_acc: 0.4902, loss_cls: 3.5128, loss: 5.3458, grad_norm: 1.9350 2021-07-19 03:35:45,525 - mmaction - INFO - Epoch [28][520/1879] lr: 1.841e-01, eta: 1 day, 17:34:06, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.8242, top1_acc: 0.2547, top5_acc: 0.4824, loss_cls: 3.5044, loss: 5.3286, grad_norm: 1.8652 2021-07-19 03:35:59,183 - mmaction - INFO - Epoch [28][540/1879] lr: 1.841e-01, eta: 1 day, 17:33:56, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.7959, top1_acc: 0.2691, top5_acc: 0.5145, loss_cls: 3.4579, loss: 5.2538, grad_norm: 1.8742 2021-07-19 03:36:10,604 - mmaction - INFO - Epoch [28][560/1879] lr: 1.841e-01, eta: 1 day, 17:33:36, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7680, top1_acc: 0.2629, top5_acc: 0.5148, loss_cls: 3.4051, loss: 5.1730, grad_norm: 1.8895 2021-07-19 03:36:21,616 - mmaction - INFO - Epoch [28][580/1879] lr: 1.841e-01, eta: 1 day, 17:33:14, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.7998, top1_acc: 0.2652, top5_acc: 0.4984, loss_cls: 3.4569, loss: 5.2567, grad_norm: 1.8748 2021-07-19 03:36:35,258 - mmaction - INFO - Epoch [28][600/1879] lr: 1.841e-01, eta: 1 day, 17:33:04, time: 0.681, data_time: 0.002, memory: 6921, loss_aux: 1.7966, top1_acc: 0.2668, top5_acc: 0.5098, loss_cls: 3.4340, loss: 5.2306, grad_norm: 1.8755 2021-07-19 03:36:46,719 - mmaction - INFO - Epoch [28][620/1879] lr: 1.841e-01, eta: 1 day, 17:32:45, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.8211, top1_acc: 0.2617, top5_acc: 0.5039, loss_cls: 3.4850, loss: 5.3061, grad_norm: 1.8662 2021-07-19 03:37:02,475 - mmaction - INFO - Epoch [28][640/1879] lr: 1.840e-01, eta: 1 day, 17:32:44, time: 0.788, data_time: 0.003, memory: 6921, loss_aux: 1.7890, top1_acc: 0.2754, top5_acc: 0.5184, loss_cls: 3.4150, loss: 5.2041, grad_norm: 1.8809 2021-07-19 03:37:13,846 - mmaction - INFO - Epoch [28][660/1879] lr: 1.840e-01, eta: 1 day, 17:32:24, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.7901, top1_acc: 0.2707, top5_acc: 0.5121, loss_cls: 3.4437, loss: 5.2338, grad_norm: 1.8977 2021-07-19 03:37:27,217 - mmaction - INFO - Epoch [28][680/1879] lr: 1.840e-01, eta: 1 day, 17:32:13, time: 0.668, data_time: 0.005, memory: 6921, loss_aux: 1.7976, top1_acc: 0.2723, top5_acc: 0.5133, loss_cls: 3.4454, loss: 5.2430, grad_norm: 1.8738 2021-07-19 03:37:41,523 - mmaction - INFO - Epoch [28][700/1879] lr: 1.840e-01, eta: 1 day, 17:32:05, time: 0.715, data_time: 0.004, memory: 6921, loss_aux: 1.7898, top1_acc: 0.2703, top5_acc: 0.5125, loss_cls: 3.4388, loss: 5.2286, grad_norm: 1.8398 2021-07-19 03:37:52,802 - mmaction - INFO - Epoch [28][720/1879] lr: 1.840e-01, eta: 1 day, 17:31:45, time: 0.567, data_time: 0.007, memory: 6921, loss_aux: 1.7900, top1_acc: 0.2785, top5_acc: 0.5121, loss_cls: 3.4421, loss: 5.2321, grad_norm: 1.8443 2021-07-19 03:38:07,010 - mmaction - INFO - Epoch [28][740/1879] lr: 1.840e-01, eta: 1 day, 17:31:37, time: 0.707, data_time: 0.001, memory: 6921, loss_aux: 1.7850, top1_acc: 0.2695, top5_acc: 0.5102, loss_cls: 3.4407, loss: 5.2257, grad_norm: 1.8922 2021-07-19 03:38:18,236 - mmaction - INFO - Epoch [28][760/1879] lr: 1.840e-01, eta: 1 day, 17:31:17, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.7906, top1_acc: 0.2699, top5_acc: 0.5207, loss_cls: 3.4212, loss: 5.2117, grad_norm: 1.8683 2021-07-19 03:38:30,309 - mmaction - INFO - Epoch [28][780/1879] lr: 1.840e-01, eta: 1 day, 17:31:00, time: 0.603, data_time: 0.001, memory: 6921, loss_aux: 1.7892, top1_acc: 0.2754, top5_acc: 0.5078, loss_cls: 3.4275, loss: 5.2167, grad_norm: 1.8855 2021-07-19 03:38:42,062 - mmaction - INFO - Epoch [28][800/1879] lr: 1.840e-01, eta: 1 day, 17:30:41, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7705, top1_acc: 0.2867, top5_acc: 0.5215, loss_cls: 3.3666, loss: 5.1371, grad_norm: 1.8537 2021-07-19 03:38:54,504 - mmaction - INFO - Epoch [28][820/1879] lr: 1.839e-01, eta: 1 day, 17:30:25, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.8164, top1_acc: 0.2672, top5_acc: 0.5105, loss_cls: 3.4877, loss: 5.3041, grad_norm: 1.9066 2021-07-19 03:39:10,895 - mmaction - INFO - Epoch [28][840/1879] lr: 1.839e-01, eta: 1 day, 17:30:28, time: 0.827, data_time: 0.010, memory: 6921, loss_aux: 1.7949, top1_acc: 0.2535, top5_acc: 0.5227, loss_cls: 3.4457, loss: 5.2406, grad_norm: 1.8807 2021-07-19 03:39:22,124 - mmaction - INFO - Epoch [28][860/1879] lr: 1.839e-01, eta: 1 day, 17:30:07, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7926, top1_acc: 0.2633, top5_acc: 0.5031, loss_cls: 3.4536, loss: 5.2462, grad_norm: 1.8327 2021-07-19 03:39:45,475 - mmaction - INFO - Epoch [28][880/1879] lr: 1.839e-01, eta: 1 day, 17:30:40, time: 1.160, data_time: 0.006, memory: 6921, loss_aux: 1.7892, top1_acc: 0.2687, top5_acc: 0.5051, loss_cls: 3.4381, loss: 5.2273, grad_norm: 1.8563 2021-07-19 03:39:58,359 - mmaction - INFO - Epoch [28][900/1879] lr: 1.839e-01, eta: 1 day, 17:30:27, time: 0.652, data_time: 0.015, memory: 6921, loss_aux: 1.7966, top1_acc: 0.2656, top5_acc: 0.5035, loss_cls: 3.4379, loss: 5.2345, grad_norm: 1.8776 2021-07-19 03:40:10,302 - mmaction - INFO - Epoch [28][920/1879] lr: 1.839e-01, eta: 1 day, 17:30:10, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.8086, top1_acc: 0.2621, top5_acc: 0.5082, loss_cls: 3.4791, loss: 5.2877, grad_norm: 1.9065 2021-07-19 03:40:22,783 - mmaction - INFO - Epoch [28][940/1879] lr: 1.839e-01, eta: 1 day, 17:29:54, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.8107, top1_acc: 0.2684, top5_acc: 0.5160, loss_cls: 3.4662, loss: 5.2768, grad_norm: 1.8704 2021-07-19 03:40:35,372 - mmaction - INFO - Epoch [28][960/1879] lr: 1.839e-01, eta: 1 day, 17:29:40, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.7753, top1_acc: 0.2605, top5_acc: 0.5156, loss_cls: 3.4247, loss: 5.2000, grad_norm: 1.8981 2021-07-19 03:40:52,844 - mmaction - INFO - Epoch [28][980/1879] lr: 1.838e-01, eta: 1 day, 17:29:47, time: 0.873, data_time: 0.003, memory: 6921, loss_aux: 1.7987, top1_acc: 0.2602, top5_acc: 0.5020, loss_cls: 3.4651, loss: 5.2638, grad_norm: 1.8824 2021-07-19 03:41:04,103 - mmaction - INFO - Epoch [28][1000/1879] lr: 1.838e-01, eta: 1 day, 17:29:26, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7841, top1_acc: 0.2836, top5_acc: 0.5160, loss_cls: 3.4241, loss: 5.2083, grad_norm: 1.8128 2021-07-19 03:41:18,611 - mmaction - INFO - Epoch [28][1020/1879] lr: 1.838e-01, eta: 1 day, 17:29:20, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.7857, top1_acc: 0.2723, top5_acc: 0.5004, loss_cls: 3.4435, loss: 5.2293, grad_norm: 1.8267 2021-07-19 03:41:29,697 - mmaction - INFO - Epoch [28][1040/1879] lr: 1.838e-01, eta: 1 day, 17:28:59, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.7804, top1_acc: 0.2883, top5_acc: 0.5262, loss_cls: 3.3832, loss: 5.1636, grad_norm: 1.8630 2021-07-19 03:41:41,267 - mmaction - INFO - Epoch [28][1060/1879] lr: 1.838e-01, eta: 1 day, 17:28:39, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.7846, top1_acc: 0.2641, top5_acc: 0.5148, loss_cls: 3.4091, loss: 5.1937, grad_norm: 1.8956 2021-07-19 03:41:54,071 - mmaction - INFO - Epoch [28][1080/1879] lr: 1.838e-01, eta: 1 day, 17:28:25, time: 0.643, data_time: 0.006, memory: 6921, loss_aux: 1.8378, top1_acc: 0.2465, top5_acc: 0.4898, loss_cls: 3.5371, loss: 5.3749, grad_norm: 1.9158 2021-07-19 03:42:05,390 - mmaction - INFO - Epoch [28][1100/1879] lr: 1.838e-01, eta: 1 day, 17:28:05, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8084, top1_acc: 0.2699, top5_acc: 0.5172, loss_cls: 3.4588, loss: 5.2671, grad_norm: 1.8496 2021-07-19 03:42:26,843 - mmaction - INFO - Epoch [28][1120/1879] lr: 1.838e-01, eta: 1 day, 17:28:30, time: 1.073, data_time: 0.006, memory: 6921, loss_aux: 1.7808, top1_acc: 0.2680, top5_acc: 0.5141, loss_cls: 3.4115, loss: 5.1923, grad_norm: 1.8941 2021-07-19 03:42:38,476 - mmaction - INFO - Epoch [28][1140/1879] lr: 1.837e-01, eta: 1 day, 17:28:11, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.7801, top1_acc: 0.2672, top5_acc: 0.5195, loss_cls: 3.4102, loss: 5.1903, grad_norm: 1.8762 2021-07-19 03:42:53,041 - mmaction - INFO - Epoch [28][1160/1879] lr: 1.837e-01, eta: 1 day, 17:28:05, time: 0.729, data_time: 0.003, memory: 6921, loss_aux: 1.7803, top1_acc: 0.2621, top5_acc: 0.5188, loss_cls: 3.4257, loss: 5.2060, grad_norm: 1.8947 2021-07-19 03:43:05,577 - mmaction - INFO - Epoch [28][1180/1879] lr: 1.837e-01, eta: 1 day, 17:27:50, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.7973, top1_acc: 0.2703, top5_acc: 0.4980, loss_cls: 3.4724, loss: 5.2696, grad_norm: 1.8751 2021-07-19 03:43:16,786 - mmaction - INFO - Epoch [28][1200/1879] lr: 1.837e-01, eta: 1 day, 17:27:29, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.8376, top1_acc: 0.2660, top5_acc: 0.4941, loss_cls: 3.5254, loss: 5.3630, grad_norm: 1.9297 2021-07-19 03:43:28,470 - mmaction - INFO - Epoch [28][1220/1879] lr: 1.837e-01, eta: 1 day, 17:27:10, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.8063, top1_acc: 0.2699, top5_acc: 0.5141, loss_cls: 3.4506, loss: 5.2569, grad_norm: 1.9096 2021-07-19 03:43:40,077 - mmaction - INFO - Epoch [28][1240/1879] lr: 1.837e-01, eta: 1 day, 17:26:51, time: 0.587, data_time: 0.009, memory: 6921, loss_aux: 1.8111, top1_acc: 0.2645, top5_acc: 0.4996, loss_cls: 3.4648, loss: 5.2759, grad_norm: 1.8450 2021-07-19 03:43:52,135 - mmaction - INFO - Epoch [28][1260/1879] lr: 1.837e-01, eta: 1 day, 17:26:34, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.8058, top1_acc: 0.2613, top5_acc: 0.5031, loss_cls: 3.4423, loss: 5.2482, grad_norm: 1.8404 2021-07-19 03:44:11,434 - mmaction - INFO - Epoch [28][1280/1879] lr: 1.837e-01, eta: 1 day, 17:26:49, time: 0.960, data_time: 0.003, memory: 6921, loss_aux: 1.8024, top1_acc: 0.2691, top5_acc: 0.5242, loss_cls: 3.4361, loss: 5.2385, grad_norm: 1.9204 2021-07-19 03:44:22,942 - mmaction - INFO - Epoch [28][1300/1879] lr: 1.836e-01, eta: 1 day, 17:26:30, time: 0.581, data_time: 0.013, memory: 6921, loss_aux: 1.8032, top1_acc: 0.2637, top5_acc: 0.5004, loss_cls: 3.4460, loss: 5.2491, grad_norm: 1.9091 2021-07-19 03:44:34,266 - mmaction - INFO - Epoch [28][1320/1879] lr: 1.836e-01, eta: 1 day, 17:26:09, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.8060, top1_acc: 0.2504, top5_acc: 0.5059, loss_cls: 3.4971, loss: 5.3031, grad_norm: 1.9126 2021-07-19 03:44:49,811 - mmaction - INFO - Epoch [28][1340/1879] lr: 1.836e-01, eta: 1 day, 17:26:08, time: 0.776, data_time: 0.002, memory: 6921, loss_aux: 1.8197, top1_acc: 0.2590, top5_acc: 0.5090, loss_cls: 3.4577, loss: 5.2774, grad_norm: 1.8551 2021-07-19 03:45:00,984 - mmaction - INFO - Epoch [28][1360/1879] lr: 1.836e-01, eta: 1 day, 17:25:47, time: 0.559, data_time: 0.005, memory: 6921, loss_aux: 1.8002, top1_acc: 0.2578, top5_acc: 0.4988, loss_cls: 3.4932, loss: 5.2934, grad_norm: 1.8718 2021-07-19 03:45:13,643 - mmaction - INFO - Epoch [28][1380/1879] lr: 1.836e-01, eta: 1 day, 17:25:32, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.7783, top1_acc: 0.2691, top5_acc: 0.5129, loss_cls: 3.4278, loss: 5.2061, grad_norm: 1.8620 2021-07-19 03:45:25,467 - mmaction - INFO - Epoch [28][1400/1879] lr: 1.836e-01, eta: 1 day, 17:25:14, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.7899, top1_acc: 0.2676, top5_acc: 0.5109, loss_cls: 3.4399, loss: 5.2298, grad_norm: 1.8645 2021-07-19 03:45:56,402 - mmaction - INFO - Epoch [28][1420/1879] lr: 1.836e-01, eta: 1 day, 17:26:20, time: 1.541, data_time: 0.001, memory: 6921, loss_aux: 1.7962, top1_acc: 0.2668, top5_acc: 0.5031, loss_cls: 3.4450, loss: 5.2411, grad_norm: 1.8925 2021-07-19 03:46:37,291 - mmaction - INFO - Epoch [28][1440/1879] lr: 1.836e-01, eta: 1 day, 17:28:10, time: 2.044, data_time: 0.010, memory: 6921, loss_aux: 1.8262, top1_acc: 0.2602, top5_acc: 0.5027, loss_cls: 3.5090, loss: 5.3352, grad_norm: 1.8539 2021-07-19 03:46:48,600 - mmaction - INFO - Epoch [28][1460/1879] lr: 1.836e-01, eta: 1 day, 17:27:49, time: 0.569, data_time: 0.014, memory: 6921, loss_aux: 1.8043, top1_acc: 0.2527, top5_acc: 0.5148, loss_cls: 3.4915, loss: 5.2958, grad_norm: 1.9060 2021-07-19 03:47:00,695 - mmaction - INFO - Epoch [28][1480/1879] lr: 1.835e-01, eta: 1 day, 17:27:33, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.7905, top1_acc: 0.2754, top5_acc: 0.5176, loss_cls: 3.4052, loss: 5.1957, grad_norm: 1.9135 2021-07-19 03:47:11,754 - mmaction - INFO - Epoch [28][1500/1879] lr: 1.835e-01, eta: 1 day, 17:27:11, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.7884, top1_acc: 0.2762, top5_acc: 0.5137, loss_cls: 3.3955, loss: 5.1839, grad_norm: 1.8927 2021-07-19 03:47:23,017 - mmaction - INFO - Epoch [28][1520/1879] lr: 1.835e-01, eta: 1 day, 17:26:50, time: 0.562, data_time: 0.001, memory: 6921, loss_aux: 1.7798, top1_acc: 0.2609, top5_acc: 0.5121, loss_cls: 3.4152, loss: 5.1950, grad_norm: 1.9111 2021-07-19 03:47:34,230 - mmaction - INFO - Epoch [28][1540/1879] lr: 1.835e-01, eta: 1 day, 17:26:30, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.8108, top1_acc: 0.2629, top5_acc: 0.5117, loss_cls: 3.4868, loss: 5.2975, grad_norm: 1.9194 2021-07-19 03:47:45,728 - mmaction - INFO - Epoch [28][1560/1879] lr: 1.835e-01, eta: 1 day, 17:26:10, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.8094, top1_acc: 0.2609, top5_acc: 0.5082, loss_cls: 3.4515, loss: 5.2610, grad_norm: 1.8575 2021-07-19 03:47:56,817 - mmaction - INFO - Epoch [28][1580/1879] lr: 1.835e-01, eta: 1 day, 17:25:49, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.8002, top1_acc: 0.2746, top5_acc: 0.5117, loss_cls: 3.4704, loss: 5.2706, grad_norm: 1.8734 2021-07-19 03:48:08,326 - mmaction - INFO - Epoch [28][1600/1879] lr: 1.835e-01, eta: 1 day, 17:25:29, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.8218, top1_acc: 0.2668, top5_acc: 0.4969, loss_cls: 3.4876, loss: 5.3093, grad_norm: 1.8914 2021-07-19 03:48:19,931 - mmaction - INFO - Epoch [28][1620/1879] lr: 1.835e-01, eta: 1 day, 17:25:10, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.8103, top1_acc: 0.2562, top5_acc: 0.5043, loss_cls: 3.4862, loss: 5.2965, grad_norm: 1.8826 2021-07-19 03:48:31,812 - mmaction - INFO - Epoch [28][1640/1879] lr: 1.834e-01, eta: 1 day, 17:24:52, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.7920, top1_acc: 0.2621, top5_acc: 0.5090, loss_cls: 3.4309, loss: 5.2229, grad_norm: 1.9298 2021-07-19 03:48:47,780 - mmaction - INFO - Epoch [28][1660/1879] lr: 1.834e-01, eta: 1 day, 17:24:52, time: 0.798, data_time: 0.002, memory: 6921, loss_aux: 1.8049, top1_acc: 0.2680, top5_acc: 0.5145, loss_cls: 3.4468, loss: 5.2518, grad_norm: 1.9220 2021-07-19 03:48:59,086 - mmaction - INFO - Epoch [28][1680/1879] lr: 1.834e-01, eta: 1 day, 17:24:32, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.7871, top1_acc: 0.2590, top5_acc: 0.5074, loss_cls: 3.4288, loss: 5.2160, grad_norm: 1.8661 2021-07-19 03:49:10,443 - mmaction - INFO - Epoch [28][1700/1879] lr: 1.834e-01, eta: 1 day, 17:24:12, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.7849, top1_acc: 0.2723, top5_acc: 0.5059, loss_cls: 3.4448, loss: 5.2298, grad_norm: 1.8749 2021-07-19 03:49:26,284 - mmaction - INFO - Epoch [28][1720/1879] lr: 1.834e-01, eta: 1 day, 17:24:11, time: 0.790, data_time: 0.019, memory: 6921, loss_aux: 1.8202, top1_acc: 0.2523, top5_acc: 0.4973, loss_cls: 3.5230, loss: 5.3432, grad_norm: 1.9128 2021-07-19 03:49:37,963 - mmaction - INFO - Epoch [28][1740/1879] lr: 1.834e-01, eta: 1 day, 17:23:52, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.7891, top1_acc: 0.2680, top5_acc: 0.5125, loss_cls: 3.4344, loss: 5.2235, grad_norm: 1.8641 2021-07-19 03:49:52,969 - mmaction - INFO - Epoch [28][1760/1879] lr: 1.834e-01, eta: 1 day, 17:23:48, time: 0.746, data_time: 0.002, memory: 6921, loss_aux: 1.8041, top1_acc: 0.2676, top5_acc: 0.5102, loss_cls: 3.4280, loss: 5.2321, grad_norm: 1.8815 2021-07-19 03:50:05,371 - mmaction - INFO - Epoch [28][1780/1879] lr: 1.834e-01, eta: 1 day, 17:23:33, time: 0.625, data_time: 0.007, memory: 6921, loss_aux: 1.8223, top1_acc: 0.2566, top5_acc: 0.4848, loss_cls: 3.5134, loss: 5.3357, grad_norm: 1.8744 2021-07-19 03:50:17,328 - mmaction - INFO - Epoch [28][1800/1879] lr: 1.833e-01, eta: 1 day, 17:23:15, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7645, top1_acc: 0.2758, top5_acc: 0.5211, loss_cls: 3.4008, loss: 5.1653, grad_norm: 1.8770 2021-07-19 03:50:28,961 - mmaction - INFO - Epoch [28][1820/1879] lr: 1.833e-01, eta: 1 day, 17:22:56, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7709, top1_acc: 0.2719, top5_acc: 0.5047, loss_cls: 3.3931, loss: 5.1640, grad_norm: 1.8589 2021-07-19 03:50:42,090 - mmaction - INFO - Epoch [28][1840/1879] lr: 1.833e-01, eta: 1 day, 17:22:43, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.8193, top1_acc: 0.2664, top5_acc: 0.5039, loss_cls: 3.4772, loss: 5.2964, grad_norm: 1.9321 2021-07-19 03:50:54,196 - mmaction - INFO - Epoch [28][1860/1879] lr: 1.833e-01, eta: 1 day, 17:22:27, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.8013, top1_acc: 0.2703, top5_acc: 0.5031, loss_cls: 3.4504, loss: 5.2517, grad_norm: 1.8953 2021-07-19 03:51:09,449 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-07-19 03:51:34,918 - mmaction - INFO - Epoch [29][20/1879] lr: 1.833e-01, eta: 1 day, 17:21:45, time: 1.077, data_time: 0.235, memory: 6921, loss_aux: 1.7675, top1_acc: 0.2699, top5_acc: 0.5133, loss_cls: 3.3811, loss: 5.1487, grad_norm: 1.8953 2021-07-19 03:51:50,092 - mmaction - INFO - Epoch [29][40/1879] lr: 1.833e-01, eta: 1 day, 17:21:42, time: 0.761, data_time: 0.006, memory: 6921, loss_aux: 1.7264, top1_acc: 0.2785, top5_acc: 0.5441, loss_cls: 3.2838, loss: 5.0102, grad_norm: 1.8901 2021-07-19 03:52:02,452 - mmaction - INFO - Epoch [29][60/1879] lr: 1.833e-01, eta: 1 day, 17:21:26, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.7763, top1_acc: 0.2672, top5_acc: 0.5074, loss_cls: 3.4192, loss: 5.1955, grad_norm: 1.8810 2021-07-19 03:52:14,231 - mmaction - INFO - Epoch [29][80/1879] lr: 1.832e-01, eta: 1 day, 17:21:08, time: 0.590, data_time: 0.008, memory: 6921, loss_aux: 1.7735, top1_acc: 0.2707, top5_acc: 0.5082, loss_cls: 3.4117, loss: 5.1852, grad_norm: 1.8322 2021-07-19 03:52:25,733 - mmaction - INFO - Epoch [29][100/1879] lr: 1.832e-01, eta: 1 day, 17:20:48, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.7496, top1_acc: 0.2793, top5_acc: 0.5367, loss_cls: 3.3340, loss: 5.0835, grad_norm: 1.9138 2021-07-19 03:52:37,198 - mmaction - INFO - Epoch [29][120/1879] lr: 1.832e-01, eta: 1 day, 17:20:28, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7731, top1_acc: 0.2730, top5_acc: 0.5207, loss_cls: 3.3873, loss: 5.1604, grad_norm: 1.8604 2021-07-19 03:52:50,038 - mmaction - INFO - Epoch [29][140/1879] lr: 1.832e-01, eta: 1 day, 17:20:15, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.8080, top1_acc: 0.2684, top5_acc: 0.4996, loss_cls: 3.4614, loss: 5.2694, grad_norm: 1.9063 2021-07-19 03:53:03,928 - mmaction - INFO - Epoch [29][160/1879] lr: 1.832e-01, eta: 1 day, 17:20:05, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.7626, top1_acc: 0.2750, top5_acc: 0.5113, loss_cls: 3.3801, loss: 5.1427, grad_norm: 1.9095 2021-07-19 03:53:17,664 - mmaction - INFO - Epoch [29][180/1879] lr: 1.832e-01, eta: 1 day, 17:19:56, time: 0.690, data_time: 0.008, memory: 6921, loss_aux: 1.7869, top1_acc: 0.2605, top5_acc: 0.5023, loss_cls: 3.4537, loss: 5.2407, grad_norm: 1.9433 2021-07-19 03:53:31,363 - mmaction - INFO - Epoch [29][200/1879] lr: 1.832e-01, eta: 1 day, 17:19:46, time: 0.683, data_time: 0.014, memory: 6921, loss_aux: 1.8164, top1_acc: 0.2551, top5_acc: 0.5012, loss_cls: 3.5041, loss: 5.3205, grad_norm: 1.8819 2021-07-19 03:53:42,573 - mmaction - INFO - Epoch [29][220/1879] lr: 1.832e-01, eta: 1 day, 17:19:25, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.7763, top1_acc: 0.2652, top5_acc: 0.5090, loss_cls: 3.4027, loss: 5.1791, grad_norm: 1.8986 2021-07-19 03:53:55,697 - mmaction - INFO - Epoch [29][240/1879] lr: 1.831e-01, eta: 1 day, 17:19:13, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.7775, top1_acc: 0.2766, top5_acc: 0.5148, loss_cls: 3.4088, loss: 5.1863, grad_norm: 1.9171 2021-07-19 03:54:10,642 - mmaction - INFO - Epoch [29][260/1879] lr: 1.831e-01, eta: 1 day, 17:19:08, time: 0.747, data_time: 0.003, memory: 6921, loss_aux: 1.8059, top1_acc: 0.2523, top5_acc: 0.5023, loss_cls: 3.4768, loss: 5.2826, grad_norm: 1.9382 2021-07-19 03:54:22,138 - mmaction - INFO - Epoch [29][280/1879] lr: 1.831e-01, eta: 1 day, 17:18:49, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.8208, top1_acc: 0.2535, top5_acc: 0.5031, loss_cls: 3.4489, loss: 5.2697, grad_norm: 1.8829 2021-07-19 03:54:36,152 - mmaction - INFO - Epoch [29][300/1879] lr: 1.831e-01, eta: 1 day, 17:18:40, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.8042, top1_acc: 0.2512, top5_acc: 0.5176, loss_cls: 3.4779, loss: 5.2821, grad_norm: 1.8659 2021-07-19 03:54:49,201 - mmaction - INFO - Epoch [29][320/1879] lr: 1.831e-01, eta: 1 day, 17:18:27, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.7958, top1_acc: 0.2766, top5_acc: 0.5137, loss_cls: 3.4247, loss: 5.2204, grad_norm: 1.8751 2021-07-19 03:55:04,615 - mmaction - INFO - Epoch [29][340/1879] lr: 1.831e-01, eta: 1 day, 17:18:23, time: 0.743, data_time: 0.004, memory: 6921, loss_aux: 1.8012, top1_acc: 0.2629, top5_acc: 0.5129, loss_cls: 3.4289, loss: 5.2301, grad_norm: 1.9274 2021-07-19 03:55:16,750 - mmaction - INFO - Epoch [29][360/1879] lr: 1.831e-01, eta: 1 day, 17:18:08, time: 0.632, data_time: 0.030, memory: 6921, loss_aux: 1.8085, top1_acc: 0.2574, top5_acc: 0.5039, loss_cls: 3.4635, loss: 5.2720, grad_norm: 1.9257 2021-07-19 03:55:29,287 - mmaction - INFO - Epoch [29][380/1879] lr: 1.831e-01, eta: 1 day, 17:17:53, time: 0.630, data_time: 0.006, memory: 6921, loss_aux: 1.7922, top1_acc: 0.2773, top5_acc: 0.5062, loss_cls: 3.4635, loss: 5.2558, grad_norm: 1.8668 2021-07-19 03:55:41,995 - mmaction - INFO - Epoch [29][400/1879] lr: 1.830e-01, eta: 1 day, 17:17:39, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.7937, top1_acc: 0.2582, top5_acc: 0.5160, loss_cls: 3.4454, loss: 5.2391, grad_norm: 1.8569 2021-07-19 03:55:54,526 - mmaction - INFO - Epoch [29][420/1879] lr: 1.830e-01, eta: 1 day, 17:17:24, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.7505, top1_acc: 0.2781, top5_acc: 0.5391, loss_cls: 3.3679, loss: 5.1184, grad_norm: 1.8735 2021-07-19 03:56:06,295 - mmaction - INFO - Epoch [29][440/1879] lr: 1.830e-01, eta: 1 day, 17:17:06, time: 0.588, data_time: 0.009, memory: 6921, loss_aux: 1.8046, top1_acc: 0.2602, top5_acc: 0.5051, loss_cls: 3.4778, loss: 5.2824, grad_norm: 1.8941 2021-07-19 03:56:19,153 - mmaction - INFO - Epoch [29][460/1879] lr: 1.830e-01, eta: 1 day, 17:16:52, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.8216, top1_acc: 0.2562, top5_acc: 0.5055, loss_cls: 3.5051, loss: 5.3267, grad_norm: 1.8959 2021-07-19 03:56:30,486 - mmaction - INFO - Epoch [29][480/1879] lr: 1.830e-01, eta: 1 day, 17:16:31, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.8317, top1_acc: 0.2609, top5_acc: 0.4930, loss_cls: 3.4986, loss: 5.3302, grad_norm: 1.8610 2021-07-19 03:56:42,381 - mmaction - INFO - Epoch [29][500/1879] lr: 1.830e-01, eta: 1 day, 17:16:14, time: 0.600, data_time: 0.013, memory: 6921, loss_aux: 1.7768, top1_acc: 0.2762, top5_acc: 0.5195, loss_cls: 3.4010, loss: 5.1778, grad_norm: 1.8830 2021-07-19 03:56:54,625 - mmaction - INFO - Epoch [29][520/1879] lr: 1.830e-01, eta: 1 day, 17:15:58, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.8226, top1_acc: 0.2734, top5_acc: 0.5164, loss_cls: 3.4735, loss: 5.2961, grad_norm: 1.8892 2021-07-19 03:57:08,419 - mmaction - INFO - Epoch [29][540/1879] lr: 1.830e-01, eta: 1 day, 17:15:49, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.7834, top1_acc: 0.2598, top5_acc: 0.5078, loss_cls: 3.4492, loss: 5.2326, grad_norm: 1.8541 2021-07-19 03:57:22,055 - mmaction - INFO - Epoch [29][560/1879] lr: 1.829e-01, eta: 1 day, 17:15:38, time: 0.683, data_time: 0.011, memory: 6921, loss_aux: 1.8199, top1_acc: 0.2559, top5_acc: 0.4977, loss_cls: 3.5052, loss: 5.3251, grad_norm: 1.9079 2021-07-19 03:57:35,186 - mmaction - INFO - Epoch [29][580/1879] lr: 1.829e-01, eta: 1 day, 17:15:26, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.8280, top1_acc: 0.2527, top5_acc: 0.4957, loss_cls: 3.5069, loss: 5.3349, grad_norm: 1.8557 2021-07-19 03:57:46,924 - mmaction - INFO - Epoch [29][600/1879] lr: 1.829e-01, eta: 1 day, 17:15:08, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.8307, top1_acc: 0.2539, top5_acc: 0.5062, loss_cls: 3.5079, loss: 5.3387, grad_norm: 1.8904 2021-07-19 03:58:00,835 - mmaction - INFO - Epoch [29][620/1879] lr: 1.829e-01, eta: 1 day, 17:14:58, time: 0.692, data_time: 0.001, memory: 6921, loss_aux: 1.7733, top1_acc: 0.2734, top5_acc: 0.5305, loss_cls: 3.3907, loss: 5.1641, grad_norm: 1.8742 2021-07-19 03:58:13,556 - mmaction - INFO - Epoch [29][640/1879] lr: 1.829e-01, eta: 1 day, 17:14:44, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.8392, top1_acc: 0.2539, top5_acc: 0.5020, loss_cls: 3.4851, loss: 5.3244, grad_norm: 1.9295 2021-07-19 03:58:25,272 - mmaction - INFO - Epoch [29][660/1879] lr: 1.829e-01, eta: 1 day, 17:14:26, time: 0.596, data_time: 0.012, memory: 6921, loss_aux: 1.7940, top1_acc: 0.2617, top5_acc: 0.5188, loss_cls: 3.4443, loss: 5.2383, grad_norm: 1.9266 2021-07-19 03:58:42,394 - mmaction - INFO - Epoch [29][680/1879] lr: 1.829e-01, eta: 1 day, 17:14:30, time: 0.850, data_time: 0.009, memory: 6921, loss_aux: 1.8237, top1_acc: 0.2535, top5_acc: 0.5027, loss_cls: 3.5040, loss: 5.3277, grad_norm: 1.9456 2021-07-19 03:58:54,000 - mmaction - INFO - Epoch [29][700/1879] lr: 1.829e-01, eta: 1 day, 17:14:12, time: 0.585, data_time: 0.010, memory: 6921, loss_aux: 1.7995, top1_acc: 0.2652, top5_acc: 0.5141, loss_cls: 3.4232, loss: 5.2227, grad_norm: 1.9036 2021-07-19 03:59:07,390 - mmaction - INFO - Epoch [29][720/1879] lr: 1.828e-01, eta: 1 day, 17:14:00, time: 0.668, data_time: 0.004, memory: 6921, loss_aux: 1.7835, top1_acc: 0.2832, top5_acc: 0.5277, loss_cls: 3.4006, loss: 5.1841, grad_norm: 1.8544 2021-07-19 03:59:30,556 - mmaction - INFO - Epoch [29][740/1879] lr: 1.828e-01, eta: 1 day, 17:14:31, time: 1.161, data_time: 0.006, memory: 6921, loss_aux: 1.7980, top1_acc: 0.2719, top5_acc: 0.5238, loss_cls: 3.4143, loss: 5.2124, grad_norm: 1.8980 2021-07-19 03:59:46,181 - mmaction - INFO - Epoch [29][760/1879] lr: 1.828e-01, eta: 1 day, 17:14:29, time: 0.781, data_time: 0.004, memory: 6921, loss_aux: 1.7877, top1_acc: 0.2570, top5_acc: 0.5082, loss_cls: 3.4561, loss: 5.2439, grad_norm: 1.9373 2021-07-19 04:00:05,599 - mmaction - INFO - Epoch [29][780/1879] lr: 1.828e-01, eta: 1 day, 17:14:44, time: 0.968, data_time: 0.003, memory: 6921, loss_aux: 1.7643, top1_acc: 0.2848, top5_acc: 0.5172, loss_cls: 3.3901, loss: 5.1545, grad_norm: 1.8540 2021-07-19 04:00:18,476 - mmaction - INFO - Epoch [29][800/1879] lr: 1.828e-01, eta: 1 day, 17:14:30, time: 0.646, data_time: 0.005, memory: 6921, loss_aux: 1.7748, top1_acc: 0.2648, top5_acc: 0.5145, loss_cls: 3.4002, loss: 5.1751, grad_norm: 1.8773 2021-07-19 04:00:30,119 - mmaction - INFO - Epoch [29][820/1879] lr: 1.828e-01, eta: 1 day, 17:14:11, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.8104, top1_acc: 0.2687, top5_acc: 0.4980, loss_cls: 3.4787, loss: 5.2891, grad_norm: 1.8988 2021-07-19 04:00:42,737 - mmaction - INFO - Epoch [29][840/1879] lr: 1.828e-01, eta: 1 day, 17:13:57, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.8004, top1_acc: 0.2797, top5_acc: 0.5145, loss_cls: 3.4249, loss: 5.2254, grad_norm: 1.8871 2021-07-19 04:00:54,387 - mmaction - INFO - Epoch [29][860/1879] lr: 1.828e-01, eta: 1 day, 17:13:38, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7792, top1_acc: 0.2711, top5_acc: 0.5125, loss_cls: 3.3890, loss: 5.1682, grad_norm: 1.8840 2021-07-19 04:01:06,309 - mmaction - INFO - Epoch [29][880/1879] lr: 1.827e-01, eta: 1 day, 17:13:21, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.7450, top1_acc: 0.2809, top5_acc: 0.5289, loss_cls: 3.3431, loss: 5.0880, grad_norm: 1.8626 2021-07-19 04:01:18,934 - mmaction - INFO - Epoch [29][900/1879] lr: 1.827e-01, eta: 1 day, 17:13:06, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.8006, top1_acc: 0.2746, top5_acc: 0.5145, loss_cls: 3.4553, loss: 5.2558, grad_norm: 1.9008 2021-07-19 04:01:34,866 - mmaction - INFO - Epoch [29][920/1879] lr: 1.827e-01, eta: 1 day, 17:12:59, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.7925, top1_acc: 0.2703, top5_acc: 0.5176, loss_cls: 3.4504, loss: 5.2428, grad_norm: 1.8889 2021-07-19 04:01:49,731 - mmaction - INFO - Epoch [29][940/1879] lr: 1.827e-01, eta: 1 day, 17:13:00, time: 0.819, data_time: 0.084, memory: 6921, loss_aux: 1.8022, top1_acc: 0.2664, top5_acc: 0.5129, loss_cls: 3.4228, loss: 5.2250, grad_norm: 1.8518 2021-07-19 04:02:02,348 - mmaction - INFO - Epoch [29][960/1879] lr: 1.827e-01, eta: 1 day, 17:12:46, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.7782, top1_acc: 0.2680, top5_acc: 0.5176, loss_cls: 3.3773, loss: 5.1555, grad_norm: 1.9076 2021-07-19 04:02:15,095 - mmaction - INFO - Epoch [29][980/1879] lr: 1.827e-01, eta: 1 day, 17:12:32, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.8127, top1_acc: 0.2656, top5_acc: 0.4910, loss_cls: 3.4767, loss: 5.2893, grad_norm: 1.8824 2021-07-19 04:02:29,111 - mmaction - INFO - Epoch [29][1000/1879] lr: 1.827e-01, eta: 1 day, 17:12:21, time: 0.675, data_time: 0.005, memory: 6921, loss_aux: 1.8129, top1_acc: 0.2449, top5_acc: 0.5055, loss_cls: 3.4700, loss: 5.2829, grad_norm: 1.9181 2021-07-19 04:02:42,143 - mmaction - INFO - Epoch [29][1020/1879] lr: 1.827e-01, eta: 1 day, 17:12:06, time: 0.630, data_time: 0.030, memory: 6921, loss_aux: 1.8013, top1_acc: 0.2547, top5_acc: 0.5133, loss_cls: 3.4450, loss: 5.2463, grad_norm: 1.8865 2021-07-19 04:02:58,667 - mmaction - INFO - Epoch [29][1040/1879] lr: 1.826e-01, eta: 1 day, 17:12:12, time: 0.873, data_time: 0.052, memory: 6921, loss_aux: 1.8088, top1_acc: 0.2691, top5_acc: 0.5172, loss_cls: 3.4327, loss: 5.2415, grad_norm: 1.8452 2021-07-19 04:03:10,028 - mmaction - INFO - Epoch [29][1060/1879] lr: 1.826e-01, eta: 1 day, 17:11:52, time: 0.570, data_time: 0.007, memory: 6921, loss_aux: 1.7853, top1_acc: 0.2699, top5_acc: 0.5129, loss_cls: 3.4341, loss: 5.2194, grad_norm: 1.8704 2021-07-19 04:03:24,731 - mmaction - INFO - Epoch [29][1080/1879] lr: 1.826e-01, eta: 1 day, 17:11:46, time: 0.730, data_time: 0.002, memory: 6921, loss_aux: 1.7713, top1_acc: 0.2824, top5_acc: 0.5195, loss_cls: 3.4045, loss: 5.1758, grad_norm: 1.9032 2021-07-19 04:03:42,042 - mmaction - INFO - Epoch [29][1100/1879] lr: 1.826e-01, eta: 1 day, 17:11:52, time: 0.870, data_time: 0.010, memory: 6921, loss_aux: 1.8076, top1_acc: 0.2695, top5_acc: 0.5039, loss_cls: 3.4579, loss: 5.2655, grad_norm: 1.8773 2021-07-19 04:03:55,116 - mmaction - INFO - Epoch [29][1120/1879] lr: 1.826e-01, eta: 1 day, 17:11:39, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.7896, top1_acc: 0.2703, top5_acc: 0.5094, loss_cls: 3.4276, loss: 5.2173, grad_norm: 1.8922 2021-07-19 04:04:11,633 - mmaction - INFO - Epoch [29][1140/1879] lr: 1.826e-01, eta: 1 day, 17:11:41, time: 0.824, data_time: 0.003, memory: 6921, loss_aux: 1.8025, top1_acc: 0.2687, top5_acc: 0.5070, loss_cls: 3.4566, loss: 5.2590, grad_norm: 1.8579 2021-07-19 04:04:29,209 - mmaction - INFO - Epoch [29][1160/1879] lr: 1.826e-01, eta: 1 day, 17:11:47, time: 0.879, data_time: 0.006, memory: 6921, loss_aux: 1.7718, top1_acc: 0.2637, top5_acc: 0.5160, loss_cls: 3.4090, loss: 5.1808, grad_norm: 1.9401 2021-07-19 04:04:42,446 - mmaction - INFO - Epoch [29][1180/1879] lr: 1.826e-01, eta: 1 day, 17:11:35, time: 0.663, data_time: 0.005, memory: 6921, loss_aux: 1.7872, top1_acc: 0.2742, top5_acc: 0.5105, loss_cls: 3.4424, loss: 5.2297, grad_norm: 1.8548 2021-07-19 04:05:01,084 - mmaction - INFO - Epoch [29][1200/1879] lr: 1.825e-01, eta: 1 day, 17:11:46, time: 0.926, data_time: 0.007, memory: 6921, loss_aux: 1.7712, top1_acc: 0.2762, top5_acc: 0.5145, loss_cls: 3.4394, loss: 5.2105, grad_norm: 1.9051 2021-07-19 04:05:16,418 - mmaction - INFO - Epoch [29][1220/1879] lr: 1.825e-01, eta: 1 day, 17:11:42, time: 0.765, data_time: 0.015, memory: 6921, loss_aux: 1.7881, top1_acc: 0.2844, top5_acc: 0.5141, loss_cls: 3.3706, loss: 5.1587, grad_norm: 1.8699 2021-07-19 04:05:28,646 - mmaction - INFO - Epoch [29][1240/1879] lr: 1.825e-01, eta: 1 day, 17:11:27, time: 0.620, data_time: 0.012, memory: 6921, loss_aux: 1.7991, top1_acc: 0.2750, top5_acc: 0.4980, loss_cls: 3.4108, loss: 5.2099, grad_norm: 1.9313 2021-07-19 04:05:52,047 - mmaction - INFO - Epoch [29][1260/1879] lr: 1.825e-01, eta: 1 day, 17:11:57, time: 1.164, data_time: 0.001, memory: 6921, loss_aux: 1.8011, top1_acc: 0.2703, top5_acc: 0.5086, loss_cls: 3.4239, loss: 5.2251, grad_norm: 1.9137 2021-07-19 04:06:04,607 - mmaction - INFO - Epoch [29][1280/1879] lr: 1.825e-01, eta: 1 day, 17:11:43, time: 0.633, data_time: 0.008, memory: 6921, loss_aux: 1.7788, top1_acc: 0.2746, top5_acc: 0.5125, loss_cls: 3.4098, loss: 5.1886, grad_norm: 1.9025 2021-07-19 04:06:17,945 - mmaction - INFO - Epoch [29][1300/1879] lr: 1.825e-01, eta: 1 day, 17:11:31, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.7900, top1_acc: 0.2695, top5_acc: 0.5121, loss_cls: 3.4293, loss: 5.2193, grad_norm: 1.9082 2021-07-19 04:06:29,681 - mmaction - INFO - Epoch [29][1320/1879] lr: 1.825e-01, eta: 1 day, 17:11:13, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.8250, top1_acc: 0.2594, top5_acc: 0.5012, loss_cls: 3.5058, loss: 5.3308, grad_norm: 1.9204 2021-07-19 04:06:44,201 - mmaction - INFO - Epoch [29][1340/1879] lr: 1.825e-01, eta: 1 day, 17:11:06, time: 0.722, data_time: 0.014, memory: 6921, loss_aux: 1.8131, top1_acc: 0.2730, top5_acc: 0.5125, loss_cls: 3.4644, loss: 5.2775, grad_norm: 1.8929 2021-07-19 04:06:57,605 - mmaction - INFO - Epoch [29][1360/1879] lr: 1.824e-01, eta: 1 day, 17:10:54, time: 0.664, data_time: 0.008, memory: 6921, loss_aux: 1.8067, top1_acc: 0.2707, top5_acc: 0.5156, loss_cls: 3.4564, loss: 5.2631, grad_norm: 1.8887 2021-07-19 04:07:11,203 - mmaction - INFO - Epoch [29][1380/1879] lr: 1.824e-01, eta: 1 day, 17:10:44, time: 0.688, data_time: 0.017, memory: 6921, loss_aux: 1.7725, top1_acc: 0.2742, top5_acc: 0.5277, loss_cls: 3.3708, loss: 5.1433, grad_norm: 1.8577 2021-07-19 04:07:24,261 - mmaction - INFO - Epoch [29][1400/1879] lr: 1.824e-01, eta: 1 day, 17:10:31, time: 0.656, data_time: 0.011, memory: 6921, loss_aux: 1.8164, top1_acc: 0.2570, top5_acc: 0.5051, loss_cls: 3.4880, loss: 5.3044, grad_norm: 1.8929 2021-07-19 04:07:35,758 - mmaction - INFO - Epoch [29][1420/1879] lr: 1.824e-01, eta: 1 day, 17:10:12, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.7921, top1_acc: 0.2711, top5_acc: 0.5066, loss_cls: 3.4536, loss: 5.2457, grad_norm: 1.8537 2021-07-19 04:07:49,710 - mmaction - INFO - Epoch [29][1440/1879] lr: 1.824e-01, eta: 1 day, 17:10:03, time: 0.698, data_time: 0.002, memory: 6921, loss_aux: 1.7912, top1_acc: 0.2594, top5_acc: 0.5215, loss_cls: 3.4393, loss: 5.2305, grad_norm: 1.8644 2021-07-19 04:08:01,055 - mmaction - INFO - Epoch [29][1460/1879] lr: 1.824e-01, eta: 1 day, 17:09:43, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.8010, top1_acc: 0.2719, top5_acc: 0.5027, loss_cls: 3.4644, loss: 5.2654, grad_norm: 1.8915 2021-07-19 04:08:12,910 - mmaction - INFO - Epoch [29][1480/1879] lr: 1.824e-01, eta: 1 day, 17:09:25, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.7829, top1_acc: 0.2664, top5_acc: 0.5246, loss_cls: 3.4022, loss: 5.1851, grad_norm: 1.9005 2021-07-19 04:08:25,114 - mmaction - INFO - Epoch [29][1500/1879] lr: 1.824e-01, eta: 1 day, 17:09:09, time: 0.609, data_time: 0.001, memory: 6921, loss_aux: 1.7865, top1_acc: 0.2758, top5_acc: 0.5203, loss_cls: 3.3596, loss: 5.1462, grad_norm: 1.8969 2021-07-19 04:08:39,969 - mmaction - INFO - Epoch [29][1520/1879] lr: 1.823e-01, eta: 1 day, 17:09:03, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 1.7703, top1_acc: 0.2859, top5_acc: 0.5336, loss_cls: 3.3827, loss: 5.1531, grad_norm: 1.8985 2021-07-19 04:08:57,341 - mmaction - INFO - Epoch [29][1540/1879] lr: 1.823e-01, eta: 1 day, 17:09:09, time: 0.867, data_time: 0.005, memory: 6921, loss_aux: 1.7868, top1_acc: 0.2703, top5_acc: 0.5102, loss_cls: 3.4658, loss: 5.2527, grad_norm: 1.9084 2021-07-19 04:09:09,565 - mmaction - INFO - Epoch [29][1560/1879] lr: 1.823e-01, eta: 1 day, 17:08:52, time: 0.613, data_time: 0.006, memory: 6921, loss_aux: 1.7524, top1_acc: 0.2695, top5_acc: 0.5289, loss_cls: 3.3549, loss: 5.1073, grad_norm: 1.8880 2021-07-19 04:09:26,431 - mmaction - INFO - Epoch [29][1580/1879] lr: 1.823e-01, eta: 1 day, 17:08:50, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.8142, top1_acc: 0.2660, top5_acc: 0.5035, loss_cls: 3.4688, loss: 5.2830, grad_norm: 1.9107 2021-07-19 04:09:41,699 - mmaction - INFO - Epoch [29][1600/1879] lr: 1.823e-01, eta: 1 day, 17:08:52, time: 0.824, data_time: 0.066, memory: 6921, loss_aux: 1.7824, top1_acc: 0.2738, top5_acc: 0.5156, loss_cls: 3.4554, loss: 5.2378, grad_norm: 1.9100 2021-07-19 04:09:53,623 - mmaction - INFO - Epoch [29][1620/1879] lr: 1.823e-01, eta: 1 day, 17:08:34, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.7997, top1_acc: 0.2645, top5_acc: 0.5094, loss_cls: 3.4741, loss: 5.2738, grad_norm: 1.8609 2021-07-19 04:10:06,626 - mmaction - INFO - Epoch [29][1640/1879] lr: 1.823e-01, eta: 1 day, 17:08:21, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.8544, top1_acc: 0.2480, top5_acc: 0.4926, loss_cls: 3.5485, loss: 5.4030, grad_norm: 1.8995 2021-07-19 04:10:18,602 - mmaction - INFO - Epoch [29][1660/1879] lr: 1.823e-01, eta: 1 day, 17:08:04, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.7704, top1_acc: 0.2852, top5_acc: 0.5238, loss_cls: 3.3734, loss: 5.1439, grad_norm: 1.8823 2021-07-19 04:10:31,812 - mmaction - INFO - Epoch [29][1680/1879] lr: 1.822e-01, eta: 1 day, 17:07:52, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.8119, top1_acc: 0.2527, top5_acc: 0.5051, loss_cls: 3.4793, loss: 5.2912, grad_norm: 1.8736 2021-07-19 04:10:44,565 - mmaction - INFO - Epoch [29][1700/1879] lr: 1.822e-01, eta: 1 day, 17:07:37, time: 0.637, data_time: 0.006, memory: 6921, loss_aux: 1.7921, top1_acc: 0.2754, top5_acc: 0.5145, loss_cls: 3.4210, loss: 5.2131, grad_norm: 1.8429 2021-07-19 04:10:56,397 - mmaction - INFO - Epoch [29][1720/1879] lr: 1.822e-01, eta: 1 day, 17:07:20, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.7865, top1_acc: 0.2562, top5_acc: 0.5082, loss_cls: 3.4141, loss: 5.2005, grad_norm: 1.9152 2021-07-19 04:11:11,174 - mmaction - INFO - Epoch [29][1740/1879] lr: 1.822e-01, eta: 1 day, 17:07:14, time: 0.739, data_time: 0.006, memory: 6921, loss_aux: 1.7830, top1_acc: 0.2762, top5_acc: 0.5277, loss_cls: 3.3989, loss: 5.1819, grad_norm: 1.8705 2021-07-19 04:11:22,269 - mmaction - INFO - Epoch [29][1760/1879] lr: 1.822e-01, eta: 1 day, 17:06:53, time: 0.557, data_time: 0.005, memory: 6921, loss_aux: 1.7736, top1_acc: 0.2742, top5_acc: 0.5117, loss_cls: 3.4385, loss: 5.2122, grad_norm: 1.8813 2021-07-19 04:11:36,031 - mmaction - INFO - Epoch [29][1780/1879] lr: 1.822e-01, eta: 1 day, 17:06:43, time: 0.684, data_time: 0.001, memory: 6921, loss_aux: 1.7930, top1_acc: 0.2684, top5_acc: 0.4984, loss_cls: 3.4487, loss: 5.2418, grad_norm: 1.8831 2021-07-19 04:11:57,196 - mmaction - INFO - Epoch [29][1800/1879] lr: 1.822e-01, eta: 1 day, 17:07:04, time: 1.054, data_time: 0.006, memory: 6921, loss_aux: 1.8072, top1_acc: 0.2680, top5_acc: 0.5094, loss_cls: 3.4561, loss: 5.2633, grad_norm: 1.9429 2021-07-19 04:12:10,026 - mmaction - INFO - Epoch [29][1820/1879] lr: 1.822e-01, eta: 1 day, 17:06:50, time: 0.647, data_time: 0.015, memory: 6921, loss_aux: 1.7869, top1_acc: 0.2598, top5_acc: 0.5055, loss_cls: 3.4482, loss: 5.2351, grad_norm: 1.8989 2021-07-19 04:12:22,442 - mmaction - INFO - Epoch [29][1840/1879] lr: 1.821e-01, eta: 1 day, 17:06:35, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.7817, top1_acc: 0.2797, top5_acc: 0.5191, loss_cls: 3.3964, loss: 5.1780, grad_norm: 1.8879 2021-07-19 04:12:35,379 - mmaction - INFO - Epoch [29][1860/1879] lr: 1.821e-01, eta: 1 day, 17:06:21, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.7862, top1_acc: 0.2691, top5_acc: 0.5180, loss_cls: 3.4062, loss: 5.1924, grad_norm: 1.8688 2021-07-19 04:12:57,253 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-07-19 04:13:20,204 - mmaction - INFO - Epoch [30][20/1879] lr: 1.821e-01, eta: 1 day, 17:05:36, time: 1.025, data_time: 0.296, memory: 6921, loss_aux: 1.7698, top1_acc: 0.2863, top5_acc: 0.5207, loss_cls: 3.3957, loss: 5.1655, grad_norm: 1.9080 2021-07-19 04:13:31,607 - mmaction - INFO - Epoch [30][40/1879] lr: 1.821e-01, eta: 1 day, 17:05:16, time: 0.574, data_time: 0.010, memory: 6921, loss_aux: 1.7660, top1_acc: 0.2746, top5_acc: 0.5277, loss_cls: 3.3896, loss: 5.1555, grad_norm: 1.9214 2021-07-19 04:13:47,626 - mmaction - INFO - Epoch [30][60/1879] lr: 1.821e-01, eta: 1 day, 17:05:15, time: 0.798, data_time: 0.003, memory: 6921, loss_aux: 1.8274, top1_acc: 0.2562, top5_acc: 0.4965, loss_cls: 3.5141, loss: 5.3415, grad_norm: 1.9667 2021-07-19 04:13:59,984 - mmaction - INFO - Epoch [30][80/1879] lr: 1.821e-01, eta: 1 day, 17:05:00, time: 0.621, data_time: 0.009, memory: 6921, loss_aux: 1.7749, top1_acc: 0.2805, top5_acc: 0.5195, loss_cls: 3.3747, loss: 5.1495, grad_norm: 1.9030 2021-07-19 04:14:12,120 - mmaction - INFO - Epoch [30][100/1879] lr: 1.821e-01, eta: 1 day, 17:04:43, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.8020, top1_acc: 0.2691, top5_acc: 0.5160, loss_cls: 3.4174, loss: 5.2193, grad_norm: 1.8904 2021-07-19 04:14:23,355 - mmaction - INFO - Epoch [30][120/1879] lr: 1.820e-01, eta: 1 day, 17:04:23, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 1.7990, top1_acc: 0.2727, top5_acc: 0.5160, loss_cls: 3.4443, loss: 5.2433, grad_norm: 1.8874 2021-07-19 04:14:35,021 - mmaction - INFO - Epoch [30][140/1879] lr: 1.820e-01, eta: 1 day, 17:04:04, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.7508, top1_acc: 0.2883, top5_acc: 0.5266, loss_cls: 3.3514, loss: 5.1022, grad_norm: 1.8843 2021-07-19 04:14:46,437 - mmaction - INFO - Epoch [30][160/1879] lr: 1.820e-01, eta: 1 day, 17:03:45, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.7938, top1_acc: 0.2672, top5_acc: 0.5086, loss_cls: 3.4365, loss: 5.2302, grad_norm: 1.9437 2021-07-19 04:14:57,911 - mmaction - INFO - Epoch [30][180/1879] lr: 1.820e-01, eta: 1 day, 17:03:25, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7613, top1_acc: 0.2750, top5_acc: 0.5285, loss_cls: 3.3791, loss: 5.1404, grad_norm: 1.9428 2021-07-19 04:15:09,146 - mmaction - INFO - Epoch [30][200/1879] lr: 1.820e-01, eta: 1 day, 17:03:05, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.7714, top1_acc: 0.2785, top5_acc: 0.5211, loss_cls: 3.3998, loss: 5.1712, grad_norm: 1.8763 2021-07-19 04:15:21,119 - mmaction - INFO - Epoch [30][220/1879] lr: 1.820e-01, eta: 1 day, 17:02:48, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.7508, top1_acc: 0.2816, top5_acc: 0.5230, loss_cls: 3.3387, loss: 5.0895, grad_norm: 1.9337 2021-07-19 04:15:33,214 - mmaction - INFO - Epoch [30][240/1879] lr: 1.820e-01, eta: 1 day, 17:02:31, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.7836, top1_acc: 0.2816, top5_acc: 0.5230, loss_cls: 3.3674, loss: 5.1510, grad_norm: 1.9591 2021-07-19 04:15:45,095 - mmaction - INFO - Epoch [30][260/1879] lr: 1.819e-01, eta: 1 day, 17:02:13, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.7749, top1_acc: 0.2738, top5_acc: 0.5156, loss_cls: 3.4245, loss: 5.1994, grad_norm: 1.8616 2021-07-19 04:15:58,776 - mmaction - INFO - Epoch [30][280/1879] lr: 1.819e-01, eta: 1 day, 17:02:03, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.7536, top1_acc: 0.2816, top5_acc: 0.5250, loss_cls: 3.3800, loss: 5.1336, grad_norm: 1.8667 2021-07-19 04:16:14,304 - mmaction - INFO - Epoch [30][300/1879] lr: 1.819e-01, eta: 1 day, 17:02:00, time: 0.777, data_time: 0.005, memory: 6921, loss_aux: 1.7813, top1_acc: 0.2805, top5_acc: 0.5176, loss_cls: 3.4160, loss: 5.1973, grad_norm: 1.8933 2021-07-19 04:16:26,361 - mmaction - INFO - Epoch [30][320/1879] lr: 1.819e-01, eta: 1 day, 17:01:43, time: 0.605, data_time: 0.008, memory: 6921, loss_aux: 1.7355, top1_acc: 0.2906, top5_acc: 0.5426, loss_cls: 3.3074, loss: 5.0429, grad_norm: 1.8785 2021-07-19 04:16:38,538 - mmaction - INFO - Epoch [30][340/1879] lr: 1.819e-01, eta: 1 day, 17:01:27, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.7869, top1_acc: 0.2586, top5_acc: 0.5051, loss_cls: 3.4633, loss: 5.2502, grad_norm: 1.9044 2021-07-19 04:16:49,930 - mmaction - INFO - Epoch [30][360/1879] lr: 1.819e-01, eta: 1 day, 17:01:07, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7494, top1_acc: 0.2754, top5_acc: 0.5277, loss_cls: 3.3451, loss: 5.0945, grad_norm: 1.9076 2021-07-19 04:17:03,353 - mmaction - INFO - Epoch [30][380/1879] lr: 1.819e-01, eta: 1 day, 17:00:56, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.7640, top1_acc: 0.2797, top5_acc: 0.5289, loss_cls: 3.3781, loss: 5.1420, grad_norm: 1.9438 2021-07-19 04:17:14,914 - mmaction - INFO - Epoch [30][400/1879] lr: 1.819e-01, eta: 1 day, 17:00:36, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.7655, top1_acc: 0.2797, top5_acc: 0.5152, loss_cls: 3.3749, loss: 5.1404, grad_norm: 1.9031 2021-07-19 04:17:26,892 - mmaction - INFO - Epoch [30][420/1879] lr: 1.818e-01, eta: 1 day, 17:00:19, time: 0.603, data_time: 0.007, memory: 6921, loss_aux: 1.7921, top1_acc: 0.2789, top5_acc: 0.5137, loss_cls: 3.4014, loss: 5.1935, grad_norm: 1.9092 2021-07-19 04:17:47,732 - mmaction - INFO - Epoch [30][440/1879] lr: 1.818e-01, eta: 1 day, 17:00:38, time: 1.037, data_time: 0.004, memory: 6921, loss_aux: 1.7856, top1_acc: 0.2629, top5_acc: 0.5141, loss_cls: 3.4391, loss: 5.2246, grad_norm: 1.8882 2021-07-19 04:18:00,738 - mmaction - INFO - Epoch [30][460/1879] lr: 1.818e-01, eta: 1 day, 17:00:26, time: 0.655, data_time: 0.009, memory: 6921, loss_aux: 1.7964, top1_acc: 0.2641, top5_acc: 0.5039, loss_cls: 3.4625, loss: 5.2589, grad_norm: 1.8798 2021-07-19 04:18:11,939 - mmaction - INFO - Epoch [30][480/1879] lr: 1.818e-01, eta: 1 day, 17:00:05, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.8089, top1_acc: 0.2582, top5_acc: 0.5035, loss_cls: 3.4966, loss: 5.3055, grad_norm: 1.9004 2021-07-19 04:18:23,989 - mmaction - INFO - Epoch [30][500/1879] lr: 1.818e-01, eta: 1 day, 16:59:48, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.7900, top1_acc: 0.2668, top5_acc: 0.5148, loss_cls: 3.4209, loss: 5.2109, grad_norm: 1.9074 2021-07-19 04:18:35,971 - mmaction - INFO - Epoch [30][520/1879] lr: 1.818e-01, eta: 1 day, 16:59:31, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.7677, top1_acc: 0.2773, top5_acc: 0.5246, loss_cls: 3.4032, loss: 5.1709, grad_norm: 1.9270 2021-07-19 04:18:47,441 - mmaction - INFO - Epoch [30][540/1879] lr: 1.818e-01, eta: 1 day, 16:59:12, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.7572, top1_acc: 0.2785, top5_acc: 0.5297, loss_cls: 3.3671, loss: 5.1243, grad_norm: 1.9012 2021-07-19 04:19:05,258 - mmaction - INFO - Epoch [30][560/1879] lr: 1.818e-01, eta: 1 day, 16:59:18, time: 0.889, data_time: 0.002, memory: 6921, loss_aux: 1.7591, top1_acc: 0.2758, top5_acc: 0.5301, loss_cls: 3.3910, loss: 5.1502, grad_norm: 1.9390 2021-07-19 04:19:16,519 - mmaction - INFO - Epoch [30][580/1879] lr: 1.817e-01, eta: 1 day, 16:58:58, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.7978, top1_acc: 0.2699, top5_acc: 0.5148, loss_cls: 3.4152, loss: 5.2131, grad_norm: 1.9021 2021-07-19 04:19:44,913 - mmaction - INFO - Epoch [30][600/1879] lr: 1.817e-01, eta: 1 day, 16:59:48, time: 1.414, data_time: 0.006, memory: 6921, loss_aux: 1.7692, top1_acc: 0.2711, top5_acc: 0.5156, loss_cls: 3.4204, loss: 5.1896, grad_norm: 1.8779 2021-07-19 04:19:58,268 - mmaction - INFO - Epoch [30][620/1879] lr: 1.817e-01, eta: 1 day, 16:59:37, time: 0.673, data_time: 0.014, memory: 6921, loss_aux: 1.7515, top1_acc: 0.2863, top5_acc: 0.5273, loss_cls: 3.3397, loss: 5.0912, grad_norm: 1.9210 2021-07-19 04:20:10,858 - mmaction - INFO - Epoch [30][640/1879] lr: 1.817e-01, eta: 1 day, 16:59:22, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.8156, top1_acc: 0.2562, top5_acc: 0.5059, loss_cls: 3.4650, loss: 5.2806, grad_norm: 1.9354 2021-07-19 04:20:24,149 - mmaction - INFO - Epoch [30][660/1879] lr: 1.817e-01, eta: 1 day, 16:59:10, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.7817, top1_acc: 0.2672, top5_acc: 0.5180, loss_cls: 3.4190, loss: 5.2007, grad_norm: 1.8893 2021-07-19 04:20:36,325 - mmaction - INFO - Epoch [30][680/1879] lr: 1.817e-01, eta: 1 day, 16:58:54, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.7602, top1_acc: 0.2746, top5_acc: 0.5289, loss_cls: 3.3705, loss: 5.1306, grad_norm: 1.9208 2021-07-19 04:20:48,912 - mmaction - INFO - Epoch [30][700/1879] lr: 1.817e-01, eta: 1 day, 16:58:37, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.7834, top1_acc: 0.2648, top5_acc: 0.5117, loss_cls: 3.4332, loss: 5.2166, grad_norm: 1.8808 2021-07-19 04:21:04,539 - mmaction - INFO - Epoch [30][720/1879] lr: 1.817e-01, eta: 1 day, 16:58:37, time: 0.810, data_time: 0.032, memory: 6921, loss_aux: 1.7831, top1_acc: 0.2781, top5_acc: 0.5188, loss_cls: 3.3882, loss: 5.1713, grad_norm: 1.8778 2021-07-19 04:21:15,633 - mmaction - INFO - Epoch [30][740/1879] lr: 1.816e-01, eta: 1 day, 16:58:16, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.8153, top1_acc: 0.2613, top5_acc: 0.5062, loss_cls: 3.4542, loss: 5.2695, grad_norm: 1.9118 2021-07-19 04:21:27,666 - mmaction - INFO - Epoch [30][760/1879] lr: 1.816e-01, eta: 1 day, 16:57:59, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.7674, top1_acc: 0.2801, top5_acc: 0.5305, loss_cls: 3.3808, loss: 5.1483, grad_norm: 1.9070 2021-07-19 04:21:39,244 - mmaction - INFO - Epoch [30][780/1879] lr: 1.816e-01, eta: 1 day, 16:57:40, time: 0.581, data_time: 0.011, memory: 6921, loss_aux: 1.7820, top1_acc: 0.2680, top5_acc: 0.5184, loss_cls: 3.4282, loss: 5.2101, grad_norm: 1.9047 2021-07-19 04:21:57,296 - mmaction - INFO - Epoch [30][800/1879] lr: 1.816e-01, eta: 1 day, 16:57:47, time: 0.902, data_time: 0.003, memory: 6921, loss_aux: 1.7856, top1_acc: 0.2687, top5_acc: 0.5172, loss_cls: 3.4239, loss: 5.2095, grad_norm: 1.9162 2021-07-19 04:22:10,549 - mmaction - INFO - Epoch [30][820/1879] lr: 1.816e-01, eta: 1 day, 16:57:35, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.8179, top1_acc: 0.2645, top5_acc: 0.5078, loss_cls: 3.4790, loss: 5.2970, grad_norm: 1.9346 2021-07-19 04:22:28,096 - mmaction - INFO - Epoch [30][840/1879] lr: 1.816e-01, eta: 1 day, 16:57:41, time: 0.879, data_time: 0.003, memory: 6921, loss_aux: 1.8052, top1_acc: 0.2668, top5_acc: 0.5258, loss_cls: 3.4391, loss: 5.2443, grad_norm: 1.9771 2021-07-19 04:22:39,835 - mmaction - INFO - Epoch [30][860/1879] lr: 1.816e-01, eta: 1 day, 16:57:23, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7948, top1_acc: 0.2609, top5_acc: 0.5020, loss_cls: 3.4562, loss: 5.2510, grad_norm: 1.9345 2021-07-19 04:22:51,881 - mmaction - INFO - Epoch [30][880/1879] lr: 1.816e-01, eta: 1 day, 16:57:06, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.7736, top1_acc: 0.2742, top5_acc: 0.5090, loss_cls: 3.4266, loss: 5.2002, grad_norm: 1.8782 2021-07-19 04:23:05,874 - mmaction - INFO - Epoch [30][900/1879] lr: 1.815e-01, eta: 1 day, 16:56:55, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 1.7751, top1_acc: 0.2711, top5_acc: 0.5180, loss_cls: 3.3971, loss: 5.1722, grad_norm: 1.8900 2021-07-19 04:23:18,088 - mmaction - INFO - Epoch [30][920/1879] lr: 1.815e-01, eta: 1 day, 16:56:40, time: 0.631, data_time: 0.028, memory: 6921, loss_aux: 1.7762, top1_acc: 0.2660, top5_acc: 0.5148, loss_cls: 3.4108, loss: 5.1869, grad_norm: 1.8985 2021-07-19 04:23:29,754 - mmaction - INFO - Epoch [30][940/1879] lr: 1.815e-01, eta: 1 day, 16:56:22, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.8083, top1_acc: 0.2691, top5_acc: 0.5094, loss_cls: 3.4734, loss: 5.2817, grad_norm: 1.8787 2021-07-19 04:23:46,860 - mmaction - INFO - Epoch [30][960/1879] lr: 1.815e-01, eta: 1 day, 16:56:25, time: 0.854, data_time: 0.003, memory: 6921, loss_aux: 1.8046, top1_acc: 0.2582, top5_acc: 0.4984, loss_cls: 3.4870, loss: 5.2916, grad_norm: 1.8638 2021-07-19 04:23:58,588 - mmaction - INFO - Epoch [30][980/1879] lr: 1.815e-01, eta: 1 day, 16:56:07, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.7872, top1_acc: 0.2672, top5_acc: 0.5164, loss_cls: 3.4362, loss: 5.2234, grad_norm: 1.9107 2021-07-19 04:24:11,502 - mmaction - INFO - Epoch [30][1000/1879] lr: 1.815e-01, eta: 1 day, 16:55:53, time: 0.643, data_time: 0.001, memory: 6921, loss_aux: 1.8174, top1_acc: 0.2512, top5_acc: 0.4926, loss_cls: 3.5121, loss: 5.3296, grad_norm: 1.9133 2021-07-19 04:24:26,117 - mmaction - INFO - Epoch [30][1020/1879] lr: 1.815e-01, eta: 1 day, 16:55:47, time: 0.730, data_time: 0.005, memory: 6921, loss_aux: 1.8188, top1_acc: 0.2715, top5_acc: 0.5059, loss_cls: 3.4768, loss: 5.2956, grad_norm: 1.9271 2021-07-19 04:24:39,540 - mmaction - INFO - Epoch [30][1040/1879] lr: 1.814e-01, eta: 1 day, 16:55:36, time: 0.673, data_time: 0.006, memory: 6921, loss_aux: 1.7640, top1_acc: 0.2770, top5_acc: 0.5215, loss_cls: 3.3904, loss: 5.1544, grad_norm: 1.8873 2021-07-19 04:24:50,894 - mmaction - INFO - Epoch [30][1060/1879] lr: 1.814e-01, eta: 1 day, 16:55:16, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7954, top1_acc: 0.2582, top5_acc: 0.5047, loss_cls: 3.4682, loss: 5.2636, grad_norm: 1.8820 2021-07-19 04:25:02,409 - mmaction - INFO - Epoch [30][1080/1879] lr: 1.814e-01, eta: 1 day, 16:54:57, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.8096, top1_acc: 0.2605, top5_acc: 0.5004, loss_cls: 3.4445, loss: 5.2541, grad_norm: 1.9024 2021-07-19 04:25:16,074 - mmaction - INFO - Epoch [30][1100/1879] lr: 1.814e-01, eta: 1 day, 16:54:46, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.8046, top1_acc: 0.2652, top5_acc: 0.5137, loss_cls: 3.4334, loss: 5.2380, grad_norm: 1.8475 2021-07-19 04:25:27,649 - mmaction - INFO - Epoch [30][1120/1879] lr: 1.814e-01, eta: 1 day, 16:54:28, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.7508, top1_acc: 0.2867, top5_acc: 0.5312, loss_cls: 3.3211, loss: 5.0719, grad_norm: 1.8601 2021-07-19 04:25:39,846 - mmaction - INFO - Epoch [30][1140/1879] lr: 1.814e-01, eta: 1 day, 16:54:11, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.7880, top1_acc: 0.2691, top5_acc: 0.5176, loss_cls: 3.4344, loss: 5.2223, grad_norm: 1.9048 2021-07-19 04:25:51,382 - mmaction - INFO - Epoch [30][1160/1879] lr: 1.814e-01, eta: 1 day, 16:53:52, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7885, top1_acc: 0.2668, top5_acc: 0.5188, loss_cls: 3.4427, loss: 5.2312, grad_norm: 1.9077 2021-07-19 04:26:03,428 - mmaction - INFO - Epoch [30][1180/1879] lr: 1.814e-01, eta: 1 day, 16:53:35, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.7881, top1_acc: 0.2762, top5_acc: 0.5195, loss_cls: 3.3960, loss: 5.1840, grad_norm: 1.8933 2021-07-19 04:26:20,071 - mmaction - INFO - Epoch [30][1200/1879] lr: 1.813e-01, eta: 1 day, 16:53:37, time: 0.829, data_time: 0.004, memory: 6921, loss_aux: 1.7773, top1_acc: 0.2770, top5_acc: 0.5109, loss_cls: 3.4043, loss: 5.1816, grad_norm: 1.9352 2021-07-19 04:26:31,647 - mmaction - INFO - Epoch [30][1220/1879] lr: 1.813e-01, eta: 1 day, 16:53:18, time: 0.582, data_time: 0.012, memory: 6921, loss_aux: 1.8065, top1_acc: 0.2594, top5_acc: 0.5113, loss_cls: 3.4605, loss: 5.2670, grad_norm: 1.9581 2021-07-19 04:26:45,068 - mmaction - INFO - Epoch [30][1240/1879] lr: 1.813e-01, eta: 1 day, 16:53:07, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.7832, top1_acc: 0.2734, top5_acc: 0.5199, loss_cls: 3.3966, loss: 5.1798, grad_norm: 1.8961 2021-07-19 04:26:57,611 - mmaction - INFO - Epoch [30][1260/1879] lr: 1.813e-01, eta: 1 day, 16:52:52, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.7438, top1_acc: 0.2812, top5_acc: 0.5250, loss_cls: 3.3621, loss: 5.1059, grad_norm: 1.9030 2021-07-19 04:27:11,858 - mmaction - INFO - Epoch [30][1280/1879] lr: 1.813e-01, eta: 1 day, 16:52:43, time: 0.708, data_time: 0.003, memory: 6921, loss_aux: 1.8019, top1_acc: 0.2730, top5_acc: 0.5023, loss_cls: 3.4382, loss: 5.2402, grad_norm: 1.9034 2021-07-19 04:27:25,431 - mmaction - INFO - Epoch [30][1300/1879] lr: 1.813e-01, eta: 1 day, 16:52:33, time: 0.683, data_time: 0.008, memory: 6921, loss_aux: 1.7799, top1_acc: 0.2703, top5_acc: 0.5090, loss_cls: 3.4212, loss: 5.2011, grad_norm: 1.9015 2021-07-19 04:27:36,673 - mmaction - INFO - Epoch [30][1320/1879] lr: 1.813e-01, eta: 1 day, 16:52:13, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.7731, top1_acc: 0.2766, top5_acc: 0.5199, loss_cls: 3.3708, loss: 5.1439, grad_norm: 1.9398 2021-07-19 04:27:47,778 - mmaction - INFO - Epoch [30][1340/1879] lr: 1.813e-01, eta: 1 day, 16:51:52, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.8178, top1_acc: 0.2570, top5_acc: 0.5031, loss_cls: 3.4899, loss: 5.3078, grad_norm: 1.9297 2021-07-19 04:27:59,090 - mmaction - INFO - Epoch [30][1360/1879] lr: 1.812e-01, eta: 1 day, 16:51:32, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.8112, top1_acc: 0.2687, top5_acc: 0.5016, loss_cls: 3.4815, loss: 5.2927, grad_norm: 1.8914 2021-07-19 04:28:10,728 - mmaction - INFO - Epoch [30][1380/1879] lr: 1.812e-01, eta: 1 day, 16:51:13, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.7978, top1_acc: 0.2727, top5_acc: 0.5262, loss_cls: 3.4147, loss: 5.2125, grad_norm: 1.9021 2021-07-19 04:28:22,078 - mmaction - INFO - Epoch [30][1400/1879] lr: 1.812e-01, eta: 1 day, 16:50:54, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.8015, top1_acc: 0.2723, top5_acc: 0.5047, loss_cls: 3.4396, loss: 5.2411, grad_norm: 1.8823 2021-07-19 04:28:38,351 - mmaction - INFO - Epoch [30][1420/1879] lr: 1.812e-01, eta: 1 day, 16:50:54, time: 0.814, data_time: 0.003, memory: 6921, loss_aux: 1.7681, top1_acc: 0.2703, top5_acc: 0.5246, loss_cls: 3.3796, loss: 5.1477, grad_norm: 1.9186 2021-07-19 04:28:49,447 - mmaction - INFO - Epoch [30][1440/1879] lr: 1.812e-01, eta: 1 day, 16:50:33, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.7996, top1_acc: 0.2637, top5_acc: 0.5148, loss_cls: 3.4465, loss: 5.2461, grad_norm: 1.9229 2021-07-19 04:29:04,640 - mmaction - INFO - Epoch [30][1460/1879] lr: 1.812e-01, eta: 1 day, 16:50:28, time: 0.757, data_time: 0.002, memory: 6921, loss_aux: 1.7701, top1_acc: 0.2828, top5_acc: 0.5301, loss_cls: 3.3876, loss: 5.1577, grad_norm: 1.9040 2021-07-19 04:29:15,998 - mmaction - INFO - Epoch [30][1480/1879] lr: 1.812e-01, eta: 1 day, 16:50:09, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.8097, top1_acc: 0.2586, top5_acc: 0.5098, loss_cls: 3.4461, loss: 5.2559, grad_norm: 1.8941 2021-07-19 04:29:31,918 - mmaction - INFO - Epoch [30][1500/1879] lr: 1.811e-01, eta: 1 day, 16:50:08, time: 0.796, data_time: 0.002, memory: 6921, loss_aux: 1.7955, top1_acc: 0.2695, top5_acc: 0.5098, loss_cls: 3.4532, loss: 5.2487, grad_norm: 1.8901 2021-07-19 04:29:43,610 - mmaction - INFO - Epoch [30][1520/1879] lr: 1.811e-01, eta: 1 day, 16:49:49, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.7789, top1_acc: 0.2789, top5_acc: 0.5113, loss_cls: 3.4048, loss: 5.1837, grad_norm: 1.8623 2021-07-19 04:29:57,801 - mmaction - INFO - Epoch [30][1540/1879] lr: 1.811e-01, eta: 1 day, 16:49:41, time: 0.708, data_time: 0.005, memory: 6921, loss_aux: 1.7798, top1_acc: 0.2766, top5_acc: 0.5270, loss_cls: 3.3894, loss: 5.1692, grad_norm: 1.8433 2021-07-19 04:30:09,176 - mmaction - INFO - Epoch [30][1560/1879] lr: 1.811e-01, eta: 1 day, 16:49:21, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.7645, top1_acc: 0.2715, top5_acc: 0.5246, loss_cls: 3.3452, loss: 5.1097, grad_norm: 1.9120 2021-07-19 04:30:21,173 - mmaction - INFO - Epoch [30][1580/1879] lr: 1.811e-01, eta: 1 day, 16:49:04, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.7412, top1_acc: 0.2793, top5_acc: 0.5246, loss_cls: 3.3369, loss: 5.0780, grad_norm: 1.9067 2021-07-19 04:30:33,342 - mmaction - INFO - Epoch [30][1600/1879] lr: 1.811e-01, eta: 1 day, 16:48:48, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.7909, top1_acc: 0.2750, top5_acc: 0.5055, loss_cls: 3.4246, loss: 5.2155, grad_norm: 1.9083 2021-07-19 04:30:45,275 - mmaction - INFO - Epoch [30][1620/1879] lr: 1.811e-01, eta: 1 day, 16:48:30, time: 0.596, data_time: 0.010, memory: 6921, loss_aux: 1.8110, top1_acc: 0.2672, top5_acc: 0.5098, loss_cls: 3.4737, loss: 5.2848, grad_norm: 1.9045 2021-07-19 04:31:00,264 - mmaction - INFO - Epoch [30][1640/1879] lr: 1.811e-01, eta: 1 day, 16:48:25, time: 0.749, data_time: 0.003, memory: 6921, loss_aux: 1.8213, top1_acc: 0.2707, top5_acc: 0.5105, loss_cls: 3.4704, loss: 5.2917, grad_norm: 1.8837 2021-07-19 04:31:13,241 - mmaction - INFO - Epoch [30][1660/1879] lr: 1.810e-01, eta: 1 day, 16:48:12, time: 0.650, data_time: 0.005, memory: 6921, loss_aux: 1.7509, top1_acc: 0.2820, top5_acc: 0.5270, loss_cls: 3.3183, loss: 5.0693, grad_norm: 1.8849 2021-07-19 04:31:26,844 - mmaction - INFO - Epoch [30][1680/1879] lr: 1.810e-01, eta: 1 day, 16:48:01, time: 0.680, data_time: 0.004, memory: 6921, loss_aux: 1.7918, top1_acc: 0.2715, top5_acc: 0.5188, loss_cls: 3.4218, loss: 5.2136, grad_norm: 1.9042 2021-07-19 04:31:37,917 - mmaction - INFO - Epoch [30][1700/1879] lr: 1.810e-01, eta: 1 day, 16:47:41, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.7721, top1_acc: 0.2711, top5_acc: 0.5246, loss_cls: 3.3903, loss: 5.1624, grad_norm: 1.8977 2021-07-19 04:31:49,146 - mmaction - INFO - Epoch [30][1720/1879] lr: 1.810e-01, eta: 1 day, 16:47:20, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.7960, top1_acc: 0.2738, top5_acc: 0.5070, loss_cls: 3.4399, loss: 5.2359, grad_norm: 1.9240 2021-07-19 04:32:00,832 - mmaction - INFO - Epoch [30][1740/1879] lr: 1.810e-01, eta: 1 day, 16:47:02, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.7937, top1_acc: 0.2684, top5_acc: 0.5066, loss_cls: 3.4507, loss: 5.2445, grad_norm: 1.8935 2021-07-19 04:32:16,364 - mmaction - INFO - Epoch [30][1760/1879] lr: 1.810e-01, eta: 1 day, 16:46:59, time: 0.775, data_time: 0.005, memory: 6921, loss_aux: 1.7834, top1_acc: 0.2664, top5_acc: 0.5164, loss_cls: 3.4234, loss: 5.2068, grad_norm: 1.8996 2021-07-19 04:32:27,634 - mmaction - INFO - Epoch [30][1780/1879] lr: 1.810e-01, eta: 1 day, 16:46:39, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.7910, top1_acc: 0.2687, top5_acc: 0.5145, loss_cls: 3.4242, loss: 5.2152, grad_norm: 1.8966 2021-07-19 04:32:39,347 - mmaction - INFO - Epoch [30][1800/1879] lr: 1.810e-01, eta: 1 day, 16:46:21, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.8063, top1_acc: 0.2527, top5_acc: 0.4996, loss_cls: 3.4699, loss: 5.2762, grad_norm: 1.8806 2021-07-19 04:32:58,411 - mmaction - INFO - Epoch [30][1820/1879] lr: 1.809e-01, eta: 1 day, 16:46:32, time: 0.950, data_time: 0.005, memory: 6921, loss_aux: 1.7841, top1_acc: 0.2656, top5_acc: 0.5125, loss_cls: 3.4170, loss: 5.2012, grad_norm: 1.8374 2021-07-19 04:33:10,182 - mmaction - INFO - Epoch [30][1840/1879] lr: 1.809e-01, eta: 1 day, 16:46:14, time: 0.591, data_time: 0.012, memory: 6921, loss_aux: 1.7781, top1_acc: 0.2801, top5_acc: 0.5301, loss_cls: 3.3793, loss: 5.1575, grad_norm: 1.9154 2021-07-19 04:33:22,884 - mmaction - INFO - Epoch [30][1860/1879] lr: 1.809e-01, eta: 1 day, 16:46:00, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.8117, top1_acc: 0.2602, top5_acc: 0.5047, loss_cls: 3.4664, loss: 5.2781, grad_norm: 1.9256 2021-07-19 04:33:41,084 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-07-19 04:34:02,063 - mmaction - INFO - Epoch [31][20/1879] lr: 1.809e-01, eta: 1 day, 16:45:07, time: 0.922, data_time: 0.302, memory: 6921, loss_aux: 1.7671, top1_acc: 0.2812, top5_acc: 0.5273, loss_cls: 3.3655, loss: 5.1326, grad_norm: 1.8667 2021-07-19 04:34:16,775 - mmaction - INFO - Epoch [31][40/1879] lr: 1.809e-01, eta: 1 day, 16:45:01, time: 0.738, data_time: 0.009, memory: 6921, loss_aux: 1.7813, top1_acc: 0.2645, top5_acc: 0.5184, loss_cls: 3.4321, loss: 5.2134, grad_norm: 1.9409 2021-07-19 04:34:28,526 - mmaction - INFO - Epoch [31][60/1879] lr: 1.809e-01, eta: 1 day, 16:44:43, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.7586, top1_acc: 0.2801, top5_acc: 0.5242, loss_cls: 3.3586, loss: 5.1173, grad_norm: 1.8688 2021-07-19 04:34:43,068 - mmaction - INFO - Epoch [31][80/1879] lr: 1.808e-01, eta: 1 day, 16:44:35, time: 0.724, data_time: 0.003, memory: 6921, loss_aux: 1.7820, top1_acc: 0.2812, top5_acc: 0.5031, loss_cls: 3.4268, loss: 5.2088, grad_norm: 1.9346 2021-07-19 04:34:54,588 - mmaction - INFO - Epoch [31][100/1879] lr: 1.808e-01, eta: 1 day, 16:44:17, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 1.7956, top1_acc: 0.2695, top5_acc: 0.5055, loss_cls: 3.4410, loss: 5.2366, grad_norm: 1.8620 2021-07-19 04:35:06,187 - mmaction - INFO - Epoch [31][120/1879] lr: 1.808e-01, eta: 1 day, 16:43:58, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.7894, top1_acc: 0.2723, top5_acc: 0.5117, loss_cls: 3.4259, loss: 5.2153, grad_norm: 1.9329 2021-07-19 04:35:25,370 - mmaction - INFO - Epoch [31][140/1879] lr: 1.808e-01, eta: 1 day, 16:44:09, time: 0.954, data_time: 0.002, memory: 6921, loss_aux: 1.7993, top1_acc: 0.2637, top5_acc: 0.5031, loss_cls: 3.4576, loss: 5.2569, grad_norm: 1.8790 2021-07-19 04:35:40,176 - mmaction - INFO - Epoch [31][160/1879] lr: 1.808e-01, eta: 1 day, 16:44:02, time: 0.722, data_time: 0.012, memory: 6921, loss_aux: 1.7916, top1_acc: 0.2672, top5_acc: 0.5160, loss_cls: 3.4211, loss: 5.2127, grad_norm: 1.8551 2021-07-19 04:35:51,379 - mmaction - INFO - Epoch [31][180/1879] lr: 1.808e-01, eta: 1 day, 16:43:44, time: 0.584, data_time: 0.028, memory: 6921, loss_aux: 1.8003, top1_acc: 0.2605, top5_acc: 0.5059, loss_cls: 3.4446, loss: 5.2449, grad_norm: 1.9046 2021-07-19 04:36:04,051 - mmaction - INFO - Epoch [31][200/1879] lr: 1.808e-01, eta: 1 day, 16:43:29, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.7846, top1_acc: 0.2773, top5_acc: 0.5223, loss_cls: 3.3981, loss: 5.1827, grad_norm: 1.8928 2021-07-19 04:36:15,795 - mmaction - INFO - Epoch [31][220/1879] lr: 1.808e-01, eta: 1 day, 16:43:11, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7821, top1_acc: 0.2645, top5_acc: 0.5137, loss_cls: 3.4097, loss: 5.1918, grad_norm: 1.9036 2021-07-19 04:36:28,944 - mmaction - INFO - Epoch [31][240/1879] lr: 1.807e-01, eta: 1 day, 16:42:58, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.8030, top1_acc: 0.2684, top5_acc: 0.5074, loss_cls: 3.4550, loss: 5.2580, grad_norm: 1.9010 2021-07-19 04:36:40,075 - mmaction - INFO - Epoch [31][260/1879] lr: 1.807e-01, eta: 1 day, 16:42:38, time: 0.560, data_time: 0.006, memory: 6921, loss_aux: 1.8267, top1_acc: 0.2527, top5_acc: 0.4926, loss_cls: 3.5079, loss: 5.3346, grad_norm: 1.9143 2021-07-19 04:36:59,545 - mmaction - INFO - Epoch [31][280/1879] lr: 1.807e-01, eta: 1 day, 16:42:51, time: 0.972, data_time: 0.002, memory: 6921, loss_aux: 1.7697, top1_acc: 0.2723, top5_acc: 0.5367, loss_cls: 3.3722, loss: 5.1418, grad_norm: 1.8702 2021-07-19 04:37:12,097 - mmaction - INFO - Epoch [31][300/1879] lr: 1.807e-01, eta: 1 day, 16:42:36, time: 0.629, data_time: 0.010, memory: 6921, loss_aux: 1.7918, top1_acc: 0.2625, top5_acc: 0.5062, loss_cls: 3.4346, loss: 5.2264, grad_norm: 1.8810 2021-07-19 04:37:24,123 - mmaction - INFO - Epoch [31][320/1879] lr: 1.807e-01, eta: 1 day, 16:42:19, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.7538, top1_acc: 0.2828, top5_acc: 0.5230, loss_cls: 3.3725, loss: 5.1263, grad_norm: 1.9283 2021-07-19 04:37:36,408 - mmaction - INFO - Epoch [31][340/1879] lr: 1.807e-01, eta: 1 day, 16:42:03, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.7708, top1_acc: 0.2727, top5_acc: 0.5160, loss_cls: 3.4085, loss: 5.1793, grad_norm: 1.9149 2021-07-19 04:37:48,093 - mmaction - INFO - Epoch [31][360/1879] lr: 1.807e-01, eta: 1 day, 16:41:45, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.7696, top1_acc: 0.2684, top5_acc: 0.5160, loss_cls: 3.3981, loss: 5.1676, grad_norm: 1.9081 2021-07-19 04:37:59,993 - mmaction - INFO - Epoch [31][380/1879] lr: 1.807e-01, eta: 1 day, 16:41:27, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.7684, top1_acc: 0.2781, top5_acc: 0.5316, loss_cls: 3.3836, loss: 5.1520, grad_norm: 1.9262 2021-07-19 04:38:11,840 - mmaction - INFO - Epoch [31][400/1879] lr: 1.806e-01, eta: 1 day, 16:41:09, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.7889, top1_acc: 0.2539, top5_acc: 0.5230, loss_cls: 3.4344, loss: 5.2233, grad_norm: 1.9172 2021-07-19 04:38:24,251 - mmaction - INFO - Epoch [31][420/1879] lr: 1.806e-01, eta: 1 day, 16:40:54, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.7733, top1_acc: 0.2590, top5_acc: 0.5219, loss_cls: 3.4131, loss: 5.1864, grad_norm: 1.9387 2021-07-19 04:38:35,734 - mmaction - INFO - Epoch [31][440/1879] lr: 1.806e-01, eta: 1 day, 16:40:35, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.7574, top1_acc: 0.2734, top5_acc: 0.5316, loss_cls: 3.3618, loss: 5.1191, grad_norm: 1.9111 2021-07-19 04:38:47,572 - mmaction - INFO - Epoch [31][460/1879] lr: 1.806e-01, eta: 1 day, 16:40:17, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.7707, top1_acc: 0.2836, top5_acc: 0.5250, loss_cls: 3.4129, loss: 5.1836, grad_norm: 1.8671 2021-07-19 04:39:07,548 - mmaction - INFO - Epoch [31][480/1879] lr: 1.806e-01, eta: 1 day, 16:40:31, time: 0.989, data_time: 0.003, memory: 6921, loss_aux: 1.7896, top1_acc: 0.2719, top5_acc: 0.5094, loss_cls: 3.4120, loss: 5.2016, grad_norm: 1.9413 2021-07-19 04:39:19,310 - mmaction - INFO - Epoch [31][500/1879] lr: 1.806e-01, eta: 1 day, 16:40:14, time: 0.599, data_time: 0.047, memory: 6921, loss_aux: 1.7602, top1_acc: 0.2781, top5_acc: 0.5316, loss_cls: 3.3711, loss: 5.1313, grad_norm: 1.9029 2021-07-19 04:39:32,086 - mmaction - INFO - Epoch [31][520/1879] lr: 1.806e-01, eta: 1 day, 16:40:00, time: 0.638, data_time: 0.001, memory: 6921, loss_aux: 1.7906, top1_acc: 0.2664, top5_acc: 0.5109, loss_cls: 3.4706, loss: 5.2612, grad_norm: 1.9029 2021-07-19 04:39:43,083 - mmaction - INFO - Epoch [31][540/1879] lr: 1.805e-01, eta: 1 day, 16:39:39, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.8015, top1_acc: 0.2766, top5_acc: 0.5051, loss_cls: 3.4514, loss: 5.2529, grad_norm: 1.8739 2021-07-19 04:39:54,634 - mmaction - INFO - Epoch [31][560/1879] lr: 1.805e-01, eta: 1 day, 16:39:20, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.8100, top1_acc: 0.2645, top5_acc: 0.5168, loss_cls: 3.4524, loss: 5.2624, grad_norm: 1.9279 2021-07-19 04:40:05,822 - mmaction - INFO - Epoch [31][580/1879] lr: 1.805e-01, eta: 1 day, 16:39:00, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.7740, top1_acc: 0.2738, top5_acc: 0.5191, loss_cls: 3.4300, loss: 5.2039, grad_norm: 1.9124 2021-07-19 04:40:17,319 - mmaction - INFO - Epoch [31][600/1879] lr: 1.805e-01, eta: 1 day, 16:38:41, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.8084, top1_acc: 0.2777, top5_acc: 0.5094, loss_cls: 3.4442, loss: 5.2527, grad_norm: 1.8802 2021-07-19 04:40:29,739 - mmaction - INFO - Epoch [31][620/1879] lr: 1.805e-01, eta: 1 day, 16:38:26, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.8074, top1_acc: 0.2676, top5_acc: 0.5074, loss_cls: 3.4674, loss: 5.2749, grad_norm: 1.9034 2021-07-19 04:40:40,838 - mmaction - INFO - Epoch [31][640/1879] lr: 1.805e-01, eta: 1 day, 16:38:05, time: 0.554, data_time: 0.004, memory: 6921, loss_aux: 1.7478, top1_acc: 0.2793, top5_acc: 0.5285, loss_cls: 3.3591, loss: 5.1069, grad_norm: 1.9201 2021-07-19 04:40:52,945 - mmaction - INFO - Epoch [31][660/1879] lr: 1.805e-01, eta: 1 day, 16:37:48, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.7581, top1_acc: 0.2734, top5_acc: 0.5258, loss_cls: 3.3829, loss: 5.1410, grad_norm: 1.9109 2021-07-19 04:41:05,172 - mmaction - INFO - Epoch [31][680/1879] lr: 1.805e-01, eta: 1 day, 16:37:32, time: 0.617, data_time: 0.009, memory: 6921, loss_aux: 1.8068, top1_acc: 0.2660, top5_acc: 0.5156, loss_cls: 3.4383, loss: 5.2451, grad_norm: 1.9392 2021-07-19 04:41:19,984 - mmaction - INFO - Epoch [31][700/1879] lr: 1.804e-01, eta: 1 day, 16:37:26, time: 0.740, data_time: 0.003, memory: 6921, loss_aux: 1.8139, top1_acc: 0.2566, top5_acc: 0.5047, loss_cls: 3.4593, loss: 5.2732, grad_norm: 1.9404 2021-07-19 04:41:32,523 - mmaction - INFO - Epoch [31][720/1879] lr: 1.804e-01, eta: 1 day, 16:37:11, time: 0.626, data_time: 0.004, memory: 6921, loss_aux: 1.7615, top1_acc: 0.2781, top5_acc: 0.5262, loss_cls: 3.3457, loss: 5.1072, grad_norm: 1.8930 2021-07-19 04:41:47,567 - mmaction - INFO - Epoch [31][740/1879] lr: 1.804e-01, eta: 1 day, 16:37:07, time: 0.753, data_time: 0.005, memory: 6921, loss_aux: 1.8040, top1_acc: 0.2629, top5_acc: 0.5215, loss_cls: 3.4187, loss: 5.2228, grad_norm: 1.9460 2021-07-19 04:41:58,621 - mmaction - INFO - Epoch [31][760/1879] lr: 1.804e-01, eta: 1 day, 16:36:46, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.7840, top1_acc: 0.2738, top5_acc: 0.5168, loss_cls: 3.4330, loss: 5.2170, grad_norm: 1.9177 2021-07-19 04:42:10,447 - mmaction - INFO - Epoch [31][780/1879] lr: 1.804e-01, eta: 1 day, 16:36:28, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.7482, top1_acc: 0.2754, top5_acc: 0.5332, loss_cls: 3.3576, loss: 5.1058, grad_norm: 1.8969 2021-07-19 04:42:23,179 - mmaction - INFO - Epoch [31][800/1879] lr: 1.804e-01, eta: 1 day, 16:36:14, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.7903, top1_acc: 0.2707, top5_acc: 0.5152, loss_cls: 3.4173, loss: 5.2077, grad_norm: 1.8914 2021-07-19 04:42:35,675 - mmaction - INFO - Epoch [31][820/1879] lr: 1.804e-01, eta: 1 day, 16:35:59, time: 0.625, data_time: 0.025, memory: 6921, loss_aux: 1.7732, top1_acc: 0.2770, top5_acc: 0.5125, loss_cls: 3.3969, loss: 5.1701, grad_norm: 1.9164 2021-07-19 04:42:46,820 - mmaction - INFO - Epoch [31][840/1879] lr: 1.803e-01, eta: 1 day, 16:35:39, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.7918, top1_acc: 0.2773, top5_acc: 0.5094, loss_cls: 3.4411, loss: 5.2329, grad_norm: 1.9442 2021-07-19 04:42:59,897 - mmaction - INFO - Epoch [31][860/1879] lr: 1.803e-01, eta: 1 day, 16:35:26, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.7616, top1_acc: 0.2738, top5_acc: 0.5344, loss_cls: 3.3720, loss: 5.1337, grad_norm: 1.8776 2021-07-19 04:43:12,669 - mmaction - INFO - Epoch [31][880/1879] lr: 1.803e-01, eta: 1 day, 16:35:12, time: 0.639, data_time: 0.007, memory: 6921, loss_aux: 1.8155, top1_acc: 0.2617, top5_acc: 0.5090, loss_cls: 3.4761, loss: 5.2915, grad_norm: 1.8894 2021-07-19 04:43:24,248 - mmaction - INFO - Epoch [31][900/1879] lr: 1.803e-01, eta: 1 day, 16:34:53, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.7656, top1_acc: 0.2746, top5_acc: 0.5098, loss_cls: 3.4163, loss: 5.1819, grad_norm: 1.9215 2021-07-19 04:43:36,856 - mmaction - INFO - Epoch [31][920/1879] lr: 1.803e-01, eta: 1 day, 16:34:39, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.7886, top1_acc: 0.2789, top5_acc: 0.5094, loss_cls: 3.4233, loss: 5.2119, grad_norm: 1.8901 2021-07-19 04:43:48,890 - mmaction - INFO - Epoch [31][940/1879] lr: 1.803e-01, eta: 1 day, 16:34:22, time: 0.603, data_time: 0.010, memory: 6921, loss_aux: 1.7372, top1_acc: 0.2816, top5_acc: 0.5406, loss_cls: 3.3431, loss: 5.0803, grad_norm: 1.8951 2021-07-19 04:44:01,812 - mmaction - INFO - Epoch [31][960/1879] lr: 1.803e-01, eta: 1 day, 16:34:08, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.7596, top1_acc: 0.2758, top5_acc: 0.5340, loss_cls: 3.3551, loss: 5.1147, grad_norm: 1.9761 2021-07-19 04:44:13,617 - mmaction - INFO - Epoch [31][980/1879] lr: 1.803e-01, eta: 1 day, 16:33:51, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.8173, top1_acc: 0.2594, top5_acc: 0.4953, loss_cls: 3.5009, loss: 5.3182, grad_norm: 1.8984 2021-07-19 04:44:26,981 - mmaction - INFO - Epoch [31][1000/1879] lr: 1.802e-01, eta: 1 day, 16:33:39, time: 0.667, data_time: 0.003, memory: 6921, loss_aux: 1.7538, top1_acc: 0.2832, top5_acc: 0.5223, loss_cls: 3.3509, loss: 5.1047, grad_norm: 1.9254 2021-07-19 04:44:38,743 - mmaction - INFO - Epoch [31][1020/1879] lr: 1.802e-01, eta: 1 day, 16:33:21, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.7968, top1_acc: 0.2594, top5_acc: 0.5070, loss_cls: 3.4443, loss: 5.2412, grad_norm: 1.9155 2021-07-19 04:44:50,017 - mmaction - INFO - Epoch [31][1040/1879] lr: 1.802e-01, eta: 1 day, 16:33:02, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.7800, top1_acc: 0.2660, top5_acc: 0.5191, loss_cls: 3.4427, loss: 5.2227, grad_norm: 1.8982 2021-07-19 04:45:03,115 - mmaction - INFO - Epoch [31][1060/1879] lr: 1.802e-01, eta: 1 day, 16:32:49, time: 0.653, data_time: 0.005, memory: 6921, loss_aux: 1.7713, top1_acc: 0.2727, top5_acc: 0.5316, loss_cls: 3.3639, loss: 5.1351, grad_norm: 1.9288 2021-07-19 04:45:15,722 - mmaction - INFO - Epoch [31][1080/1879] lr: 1.802e-01, eta: 1 day, 16:32:34, time: 0.632, data_time: 0.009, memory: 6921, loss_aux: 1.8240, top1_acc: 0.2551, top5_acc: 0.5062, loss_cls: 3.4817, loss: 5.3056, grad_norm: 1.9437 2021-07-19 04:45:29,140 - mmaction - INFO - Epoch [31][1100/1879] lr: 1.802e-01, eta: 1 day, 16:32:23, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.8172, top1_acc: 0.2574, top5_acc: 0.4992, loss_cls: 3.4684, loss: 5.2856, grad_norm: 1.8919 2021-07-19 04:45:41,124 - mmaction - INFO - Epoch [31][1120/1879] lr: 1.802e-01, eta: 1 day, 16:32:06, time: 0.601, data_time: 0.011, memory: 6921, loss_aux: 1.7973, top1_acc: 0.2715, top5_acc: 0.5188, loss_cls: 3.4645, loss: 5.2618, grad_norm: 1.8982 2021-07-19 04:45:52,383 - mmaction - INFO - Epoch [31][1140/1879] lr: 1.801e-01, eta: 1 day, 16:31:46, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.7762, top1_acc: 0.2961, top5_acc: 0.5277, loss_cls: 3.3732, loss: 5.1494, grad_norm: 1.8700 2021-07-19 04:46:06,962 - mmaction - INFO - Epoch [31][1160/1879] lr: 1.801e-01, eta: 1 day, 16:31:39, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.7392, top1_acc: 0.2836, top5_acc: 0.5418, loss_cls: 3.3154, loss: 5.0546, grad_norm: 1.9449 2021-07-19 04:46:18,522 - mmaction - INFO - Epoch [31][1180/1879] lr: 1.801e-01, eta: 1 day, 16:31:21, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.8033, top1_acc: 0.2684, top5_acc: 0.4953, loss_cls: 3.4521, loss: 5.2554, grad_norm: 1.9274 2021-07-19 04:46:32,538 - mmaction - INFO - Epoch [31][1200/1879] lr: 1.801e-01, eta: 1 day, 16:31:11, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.7830, top1_acc: 0.2668, top5_acc: 0.5070, loss_cls: 3.4260, loss: 5.2091, grad_norm: 1.9172 2021-07-19 04:46:43,976 - mmaction - INFO - Epoch [31][1220/1879] lr: 1.801e-01, eta: 1 day, 16:30:52, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7876, top1_acc: 0.2656, top5_acc: 0.5180, loss_cls: 3.4165, loss: 5.2040, grad_norm: 1.8946 2021-07-19 04:46:56,711 - mmaction - INFO - Epoch [31][1240/1879] lr: 1.801e-01, eta: 1 day, 16:30:38, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.7816, top1_acc: 0.2750, top5_acc: 0.5129, loss_cls: 3.4101, loss: 5.1917, grad_norm: 1.9326 2021-07-19 04:47:08,719 - mmaction - INFO - Epoch [31][1260/1879] lr: 1.801e-01, eta: 1 day, 16:30:21, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.7680, top1_acc: 0.2773, top5_acc: 0.5195, loss_cls: 3.3932, loss: 5.1611, grad_norm: 1.9066 2021-07-19 04:47:27,391 - mmaction - INFO - Epoch [31][1280/1879] lr: 1.801e-01, eta: 1 day, 16:30:30, time: 0.935, data_time: 0.008, memory: 6921, loss_aux: 1.7969, top1_acc: 0.2605, top5_acc: 0.5035, loss_cls: 3.4616, loss: 5.2585, grad_norm: 1.8679 2021-07-19 04:47:38,524 - mmaction - INFO - Epoch [31][1300/1879] lr: 1.800e-01, eta: 1 day, 16:30:10, time: 0.558, data_time: 0.005, memory: 6921, loss_aux: 1.8066, top1_acc: 0.2586, top5_acc: 0.5031, loss_cls: 3.4676, loss: 5.2742, grad_norm: 1.9425 2021-07-19 04:47:56,055 - mmaction - INFO - Epoch [31][1320/1879] lr: 1.800e-01, eta: 1 day, 16:30:13, time: 0.852, data_time: 0.005, memory: 6921, loss_aux: 1.7808, top1_acc: 0.2801, top5_acc: 0.5246, loss_cls: 3.3831, loss: 5.1639, grad_norm: 1.9100 2021-07-19 04:48:11,654 - mmaction - INFO - Epoch [31][1340/1879] lr: 1.800e-01, eta: 1 day, 16:30:12, time: 0.804, data_time: 0.039, memory: 6921, loss_aux: 1.7957, top1_acc: 0.2687, top5_acc: 0.5172, loss_cls: 3.4323, loss: 5.2281, grad_norm: 1.8894 2021-07-19 04:48:23,590 - mmaction - INFO - Epoch [31][1360/1879] lr: 1.800e-01, eta: 1 day, 16:29:55, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.7970, top1_acc: 0.2605, top5_acc: 0.5082, loss_cls: 3.4494, loss: 5.2465, grad_norm: 1.9186 2021-07-19 04:48:35,613 - mmaction - INFO - Epoch [31][1380/1879] lr: 1.800e-01, eta: 1 day, 16:29:38, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.8057, top1_acc: 0.2730, top5_acc: 0.5125, loss_cls: 3.4204, loss: 5.2261, grad_norm: 1.9146 2021-07-19 04:48:46,931 - mmaction - INFO - Epoch [31][1400/1879] lr: 1.800e-01, eta: 1 day, 16:29:18, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7418, top1_acc: 0.2754, top5_acc: 0.5461, loss_cls: 3.3073, loss: 5.0490, grad_norm: 1.9006 2021-07-19 04:48:59,648 - mmaction - INFO - Epoch [31][1420/1879] lr: 1.800e-01, eta: 1 day, 16:29:04, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.7780, top1_acc: 0.2711, top5_acc: 0.5160, loss_cls: 3.4002, loss: 5.1781, grad_norm: 1.9565 2021-07-19 04:49:13,017 - mmaction - INFO - Epoch [31][1440/1879] lr: 1.799e-01, eta: 1 day, 16:28:52, time: 0.669, data_time: 0.004, memory: 6921, loss_aux: 1.7520, top1_acc: 0.2719, top5_acc: 0.5180, loss_cls: 3.4003, loss: 5.1522, grad_norm: 1.9659 2021-07-19 04:49:24,326 - mmaction - INFO - Epoch [31][1460/1879] lr: 1.799e-01, eta: 1 day, 16:28:33, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.8042, top1_acc: 0.2699, top5_acc: 0.5047, loss_cls: 3.4596, loss: 5.2638, grad_norm: 1.9303 2021-07-19 04:49:35,541 - mmaction - INFO - Epoch [31][1480/1879] lr: 1.799e-01, eta: 1 day, 16:28:13, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7549, top1_acc: 0.2969, top5_acc: 0.5312, loss_cls: 3.3544, loss: 5.1093, grad_norm: 1.9338 2021-07-19 04:49:47,811 - mmaction - INFO - Epoch [31][1500/1879] lr: 1.799e-01, eta: 1 day, 16:27:57, time: 0.613, data_time: 0.001, memory: 6921, loss_aux: 1.8009, top1_acc: 0.2691, top5_acc: 0.4992, loss_cls: 3.4800, loss: 5.2809, grad_norm: 1.8899 2021-07-19 04:50:01,181 - mmaction - INFO - Epoch [31][1520/1879] lr: 1.799e-01, eta: 1 day, 16:27:45, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.7504, top1_acc: 0.2805, top5_acc: 0.5309, loss_cls: 3.3429, loss: 5.0933, grad_norm: 1.8913 2021-07-19 04:50:13,083 - mmaction - INFO - Epoch [31][1540/1879] lr: 1.799e-01, eta: 1 day, 16:27:28, time: 0.596, data_time: 0.010, memory: 6921, loss_aux: 1.7939, top1_acc: 0.2738, top5_acc: 0.5141, loss_cls: 3.4261, loss: 5.2200, grad_norm: 1.8772 2021-07-19 04:50:27,504 - mmaction - INFO - Epoch [31][1560/1879] lr: 1.799e-01, eta: 1 day, 16:27:21, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.8026, top1_acc: 0.2566, top5_acc: 0.5113, loss_cls: 3.4802, loss: 5.2828, grad_norm: 1.9232 2021-07-19 04:50:41,030 - mmaction - INFO - Epoch [31][1580/1879] lr: 1.799e-01, eta: 1 day, 16:27:09, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.7929, top1_acc: 0.2555, top5_acc: 0.5164, loss_cls: 3.4520, loss: 5.2449, grad_norm: 1.8978 2021-07-19 04:50:53,411 - mmaction - INFO - Epoch [31][1600/1879] lr: 1.798e-01, eta: 1 day, 16:26:54, time: 0.622, data_time: 0.006, memory: 6921, loss_aux: 1.8301, top1_acc: 0.2605, top5_acc: 0.4934, loss_cls: 3.5214, loss: 5.3515, grad_norm: 1.8827 2021-07-19 04:51:05,004 - mmaction - INFO - Epoch [31][1620/1879] lr: 1.798e-01, eta: 1 day, 16:26:36, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.7574, top1_acc: 0.2863, top5_acc: 0.5305, loss_cls: 3.3505, loss: 5.1079, grad_norm: 1.9410 2021-07-19 04:51:16,791 - mmaction - INFO - Epoch [31][1640/1879] lr: 1.798e-01, eta: 1 day, 16:26:18, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.7945, top1_acc: 0.2719, top5_acc: 0.5047, loss_cls: 3.4479, loss: 5.2425, grad_norm: 1.8936 2021-07-19 04:51:28,104 - mmaction - INFO - Epoch [31][1660/1879] lr: 1.798e-01, eta: 1 day, 16:25:58, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.7873, top1_acc: 0.2586, top5_acc: 0.5156, loss_cls: 3.4441, loss: 5.2314, grad_norm: 1.9342 2021-07-19 04:51:39,443 - mmaction - INFO - Epoch [31][1680/1879] lr: 1.798e-01, eta: 1 day, 16:25:39, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7642, top1_acc: 0.2715, top5_acc: 0.5164, loss_cls: 3.4041, loss: 5.1683, grad_norm: 1.9124 2021-07-19 04:51:51,593 - mmaction - INFO - Epoch [31][1700/1879] lr: 1.798e-01, eta: 1 day, 16:25:23, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.8076, top1_acc: 0.2668, top5_acc: 0.5082, loss_cls: 3.4379, loss: 5.2455, grad_norm: 1.9039 2021-07-19 04:52:03,367 - mmaction - INFO - Epoch [31][1720/1879] lr: 1.798e-01, eta: 1 day, 16:25:05, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.7772, top1_acc: 0.2738, top5_acc: 0.5188, loss_cls: 3.4001, loss: 5.1772, grad_norm: 1.8850 2021-07-19 04:52:15,139 - mmaction - INFO - Epoch [31][1740/1879] lr: 1.797e-01, eta: 1 day, 16:24:47, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.7654, top1_acc: 0.2684, top5_acc: 0.5137, loss_cls: 3.3696, loss: 5.1350, grad_norm: 1.8963 2021-07-19 04:52:27,648 - mmaction - INFO - Epoch [31][1760/1879] lr: 1.797e-01, eta: 1 day, 16:24:32, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.7817, top1_acc: 0.2625, top5_acc: 0.5137, loss_cls: 3.4225, loss: 5.2042, grad_norm: 1.8941 2021-07-19 04:52:38,879 - mmaction - INFO - Epoch [31][1780/1879] lr: 1.797e-01, eta: 1 day, 16:24:12, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7921, top1_acc: 0.2621, top5_acc: 0.5059, loss_cls: 3.4370, loss: 5.2291, grad_norm: 1.8982 2021-07-19 04:52:49,983 - mmaction - INFO - Epoch [31][1800/1879] lr: 1.797e-01, eta: 1 day, 16:23:52, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.7654, top1_acc: 0.2859, top5_acc: 0.5199, loss_cls: 3.3859, loss: 5.1513, grad_norm: 1.8908 2021-07-19 04:53:01,627 - mmaction - INFO - Epoch [31][1820/1879] lr: 1.797e-01, eta: 1 day, 16:23:34, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.7846, top1_acc: 0.2734, top5_acc: 0.5199, loss_cls: 3.3787, loss: 5.1632, grad_norm: 1.8830 2021-07-19 04:53:20,388 - mmaction - INFO - Epoch [31][1840/1879] lr: 1.797e-01, eta: 1 day, 16:23:43, time: 0.935, data_time: 0.003, memory: 6921, loss_aux: 1.7527, top1_acc: 0.2805, top5_acc: 0.5176, loss_cls: 3.3500, loss: 5.1028, grad_norm: 1.8615 2021-07-19 04:53:33,077 - mmaction - INFO - Epoch [31][1860/1879] lr: 1.797e-01, eta: 1 day, 16:23:29, time: 0.638, data_time: 0.007, memory: 6921, loss_aux: 1.7543, top1_acc: 0.2805, top5_acc: 0.5207, loss_cls: 3.3710, loss: 5.1253, grad_norm: 1.8910 2021-07-19 04:53:45,169 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-07-19 04:54:09,137 - mmaction - INFO - Epoch [32][20/1879] lr: 1.796e-01, eta: 1 day, 16:22:46, time: 1.047, data_time: 0.358, memory: 6921, loss_aux: 1.7637, top1_acc: 0.2898, top5_acc: 0.5156, loss_cls: 3.3890, loss: 5.1527, grad_norm: 1.9311 2021-07-19 04:54:21,400 - mmaction - INFO - Epoch [32][40/1879] lr: 1.796e-01, eta: 1 day, 16:22:31, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.7399, top1_acc: 0.2812, top5_acc: 0.5312, loss_cls: 3.3374, loss: 5.0773, grad_norm: 1.9111 2021-07-19 04:54:32,324 - mmaction - INFO - Epoch [32][60/1879] lr: 1.796e-01, eta: 1 day, 16:22:10, time: 0.546, data_time: 0.003, memory: 6921, loss_aux: 1.7681, top1_acc: 0.2789, top5_acc: 0.5199, loss_cls: 3.4047, loss: 5.1728, grad_norm: 1.9043 2021-07-19 04:54:43,750 - mmaction - INFO - Epoch [32][80/1879] lr: 1.796e-01, eta: 1 day, 16:21:50, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7970, top1_acc: 0.2652, top5_acc: 0.5141, loss_cls: 3.4231, loss: 5.2200, grad_norm: 1.9379 2021-07-19 04:54:56,394 - mmaction - INFO - Epoch [32][100/1879] lr: 1.796e-01, eta: 1 day, 16:21:36, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.7695, top1_acc: 0.2730, top5_acc: 0.5230, loss_cls: 3.3790, loss: 5.1484, grad_norm: 1.9255 2021-07-19 04:55:09,811 - mmaction - INFO - Epoch [32][120/1879] lr: 1.796e-01, eta: 1 day, 16:21:25, time: 0.667, data_time: 0.005, memory: 6921, loss_aux: 1.7832, top1_acc: 0.2746, top5_acc: 0.5156, loss_cls: 3.3986, loss: 5.1818, grad_norm: 1.8918 2021-07-19 04:55:21,519 - mmaction - INFO - Epoch [32][140/1879] lr: 1.796e-01, eta: 1 day, 16:21:07, time: 0.590, data_time: 0.012, memory: 6921, loss_aux: 1.7716, top1_acc: 0.2781, top5_acc: 0.5207, loss_cls: 3.3754, loss: 5.1470, grad_norm: 1.8954 2021-07-19 04:55:33,545 - mmaction - INFO - Epoch [32][160/1879] lr: 1.795e-01, eta: 1 day, 16:20:50, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.7915, top1_acc: 0.2695, top5_acc: 0.5070, loss_cls: 3.4390, loss: 5.2305, grad_norm: 1.9290 2021-07-19 04:55:46,211 - mmaction - INFO - Epoch [32][180/1879] lr: 1.795e-01, eta: 1 day, 16:20:36, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.7968, top1_acc: 0.2684, top5_acc: 0.4988, loss_cls: 3.4347, loss: 5.2316, grad_norm: 1.9009 2021-07-19 04:56:00,118 - mmaction - INFO - Epoch [32][200/1879] lr: 1.795e-01, eta: 1 day, 16:20:26, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.7435, top1_acc: 0.2809, top5_acc: 0.5320, loss_cls: 3.3526, loss: 5.0961, grad_norm: 1.9366 2021-07-19 04:56:11,449 - mmaction - INFO - Epoch [32][220/1879] lr: 1.795e-01, eta: 1 day, 16:20:07, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.7918, top1_acc: 0.2609, top5_acc: 0.5090, loss_cls: 3.4564, loss: 5.2482, grad_norm: 1.9173 2021-07-19 04:56:22,873 - mmaction - INFO - Epoch [32][240/1879] lr: 1.795e-01, eta: 1 day, 16:19:48, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7941, top1_acc: 0.2734, top5_acc: 0.5309, loss_cls: 3.4186, loss: 5.2127, grad_norm: 1.9070 2021-07-19 04:56:34,980 - mmaction - INFO - Epoch [32][260/1879] lr: 1.795e-01, eta: 1 day, 16:19:32, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.7497, top1_acc: 0.2840, top5_acc: 0.5125, loss_cls: 3.3865, loss: 5.1362, grad_norm: 1.8962 2021-07-19 04:56:46,817 - mmaction - INFO - Epoch [32][280/1879] lr: 1.795e-01, eta: 1 day, 16:19:14, time: 0.591, data_time: 0.001, memory: 6921, loss_aux: 1.8004, top1_acc: 0.2633, top5_acc: 0.5043, loss_cls: 3.4084, loss: 5.2087, grad_norm: 1.9000 2021-07-19 04:56:58,979 - mmaction - INFO - Epoch [32][300/1879] lr: 1.795e-01, eta: 1 day, 16:18:58, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.7769, top1_acc: 0.2785, top5_acc: 0.5082, loss_cls: 3.4050, loss: 5.1819, grad_norm: 1.8945 2021-07-19 04:57:11,686 - mmaction - INFO - Epoch [32][320/1879] lr: 1.794e-01, eta: 1 day, 16:18:44, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.7672, top1_acc: 0.2746, top5_acc: 0.5148, loss_cls: 3.3899, loss: 5.1570, grad_norm: 1.8995 2021-07-19 04:57:22,812 - mmaction - INFO - Epoch [32][340/1879] lr: 1.794e-01, eta: 1 day, 16:18:24, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.7549, top1_acc: 0.2816, top5_acc: 0.5246, loss_cls: 3.3441, loss: 5.0990, grad_norm: 1.8892 2021-07-19 04:57:36,533 - mmaction - INFO - Epoch [32][360/1879] lr: 1.794e-01, eta: 1 day, 16:18:13, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.8077, top1_acc: 0.2590, top5_acc: 0.5105, loss_cls: 3.4553, loss: 5.2630, grad_norm: 1.9401 2021-07-19 04:57:48,094 - mmaction - INFO - Epoch [32][380/1879] lr: 1.794e-01, eta: 1 day, 16:17:55, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7556, top1_acc: 0.2855, top5_acc: 0.5246, loss_cls: 3.3464, loss: 5.1020, grad_norm: 1.9129 2021-07-19 04:57:59,589 - mmaction - INFO - Epoch [32][400/1879] lr: 1.794e-01, eta: 1 day, 16:17:36, time: 0.574, data_time: 0.005, memory: 6921, loss_aux: 1.7771, top1_acc: 0.2727, top5_acc: 0.5172, loss_cls: 3.3920, loss: 5.1690, grad_norm: 1.9157 2021-07-19 04:58:11,327 - mmaction - INFO - Epoch [32][420/1879] lr: 1.794e-01, eta: 1 day, 16:17:18, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.7826, top1_acc: 0.2766, top5_acc: 0.5223, loss_cls: 3.3969, loss: 5.1795, grad_norm: 1.8868 2021-07-19 04:58:22,946 - mmaction - INFO - Epoch [32][440/1879] lr: 1.794e-01, eta: 1 day, 16:17:00, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.7593, top1_acc: 0.2820, top5_acc: 0.5254, loss_cls: 3.3841, loss: 5.1434, grad_norm: 1.9327 2021-07-19 04:58:38,704 - mmaction - INFO - Epoch [32][460/1879] lr: 1.793e-01, eta: 1 day, 16:16:57, time: 0.784, data_time: 0.002, memory: 6921, loss_aux: 1.7802, top1_acc: 0.2871, top5_acc: 0.5129, loss_cls: 3.4126, loss: 5.1929, grad_norm: 1.9112 2021-07-19 04:58:50,611 - mmaction - INFO - Epoch [32][480/1879] lr: 1.793e-01, eta: 1 day, 16:16:40, time: 0.594, data_time: 0.006, memory: 6921, loss_aux: 1.8109, top1_acc: 0.2687, top5_acc: 0.5102, loss_cls: 3.4728, loss: 5.2838, grad_norm: 1.8715 2021-07-19 04:59:02,352 - mmaction - INFO - Epoch [32][500/1879] lr: 1.793e-01, eta: 1 day, 16:16:23, time: 0.593, data_time: 0.008, memory: 6921, loss_aux: 1.8000, top1_acc: 0.2687, top5_acc: 0.5125, loss_cls: 3.4669, loss: 5.2668, grad_norm: 1.9418 2021-07-19 04:59:19,053 - mmaction - INFO - Epoch [32][520/1879] lr: 1.793e-01, eta: 1 day, 16:16:24, time: 0.833, data_time: 0.002, memory: 6921, loss_aux: 1.7750, top1_acc: 0.2816, top5_acc: 0.5305, loss_cls: 3.3759, loss: 5.1509, grad_norm: 1.9300 2021-07-19 04:59:30,803 - mmaction - INFO - Epoch [32][540/1879] lr: 1.793e-01, eta: 1 day, 16:16:06, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.7963, top1_acc: 0.2617, top5_acc: 0.5066, loss_cls: 3.4564, loss: 5.2527, grad_norm: 1.9538 2021-07-19 04:59:42,548 - mmaction - INFO - Epoch [32][560/1879] lr: 1.793e-01, eta: 1 day, 16:15:48, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.8175, top1_acc: 0.2656, top5_acc: 0.5043, loss_cls: 3.4732, loss: 5.2907, grad_norm: 1.9788 2021-07-19 04:59:56,601 - mmaction - INFO - Epoch [32][580/1879] lr: 1.793e-01, eta: 1 day, 16:15:38, time: 0.690, data_time: 0.003, memory: 6921, loss_aux: 1.7750, top1_acc: 0.2754, top5_acc: 0.5176, loss_cls: 3.3967, loss: 5.1717, grad_norm: 1.8984 2021-07-19 05:00:10,256 - mmaction - INFO - Epoch [32][600/1879] lr: 1.792e-01, eta: 1 day, 16:15:29, time: 0.695, data_time: 0.015, memory: 6921, loss_aux: 1.7577, top1_acc: 0.2836, top5_acc: 0.5188, loss_cls: 3.3585, loss: 5.1162, grad_norm: 1.8774 2021-07-19 05:00:22,172 - mmaction - INFO - Epoch [32][620/1879] lr: 1.792e-01, eta: 1 day, 16:15:12, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7682, top1_acc: 0.2840, top5_acc: 0.5223, loss_cls: 3.3830, loss: 5.1512, grad_norm: 1.9454 2021-07-19 05:00:33,214 - mmaction - INFO - Epoch [32][640/1879] lr: 1.792e-01, eta: 1 day, 16:14:51, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.7640, top1_acc: 0.2738, top5_acc: 0.5262, loss_cls: 3.3913, loss: 5.1553, grad_norm: 1.9729 2021-07-19 05:00:44,363 - mmaction - INFO - Epoch [32][660/1879] lr: 1.792e-01, eta: 1 day, 16:14:31, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.7317, top1_acc: 0.2863, top5_acc: 0.5320, loss_cls: 3.3093, loss: 5.0410, grad_norm: 1.9333 2021-07-19 05:00:55,472 - mmaction - INFO - Epoch [32][680/1879] lr: 1.792e-01, eta: 1 day, 16:14:11, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7704, top1_acc: 0.2770, top5_acc: 0.5242, loss_cls: 3.4101, loss: 5.1805, grad_norm: 1.9636 2021-07-19 05:01:07,494 - mmaction - INFO - Epoch [32][700/1879] lr: 1.792e-01, eta: 1 day, 16:13:54, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.7838, top1_acc: 0.2691, top5_acc: 0.5098, loss_cls: 3.4183, loss: 5.2021, grad_norm: 1.9237 2021-07-19 05:01:18,791 - mmaction - INFO - Epoch [32][720/1879] lr: 1.792e-01, eta: 1 day, 16:13:35, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.7761, top1_acc: 0.2750, top5_acc: 0.5137, loss_cls: 3.4176, loss: 5.1937, grad_norm: 1.9561 2021-07-19 05:01:31,225 - mmaction - INFO - Epoch [32][740/1879] lr: 1.792e-01, eta: 1 day, 16:13:20, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.7664, top1_acc: 0.2879, top5_acc: 0.5168, loss_cls: 3.3737, loss: 5.1401, grad_norm: 1.9285 2021-07-19 05:01:43,286 - mmaction - INFO - Epoch [32][760/1879] lr: 1.791e-01, eta: 1 day, 16:13:03, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.8065, top1_acc: 0.2680, top5_acc: 0.5012, loss_cls: 3.4626, loss: 5.2691, grad_norm: 1.9202 2021-07-19 05:01:54,507 - mmaction - INFO - Epoch [32][780/1879] lr: 1.791e-01, eta: 1 day, 16:12:44, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.7739, top1_acc: 0.2672, top5_acc: 0.5207, loss_cls: 3.4256, loss: 5.1994, grad_norm: 1.8743 2021-07-19 05:02:06,988 - mmaction - INFO - Epoch [32][800/1879] lr: 1.791e-01, eta: 1 day, 16:12:29, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.8072, top1_acc: 0.2738, top5_acc: 0.5164, loss_cls: 3.4382, loss: 5.2454, grad_norm: 1.9295 2021-07-19 05:02:20,058 - mmaction - INFO - Epoch [32][820/1879] lr: 1.791e-01, eta: 1 day, 16:12:16, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.8050, top1_acc: 0.2582, top5_acc: 0.5000, loss_cls: 3.4733, loss: 5.2782, grad_norm: 1.9034 2021-07-19 05:02:32,201 - mmaction - INFO - Epoch [32][840/1879] lr: 1.791e-01, eta: 1 day, 16:12:00, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.7743, top1_acc: 0.2668, top5_acc: 0.5215, loss_cls: 3.3911, loss: 5.1654, grad_norm: 1.8910 2021-07-19 05:02:45,074 - mmaction - INFO - Epoch [32][860/1879] lr: 1.791e-01, eta: 1 day, 16:11:46, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.7658, top1_acc: 0.2738, top5_acc: 0.5160, loss_cls: 3.3942, loss: 5.1600, grad_norm: 1.8905 2021-07-19 05:02:56,566 - mmaction - INFO - Epoch [32][880/1879] lr: 1.791e-01, eta: 1 day, 16:11:28, time: 0.578, data_time: 0.008, memory: 6921, loss_aux: 1.8219, top1_acc: 0.2547, top5_acc: 0.5121, loss_cls: 3.5081, loss: 5.3301, grad_norm: 1.8873 2021-07-19 05:03:07,713 - mmaction - INFO - Epoch [32][900/1879] lr: 1.790e-01, eta: 1 day, 16:11:08, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.8077, top1_acc: 0.2621, top5_acc: 0.5109, loss_cls: 3.4485, loss: 5.2562, grad_norm: 1.9758 2021-07-19 05:03:19,648 - mmaction - INFO - Epoch [32][920/1879] lr: 1.790e-01, eta: 1 day, 16:10:51, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.7851, top1_acc: 0.2754, top5_acc: 0.5270, loss_cls: 3.4031, loss: 5.1883, grad_norm: 1.9391 2021-07-19 05:03:31,772 - mmaction - INFO - Epoch [32][940/1879] lr: 1.790e-01, eta: 1 day, 16:10:35, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.7712, top1_acc: 0.2785, top5_acc: 0.5211, loss_cls: 3.3716, loss: 5.1428, grad_norm: 1.9002 2021-07-19 05:03:42,903 - mmaction - INFO - Epoch [32][960/1879] lr: 1.790e-01, eta: 1 day, 16:10:15, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7337, top1_acc: 0.3004, top5_acc: 0.5336, loss_cls: 3.3086, loss: 5.0423, grad_norm: 1.9002 2021-07-19 05:03:55,590 - mmaction - INFO - Epoch [32][980/1879] lr: 1.790e-01, eta: 1 day, 16:10:00, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.7516, top1_acc: 0.2816, top5_acc: 0.5312, loss_cls: 3.3344, loss: 5.0860, grad_norm: 1.8989 2021-07-19 05:04:09,039 - mmaction - INFO - Epoch [32][1000/1879] lr: 1.790e-01, eta: 1 day, 16:09:49, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.7532, top1_acc: 0.2805, top5_acc: 0.5242, loss_cls: 3.3608, loss: 5.1140, grad_norm: 1.8926 2021-07-19 05:04:20,135 - mmaction - INFO - Epoch [32][1020/1879] lr: 1.790e-01, eta: 1 day, 16:09:29, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.7436, top1_acc: 0.2883, top5_acc: 0.5328, loss_cls: 3.3340, loss: 5.0776, grad_norm: 1.8969 2021-07-19 05:04:31,738 - mmaction - INFO - Epoch [32][1040/1879] lr: 1.789e-01, eta: 1 day, 16:09:11, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.7792, top1_acc: 0.2625, top5_acc: 0.5105, loss_cls: 3.4386, loss: 5.2178, grad_norm: 1.9524 2021-07-19 05:04:43,202 - mmaction - INFO - Epoch [32][1060/1879] lr: 1.789e-01, eta: 1 day, 16:08:52, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.7722, top1_acc: 0.2684, top5_acc: 0.5199, loss_cls: 3.4052, loss: 5.1774, grad_norm: 1.9204 2021-07-19 05:04:54,997 - mmaction - INFO - Epoch [32][1080/1879] lr: 1.789e-01, eta: 1 day, 16:08:35, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.7880, top1_acc: 0.2707, top5_acc: 0.5227, loss_cls: 3.4005, loss: 5.1885, grad_norm: 1.9113 2021-07-19 05:05:06,591 - mmaction - INFO - Epoch [32][1100/1879] lr: 1.789e-01, eta: 1 day, 16:08:17, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.7789, top1_acc: 0.2715, top5_acc: 0.5148, loss_cls: 3.4124, loss: 5.1913, grad_norm: 1.9345 2021-07-19 05:05:20,975 - mmaction - INFO - Epoch [32][1120/1879] lr: 1.789e-01, eta: 1 day, 16:08:08, time: 0.715, data_time: 0.003, memory: 6921, loss_aux: 1.7590, top1_acc: 0.2809, top5_acc: 0.5297, loss_cls: 3.4098, loss: 5.1688, grad_norm: 1.9257 2021-07-19 05:05:33,686 - mmaction - INFO - Epoch [32][1140/1879] lr: 1.789e-01, eta: 1 day, 16:07:55, time: 0.640, data_time: 0.010, memory: 6921, loss_aux: 1.7946, top1_acc: 0.2664, top5_acc: 0.5023, loss_cls: 3.4542, loss: 5.2487, grad_norm: 1.9078 2021-07-19 05:05:50,360 - mmaction - INFO - Epoch [32][1160/1879] lr: 1.789e-01, eta: 1 day, 16:07:55, time: 0.832, data_time: 0.002, memory: 6921, loss_aux: 1.7403, top1_acc: 0.2848, top5_acc: 0.5270, loss_cls: 3.3591, loss: 5.0994, grad_norm: 1.8830 2021-07-19 05:06:01,651 - mmaction - INFO - Epoch [32][1180/1879] lr: 1.789e-01, eta: 1 day, 16:07:36, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.7769, top1_acc: 0.2762, top5_acc: 0.5074, loss_cls: 3.4027, loss: 5.1796, grad_norm: 1.8875 2021-07-19 05:06:13,062 - mmaction - INFO - Epoch [32][1200/1879] lr: 1.788e-01, eta: 1 day, 16:07:17, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.7899, top1_acc: 0.2711, top5_acc: 0.5164, loss_cls: 3.4437, loss: 5.2336, grad_norm: 1.9594 2021-07-19 05:06:24,502 - mmaction - INFO - Epoch [32][1220/1879] lr: 1.788e-01, eta: 1 day, 16:06:59, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.8022, top1_acc: 0.2754, top5_acc: 0.5133, loss_cls: 3.4361, loss: 5.2383, grad_norm: 1.8771 2021-07-19 05:06:36,886 - mmaction - INFO - Epoch [32][1240/1879] lr: 1.788e-01, eta: 1 day, 16:06:43, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7787, top1_acc: 0.2848, top5_acc: 0.5230, loss_cls: 3.3790, loss: 5.1577, grad_norm: 1.9222 2021-07-19 05:06:48,310 - mmaction - INFO - Epoch [32][1260/1879] lr: 1.788e-01, eta: 1 day, 16:06:24, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.7965, top1_acc: 0.2660, top5_acc: 0.5047, loss_cls: 3.4487, loss: 5.2452, grad_norm: 1.9439 2021-07-19 05:07:03,525 - mmaction - INFO - Epoch [32][1280/1879] lr: 1.788e-01, eta: 1 day, 16:06:20, time: 0.760, data_time: 0.002, memory: 6921, loss_aux: 1.7759, top1_acc: 0.2859, top5_acc: 0.5305, loss_cls: 3.3463, loss: 5.1222, grad_norm: 1.8616 2021-07-19 05:07:15,132 - mmaction - INFO - Epoch [32][1300/1879] lr: 1.788e-01, eta: 1 day, 16:06:02, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.7312, top1_acc: 0.2934, top5_acc: 0.5320, loss_cls: 3.3194, loss: 5.0505, grad_norm: 1.9308 2021-07-19 05:07:32,848 - mmaction - INFO - Epoch [32][1320/1879] lr: 1.788e-01, eta: 1 day, 16:06:06, time: 0.883, data_time: 0.003, memory: 6921, loss_aux: 1.7528, top1_acc: 0.2840, top5_acc: 0.5250, loss_cls: 3.3578, loss: 5.1106, grad_norm: 1.9303 2021-07-19 05:07:45,769 - mmaction - INFO - Epoch [32][1340/1879] lr: 1.787e-01, eta: 1 day, 16:05:53, time: 0.647, data_time: 0.005, memory: 6921, loss_aux: 1.7808, top1_acc: 0.2594, top5_acc: 0.5090, loss_cls: 3.4336, loss: 5.2143, grad_norm: 1.9110 2021-07-19 05:07:58,352 - mmaction - INFO - Epoch [32][1360/1879] lr: 1.787e-01, eta: 1 day, 16:05:39, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.7773, top1_acc: 0.2703, top5_acc: 0.5289, loss_cls: 3.4078, loss: 5.1851, grad_norm: 1.9167 2021-07-19 05:08:11,020 - mmaction - INFO - Epoch [32][1380/1879] lr: 1.787e-01, eta: 1 day, 16:05:24, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.7837, top1_acc: 0.2836, top5_acc: 0.5164, loss_cls: 3.4152, loss: 5.1989, grad_norm: 1.8839 2021-07-19 05:08:31,249 - mmaction - INFO - Epoch [32][1400/1879] lr: 1.787e-01, eta: 1 day, 16:05:38, time: 1.010, data_time: 0.003, memory: 6921, loss_aux: 1.7742, top1_acc: 0.2738, top5_acc: 0.5141, loss_cls: 3.3932, loss: 5.1674, grad_norm: 1.9229 2021-07-19 05:08:42,813 - mmaction - INFO - Epoch [32][1420/1879] lr: 1.787e-01, eta: 1 day, 16:05:20, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.8078, top1_acc: 0.2641, top5_acc: 0.4965, loss_cls: 3.4693, loss: 5.2771, grad_norm: 1.9329 2021-07-19 05:09:04,358 - mmaction - INFO - Epoch [32][1440/1879] lr: 1.787e-01, eta: 1 day, 16:05:39, time: 1.077, data_time: 0.004, memory: 6921, loss_aux: 1.8022, top1_acc: 0.2797, top5_acc: 0.5199, loss_cls: 3.4190, loss: 5.2213, grad_norm: 1.9254 2021-07-19 05:09:16,468 - mmaction - INFO - Epoch [32][1460/1879] lr: 1.787e-01, eta: 1 day, 16:05:23, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.7899, top1_acc: 0.2648, top5_acc: 0.5195, loss_cls: 3.4409, loss: 5.2308, grad_norm: 1.8864 2021-07-19 05:09:31,874 - mmaction - INFO - Epoch [32][1480/1879] lr: 1.786e-01, eta: 1 day, 16:05:18, time: 0.769, data_time: 0.002, memory: 6921, loss_aux: 1.7934, top1_acc: 0.2605, top5_acc: 0.5133, loss_cls: 3.4469, loss: 5.2403, grad_norm: 1.9158 2021-07-19 05:09:43,584 - mmaction - INFO - Epoch [32][1500/1879] lr: 1.786e-01, eta: 1 day, 16:05:00, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.8176, top1_acc: 0.2574, top5_acc: 0.5043, loss_cls: 3.4837, loss: 5.3013, grad_norm: 1.9277 2021-07-19 05:09:55,149 - mmaction - INFO - Epoch [32][1520/1879] lr: 1.786e-01, eta: 1 day, 16:04:42, time: 0.583, data_time: 0.008, memory: 6921, loss_aux: 1.8045, top1_acc: 0.2672, top5_acc: 0.5066, loss_cls: 3.4628, loss: 5.2674, grad_norm: 1.8977 2021-07-19 05:10:06,685 - mmaction - INFO - Epoch [32][1540/1879] lr: 1.786e-01, eta: 1 day, 16:04:24, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.7380, top1_acc: 0.2781, top5_acc: 0.5320, loss_cls: 3.3417, loss: 5.0797, grad_norm: 1.9084 2021-07-19 05:10:18,258 - mmaction - INFO - Epoch [32][1560/1879] lr: 1.786e-01, eta: 1 day, 16:04:06, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.8056, top1_acc: 0.2668, top5_acc: 0.5121, loss_cls: 3.4252, loss: 5.2308, grad_norm: 1.9272 2021-07-19 05:10:33,480 - mmaction - INFO - Epoch [32][1580/1879] lr: 1.786e-01, eta: 1 day, 16:04:01, time: 0.759, data_time: 0.001, memory: 6921, loss_aux: 1.7419, top1_acc: 0.2941, top5_acc: 0.5344, loss_cls: 3.3212, loss: 5.0631, grad_norm: 1.9527 2021-07-19 05:10:47,215 - mmaction - INFO - Epoch [32][1600/1879] lr: 1.786e-01, eta: 1 day, 16:03:50, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.7644, top1_acc: 0.2801, top5_acc: 0.5328, loss_cls: 3.3722, loss: 5.1366, grad_norm: 1.9410 2021-07-19 05:10:58,894 - mmaction - INFO - Epoch [32][1620/1879] lr: 1.785e-01, eta: 1 day, 16:03:33, time: 0.590, data_time: 0.008, memory: 6921, loss_aux: 1.7920, top1_acc: 0.2691, top5_acc: 0.5215, loss_cls: 3.4026, loss: 5.1945, grad_norm: 1.9606 2021-07-19 05:11:10,112 - mmaction - INFO - Epoch [32][1640/1879] lr: 1.785e-01, eta: 1 day, 16:03:13, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.7867, top1_acc: 0.2523, top5_acc: 0.5145, loss_cls: 3.4434, loss: 5.2301, grad_norm: 1.9320 2021-07-19 05:11:22,654 - mmaction - INFO - Epoch [32][1660/1879] lr: 1.785e-01, eta: 1 day, 16:02:59, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.7668, top1_acc: 0.2781, top5_acc: 0.5145, loss_cls: 3.4055, loss: 5.1723, grad_norm: 1.9030 2021-07-19 05:11:34,279 - mmaction - INFO - Epoch [32][1680/1879] lr: 1.785e-01, eta: 1 day, 16:02:41, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.7343, top1_acc: 0.2883, top5_acc: 0.5340, loss_cls: 3.2971, loss: 5.0313, grad_norm: 1.8929 2021-07-19 05:11:46,993 - mmaction - INFO - Epoch [32][1700/1879] lr: 1.785e-01, eta: 1 day, 16:02:26, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.8152, top1_acc: 0.2695, top5_acc: 0.4934, loss_cls: 3.4945, loss: 5.3097, grad_norm: 1.9046 2021-07-19 05:12:00,292 - mmaction - INFO - Epoch [32][1720/1879] lr: 1.785e-01, eta: 1 day, 16:02:15, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.7657, top1_acc: 0.2723, top5_acc: 0.5168, loss_cls: 3.3763, loss: 5.1420, grad_norm: 1.9621 2021-07-19 05:12:11,776 - mmaction - INFO - Epoch [32][1740/1879] lr: 1.785e-01, eta: 1 day, 16:01:56, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.7581, top1_acc: 0.2863, top5_acc: 0.5254, loss_cls: 3.3692, loss: 5.1273, grad_norm: 1.9330 2021-07-19 05:12:23,448 - mmaction - INFO - Epoch [32][1760/1879] lr: 1.785e-01, eta: 1 day, 16:01:38, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7718, top1_acc: 0.2836, top5_acc: 0.5184, loss_cls: 3.4040, loss: 5.1759, grad_norm: 1.8970 2021-07-19 05:12:34,473 - mmaction - INFO - Epoch [32][1780/1879] lr: 1.784e-01, eta: 1 day, 16:01:18, time: 0.551, data_time: 0.001, memory: 6921, loss_aux: 1.7900, top1_acc: 0.2758, top5_acc: 0.5215, loss_cls: 3.4225, loss: 5.2125, grad_norm: 1.9517 2021-07-19 05:12:50,391 - mmaction - INFO - Epoch [32][1800/1879] lr: 1.784e-01, eta: 1 day, 16:01:16, time: 0.795, data_time: 0.002, memory: 6921, loss_aux: 1.7939, top1_acc: 0.2734, top5_acc: 0.5188, loss_cls: 3.4386, loss: 5.2325, grad_norm: 1.9338 2021-07-19 05:13:01,761 - mmaction - INFO - Epoch [32][1820/1879] lr: 1.784e-01, eta: 1 day, 16:00:57, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.7641, top1_acc: 0.2711, top5_acc: 0.5223, loss_cls: 3.3877, loss: 5.1518, grad_norm: 1.9162 2021-07-19 05:13:12,929 - mmaction - INFO - Epoch [32][1840/1879] lr: 1.784e-01, eta: 1 day, 16:00:37, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7841, top1_acc: 0.2727, top5_acc: 0.5188, loss_cls: 3.4009, loss: 5.1849, grad_norm: 1.8820 2021-07-19 05:13:25,615 - mmaction - INFO - Epoch [32][1860/1879] lr: 1.784e-01, eta: 1 day, 16:00:23, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7397, top1_acc: 0.2859, top5_acc: 0.5363, loss_cls: 3.3498, loss: 5.0895, grad_norm: 1.9329 2021-07-19 05:13:36,409 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-07-19 05:14:00,455 - mmaction - INFO - Epoch [33][20/1879] lr: 1.784e-01, eta: 1 day, 15:59:35, time: 0.964, data_time: 0.247, memory: 6921, loss_aux: 1.7631, top1_acc: 0.2801, top5_acc: 0.5203, loss_cls: 3.3717, loss: 5.1348, grad_norm: 1.8952 2021-07-19 05:14:11,951 - mmaction - INFO - Epoch [33][40/1879] lr: 1.783e-01, eta: 1 day, 15:59:17, time: 0.582, data_time: 0.011, memory: 6921, loss_aux: 1.7326, top1_acc: 0.2777, top5_acc: 0.5418, loss_cls: 3.3240, loss: 5.0567, grad_norm: 1.9372 2021-07-19 05:14:23,590 - mmaction - INFO - Epoch [33][60/1879] lr: 1.783e-01, eta: 1 day, 15:58:59, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.7531, top1_acc: 0.2891, top5_acc: 0.5305, loss_cls: 3.3246, loss: 5.0777, grad_norm: 1.9211 2021-07-19 05:14:36,608 - mmaction - INFO - Epoch [33][80/1879] lr: 1.783e-01, eta: 1 day, 15:58:46, time: 0.649, data_time: 0.004, memory: 6921, loss_aux: 1.7246, top1_acc: 0.2883, top5_acc: 0.5449, loss_cls: 3.2836, loss: 5.0082, grad_norm: 1.9163 2021-07-19 05:14:49,747 - mmaction - INFO - Epoch [33][100/1879] lr: 1.783e-01, eta: 1 day, 15:58:34, time: 0.659, data_time: 0.005, memory: 6921, loss_aux: 1.7248, top1_acc: 0.2957, top5_acc: 0.5348, loss_cls: 3.3058, loss: 5.0305, grad_norm: 1.9285 2021-07-19 05:15:02,306 - mmaction - INFO - Epoch [33][120/1879] lr: 1.783e-01, eta: 1 day, 15:58:19, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7968, top1_acc: 0.2605, top5_acc: 0.5082, loss_cls: 3.4301, loss: 5.2269, grad_norm: 1.9251 2021-07-19 05:15:15,891 - mmaction - INFO - Epoch [33][140/1879] lr: 1.783e-01, eta: 1 day, 15:58:08, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 1.7671, top1_acc: 0.2727, top5_acc: 0.5184, loss_cls: 3.3981, loss: 5.1652, grad_norm: 1.9206 2021-07-19 05:15:27,402 - mmaction - INFO - Epoch [33][160/1879] lr: 1.783e-01, eta: 1 day, 15:57:50, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.7822, top1_acc: 0.2711, top5_acc: 0.5016, loss_cls: 3.4556, loss: 5.2378, grad_norm: 1.8886 2021-07-19 05:15:50,118 - mmaction - INFO - Epoch [33][180/1879] lr: 1.782e-01, eta: 1 day, 15:58:12, time: 1.131, data_time: 0.007, memory: 6921, loss_aux: 1.7316, top1_acc: 0.2805, top5_acc: 0.5309, loss_cls: 3.3226, loss: 5.0542, grad_norm: 1.9064 2021-07-19 05:16:01,448 - mmaction - INFO - Epoch [33][200/1879] lr: 1.782e-01, eta: 1 day, 15:57:54, time: 0.573, data_time: 0.016, memory: 6921, loss_aux: 1.7920, top1_acc: 0.2727, top5_acc: 0.5164, loss_cls: 3.4194, loss: 5.2114, grad_norm: 1.9677 2021-07-19 05:16:17,677 - mmaction - INFO - Epoch [33][220/1879] lr: 1.782e-01, eta: 1 day, 15:57:52, time: 0.808, data_time: 0.003, memory: 6921, loss_aux: 1.7841, top1_acc: 0.2738, top5_acc: 0.5125, loss_cls: 3.4143, loss: 5.1985, grad_norm: 1.9348 2021-07-19 05:16:32,598 - mmaction - INFO - Epoch [33][240/1879] lr: 1.782e-01, eta: 1 day, 15:57:47, time: 0.749, data_time: 0.007, memory: 6921, loss_aux: 1.7802, top1_acc: 0.2730, top5_acc: 0.5133, loss_cls: 3.3957, loss: 5.1760, grad_norm: 1.9291 2021-07-19 05:16:44,737 - mmaction - INFO - Epoch [33][260/1879] lr: 1.782e-01, eta: 1 day, 15:57:30, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.7821, top1_acc: 0.2660, top5_acc: 0.5086, loss_cls: 3.4383, loss: 5.2204, grad_norm: 1.9002 2021-07-19 05:16:57,128 - mmaction - INFO - Epoch [33][280/1879] lr: 1.782e-01, eta: 1 day, 15:57:15, time: 0.619, data_time: 0.007, memory: 6921, loss_aux: 1.7818, top1_acc: 0.2621, top5_acc: 0.5094, loss_cls: 3.4206, loss: 5.2024, grad_norm: 1.8963 2021-07-19 05:17:08,818 - mmaction - INFO - Epoch [33][300/1879] lr: 1.782e-01, eta: 1 day, 15:56:58, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.7606, top1_acc: 0.2738, top5_acc: 0.5277, loss_cls: 3.3851, loss: 5.1457, grad_norm: 1.9163 2021-07-19 05:17:20,419 - mmaction - INFO - Epoch [33][320/1879] lr: 1.781e-01, eta: 1 day, 15:56:40, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.7658, top1_acc: 0.2793, top5_acc: 0.5184, loss_cls: 3.3793, loss: 5.1451, grad_norm: 1.9119 2021-07-19 05:17:31,840 - mmaction - INFO - Epoch [33][340/1879] lr: 1.781e-01, eta: 1 day, 15:56:21, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.7687, top1_acc: 0.2754, top5_acc: 0.5238, loss_cls: 3.3752, loss: 5.1439, grad_norm: 1.9233 2021-07-19 05:17:43,396 - mmaction - INFO - Epoch [33][360/1879] lr: 1.781e-01, eta: 1 day, 15:56:02, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7821, top1_acc: 0.2801, top5_acc: 0.5320, loss_cls: 3.3856, loss: 5.1677, grad_norm: 1.9463 2021-07-19 05:17:55,709 - mmaction - INFO - Epoch [33][380/1879] lr: 1.781e-01, eta: 1 day, 15:55:47, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.7717, top1_acc: 0.2648, top5_acc: 0.5227, loss_cls: 3.3752, loss: 5.1469, grad_norm: 1.9360 2021-07-19 05:18:07,725 - mmaction - INFO - Epoch [33][400/1879] lr: 1.781e-01, eta: 1 day, 15:55:30, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.7620, top1_acc: 0.2855, top5_acc: 0.5270, loss_cls: 3.3679, loss: 5.1300, grad_norm: 1.8916 2021-07-19 05:18:19,814 - mmaction - INFO - Epoch [33][420/1879] lr: 1.781e-01, eta: 1 day, 15:55:14, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.7128, top1_acc: 0.2895, top5_acc: 0.5469, loss_cls: 3.2668, loss: 4.9797, grad_norm: 1.9327 2021-07-19 05:18:31,647 - mmaction - INFO - Epoch [33][440/1879] lr: 1.781e-01, eta: 1 day, 15:54:57, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.7842, top1_acc: 0.2754, top5_acc: 0.5234, loss_cls: 3.3811, loss: 5.1653, grad_norm: 1.9483 2021-07-19 05:18:44,074 - mmaction - INFO - Epoch [33][460/1879] lr: 1.781e-01, eta: 1 day, 15:54:42, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7832, top1_acc: 0.2512, top5_acc: 0.4918, loss_cls: 3.4226, loss: 5.2059, grad_norm: 1.9250 2021-07-19 05:18:55,181 - mmaction - INFO - Epoch [33][480/1879] lr: 1.780e-01, eta: 1 day, 15:54:21, time: 0.549, data_time: 0.004, memory: 6921, loss_aux: 1.7678, top1_acc: 0.2836, top5_acc: 0.5258, loss_cls: 3.3782, loss: 5.1460, grad_norm: 1.9173 2021-07-19 05:19:06,502 - mmaction - INFO - Epoch [33][500/1879] lr: 1.780e-01, eta: 1 day, 15:54:03, time: 0.574, data_time: 0.011, memory: 6921, loss_aux: 1.7501, top1_acc: 0.2887, top5_acc: 0.5254, loss_cls: 3.3486, loss: 5.0987, grad_norm: 1.9456 2021-07-19 05:19:17,907 - mmaction - INFO - Epoch [33][520/1879] lr: 1.780e-01, eta: 1 day, 15:53:44, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7554, top1_acc: 0.2863, top5_acc: 0.5363, loss_cls: 3.3451, loss: 5.1005, grad_norm: 1.9326 2021-07-19 05:19:31,134 - mmaction - INFO - Epoch [33][540/1879] lr: 1.780e-01, eta: 1 day, 15:53:32, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.7507, top1_acc: 0.2934, top5_acc: 0.5285, loss_cls: 3.3494, loss: 5.1001, grad_norm: 1.9024 2021-07-19 05:19:42,929 - mmaction - INFO - Epoch [33][560/1879] lr: 1.780e-01, eta: 1 day, 15:53:15, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.7468, top1_acc: 0.2824, top5_acc: 0.5320, loss_cls: 3.3453, loss: 5.0920, grad_norm: 1.9726 2021-07-19 05:19:57,461 - mmaction - INFO - Epoch [33][580/1879] lr: 1.780e-01, eta: 1 day, 15:53:07, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.7722, top1_acc: 0.2754, top5_acc: 0.5203, loss_cls: 3.3956, loss: 5.1679, grad_norm: 1.8871 2021-07-19 05:20:09,545 - mmaction - INFO - Epoch [33][600/1879] lr: 1.780e-01, eta: 1 day, 15:52:51, time: 0.607, data_time: 0.006, memory: 6921, loss_aux: 1.7964, top1_acc: 0.2645, top5_acc: 0.5004, loss_cls: 3.4203, loss: 5.2167, grad_norm: 1.9344 2021-07-19 05:20:30,806 - mmaction - INFO - Epoch [33][620/1879] lr: 1.779e-01, eta: 1 day, 15:53:08, time: 1.060, data_time: 0.008, memory: 6921, loss_aux: 1.7794, top1_acc: 0.2793, top5_acc: 0.5176, loss_cls: 3.4047, loss: 5.1841, grad_norm: 1.9287 2021-07-19 05:20:43,023 - mmaction - INFO - Epoch [33][640/1879] lr: 1.779e-01, eta: 1 day, 15:52:53, time: 0.614, data_time: 0.018, memory: 6921, loss_aux: 1.8027, top1_acc: 0.2562, top5_acc: 0.5070, loss_cls: 3.4441, loss: 5.2468, grad_norm: 1.9195 2021-07-19 05:20:54,137 - mmaction - INFO - Epoch [33][660/1879] lr: 1.779e-01, eta: 1 day, 15:52:33, time: 0.557, data_time: 0.005, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2754, top5_acc: 0.5215, loss_cls: 3.3647, loss: 5.1097, grad_norm: 1.9613 2021-07-19 05:21:05,434 - mmaction - INFO - Epoch [33][680/1879] lr: 1.779e-01, eta: 1 day, 15:52:14, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7957, top1_acc: 0.2715, top5_acc: 0.5113, loss_cls: 3.4284, loss: 5.2241, grad_norm: 1.9261 2021-07-19 05:21:16,759 - mmaction - INFO - Epoch [33][700/1879] lr: 1.779e-01, eta: 1 day, 15:51:54, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.7815, top1_acc: 0.2641, top5_acc: 0.5285, loss_cls: 3.3910, loss: 5.1725, grad_norm: 1.9459 2021-07-19 05:21:28,123 - mmaction - INFO - Epoch [33][720/1879] lr: 1.779e-01, eta: 1 day, 15:51:36, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.8036, top1_acc: 0.2840, top5_acc: 0.5215, loss_cls: 3.4294, loss: 5.2330, grad_norm: 1.8949 2021-07-19 05:21:39,455 - mmaction - INFO - Epoch [33][740/1879] lr: 1.779e-01, eta: 1 day, 15:51:17, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.7521, top1_acc: 0.2910, top5_acc: 0.5332, loss_cls: 3.3467, loss: 5.0989, grad_norm: 1.9414 2021-07-19 05:21:50,614 - mmaction - INFO - Epoch [33][760/1879] lr: 1.778e-01, eta: 1 day, 15:50:57, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7808, top1_acc: 0.2637, top5_acc: 0.5297, loss_cls: 3.3779, loss: 5.1587, grad_norm: 1.9494 2021-07-19 05:22:02,208 - mmaction - INFO - Epoch [33][780/1879] lr: 1.778e-01, eta: 1 day, 15:50:39, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.7859, top1_acc: 0.2680, top5_acc: 0.5141, loss_cls: 3.4280, loss: 5.2139, grad_norm: 1.9055 2021-07-19 05:22:13,659 - mmaction - INFO - Epoch [33][800/1879] lr: 1.778e-01, eta: 1 day, 15:50:21, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7884, top1_acc: 0.2699, top5_acc: 0.5133, loss_cls: 3.4276, loss: 5.2160, grad_norm: 1.9187 2021-07-19 05:22:25,481 - mmaction - INFO - Epoch [33][820/1879] lr: 1.778e-01, eta: 1 day, 15:50:03, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.8040, top1_acc: 0.2684, top5_acc: 0.5023, loss_cls: 3.4661, loss: 5.2701, grad_norm: 1.9478 2021-07-19 05:22:38,974 - mmaction - INFO - Epoch [33][840/1879] lr: 1.778e-01, eta: 1 day, 15:49:52, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.7692, top1_acc: 0.2867, top5_acc: 0.5320, loss_cls: 3.3723, loss: 5.1415, grad_norm: 1.9123 2021-07-19 05:22:50,436 - mmaction - INFO - Epoch [33][860/1879] lr: 1.778e-01, eta: 1 day, 15:49:33, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7897, top1_acc: 0.2625, top5_acc: 0.5023, loss_cls: 3.4585, loss: 5.2482, grad_norm: 1.9137 2021-07-19 05:23:02,134 - mmaction - INFO - Epoch [33][880/1879] lr: 1.778e-01, eta: 1 day, 15:49:16, time: 0.596, data_time: 0.013, memory: 6921, loss_aux: 1.7962, top1_acc: 0.2680, top5_acc: 0.5227, loss_cls: 3.4325, loss: 5.2287, grad_norm: 1.9347 2021-07-19 05:23:15,896 - mmaction - INFO - Epoch [33][900/1879] lr: 1.777e-01, eta: 1 day, 15:49:06, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.7559, top1_acc: 0.2949, top5_acc: 0.5258, loss_cls: 3.3270, loss: 5.0830, grad_norm: 1.9169 2021-07-19 05:23:27,691 - mmaction - INFO - Epoch [33][920/1879] lr: 1.777e-01, eta: 1 day, 15:48:49, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.7619, top1_acc: 0.2887, top5_acc: 0.5355, loss_cls: 3.3464, loss: 5.1084, grad_norm: 1.9198 2021-07-19 05:23:43,324 - mmaction - INFO - Epoch [33][940/1879] lr: 1.777e-01, eta: 1 day, 15:48:43, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.7871, top1_acc: 0.2645, top5_acc: 0.5070, loss_cls: 3.4405, loss: 5.2275, grad_norm: 1.9105 2021-07-19 05:23:55,908 - mmaction - INFO - Epoch [33][960/1879] lr: 1.777e-01, eta: 1 day, 15:48:31, time: 0.658, data_time: 0.039, memory: 6921, loss_aux: 1.7528, top1_acc: 0.2836, top5_acc: 0.5258, loss_cls: 3.3409, loss: 5.0937, grad_norm: 1.9259 2021-07-19 05:24:08,966 - mmaction - INFO - Epoch [33][980/1879] lr: 1.777e-01, eta: 1 day, 15:48:18, time: 0.654, data_time: 0.010, memory: 6921, loss_aux: 1.7801, top1_acc: 0.2742, top5_acc: 0.5215, loss_cls: 3.3855, loss: 5.1656, grad_norm: 1.9296 2021-07-19 05:24:28,713 - mmaction - INFO - Epoch [33][1000/1879] lr: 1.777e-01, eta: 1 day, 15:48:29, time: 0.987, data_time: 0.005, memory: 6921, loss_aux: 1.8115, top1_acc: 0.2594, top5_acc: 0.5133, loss_cls: 3.4471, loss: 5.2586, grad_norm: 1.9348 2021-07-19 05:24:42,166 - mmaction - INFO - Epoch [33][1020/1879] lr: 1.777e-01, eta: 1 day, 15:48:18, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.7329, top1_acc: 0.2859, top5_acc: 0.5281, loss_cls: 3.3147, loss: 5.0476, grad_norm: 1.9299 2021-07-19 05:24:54,148 - mmaction - INFO - Epoch [33][1040/1879] lr: 1.776e-01, eta: 1 day, 15:48:02, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.7510, top1_acc: 0.2902, top5_acc: 0.5328, loss_cls: 3.3410, loss: 5.0919, grad_norm: 1.9389 2021-07-19 05:25:05,573 - mmaction - INFO - Epoch [33][1060/1879] lr: 1.776e-01, eta: 1 day, 15:47:43, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.7833, top1_acc: 0.2781, top5_acc: 0.5309, loss_cls: 3.3786, loss: 5.1619, grad_norm: 1.9521 2021-07-19 05:25:17,512 - mmaction - INFO - Epoch [33][1080/1879] lr: 1.776e-01, eta: 1 day, 15:47:26, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.7686, top1_acc: 0.2707, top5_acc: 0.5203, loss_cls: 3.3908, loss: 5.1594, grad_norm: 1.9219 2021-07-19 05:25:29,121 - mmaction - INFO - Epoch [33][1100/1879] lr: 1.776e-01, eta: 1 day, 15:47:08, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.7977, top1_acc: 0.2730, top5_acc: 0.5133, loss_cls: 3.4291, loss: 5.2268, grad_norm: 1.9378 2021-07-19 05:25:42,510 - mmaction - INFO - Epoch [33][1120/1879] lr: 1.776e-01, eta: 1 day, 15:46:56, time: 0.668, data_time: 0.005, memory: 6921, loss_aux: 1.7452, top1_acc: 0.2781, top5_acc: 0.5309, loss_cls: 3.3332, loss: 5.0784, grad_norm: 1.9495 2021-07-19 05:25:55,065 - mmaction - INFO - Epoch [33][1140/1879] lr: 1.776e-01, eta: 1 day, 15:46:42, time: 0.631, data_time: 0.009, memory: 6921, loss_aux: 1.8014, top1_acc: 0.2680, top5_acc: 0.5141, loss_cls: 3.4278, loss: 5.2292, grad_norm: 1.9527 2021-07-19 05:26:06,617 - mmaction - INFO - Epoch [33][1160/1879] lr: 1.776e-01, eta: 1 day, 15:46:24, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7650, top1_acc: 0.2805, top5_acc: 0.5203, loss_cls: 3.4108, loss: 5.1758, grad_norm: 1.9364 2021-07-19 05:26:18,394 - mmaction - INFO - Epoch [33][1180/1879] lr: 1.775e-01, eta: 1 day, 15:46:07, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.7628, top1_acc: 0.2809, top5_acc: 0.5285, loss_cls: 3.3607, loss: 5.1235, grad_norm: 1.8879 2021-07-19 05:26:29,975 - mmaction - INFO - Epoch [33][1200/1879] lr: 1.775e-01, eta: 1 day, 15:45:49, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.7973, top1_acc: 0.2832, top5_acc: 0.5141, loss_cls: 3.3889, loss: 5.1863, grad_norm: 1.9095 2021-07-19 05:26:41,590 - mmaction - INFO - Epoch [33][1220/1879] lr: 1.775e-01, eta: 1 day, 15:45:31, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.7404, top1_acc: 0.2777, top5_acc: 0.5316, loss_cls: 3.3417, loss: 5.0820, grad_norm: 1.8850 2021-07-19 05:26:53,009 - mmaction - INFO - Epoch [33][1240/1879] lr: 1.775e-01, eta: 1 day, 15:45:12, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.7543, top1_acc: 0.2855, top5_acc: 0.5344, loss_cls: 3.3531, loss: 5.1074, grad_norm: 1.9074 2021-07-19 05:27:04,704 - mmaction - INFO - Epoch [33][1260/1879] lr: 1.775e-01, eta: 1 day, 15:44:55, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7767, top1_acc: 0.2859, top5_acc: 0.5160, loss_cls: 3.4017, loss: 5.1785, grad_norm: 1.9250 2021-07-19 05:27:16,467 - mmaction - INFO - Epoch [33][1280/1879] lr: 1.775e-01, eta: 1 day, 15:44:37, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.7447, top1_acc: 0.2637, top5_acc: 0.5254, loss_cls: 3.3604, loss: 5.1051, grad_norm: 1.9547 2021-07-19 05:27:28,219 - mmaction - INFO - Epoch [33][1300/1879] lr: 1.775e-01, eta: 1 day, 15:44:20, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7504, top1_acc: 0.2785, top5_acc: 0.5320, loss_cls: 3.3528, loss: 5.1032, grad_norm: 1.9082 2021-07-19 05:27:43,820 - mmaction - INFO - Epoch [33][1320/1879] lr: 1.774e-01, eta: 1 day, 15:44:16, time: 0.780, data_time: 0.004, memory: 6921, loss_aux: 1.7662, top1_acc: 0.2766, top5_acc: 0.5262, loss_cls: 3.3891, loss: 5.1554, grad_norm: 1.9260 2021-07-19 05:27:55,558 - mmaction - INFO - Epoch [33][1340/1879] lr: 1.774e-01, eta: 1 day, 15:43:59, time: 0.588, data_time: 0.009, memory: 6921, loss_aux: 1.7906, top1_acc: 0.2812, top5_acc: 0.5125, loss_cls: 3.4159, loss: 5.2065, grad_norm: 1.9463 2021-07-19 05:28:08,371 - mmaction - INFO - Epoch [33][1360/1879] lr: 1.774e-01, eta: 1 day, 15:43:45, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 1.8019, top1_acc: 0.2465, top5_acc: 0.4855, loss_cls: 3.5038, loss: 5.3057, grad_norm: 1.9626 2021-07-19 05:28:19,926 - mmaction - INFO - Epoch [33][1380/1879] lr: 1.774e-01, eta: 1 day, 15:43:27, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7735, top1_acc: 0.2805, top5_acc: 0.5145, loss_cls: 3.3814, loss: 5.1549, grad_norm: 1.9327 2021-07-19 05:28:35,143 - mmaction - INFO - Epoch [33][1400/1879] lr: 1.774e-01, eta: 1 day, 15:43:22, time: 0.761, data_time: 0.003, memory: 6921, loss_aux: 1.7510, top1_acc: 0.2883, top5_acc: 0.5254, loss_cls: 3.3319, loss: 5.0829, grad_norm: 1.9133 2021-07-19 05:28:46,564 - mmaction - INFO - Epoch [33][1420/1879] lr: 1.774e-01, eta: 1 day, 15:43:04, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.7548, top1_acc: 0.2797, top5_acc: 0.5348, loss_cls: 3.3430, loss: 5.0978, grad_norm: 1.9314 2021-07-19 05:28:58,177 - mmaction - INFO - Epoch [33][1440/1879] lr: 1.774e-01, eta: 1 day, 15:42:46, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.7597, top1_acc: 0.2746, top5_acc: 0.5281, loss_cls: 3.3588, loss: 5.1185, grad_norm: 1.9647 2021-07-19 05:29:09,486 - mmaction - INFO - Epoch [33][1460/1879] lr: 1.773e-01, eta: 1 day, 15:42:27, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7872, top1_acc: 0.2758, top5_acc: 0.5211, loss_cls: 3.4386, loss: 5.2258, grad_norm: 1.9222 2021-07-19 05:29:23,975 - mmaction - INFO - Epoch [33][1480/1879] lr: 1.773e-01, eta: 1 day, 15:42:19, time: 0.723, data_time: 0.020, memory: 6921, loss_aux: 1.7731, top1_acc: 0.2801, top5_acc: 0.5273, loss_cls: 3.3900, loss: 5.1631, grad_norm: 1.9144 2021-07-19 05:29:35,290 - mmaction - INFO - Epoch [33][1500/1879] lr: 1.773e-01, eta: 1 day, 15:42:00, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.7961, top1_acc: 0.2777, top5_acc: 0.5094, loss_cls: 3.4141, loss: 5.2102, grad_norm: 1.9130 2021-07-19 05:29:46,702 - mmaction - INFO - Epoch [33][1520/1879] lr: 1.773e-01, eta: 1 day, 15:41:42, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7489, top1_acc: 0.2859, top5_acc: 0.5297, loss_cls: 3.3448, loss: 5.0937, grad_norm: 1.9440 2021-07-19 05:29:59,859 - mmaction - INFO - Epoch [33][1540/1879] lr: 1.773e-01, eta: 1 day, 15:41:29, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.7962, top1_acc: 0.2750, top5_acc: 0.5145, loss_cls: 3.4439, loss: 5.2401, grad_norm: 1.9799 2021-07-19 05:30:11,314 - mmaction - INFO - Epoch [33][1560/1879] lr: 1.773e-01, eta: 1 day, 15:41:11, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7974, top1_acc: 0.2668, top5_acc: 0.5121, loss_cls: 3.4574, loss: 5.2548, grad_norm: 1.9402 2021-07-19 05:30:25,020 - mmaction - INFO - Epoch [33][1580/1879] lr: 1.773e-01, eta: 1 day, 15:41:01, time: 0.685, data_time: 0.003, memory: 6921, loss_aux: 1.7976, top1_acc: 0.2746, top5_acc: 0.5043, loss_cls: 3.4300, loss: 5.2276, grad_norm: 1.8639 2021-07-19 05:30:38,111 - mmaction - INFO - Epoch [33][1600/1879] lr: 1.772e-01, eta: 1 day, 15:40:48, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.7666, top1_acc: 0.2766, top5_acc: 0.5188, loss_cls: 3.3967, loss: 5.1633, grad_norm: 1.9046 2021-07-19 05:30:49,932 - mmaction - INFO - Epoch [33][1620/1879] lr: 1.772e-01, eta: 1 day, 15:40:31, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.7719, top1_acc: 0.2816, top5_acc: 0.5160, loss_cls: 3.4034, loss: 5.1754, grad_norm: 1.9412 2021-07-19 05:31:02,015 - mmaction - INFO - Epoch [33][1640/1879] lr: 1.772e-01, eta: 1 day, 15:40:15, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.7593, top1_acc: 0.2855, top5_acc: 0.5418, loss_cls: 3.3496, loss: 5.1089, grad_norm: 1.9598 2021-07-19 05:31:14,446 - mmaction - INFO - Epoch [33][1660/1879] lr: 1.772e-01, eta: 1 day, 15:40:00, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.7853, top1_acc: 0.2707, top5_acc: 0.5145, loss_cls: 3.4134, loss: 5.1987, grad_norm: 1.9612 2021-07-19 05:31:26,623 - mmaction - INFO - Epoch [33][1680/1879] lr: 1.772e-01, eta: 1 day, 15:39:44, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.8325, top1_acc: 0.2629, top5_acc: 0.5008, loss_cls: 3.4874, loss: 5.3199, grad_norm: 1.8977 2021-07-19 05:31:38,114 - mmaction - INFO - Epoch [33][1700/1879] lr: 1.772e-01, eta: 1 day, 15:39:26, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.7781, top1_acc: 0.2668, top5_acc: 0.5262, loss_cls: 3.3990, loss: 5.1771, grad_norm: 1.9358 2021-07-19 05:31:50,595 - mmaction - INFO - Epoch [33][1720/1879] lr: 1.772e-01, eta: 1 day, 15:39:11, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.7548, top1_acc: 0.2777, top5_acc: 0.5246, loss_cls: 3.3678, loss: 5.1226, grad_norm: 1.8893 2021-07-19 05:32:02,232 - mmaction - INFO - Epoch [33][1740/1879] lr: 1.772e-01, eta: 1 day, 15:38:53, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.7547, top1_acc: 0.2785, top5_acc: 0.5258, loss_cls: 3.3682, loss: 5.1229, grad_norm: 1.9472 2021-07-19 05:32:14,564 - mmaction - INFO - Epoch [33][1760/1879] lr: 1.771e-01, eta: 1 day, 15:38:38, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.8328, top1_acc: 0.2570, top5_acc: 0.5000, loss_cls: 3.5004, loss: 5.3332, grad_norm: 1.9580 2021-07-19 05:32:26,123 - mmaction - INFO - Epoch [33][1780/1879] lr: 1.771e-01, eta: 1 day, 15:38:20, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.7786, top1_acc: 0.2816, top5_acc: 0.5121, loss_cls: 3.3979, loss: 5.1765, grad_norm: 1.9325 2021-07-19 05:32:37,363 - mmaction - INFO - Epoch [33][1800/1879] lr: 1.771e-01, eta: 1 day, 15:38:01, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7629, top1_acc: 0.2805, top5_acc: 0.5328, loss_cls: 3.3825, loss: 5.1453, grad_norm: 1.9616 2021-07-19 05:32:49,836 - mmaction - INFO - Epoch [33][1820/1879] lr: 1.771e-01, eta: 1 day, 15:37:46, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.7849, top1_acc: 0.2684, top5_acc: 0.5184, loss_cls: 3.4282, loss: 5.2131, grad_norm: 1.8996 2021-07-19 05:33:01,550 - mmaction - INFO - Epoch [33][1840/1879] lr: 1.771e-01, eta: 1 day, 15:37:29, time: 0.587, data_time: 0.007, memory: 6921, loss_aux: 1.8108, top1_acc: 0.2633, top5_acc: 0.5078, loss_cls: 3.4453, loss: 5.2561, grad_norm: 1.9420 2021-07-19 05:33:16,724 - mmaction - INFO - Epoch [33][1860/1879] lr: 1.771e-01, eta: 1 day, 15:37:23, time: 0.757, data_time: 0.003, memory: 6921, loss_aux: 1.7824, top1_acc: 0.2645, top5_acc: 0.5125, loss_cls: 3.4089, loss: 5.1913, grad_norm: 1.9193 2021-07-19 05:33:27,509 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-07-19 05:33:49,186 - mmaction - INFO - Epoch [34][20/1879] lr: 1.770e-01, eta: 1 day, 15:36:38, time: 0.978, data_time: 0.384, memory: 6921, loss_aux: 1.8071, top1_acc: 0.2711, top5_acc: 0.5078, loss_cls: 3.4490, loss: 5.2561, grad_norm: 1.9052 2021-07-19 05:34:00,449 - mmaction - INFO - Epoch [34][40/1879] lr: 1.770e-01, eta: 1 day, 15:36:19, time: 0.566, data_time: 0.012, memory: 6921, loss_aux: 1.7684, top1_acc: 0.2805, top5_acc: 0.5203, loss_cls: 3.3772, loss: 5.1456, grad_norm: 1.9189 2021-07-19 05:34:13,380 - mmaction - INFO - Epoch [34][60/1879] lr: 1.770e-01, eta: 1 day, 15:36:05, time: 0.639, data_time: 0.003, memory: 6921, loss_aux: 1.7322, top1_acc: 0.2926, top5_acc: 0.5406, loss_cls: 3.3048, loss: 5.0371, grad_norm: 1.8848 2021-07-19 05:34:24,556 - mmaction - INFO - Epoch [34][80/1879] lr: 1.770e-01, eta: 1 day, 15:35:46, time: 0.566, data_time: 0.010, memory: 6921, loss_aux: 1.7509, top1_acc: 0.2789, top5_acc: 0.5266, loss_cls: 3.3521, loss: 5.1030, grad_norm: 1.9418 2021-07-19 05:34:37,087 - mmaction - INFO - Epoch [34][100/1879] lr: 1.770e-01, eta: 1 day, 15:35:32, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.7554, top1_acc: 0.2832, top5_acc: 0.5262, loss_cls: 3.3489, loss: 5.1044, grad_norm: 1.9249 2021-07-19 05:34:50,048 - mmaction - INFO - Epoch [34][120/1879] lr: 1.770e-01, eta: 1 day, 15:35:19, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.7423, top1_acc: 0.2770, top5_acc: 0.5277, loss_cls: 3.3201, loss: 5.0623, grad_norm: 1.8953 2021-07-19 05:35:02,265 - mmaction - INFO - Epoch [34][140/1879] lr: 1.770e-01, eta: 1 day, 15:35:03, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.7632, top1_acc: 0.2910, top5_acc: 0.5305, loss_cls: 3.3552, loss: 5.1183, grad_norm: 1.9189 2021-07-19 05:35:14,065 - mmaction - INFO - Epoch [34][160/1879] lr: 1.769e-01, eta: 1 day, 15:34:46, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7976, top1_acc: 0.2773, top5_acc: 0.5180, loss_cls: 3.4004, loss: 5.1980, grad_norm: 1.9407 2021-07-19 05:35:25,697 - mmaction - INFO - Epoch [34][180/1879] lr: 1.769e-01, eta: 1 day, 15:34:28, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.7588, top1_acc: 0.2695, top5_acc: 0.5363, loss_cls: 3.3575, loss: 5.1163, grad_norm: 1.9639 2021-07-19 05:35:36,684 - mmaction - INFO - Epoch [34][200/1879] lr: 1.769e-01, eta: 1 day, 15:34:08, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.7804, top1_acc: 0.2812, top5_acc: 0.5266, loss_cls: 3.3864, loss: 5.1668, grad_norm: 1.9672 2021-07-19 05:35:47,849 - mmaction - INFO - Epoch [34][220/1879] lr: 1.769e-01, eta: 1 day, 15:33:49, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.7643, top1_acc: 0.2750, top5_acc: 0.5191, loss_cls: 3.3707, loss: 5.1350, grad_norm: 1.9226 2021-07-19 05:36:00,030 - mmaction - INFO - Epoch [34][240/1879] lr: 1.769e-01, eta: 1 day, 15:33:33, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.7754, top1_acc: 0.2672, top5_acc: 0.5223, loss_cls: 3.4062, loss: 5.1816, grad_norm: 1.9100 2021-07-19 05:36:12,342 - mmaction - INFO - Epoch [34][260/1879] lr: 1.769e-01, eta: 1 day, 15:33:18, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.7511, top1_acc: 0.2898, top5_acc: 0.5367, loss_cls: 3.3334, loss: 5.0845, grad_norm: 1.8918 2021-07-19 05:36:26,228 - mmaction - INFO - Epoch [34][280/1879] lr: 1.769e-01, eta: 1 day, 15:33:08, time: 0.694, data_time: 0.004, memory: 6921, loss_aux: 1.7713, top1_acc: 0.2793, top5_acc: 0.5281, loss_cls: 3.3635, loss: 5.1347, grad_norm: 1.9249 2021-07-19 05:36:37,662 - mmaction - INFO - Epoch [34][300/1879] lr: 1.768e-01, eta: 1 day, 15:32:50, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.7301, top1_acc: 0.2887, top5_acc: 0.5277, loss_cls: 3.3190, loss: 5.0491, grad_norm: 1.9194 2021-07-19 05:36:48,664 - mmaction - INFO - Epoch [34][320/1879] lr: 1.768e-01, eta: 1 day, 15:32:30, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.7707, top1_acc: 0.2773, top5_acc: 0.5137, loss_cls: 3.3866, loss: 5.1574, grad_norm: 2.0266 2021-07-19 05:37:01,313 - mmaction - INFO - Epoch [34][340/1879] lr: 1.768e-01, eta: 1 day, 15:32:16, time: 0.632, data_time: 0.001, memory: 6921, loss_aux: 1.7814, top1_acc: 0.2719, top5_acc: 0.5137, loss_cls: 3.4288, loss: 5.2101, grad_norm: 1.9495 2021-07-19 05:37:13,157 - mmaction - INFO - Epoch [34][360/1879] lr: 1.768e-01, eta: 1 day, 15:31:57, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.7539, top1_acc: 0.2844, top5_acc: 0.5254, loss_cls: 3.3400, loss: 5.0940, grad_norm: 1.9285 2021-07-19 05:37:25,255 - mmaction - INFO - Epoch [34][380/1879] lr: 1.768e-01, eta: 1 day, 15:31:43, time: 0.626, data_time: 0.024, memory: 6921, loss_aux: 1.7523, top1_acc: 0.2809, top5_acc: 0.5301, loss_cls: 3.3481, loss: 5.1004, grad_norm: 1.9309 2021-07-19 05:37:36,743 - mmaction - INFO - Epoch [34][400/1879] lr: 1.768e-01, eta: 1 day, 15:31:25, time: 0.575, data_time: 0.006, memory: 6921, loss_aux: 1.7663, top1_acc: 0.2695, top5_acc: 0.5094, loss_cls: 3.4029, loss: 5.1691, grad_norm: 1.9773 2021-07-19 05:37:49,100 - mmaction - INFO - Epoch [34][420/1879] lr: 1.768e-01, eta: 1 day, 15:31:10, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7689, top1_acc: 0.2871, top5_acc: 0.5258, loss_cls: 3.3903, loss: 5.1591, grad_norm: 1.9049 2021-07-19 05:38:00,429 - mmaction - INFO - Epoch [34][440/1879] lr: 1.767e-01, eta: 1 day, 15:30:51, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.7380, top1_acc: 0.2859, top5_acc: 0.5437, loss_cls: 3.3069, loss: 5.0449, grad_norm: 1.9271 2021-07-19 05:38:11,475 - mmaction - INFO - Epoch [34][460/1879] lr: 1.767e-01, eta: 1 day, 15:30:31, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.7941, top1_acc: 0.2691, top5_acc: 0.5203, loss_cls: 3.4134, loss: 5.2075, grad_norm: 1.9830 2021-07-19 05:38:22,767 - mmaction - INFO - Epoch [34][480/1879] lr: 1.767e-01, eta: 1 day, 15:30:12, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7232, top1_acc: 0.2879, top5_acc: 0.5371, loss_cls: 3.2964, loss: 5.0196, grad_norm: 1.9281 2021-07-19 05:38:36,505 - mmaction - INFO - Epoch [34][500/1879] lr: 1.767e-01, eta: 1 day, 15:30:02, time: 0.689, data_time: 0.006, memory: 6921, loss_aux: 1.7876, top1_acc: 0.2773, top5_acc: 0.5125, loss_cls: 3.4207, loss: 5.2084, grad_norm: 1.9521 2021-07-19 05:38:51,357 - mmaction - INFO - Epoch [34][520/1879] lr: 1.767e-01, eta: 1 day, 15:29:56, time: 0.741, data_time: 0.002, memory: 6921, loss_aux: 1.7516, top1_acc: 0.2922, top5_acc: 0.5371, loss_cls: 3.3581, loss: 5.1097, grad_norm: 1.9469 2021-07-19 05:39:05,052 - mmaction - INFO - Epoch [34][540/1879] lr: 1.767e-01, eta: 1 day, 15:29:38, time: 0.577, data_time: 0.007, memory: 6921, loss_aux: 1.7418, top1_acc: 0.2852, top5_acc: 0.5277, loss_cls: 3.3654, loss: 5.1073, grad_norm: 1.9128 2021-07-19 05:39:30,732 - mmaction - INFO - Epoch [34][560/1879] lr: 1.767e-01, eta: 1 day, 15:30:15, time: 1.374, data_time: 0.131, memory: 6921, loss_aux: 1.7132, top1_acc: 0.2945, top5_acc: 0.5457, loss_cls: 3.2851, loss: 4.9983, grad_norm: 1.9399 2021-07-19 05:39:42,039 - mmaction - INFO - Epoch [34][580/1879] lr: 1.766e-01, eta: 1 day, 15:29:58, time: 0.584, data_time: 0.028, memory: 6921, loss_aux: 1.7875, top1_acc: 0.2613, top5_acc: 0.5027, loss_cls: 3.4414, loss: 5.2288, grad_norm: 1.9408 2021-07-19 05:39:53,603 - mmaction - INFO - Epoch [34][600/1879] lr: 1.766e-01, eta: 1 day, 15:29:40, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7809, top1_acc: 0.2832, top5_acc: 0.5129, loss_cls: 3.3937, loss: 5.1746, grad_norm: 1.9027 2021-07-19 05:40:05,449 - mmaction - INFO - Epoch [34][620/1879] lr: 1.766e-01, eta: 1 day, 15:29:23, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.7819, top1_acc: 0.2676, top5_acc: 0.5070, loss_cls: 3.4056, loss: 5.1875, grad_norm: 1.9192 2021-07-19 05:40:16,529 - mmaction - INFO - Epoch [34][640/1879] lr: 1.766e-01, eta: 1 day, 15:29:04, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.7773, top1_acc: 0.2777, top5_acc: 0.5129, loss_cls: 3.3913, loss: 5.1686, grad_norm: 1.9515 2021-07-19 05:40:30,898 - mmaction - INFO - Epoch [34][660/1879] lr: 1.766e-01, eta: 1 day, 15:28:55, time: 0.714, data_time: 0.003, memory: 6921, loss_aux: 1.7730, top1_acc: 0.2781, top5_acc: 0.5293, loss_cls: 3.3684, loss: 5.1414, grad_norm: 1.9457 2021-07-19 05:40:42,212 - mmaction - INFO - Epoch [34][680/1879] lr: 1.766e-01, eta: 1 day, 15:28:37, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 1.7762, top1_acc: 0.2680, top5_acc: 0.5109, loss_cls: 3.4284, loss: 5.2046, grad_norm: 1.9346 2021-07-19 05:40:56,304 - mmaction - INFO - Epoch [34][700/1879] lr: 1.766e-01, eta: 1 day, 15:28:28, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.7579, top1_acc: 0.2828, top5_acc: 0.5367, loss_cls: 3.3439, loss: 5.1018, grad_norm: 1.9250 2021-07-19 05:41:07,775 - mmaction - INFO - Epoch [34][720/1879] lr: 1.765e-01, eta: 1 day, 15:28:10, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.7939, top1_acc: 0.2801, top5_acc: 0.5176, loss_cls: 3.4001, loss: 5.1940, grad_norm: 1.9393 2021-07-19 05:41:24,797 - mmaction - INFO - Epoch [34][740/1879] lr: 1.765e-01, eta: 1 day, 15:28:11, time: 0.850, data_time: 0.003, memory: 6921, loss_aux: 1.7363, top1_acc: 0.2855, top5_acc: 0.5387, loss_cls: 3.3281, loss: 5.0644, grad_norm: 1.9204 2021-07-19 05:41:35,842 - mmaction - INFO - Epoch [34][760/1879] lr: 1.765e-01, eta: 1 day, 15:27:51, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.7691, top1_acc: 0.2730, top5_acc: 0.5203, loss_cls: 3.4067, loss: 5.1758, grad_norm: 1.9337 2021-07-19 05:41:55,276 - mmaction - INFO - Epoch [34][780/1879] lr: 1.765e-01, eta: 1 day, 15:28:00, time: 0.968, data_time: 0.002, memory: 6921, loss_aux: 1.7240, top1_acc: 0.2992, top5_acc: 0.5430, loss_cls: 3.2776, loss: 5.0016, grad_norm: 1.9243 2021-07-19 05:42:06,736 - mmaction - INFO - Epoch [34][800/1879] lr: 1.765e-01, eta: 1 day, 15:27:42, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.7738, top1_acc: 0.2762, top5_acc: 0.5039, loss_cls: 3.4294, loss: 5.2032, grad_norm: 1.9200 2021-07-19 05:42:21,689 - mmaction - INFO - Epoch [34][820/1879] lr: 1.765e-01, eta: 1 day, 15:27:36, time: 0.741, data_time: 0.003, memory: 6921, loss_aux: 1.7762, top1_acc: 0.2871, top5_acc: 0.5125, loss_cls: 3.4185, loss: 5.1947, grad_norm: 1.8964 2021-07-19 05:42:33,057 - mmaction - INFO - Epoch [34][840/1879] lr: 1.765e-01, eta: 1 day, 15:27:18, time: 0.575, data_time: 0.010, memory: 6921, loss_aux: 1.7487, top1_acc: 0.2844, top5_acc: 0.5355, loss_cls: 3.3451, loss: 5.0938, grad_norm: 1.9470 2021-07-19 05:42:44,695 - mmaction - INFO - Epoch [34][860/1879] lr: 1.764e-01, eta: 1 day, 15:27:00, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.7801, top1_acc: 0.2656, top5_acc: 0.5242, loss_cls: 3.4210, loss: 5.2011, grad_norm: 1.9371 2021-07-19 05:42:57,307 - mmaction - INFO - Epoch [34][880/1879] lr: 1.764e-01, eta: 1 day, 15:26:46, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.7796, top1_acc: 0.2703, top5_acc: 0.5242, loss_cls: 3.4419, loss: 5.2215, grad_norm: 1.9323 2021-07-19 05:43:08,528 - mmaction - INFO - Epoch [34][900/1879] lr: 1.764e-01, eta: 1 day, 15:26:27, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.7568, top1_acc: 0.2902, top5_acc: 0.5340, loss_cls: 3.3415, loss: 5.0983, grad_norm: 1.9016 2021-07-19 05:43:20,039 - mmaction - INFO - Epoch [34][920/1879] lr: 1.764e-01, eta: 1 day, 15:26:09, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.7476, top1_acc: 0.2867, top5_acc: 0.5398, loss_cls: 3.3354, loss: 5.0829, grad_norm: 1.9618 2021-07-19 05:43:36,297 - mmaction - INFO - Epoch [34][940/1879] lr: 1.764e-01, eta: 1 day, 15:26:07, time: 0.812, data_time: 0.004, memory: 6921, loss_aux: 1.7877, top1_acc: 0.2781, top5_acc: 0.5230, loss_cls: 3.4186, loss: 5.2063, grad_norm: 1.9362 2021-07-19 05:43:47,235 - mmaction - INFO - Epoch [34][960/1879] lr: 1.764e-01, eta: 1 day, 15:25:47, time: 0.550, data_time: 0.004, memory: 6921, loss_aux: 1.7477, top1_acc: 0.2848, top5_acc: 0.5328, loss_cls: 3.3353, loss: 5.0830, grad_norm: 1.9237 2021-07-19 05:43:59,041 - mmaction - INFO - Epoch [34][980/1879] lr: 1.764e-01, eta: 1 day, 15:25:30, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.7948, top1_acc: 0.2562, top5_acc: 0.5070, loss_cls: 3.4964, loss: 5.2912, grad_norm: 1.9557 2021-07-19 05:44:14,937 - mmaction - INFO - Epoch [34][1000/1879] lr: 1.763e-01, eta: 1 day, 15:25:24, time: 0.749, data_time: 0.002, memory: 6921, loss_aux: 1.8098, top1_acc: 0.2535, top5_acc: 0.5184, loss_cls: 3.4657, loss: 5.2755, grad_norm: 1.9674 2021-07-19 05:44:28,386 - mmaction - INFO - Epoch [34][1020/1879] lr: 1.763e-01, eta: 1 day, 15:25:16, time: 0.718, data_time: 0.065, memory: 6921, loss_aux: 1.7583, top1_acc: 0.2781, top5_acc: 0.5242, loss_cls: 3.3563, loss: 5.1146, grad_norm: 1.9295 2021-07-19 05:44:39,868 - mmaction - INFO - Epoch [34][1040/1879] lr: 1.763e-01, eta: 1 day, 15:24:58, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.7965, top1_acc: 0.2672, top5_acc: 0.5062, loss_cls: 3.4401, loss: 5.2366, grad_norm: 1.9568 2021-07-19 05:44:51,961 - mmaction - INFO - Epoch [34][1060/1879] lr: 1.763e-01, eta: 1 day, 15:24:42, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.7929, top1_acc: 0.2699, top5_acc: 0.5207, loss_cls: 3.4198, loss: 5.2127, grad_norm: 1.8996 2021-07-19 05:45:03,251 - mmaction - INFO - Epoch [34][1080/1879] lr: 1.763e-01, eta: 1 day, 15:24:23, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.7892, top1_acc: 0.2574, top5_acc: 0.5113, loss_cls: 3.4527, loss: 5.2418, grad_norm: 1.9240 2021-07-19 05:45:14,563 - mmaction - INFO - Epoch [34][1100/1879] lr: 1.763e-01, eta: 1 day, 15:24:04, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7465, top1_acc: 0.2723, top5_acc: 0.5328, loss_cls: 3.3346, loss: 5.0811, grad_norm: 1.9272 2021-07-19 05:45:25,848 - mmaction - INFO - Epoch [34][1120/1879] lr: 1.763e-01, eta: 1 day, 15:23:46, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.7834, top1_acc: 0.2848, top5_acc: 0.5262, loss_cls: 3.4099, loss: 5.1933, grad_norm: 1.9265 2021-07-19 05:45:37,556 - mmaction - INFO - Epoch [34][1140/1879] lr: 1.762e-01, eta: 1 day, 15:23:28, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7399, top1_acc: 0.2812, top5_acc: 0.5207, loss_cls: 3.3616, loss: 5.1015, grad_norm: 1.9115 2021-07-19 05:45:49,587 - mmaction - INFO - Epoch [34][1160/1879] lr: 1.762e-01, eta: 1 day, 15:23:12, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.7599, top1_acc: 0.2793, top5_acc: 0.5219, loss_cls: 3.3702, loss: 5.1301, grad_norm: 1.9153 2021-07-19 05:46:01,806 - mmaction - INFO - Epoch [34][1180/1879] lr: 1.762e-01, eta: 1 day, 15:22:57, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7837, top1_acc: 0.2734, top5_acc: 0.5188, loss_cls: 3.4104, loss: 5.1941, grad_norm: 1.9529 2021-07-19 05:46:14,584 - mmaction - INFO - Epoch [34][1200/1879] lr: 1.762e-01, eta: 1 day, 15:22:43, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.7833, top1_acc: 0.2676, top5_acc: 0.5098, loss_cls: 3.4436, loss: 5.2269, grad_norm: 1.9317 2021-07-19 05:46:27,452 - mmaction - INFO - Epoch [34][1220/1879] lr: 1.762e-01, eta: 1 day, 15:22:30, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.7663, top1_acc: 0.2895, top5_acc: 0.5254, loss_cls: 3.3503, loss: 5.1166, grad_norm: 1.9031 2021-07-19 05:46:38,852 - mmaction - INFO - Epoch [34][1240/1879] lr: 1.762e-01, eta: 1 day, 15:22:11, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7737, top1_acc: 0.2773, top5_acc: 0.5184, loss_cls: 3.3766, loss: 5.1503, grad_norm: 1.9081 2021-07-19 05:46:52,525 - mmaction - INFO - Epoch [34][1260/1879] lr: 1.761e-01, eta: 1 day, 15:22:01, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.7880, top1_acc: 0.2762, top5_acc: 0.5145, loss_cls: 3.4286, loss: 5.2166, grad_norm: 1.9437 2021-07-19 05:47:04,348 - mmaction - INFO - Epoch [34][1280/1879] lr: 1.761e-01, eta: 1 day, 15:21:44, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.7676, top1_acc: 0.2699, top5_acc: 0.5168, loss_cls: 3.4118, loss: 5.1794, grad_norm: 1.9509 2021-07-19 05:47:16,344 - mmaction - INFO - Epoch [34][1300/1879] lr: 1.761e-01, eta: 1 day, 15:21:27, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.8056, top1_acc: 0.2715, top5_acc: 0.5176, loss_cls: 3.4473, loss: 5.2530, grad_norm: 1.9036 2021-07-19 05:47:27,599 - mmaction - INFO - Epoch [34][1320/1879] lr: 1.761e-01, eta: 1 day, 15:21:09, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7563, top1_acc: 0.2773, top5_acc: 0.5297, loss_cls: 3.3807, loss: 5.1370, grad_norm: 1.9483 2021-07-19 05:47:39,239 - mmaction - INFO - Epoch [34][1340/1879] lr: 1.761e-01, eta: 1 day, 15:20:51, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.8005, top1_acc: 0.2777, top5_acc: 0.5012, loss_cls: 3.4290, loss: 5.2296, grad_norm: 1.9550 2021-07-19 05:47:50,433 - mmaction - INFO - Epoch [34][1360/1879] lr: 1.761e-01, eta: 1 day, 15:20:32, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.8166, top1_acc: 0.2680, top5_acc: 0.4945, loss_cls: 3.4644, loss: 5.2810, grad_norm: 1.9094 2021-07-19 05:48:02,991 - mmaction - INFO - Epoch [34][1380/1879] lr: 1.761e-01, eta: 1 day, 15:20:18, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7677, top1_acc: 0.2789, top5_acc: 0.5273, loss_cls: 3.3768, loss: 5.1445, grad_norm: 1.9333 2021-07-19 05:48:15,198 - mmaction - INFO - Epoch [34][1400/1879] lr: 1.760e-01, eta: 1 day, 15:20:02, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.7925, top1_acc: 0.2801, top5_acc: 0.5207, loss_cls: 3.4027, loss: 5.1952, grad_norm: 1.9833 2021-07-19 05:48:26,505 - mmaction - INFO - Epoch [34][1420/1879] lr: 1.760e-01, eta: 1 day, 15:19:43, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.8114, top1_acc: 0.2621, top5_acc: 0.5027, loss_cls: 3.4830, loss: 5.2944, grad_norm: 1.9319 2021-07-19 05:48:38,481 - mmaction - INFO - Epoch [34][1440/1879] lr: 1.760e-01, eta: 1 day, 15:19:27, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.7463, top1_acc: 0.2824, top5_acc: 0.5289, loss_cls: 3.3235, loss: 5.0698, grad_norm: 1.9498 2021-07-19 05:48:53,424 - mmaction - INFO - Epoch [34][1460/1879] lr: 1.760e-01, eta: 1 day, 15:19:21, time: 0.743, data_time: 0.002, memory: 6921, loss_aux: 1.8014, top1_acc: 0.2695, top5_acc: 0.5113, loss_cls: 3.4595, loss: 5.2609, grad_norm: 1.9164 2021-07-19 05:49:04,761 - mmaction - INFO - Epoch [34][1480/1879] lr: 1.760e-01, eta: 1 day, 15:19:02, time: 0.570, data_time: 0.008, memory: 6921, loss_aux: 1.7851, top1_acc: 0.2605, top5_acc: 0.5062, loss_cls: 3.4408, loss: 5.2259, grad_norm: 1.9551 2021-07-19 05:49:21,401 - mmaction - INFO - Epoch [34][1500/1879] lr: 1.760e-01, eta: 1 day, 15:19:01, time: 0.824, data_time: 0.003, memory: 6921, loss_aux: 1.7540, top1_acc: 0.2766, top5_acc: 0.5301, loss_cls: 3.3552, loss: 5.1091, grad_norm: 1.9146 2021-07-19 05:49:37,819 - mmaction - INFO - Epoch [34][1520/1879] lr: 1.760e-01, eta: 1 day, 15:18:59, time: 0.802, data_time: 0.016, memory: 6921, loss_aux: 1.7713, top1_acc: 0.2871, top5_acc: 0.5281, loss_cls: 3.3723, loss: 5.1436, grad_norm: 1.9095 2021-07-19 05:49:49,216 - mmaction - INFO - Epoch [34][1540/1879] lr: 1.759e-01, eta: 1 day, 15:18:42, time: 0.597, data_time: 0.035, memory: 6921, loss_aux: 1.7273, top1_acc: 0.2895, top5_acc: 0.5406, loss_cls: 3.3237, loss: 5.0510, grad_norm: 1.9256 2021-07-19 05:50:00,654 - mmaction - INFO - Epoch [34][1560/1879] lr: 1.759e-01, eta: 1 day, 15:18:24, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.8122, top1_acc: 0.2609, top5_acc: 0.5035, loss_cls: 3.5171, loss: 5.3292, grad_norm: 1.9759 2021-07-19 05:50:11,812 - mmaction - INFO - Epoch [34][1580/1879] lr: 1.759e-01, eta: 1 day, 15:18:05, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.7899, top1_acc: 0.2754, top5_acc: 0.5184, loss_cls: 3.4180, loss: 5.2079, grad_norm: 1.9223 2021-07-19 05:50:24,618 - mmaction - INFO - Epoch [34][1600/1879] lr: 1.759e-01, eta: 1 day, 15:17:52, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.7913, top1_acc: 0.2637, top5_acc: 0.5113, loss_cls: 3.4423, loss: 5.2335, grad_norm: 1.8962 2021-07-19 05:50:36,034 - mmaction - INFO - Epoch [34][1620/1879] lr: 1.759e-01, eta: 1 day, 15:17:33, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7809, top1_acc: 0.2809, top5_acc: 0.5105, loss_cls: 3.4118, loss: 5.1928, grad_norm: 1.9304 2021-07-19 05:50:47,605 - mmaction - INFO - Epoch [34][1640/1879] lr: 1.759e-01, eta: 1 day, 15:17:15, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7571, top1_acc: 0.2941, top5_acc: 0.5301, loss_cls: 3.3414, loss: 5.0985, grad_norm: 1.8913 2021-07-19 05:51:01,211 - mmaction - INFO - Epoch [34][1660/1879] lr: 1.759e-01, eta: 1 day, 15:17:05, time: 0.682, data_time: 0.005, memory: 6921, loss_aux: 1.7732, top1_acc: 0.2746, top5_acc: 0.5164, loss_cls: 3.4175, loss: 5.1906, grad_norm: 1.9882 2021-07-19 05:51:14,747 - mmaction - INFO - Epoch [34][1680/1879] lr: 1.758e-01, eta: 1 day, 15:16:54, time: 0.676, data_time: 0.002, memory: 6921, loss_aux: 1.7690, top1_acc: 0.2758, top5_acc: 0.5195, loss_cls: 3.4014, loss: 5.1704, grad_norm: 1.9235 2021-07-19 05:51:32,897 - mmaction - INFO - Epoch [34][1700/1879] lr: 1.758e-01, eta: 1 day, 15:16:58, time: 0.905, data_time: 0.004, memory: 6921, loss_aux: 1.7710, top1_acc: 0.2676, top5_acc: 0.5066, loss_cls: 3.4319, loss: 5.2029, grad_norm: 1.9990 2021-07-19 05:51:44,241 - mmaction - INFO - Epoch [34][1720/1879] lr: 1.758e-01, eta: 1 day, 15:16:40, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.7401, top1_acc: 0.2777, top5_acc: 0.5309, loss_cls: 3.3310, loss: 5.0711, grad_norm: 1.9068 2021-07-19 05:51:56,988 - mmaction - INFO - Epoch [34][1740/1879] lr: 1.758e-01, eta: 1 day, 15:16:26, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.7445, top1_acc: 0.2812, top5_acc: 0.5332, loss_cls: 3.3501, loss: 5.0946, grad_norm: 1.9332 2021-07-19 05:52:10,166 - mmaction - INFO - Epoch [34][1760/1879] lr: 1.758e-01, eta: 1 day, 15:16:14, time: 0.657, data_time: 0.004, memory: 6921, loss_aux: 1.7683, top1_acc: 0.2836, top5_acc: 0.5301, loss_cls: 3.3366, loss: 5.1049, grad_norm: 1.9386 2021-07-19 05:52:25,978 - mmaction - INFO - Epoch [34][1780/1879] lr: 1.758e-01, eta: 1 day, 15:16:11, time: 0.790, data_time: 0.006, memory: 6921, loss_aux: 1.7829, top1_acc: 0.2793, top5_acc: 0.5227, loss_cls: 3.3525, loss: 5.1354, grad_norm: 1.9801 2021-07-19 05:52:37,428 - mmaction - INFO - Epoch [34][1800/1879] lr: 1.758e-01, eta: 1 day, 15:15:53, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.7709, top1_acc: 0.2789, top5_acc: 0.5211, loss_cls: 3.3967, loss: 5.1677, grad_norm: 1.9384 2021-07-19 05:52:48,936 - mmaction - INFO - Epoch [34][1820/1879] lr: 1.757e-01, eta: 1 day, 15:15:35, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.7783, top1_acc: 0.2750, top5_acc: 0.4988, loss_cls: 3.4105, loss: 5.1888, grad_norm: 1.9177 2021-07-19 05:53:02,654 - mmaction - INFO - Epoch [34][1840/1879] lr: 1.757e-01, eta: 1 day, 15:15:24, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.7844, top1_acc: 0.2719, top5_acc: 0.5180, loss_cls: 3.4109, loss: 5.1953, grad_norm: 1.9301 2021-07-19 05:53:13,849 - mmaction - INFO - Epoch [34][1860/1879] lr: 1.757e-01, eta: 1 day, 15:15:05, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2871, top5_acc: 0.5344, loss_cls: 3.3134, loss: 5.0585, grad_norm: 1.9320 2021-07-19 05:53:35,069 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-07-19 05:53:57,864 - mmaction - INFO - Epoch [35][20/1879] lr: 1.757e-01, eta: 1 day, 15:14:08, time: 0.798, data_time: 0.237, memory: 6921, loss_aux: 1.7797, top1_acc: 0.2852, top5_acc: 0.5234, loss_cls: 3.3912, loss: 5.1709, grad_norm: 1.9541 2021-07-19 05:54:09,111 - mmaction - INFO - Epoch [35][40/1879] lr: 1.757e-01, eta: 1 day, 15:13:50, time: 0.568, data_time: 0.009, memory: 6921, loss_aux: 1.7579, top1_acc: 0.2828, top5_acc: 0.5164, loss_cls: 3.3726, loss: 5.1305, grad_norm: 1.9423 2021-07-19 05:54:20,340 - mmaction - INFO - Epoch [35][60/1879] lr: 1.757e-01, eta: 1 day, 15:13:31, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.7522, top1_acc: 0.2824, top5_acc: 0.5164, loss_cls: 3.3733, loss: 5.1255, grad_norm: 1.9510 2021-07-19 05:54:37,899 - mmaction - INFO - Epoch [35][80/1879] lr: 1.756e-01, eta: 1 day, 15:13:34, time: 0.876, data_time: 0.004, memory: 6921, loss_aux: 1.8140, top1_acc: 0.2625, top5_acc: 0.5160, loss_cls: 3.4696, loss: 5.2835, grad_norm: 1.9522 2021-07-19 05:54:54,510 - mmaction - INFO - Epoch [35][100/1879] lr: 1.756e-01, eta: 1 day, 15:13:33, time: 0.832, data_time: 0.006, memory: 6921, loss_aux: 1.7436, top1_acc: 0.2879, top5_acc: 0.5379, loss_cls: 3.3273, loss: 5.0709, grad_norm: 1.9314 2021-07-19 05:55:05,863 - mmaction - INFO - Epoch [35][120/1879] lr: 1.756e-01, eta: 1 day, 15:13:15, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.7343, top1_acc: 0.2875, top5_acc: 0.5316, loss_cls: 3.3179, loss: 5.0522, grad_norm: 1.9565 2021-07-19 05:55:20,177 - mmaction - INFO - Epoch [35][140/1879] lr: 1.756e-01, eta: 1 day, 15:13:06, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.7595, top1_acc: 0.2805, top5_acc: 0.5234, loss_cls: 3.3672, loss: 5.1267, grad_norm: 1.9317 2021-07-19 05:55:32,425 - mmaction - INFO - Epoch [35][160/1879] lr: 1.756e-01, eta: 1 day, 15:12:51, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7734, top1_acc: 0.2656, top5_acc: 0.5129, loss_cls: 3.4238, loss: 5.1972, grad_norm: 1.9428 2021-07-19 05:55:44,804 - mmaction - INFO - Epoch [35][180/1879] lr: 1.756e-01, eta: 1 day, 15:12:36, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.7140, top1_acc: 0.3031, top5_acc: 0.5527, loss_cls: 3.2473, loss: 4.9613, grad_norm: 1.9668 2021-07-19 05:56:03,383 - mmaction - INFO - Epoch [35][200/1879] lr: 1.756e-01, eta: 1 day, 15:12:42, time: 0.929, data_time: 0.009, memory: 6921, loss_aux: 1.7660, top1_acc: 0.2828, top5_acc: 0.5234, loss_cls: 3.3752, loss: 5.1411, grad_norm: 1.9305 2021-07-19 05:56:14,372 - mmaction - INFO - Epoch [35][220/1879] lr: 1.755e-01, eta: 1 day, 15:12:22, time: 0.550, data_time: 0.003, memory: 6921, loss_aux: 1.7684, top1_acc: 0.2777, top5_acc: 0.5223, loss_cls: 3.3672, loss: 5.1357, grad_norm: 1.8928 2021-07-19 05:56:29,947 - mmaction - INFO - Epoch [35][240/1879] lr: 1.755e-01, eta: 1 day, 15:12:18, time: 0.778, data_time: 0.007, memory: 6921, loss_aux: 1.7799, top1_acc: 0.2734, top5_acc: 0.5160, loss_cls: 3.3954, loss: 5.1753, grad_norm: 1.9093 2021-07-19 05:56:42,237 - mmaction - INFO - Epoch [35][260/1879] lr: 1.755e-01, eta: 1 day, 15:12:03, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.7489, top1_acc: 0.2969, top5_acc: 0.5324, loss_cls: 3.3333, loss: 5.0822, grad_norm: 1.9478 2021-07-19 05:56:53,912 - mmaction - INFO - Epoch [35][280/1879] lr: 1.755e-01, eta: 1 day, 15:11:46, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.7480, top1_acc: 0.2727, top5_acc: 0.5273, loss_cls: 3.3503, loss: 5.0983, grad_norm: 1.9763 2021-07-19 05:57:07,929 - mmaction - INFO - Epoch [35][300/1879] lr: 1.755e-01, eta: 1 day, 15:11:36, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.7684, top1_acc: 0.2754, top5_acc: 0.5238, loss_cls: 3.3857, loss: 5.1541, grad_norm: 1.9503 2021-07-19 05:57:19,262 - mmaction - INFO - Epoch [35][320/1879] lr: 1.755e-01, eta: 1 day, 15:11:18, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.7486, top1_acc: 0.2938, top5_acc: 0.5230, loss_cls: 3.3479, loss: 5.0965, grad_norm: 1.9484 2021-07-19 05:57:30,728 - mmaction - INFO - Epoch [35][340/1879] lr: 1.755e-01, eta: 1 day, 15:11:00, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7990, top1_acc: 0.2730, top5_acc: 0.5098, loss_cls: 3.4344, loss: 5.2334, grad_norm: 1.9377 2021-07-19 05:57:44,483 - mmaction - INFO - Epoch [35][360/1879] lr: 1.754e-01, eta: 1 day, 15:10:49, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.7629, top1_acc: 0.2809, top5_acc: 0.5328, loss_cls: 3.3616, loss: 5.1245, grad_norm: 1.9137 2021-07-19 05:57:56,060 - mmaction - INFO - Epoch [35][380/1879] lr: 1.754e-01, eta: 1 day, 15:10:32, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.7834, top1_acc: 0.2695, top5_acc: 0.5223, loss_cls: 3.4258, loss: 5.2093, grad_norm: 1.9379 2021-07-19 05:58:07,661 - mmaction - INFO - Epoch [35][400/1879] lr: 1.754e-01, eta: 1 day, 15:10:14, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.7534, top1_acc: 0.2781, top5_acc: 0.5262, loss_cls: 3.3341, loss: 5.0875, grad_norm: 1.9720 2021-07-19 05:58:18,878 - mmaction - INFO - Epoch [35][420/1879] lr: 1.754e-01, eta: 1 day, 15:09:55, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7687, top1_acc: 0.2758, top5_acc: 0.5113, loss_cls: 3.3975, loss: 5.1662, grad_norm: 1.9456 2021-07-19 05:58:30,025 - mmaction - INFO - Epoch [35][440/1879] lr: 1.754e-01, eta: 1 day, 15:09:36, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.7666, top1_acc: 0.2914, top5_acc: 0.5352, loss_cls: 3.3486, loss: 5.1151, grad_norm: 1.9448 2021-07-19 05:58:41,185 - mmaction - INFO - Epoch [35][460/1879] lr: 1.754e-01, eta: 1 day, 15:09:17, time: 0.557, data_time: 0.001, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2906, top5_acc: 0.5355, loss_cls: 3.3093, loss: 5.0426, grad_norm: 1.9538 2021-07-19 05:58:54,056 - mmaction - INFO - Epoch [35][480/1879] lr: 1.753e-01, eta: 1 day, 15:09:04, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.7610, top1_acc: 0.2816, top5_acc: 0.5277, loss_cls: 3.3697, loss: 5.1307, grad_norm: 1.9592 2021-07-19 05:59:11,950 - mmaction - INFO - Epoch [35][500/1879] lr: 1.753e-01, eta: 1 day, 15:09:08, time: 0.894, data_time: 0.003, memory: 6921, loss_aux: 1.7502, top1_acc: 0.2828, top5_acc: 0.5281, loss_cls: 3.3395, loss: 5.0897, grad_norm: 1.9609 2021-07-19 05:59:32,522 - mmaction - INFO - Epoch [35][520/1879] lr: 1.753e-01, eta: 1 day, 15:09:20, time: 1.024, data_time: 0.049, memory: 6921, loss_aux: 1.7441, top1_acc: 0.2711, top5_acc: 0.5258, loss_cls: 3.3791, loss: 5.1232, grad_norm: 1.9588 2021-07-19 05:59:43,753 - mmaction - INFO - Epoch [35][540/1879] lr: 1.753e-01, eta: 1 day, 15:09:01, time: 0.561, data_time: 0.011, memory: 6921, loss_aux: 1.7733, top1_acc: 0.2863, top5_acc: 0.5234, loss_cls: 3.4214, loss: 5.1947, grad_norm: 1.9440 2021-07-19 05:59:57,294 - mmaction - INFO - Epoch [35][560/1879] lr: 1.753e-01, eta: 1 day, 15:08:50, time: 0.680, data_time: 0.010, memory: 6921, loss_aux: 1.7673, top1_acc: 0.2707, top5_acc: 0.5289, loss_cls: 3.3807, loss: 5.1480, grad_norm: 1.9312 2021-07-19 06:00:10,911 - mmaction - INFO - Epoch [35][580/1879] lr: 1.753e-01, eta: 1 day, 15:08:40, time: 0.683, data_time: 0.008, memory: 6921, loss_aux: 1.7741, top1_acc: 0.2789, top5_acc: 0.5297, loss_cls: 3.3707, loss: 5.1448, grad_norm: 1.9594 2021-07-19 06:00:25,991 - mmaction - INFO - Epoch [35][600/1879] lr: 1.753e-01, eta: 1 day, 15:08:34, time: 0.753, data_time: 0.004, memory: 6921, loss_aux: 1.7560, top1_acc: 0.2746, top5_acc: 0.5211, loss_cls: 3.3836, loss: 5.1396, grad_norm: 1.9149 2021-07-19 06:00:38,460 - mmaction - INFO - Epoch [35][620/1879] lr: 1.752e-01, eta: 1 day, 15:08:19, time: 0.625, data_time: 0.005, memory: 6921, loss_aux: 1.7359, top1_acc: 0.2844, top5_acc: 0.5387, loss_cls: 3.3051, loss: 5.0411, grad_norm: 1.9213 2021-07-19 06:00:51,608 - mmaction - INFO - Epoch [35][640/1879] lr: 1.752e-01, eta: 1 day, 15:08:07, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.7458, top1_acc: 0.2691, top5_acc: 0.5297, loss_cls: 3.3552, loss: 5.1011, grad_norm: 1.9194 2021-07-19 06:01:06,124 - mmaction - INFO - Epoch [35][660/1879] lr: 1.752e-01, eta: 1 day, 15:07:57, time: 0.698, data_time: 0.002, memory: 6921, loss_aux: 1.7742, top1_acc: 0.2801, top5_acc: 0.5258, loss_cls: 3.3721, loss: 5.1463, grad_norm: 1.9095 2021-07-19 06:01:18,001 - mmaction - INFO - Epoch [35][680/1879] lr: 1.752e-01, eta: 1 day, 15:07:43, time: 0.622, data_time: 0.030, memory: 6921, loss_aux: 1.7608, top1_acc: 0.2707, top5_acc: 0.5234, loss_cls: 3.3743, loss: 5.1351, grad_norm: 1.9465 2021-07-19 06:01:34,875 - mmaction - INFO - Epoch [35][700/1879] lr: 1.752e-01, eta: 1 day, 15:07:43, time: 0.841, data_time: 0.004, memory: 6921, loss_aux: 1.7224, top1_acc: 0.2867, top5_acc: 0.5430, loss_cls: 3.2715, loss: 4.9939, grad_norm: 1.9565 2021-07-19 06:01:46,295 - mmaction - INFO - Epoch [35][720/1879] lr: 1.752e-01, eta: 1 day, 15:07:25, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.7613, top1_acc: 0.2746, top5_acc: 0.5352, loss_cls: 3.3782, loss: 5.1394, grad_norm: 1.9926 2021-07-19 06:01:59,142 - mmaction - INFO - Epoch [35][740/1879] lr: 1.752e-01, eta: 1 day, 15:07:11, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.8225, top1_acc: 0.2664, top5_acc: 0.5082, loss_cls: 3.4757, loss: 5.2982, grad_norm: 1.9511 2021-07-19 06:02:10,428 - mmaction - INFO - Epoch [35][760/1879] lr: 1.751e-01, eta: 1 day, 15:06:53, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.7576, top1_acc: 0.2922, top5_acc: 0.5406, loss_cls: 3.3524, loss: 5.1100, grad_norm: 1.9127 2021-07-19 06:02:24,652 - mmaction - INFO - Epoch [35][780/1879] lr: 1.751e-01, eta: 1 day, 15:06:44, time: 0.708, data_time: 0.002, memory: 6921, loss_aux: 1.7720, top1_acc: 0.2914, top5_acc: 0.5250, loss_cls: 3.3264, loss: 5.0984, grad_norm: 1.8908 2021-07-19 06:02:37,065 - mmaction - INFO - Epoch [35][800/1879] lr: 1.751e-01, eta: 1 day, 15:06:26, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.7798, top1_acc: 0.2668, top5_acc: 0.5152, loss_cls: 3.3963, loss: 5.1762, grad_norm: 1.9697 2021-07-19 06:02:48,772 - mmaction - INFO - Epoch [35][820/1879] lr: 1.751e-01, eta: 1 day, 15:06:12, time: 0.633, data_time: 0.051, memory: 6921, loss_aux: 1.7764, top1_acc: 0.2840, top5_acc: 0.5191, loss_cls: 3.4098, loss: 5.1862, grad_norm: 1.9592 2021-07-19 06:03:00,811 - mmaction - INFO - Epoch [35][840/1879] lr: 1.751e-01, eta: 1 day, 15:05:56, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.7646, top1_acc: 0.2844, top5_acc: 0.5348, loss_cls: 3.3837, loss: 5.1483, grad_norm: 1.9122 2021-07-19 06:03:12,329 - mmaction - INFO - Epoch [35][860/1879] lr: 1.751e-01, eta: 1 day, 15:05:38, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.8010, top1_acc: 0.2723, top5_acc: 0.5055, loss_cls: 3.4379, loss: 5.2389, grad_norm: 1.9769 2021-07-19 06:03:23,891 - mmaction - INFO - Epoch [35][880/1879] lr: 1.751e-01, eta: 1 day, 15:05:20, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.7669, top1_acc: 0.2891, top5_acc: 0.5352, loss_cls: 3.3645, loss: 5.1314, grad_norm: 2.0592 2021-07-19 06:03:35,330 - mmaction - INFO - Epoch [35][900/1879] lr: 1.750e-01, eta: 1 day, 15:05:02, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.7493, top1_acc: 0.2844, top5_acc: 0.5344, loss_cls: 3.3473, loss: 5.0966, grad_norm: 1.9866 2021-07-19 06:03:46,758 - mmaction - INFO - Epoch [35][920/1879] lr: 1.750e-01, eta: 1 day, 15:04:44, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7310, top1_acc: 0.2969, top5_acc: 0.5383, loss_cls: 3.2850, loss: 5.0160, grad_norm: 1.9451 2021-07-19 06:03:58,708 - mmaction - INFO - Epoch [35][940/1879] lr: 1.750e-01, eta: 1 day, 15:04:28, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7723, top1_acc: 0.2941, top5_acc: 0.5230, loss_cls: 3.3449, loss: 5.1172, grad_norm: 1.9580 2021-07-19 06:04:11,021 - mmaction - INFO - Epoch [35][960/1879] lr: 1.750e-01, eta: 1 day, 15:04:13, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.7947, top1_acc: 0.2762, top5_acc: 0.5137, loss_cls: 3.3958, loss: 5.1905, grad_norm: 2.0036 2021-07-19 06:04:23,149 - mmaction - INFO - Epoch [35][980/1879] lr: 1.750e-01, eta: 1 day, 15:03:57, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.8084, top1_acc: 0.2742, top5_acc: 0.5078, loss_cls: 3.4458, loss: 5.2542, grad_norm: 1.9748 2021-07-19 06:04:35,203 - mmaction - INFO - Epoch [35][1000/1879] lr: 1.750e-01, eta: 1 day, 15:03:41, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.7792, top1_acc: 0.2668, top5_acc: 0.5188, loss_cls: 3.4049, loss: 5.1842, grad_norm: 1.9259 2021-07-19 06:04:47,180 - mmaction - INFO - Epoch [35][1020/1879] lr: 1.750e-01, eta: 1 day, 15:03:25, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.7968, top1_acc: 0.2734, top5_acc: 0.5184, loss_cls: 3.4321, loss: 5.2289, grad_norm: 1.9101 2021-07-19 06:04:59,079 - mmaction - INFO - Epoch [35][1040/1879] lr: 1.749e-01, eta: 1 day, 15:03:08, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.7913, top1_acc: 0.2738, top5_acc: 0.5164, loss_cls: 3.4139, loss: 5.2052, grad_norm: 1.9831 2021-07-19 06:05:11,461 - mmaction - INFO - Epoch [35][1060/1879] lr: 1.749e-01, eta: 1 day, 15:02:53, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.7427, top1_acc: 0.2848, top5_acc: 0.5332, loss_cls: 3.3332, loss: 5.0759, grad_norm: 1.9388 2021-07-19 06:05:23,243 - mmaction - INFO - Epoch [35][1080/1879] lr: 1.749e-01, eta: 1 day, 15:02:36, time: 0.591, data_time: 0.007, memory: 6921, loss_aux: 1.8018, top1_acc: 0.2664, top5_acc: 0.5145, loss_cls: 3.4485, loss: 5.2502, grad_norm: 1.9532 2021-07-19 06:05:34,668 - mmaction - INFO - Epoch [35][1100/1879] lr: 1.749e-01, eta: 1 day, 15:02:18, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.7490, top1_acc: 0.2961, top5_acc: 0.5254, loss_cls: 3.3557, loss: 5.1047, grad_norm: 1.9704 2021-07-19 06:05:46,142 - mmaction - INFO - Epoch [35][1120/1879] lr: 1.749e-01, eta: 1 day, 15:02:00, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.8019, top1_acc: 0.2645, top5_acc: 0.5172, loss_cls: 3.4339, loss: 5.2358, grad_norm: 1.9729 2021-07-19 06:05:59,449 - mmaction - INFO - Epoch [35][1140/1879] lr: 1.749e-01, eta: 1 day, 15:01:48, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.7762, top1_acc: 0.2762, top5_acc: 0.5328, loss_cls: 3.3879, loss: 5.1641, grad_norm: 1.9283 2021-07-19 06:06:11,743 - mmaction - INFO - Epoch [35][1160/1879] lr: 1.748e-01, eta: 1 day, 15:01:33, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.7743, top1_acc: 0.2770, top5_acc: 0.5180, loss_cls: 3.4186, loss: 5.1929, grad_norm: 1.9873 2021-07-19 06:06:23,213 - mmaction - INFO - Epoch [35][1180/1879] lr: 1.748e-01, eta: 1 day, 15:01:15, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.7831, top1_acc: 0.2770, top5_acc: 0.5117, loss_cls: 3.4241, loss: 5.2072, grad_norm: 1.8874 2021-07-19 06:06:34,304 - mmaction - INFO - Epoch [35][1200/1879] lr: 1.748e-01, eta: 1 day, 15:00:56, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7484, top1_acc: 0.2848, top5_acc: 0.5199, loss_cls: 3.3912, loss: 5.1396, grad_norm: 1.9604 2021-07-19 06:06:46,320 - mmaction - INFO - Epoch [35][1220/1879] lr: 1.748e-01, eta: 1 day, 15:00:40, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.7738, top1_acc: 0.2758, top5_acc: 0.5238, loss_cls: 3.3531, loss: 5.1269, grad_norm: 1.9111 2021-07-19 06:06:57,659 - mmaction - INFO - Epoch [35][1240/1879] lr: 1.748e-01, eta: 1 day, 15:00:22, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.7318, top1_acc: 0.2824, top5_acc: 0.5328, loss_cls: 3.3057, loss: 5.0375, grad_norm: 1.9137 2021-07-19 06:07:10,688 - mmaction - INFO - Epoch [35][1260/1879] lr: 1.748e-01, eta: 1 day, 15:00:09, time: 0.650, data_time: 0.001, memory: 6921, loss_aux: 1.7619, top1_acc: 0.2762, top5_acc: 0.5219, loss_cls: 3.3787, loss: 5.1406, grad_norm: 1.9823 2021-07-19 06:07:25,185 - mmaction - INFO - Epoch [35][1280/1879] lr: 1.748e-01, eta: 1 day, 15:00:01, time: 0.726, data_time: 0.003, memory: 6921, loss_aux: 1.7768, top1_acc: 0.2656, top5_acc: 0.5195, loss_cls: 3.4133, loss: 5.1901, grad_norm: 1.9723 2021-07-19 06:07:43,249 - mmaction - INFO - Epoch [35][1300/1879] lr: 1.747e-01, eta: 1 day, 15:00:05, time: 0.900, data_time: 0.006, memory: 6921, loss_aux: 1.7721, top1_acc: 0.2793, top5_acc: 0.5133, loss_cls: 3.4098, loss: 5.1819, grad_norm: 1.9692 2021-07-19 06:07:55,257 - mmaction - INFO - Epoch [35][1320/1879] lr: 1.747e-01, eta: 1 day, 14:59:49, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.7354, top1_acc: 0.2965, top5_acc: 0.5371, loss_cls: 3.2779, loss: 5.0133, grad_norm: 1.9521 2021-07-19 06:08:17,474 - mmaction - INFO - Epoch [35][1340/1879] lr: 1.747e-01, eta: 1 day, 15:00:07, time: 1.108, data_time: 0.003, memory: 6921, loss_aux: 1.8069, top1_acc: 0.2656, top5_acc: 0.5094, loss_cls: 3.4707, loss: 5.2775, grad_norm: 2.0380 2021-07-19 06:08:31,078 - mmaction - INFO - Epoch [35][1360/1879] lr: 1.747e-01, eta: 1 day, 14:59:56, time: 0.679, data_time: 0.007, memory: 6921, loss_aux: 1.7365, top1_acc: 0.2871, top5_acc: 0.5328, loss_cls: 3.3188, loss: 5.0553, grad_norm: 1.9453 2021-07-19 06:08:42,620 - mmaction - INFO - Epoch [35][1380/1879] lr: 1.747e-01, eta: 1 day, 14:59:38, time: 0.580, data_time: 0.008, memory: 6921, loss_aux: 1.7853, top1_acc: 0.2785, top5_acc: 0.5109, loss_cls: 3.4112, loss: 5.1965, grad_norm: 1.9331 2021-07-19 06:08:53,819 - mmaction - INFO - Epoch [35][1400/1879] lr: 1.747e-01, eta: 1 day, 14:59:19, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.7708, top1_acc: 0.2902, top5_acc: 0.5246, loss_cls: 3.3509, loss: 5.1217, grad_norm: 1.9108 2021-07-19 06:09:05,923 - mmaction - INFO - Epoch [35][1420/1879] lr: 1.747e-01, eta: 1 day, 14:59:04, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.7811, top1_acc: 0.2660, top5_acc: 0.5227, loss_cls: 3.4246, loss: 5.2056, grad_norm: 1.9925 2021-07-19 06:09:18,213 - mmaction - INFO - Epoch [35][1440/1879] lr: 1.746e-01, eta: 1 day, 14:58:48, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.7972, top1_acc: 0.2750, top5_acc: 0.5070, loss_cls: 3.4414, loss: 5.2386, grad_norm: 1.9440 2021-07-19 06:09:30,839 - mmaction - INFO - Epoch [35][1460/1879] lr: 1.746e-01, eta: 1 day, 14:58:34, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.7599, top1_acc: 0.2711, top5_acc: 0.5168, loss_cls: 3.3997, loss: 5.1597, grad_norm: 1.9186 2021-07-19 06:09:43,912 - mmaction - INFO - Epoch [35][1480/1879] lr: 1.746e-01, eta: 1 day, 14:58:22, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.7758, top1_acc: 0.2613, top5_acc: 0.5207, loss_cls: 3.4288, loss: 5.2046, grad_norm: 1.9228 2021-07-19 06:09:55,776 - mmaction - INFO - Epoch [35][1500/1879] lr: 1.746e-01, eta: 1 day, 14:58:05, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.7400, top1_acc: 0.2844, top5_acc: 0.5398, loss_cls: 3.3069, loss: 5.0469, grad_norm: 1.9577 2021-07-19 06:10:06,828 - mmaction - INFO - Epoch [35][1520/1879] lr: 1.746e-01, eta: 1 day, 14:57:46, time: 0.553, data_time: 0.004, memory: 6921, loss_aux: 1.7769, top1_acc: 0.2777, top5_acc: 0.5199, loss_cls: 3.3994, loss: 5.1763, grad_norm: 1.9501 2021-07-19 06:10:19,908 - mmaction - INFO - Epoch [35][1540/1879] lr: 1.746e-01, eta: 1 day, 14:57:33, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.7992, top1_acc: 0.2883, top5_acc: 0.5074, loss_cls: 3.4349, loss: 5.2341, grad_norm: 1.9424 2021-07-19 06:10:31,929 - mmaction - INFO - Epoch [35][1560/1879] lr: 1.746e-01, eta: 1 day, 14:57:17, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.7679, top1_acc: 0.2922, top5_acc: 0.5414, loss_cls: 3.3559, loss: 5.1238, grad_norm: 1.9517 2021-07-19 06:10:43,447 - mmaction - INFO - Epoch [35][1580/1879] lr: 1.745e-01, eta: 1 day, 14:56:59, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7675, top1_acc: 0.2715, top5_acc: 0.5242, loss_cls: 3.3720, loss: 5.1395, grad_norm: 1.9586 2021-07-19 06:10:54,777 - mmaction - INFO - Epoch [35][1600/1879] lr: 1.745e-01, eta: 1 day, 14:56:41, time: 0.569, data_time: 0.012, memory: 6921, loss_aux: 1.7088, top1_acc: 0.2934, top5_acc: 0.5496, loss_cls: 3.2603, loss: 4.9692, grad_norm: 1.9471 2021-07-19 06:11:06,343 - mmaction - INFO - Epoch [35][1620/1879] lr: 1.745e-01, eta: 1 day, 14:56:24, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7617, top1_acc: 0.2824, top5_acc: 0.5262, loss_cls: 3.3829, loss: 5.1446, grad_norm: 1.9646 2021-07-19 06:11:18,377 - mmaction - INFO - Epoch [35][1640/1879] lr: 1.745e-01, eta: 1 day, 14:56:08, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.7524, top1_acc: 0.2836, top5_acc: 0.5309, loss_cls: 3.3468, loss: 5.0992, grad_norm: 1.9180 2021-07-19 06:11:29,470 - mmaction - INFO - Epoch [35][1660/1879] lr: 1.745e-01, eta: 1 day, 14:55:49, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.7584, top1_acc: 0.2914, top5_acc: 0.5242, loss_cls: 3.4003, loss: 5.1587, grad_norm: 1.9411 2021-07-19 06:11:40,957 - mmaction - INFO - Epoch [35][1680/1879] lr: 1.745e-01, eta: 1 day, 14:55:31, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.7879, top1_acc: 0.2730, top5_acc: 0.5055, loss_cls: 3.4214, loss: 5.2092, grad_norm: 1.9652 2021-07-19 06:11:52,548 - mmaction - INFO - Epoch [35][1700/1879] lr: 1.744e-01, eta: 1 day, 14:55:13, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7653, top1_acc: 0.2871, top5_acc: 0.5234, loss_cls: 3.3933, loss: 5.1587, grad_norm: 1.9557 2021-07-19 06:12:04,001 - mmaction - INFO - Epoch [35][1720/1879] lr: 1.744e-01, eta: 1 day, 14:54:55, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.7459, top1_acc: 0.2809, top5_acc: 0.5375, loss_cls: 3.3228, loss: 5.0686, grad_norm: 1.9533 2021-07-19 06:12:16,182 - mmaction - INFO - Epoch [35][1740/1879] lr: 1.744e-01, eta: 1 day, 14:54:40, time: 0.608, data_time: 0.001, memory: 6921, loss_aux: 1.7975, top1_acc: 0.2672, top5_acc: 0.5188, loss_cls: 3.4334, loss: 5.2309, grad_norm: 1.9661 2021-07-19 06:12:27,808 - mmaction - INFO - Epoch [35][1760/1879] lr: 1.744e-01, eta: 1 day, 14:54:22, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.7532, top1_acc: 0.2859, top5_acc: 0.5234, loss_cls: 3.3668, loss: 5.1200, grad_norm: 1.9456 2021-07-19 06:12:39,178 - mmaction - INFO - Epoch [35][1780/1879] lr: 1.744e-01, eta: 1 day, 14:54:04, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.7350, top1_acc: 0.2875, top5_acc: 0.5344, loss_cls: 3.3055, loss: 5.0405, grad_norm: 1.9464 2021-07-19 06:12:52,116 - mmaction - INFO - Epoch [35][1800/1879] lr: 1.744e-01, eta: 1 day, 14:53:51, time: 0.647, data_time: 0.001, memory: 6921, loss_aux: 1.7440, top1_acc: 0.2844, top5_acc: 0.5309, loss_cls: 3.3270, loss: 5.0710, grad_norm: 1.9602 2021-07-19 06:13:03,691 - mmaction - INFO - Epoch [35][1820/1879] lr: 1.744e-01, eta: 1 day, 14:53:34, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.7368, top1_acc: 0.2824, top5_acc: 0.5234, loss_cls: 3.3452, loss: 5.0820, grad_norm: 1.9486 2021-07-19 06:13:15,149 - mmaction - INFO - Epoch [35][1840/1879] lr: 1.743e-01, eta: 1 day, 14:53:16, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.7445, top1_acc: 0.2785, top5_acc: 0.5312, loss_cls: 3.3467, loss: 5.0913, grad_norm: 1.9193 2021-07-19 06:13:32,431 - mmaction - INFO - Epoch [35][1860/1879] lr: 1.743e-01, eta: 1 day, 14:53:17, time: 0.860, data_time: 0.002, memory: 6921, loss_aux: 1.7569, top1_acc: 0.2848, top5_acc: 0.5266, loss_cls: 3.3542, loss: 5.1110, grad_norm: 1.9755 2021-07-19 06:13:43,010 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-07-19 06:14:06,263 - mmaction - INFO - Epoch [36][20/1879] lr: 1.743e-01, eta: 1 day, 14:52:38, time: 1.057, data_time: 0.277, memory: 6921, loss_aux: 1.7574, top1_acc: 0.2863, top5_acc: 0.5234, loss_cls: 3.3739, loss: 5.1313, grad_norm: 1.9677 2021-07-19 06:14:20,191 - mmaction - INFO - Epoch [36][40/1879] lr: 1.743e-01, eta: 1 day, 14:52:28, time: 0.697, data_time: 0.004, memory: 6921, loss_aux: 1.7487, top1_acc: 0.2723, top5_acc: 0.5285, loss_cls: 3.3567, loss: 5.1054, grad_norm: 1.9194 2021-07-19 06:14:31,924 - mmaction - INFO - Epoch [36][60/1879] lr: 1.743e-01, eta: 1 day, 14:52:11, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.7121, top1_acc: 0.2918, top5_acc: 0.5395, loss_cls: 3.3066, loss: 5.0187, grad_norm: 1.9677 2021-07-19 06:14:43,799 - mmaction - INFO - Epoch [36][80/1879] lr: 1.743e-01, eta: 1 day, 14:51:55, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.7548, top1_acc: 0.2766, top5_acc: 0.5316, loss_cls: 3.3218, loss: 5.0766, grad_norm: 1.9705 2021-07-19 06:14:57,356 - mmaction - INFO - Epoch [36][100/1879] lr: 1.742e-01, eta: 1 day, 14:51:40, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.7327, top1_acc: 0.3000, top5_acc: 0.5398, loss_cls: 3.2796, loss: 5.0124, grad_norm: 1.9619 2021-07-19 06:15:09,792 - mmaction - INFO - Epoch [36][120/1879] lr: 1.742e-01, eta: 1 day, 14:51:29, time: 0.682, data_time: 0.061, memory: 6921, loss_aux: 1.7383, top1_acc: 0.2996, top5_acc: 0.5367, loss_cls: 3.2915, loss: 5.0298, grad_norm: 1.9555 2021-07-19 06:15:21,966 - mmaction - INFO - Epoch [36][140/1879] lr: 1.742e-01, eta: 1 day, 14:51:14, time: 0.606, data_time: 0.001, memory: 6921, loss_aux: 1.7922, top1_acc: 0.2707, top5_acc: 0.5098, loss_cls: 3.4410, loss: 5.2332, grad_norm: 1.9962 2021-07-19 06:15:35,405 - mmaction - INFO - Epoch [36][160/1879] lr: 1.742e-01, eta: 1 day, 14:51:02, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.7242, top1_acc: 0.2977, top5_acc: 0.5379, loss_cls: 3.2917, loss: 5.0159, grad_norm: 1.9502 2021-07-19 06:15:48,732 - mmaction - INFO - Epoch [36][180/1879] lr: 1.742e-01, eta: 1 day, 14:50:51, time: 0.664, data_time: 0.002, memory: 6921, loss_aux: 1.7339, top1_acc: 0.2953, top5_acc: 0.5418, loss_cls: 3.3095, loss: 5.0434, grad_norm: 1.9423 2021-07-19 06:16:00,801 - mmaction - INFO - Epoch [36][200/1879] lr: 1.742e-01, eta: 1 day, 14:50:35, time: 0.604, data_time: 0.007, memory: 6921, loss_aux: 1.7544, top1_acc: 0.2848, top5_acc: 0.5289, loss_cls: 3.3457, loss: 5.1001, grad_norm: 1.9827 2021-07-19 06:16:14,252 - mmaction - INFO - Epoch [36][220/1879] lr: 1.742e-01, eta: 1 day, 14:50:24, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.7693, top1_acc: 0.2777, top5_acc: 0.5258, loss_cls: 3.3790, loss: 5.1484, grad_norm: 1.9511 2021-07-19 06:16:27,904 - mmaction - INFO - Epoch [36][240/1879] lr: 1.741e-01, eta: 1 day, 14:50:11, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.7564, top1_acc: 0.2801, top5_acc: 0.5273, loss_cls: 3.3521, loss: 5.1085, grad_norm: 1.9815 2021-07-19 06:16:39,556 - mmaction - INFO - Epoch [36][260/1879] lr: 1.741e-01, eta: 1 day, 14:49:56, time: 0.612, data_time: 0.033, memory: 6921, loss_aux: 1.7760, top1_acc: 0.2730, top5_acc: 0.5141, loss_cls: 3.3785, loss: 5.1545, grad_norm: 2.0053 2021-07-19 06:16:52,271 - mmaction - INFO - Epoch [36][280/1879] lr: 1.741e-01, eta: 1 day, 14:49:42, time: 0.636, data_time: 0.005, memory: 6921, loss_aux: 1.7706, top1_acc: 0.2855, top5_acc: 0.5270, loss_cls: 3.3857, loss: 5.1563, grad_norm: 1.9700 2021-07-19 06:17:05,556 - mmaction - INFO - Epoch [36][300/1879] lr: 1.741e-01, eta: 1 day, 14:49:30, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.7677, top1_acc: 0.2605, top5_acc: 0.5309, loss_cls: 3.3826, loss: 5.1503, grad_norm: 1.9111 2021-07-19 06:17:18,849 - mmaction - INFO - Epoch [36][320/1879] lr: 1.741e-01, eta: 1 day, 14:49:18, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.7883, top1_acc: 0.2820, top5_acc: 0.5137, loss_cls: 3.4235, loss: 5.2118, grad_norm: 1.9686 2021-07-19 06:17:30,465 - mmaction - INFO - Epoch [36][340/1879] lr: 1.741e-01, eta: 1 day, 14:49:01, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.7478, top1_acc: 0.2883, top5_acc: 0.5305, loss_cls: 3.3117, loss: 5.0595, grad_norm: 1.9218 2021-07-19 06:17:42,300 - mmaction - INFO - Epoch [36][360/1879] lr: 1.740e-01, eta: 1 day, 14:48:44, time: 0.591, data_time: 0.001, memory: 6921, loss_aux: 1.7783, top1_acc: 0.2730, top5_acc: 0.5203, loss_cls: 3.4069, loss: 5.1852, grad_norm: 1.9923 2021-07-19 06:17:53,828 - mmaction - INFO - Epoch [36][380/1879] lr: 1.740e-01, eta: 1 day, 14:48:27, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.7513, top1_acc: 0.2836, top5_acc: 0.5355, loss_cls: 3.3403, loss: 5.0916, grad_norm: 1.9850 2021-07-19 06:18:07,111 - mmaction - INFO - Epoch [36][400/1879] lr: 1.740e-01, eta: 1 day, 14:48:14, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 1.7566, top1_acc: 0.2758, top5_acc: 0.5273, loss_cls: 3.3598, loss: 5.1164, grad_norm: 1.9633 2021-07-19 06:18:18,402 - mmaction - INFO - Epoch [36][420/1879] lr: 1.740e-01, eta: 1 day, 14:47:56, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.7716, top1_acc: 0.2836, top5_acc: 0.5164, loss_cls: 3.3979, loss: 5.1694, grad_norm: 2.0067 2021-07-19 06:18:30,580 - mmaction - INFO - Epoch [36][440/1879] lr: 1.740e-01, eta: 1 day, 14:47:41, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.7601, top1_acc: 0.2777, top5_acc: 0.5301, loss_cls: 3.3467, loss: 5.1068, grad_norm: 1.9522 2021-07-19 06:18:43,988 - mmaction - INFO - Epoch [36][460/1879] lr: 1.740e-01, eta: 1 day, 14:47:29, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.7396, top1_acc: 0.2816, top5_acc: 0.5219, loss_cls: 3.3301, loss: 5.0697, grad_norm: 2.0140 2021-07-19 06:18:56,217 - mmaction - INFO - Epoch [36][480/1879] lr: 1.740e-01, eta: 1 day, 14:47:13, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.7774, top1_acc: 0.2590, top5_acc: 0.5020, loss_cls: 3.4243, loss: 5.2017, grad_norm: 1.9596 2021-07-19 06:19:08,319 - mmaction - INFO - Epoch [36][500/1879] lr: 1.739e-01, eta: 1 day, 14:46:58, time: 0.621, data_time: 0.019, memory: 6921, loss_aux: 1.7547, top1_acc: 0.3035, top5_acc: 0.5309, loss_cls: 3.3504, loss: 5.1051, grad_norm: 1.9222 2021-07-19 06:19:20,409 - mmaction - INFO - Epoch [36][520/1879] lr: 1.739e-01, eta: 1 day, 14:46:43, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.7688, top1_acc: 0.2715, top5_acc: 0.5238, loss_cls: 3.3969, loss: 5.1657, grad_norm: 1.9420 2021-07-19 06:19:35,815 - mmaction - INFO - Epoch [36][540/1879] lr: 1.739e-01, eta: 1 day, 14:46:38, time: 0.771, data_time: 0.005, memory: 6921, loss_aux: 1.7501, top1_acc: 0.2668, top5_acc: 0.5473, loss_cls: 3.3675, loss: 5.1177, grad_norm: 1.9535 2021-07-19 06:19:50,502 - mmaction - INFO - Epoch [36][560/1879] lr: 1.739e-01, eta: 1 day, 14:46:30, time: 0.731, data_time: 0.005, memory: 6921, loss_aux: 1.7427, top1_acc: 0.2961, top5_acc: 0.5273, loss_cls: 3.3269, loss: 5.0695, grad_norm: 1.9448 2021-07-19 06:20:02,816 - mmaction - INFO - Epoch [36][580/1879] lr: 1.739e-01, eta: 1 day, 14:46:15, time: 0.618, data_time: 0.011, memory: 6921, loss_aux: 1.7578, top1_acc: 0.2781, top5_acc: 0.5207, loss_cls: 3.3838, loss: 5.1415, grad_norm: 1.9927 2021-07-19 06:20:19,878 - mmaction - INFO - Epoch [36][600/1879] lr: 1.739e-01, eta: 1 day, 14:46:16, time: 0.852, data_time: 0.004, memory: 6921, loss_aux: 1.7847, top1_acc: 0.2687, top5_acc: 0.5121, loss_cls: 3.4392, loss: 5.2239, grad_norm: 2.0062 2021-07-19 06:20:34,641 - mmaction - INFO - Epoch [36][620/1879] lr: 1.739e-01, eta: 1 day, 14:46:08, time: 0.737, data_time: 0.007, memory: 6921, loss_aux: 1.7779, top1_acc: 0.2785, top5_acc: 0.5121, loss_cls: 3.4103, loss: 5.1882, grad_norm: 1.9520 2021-07-19 06:20:45,924 - mmaction - INFO - Epoch [36][640/1879] lr: 1.738e-01, eta: 1 day, 14:45:50, time: 0.569, data_time: 0.007, memory: 6921, loss_aux: 1.7792, top1_acc: 0.2734, top5_acc: 0.5297, loss_cls: 3.3837, loss: 5.1629, grad_norm: 1.9687 2021-07-19 06:20:58,741 - mmaction - INFO - Epoch [36][660/1879] lr: 1.738e-01, eta: 1 day, 14:45:37, time: 0.640, data_time: 0.001, memory: 6921, loss_aux: 1.7617, top1_acc: 0.2863, top5_acc: 0.5176, loss_cls: 3.3867, loss: 5.1484, grad_norm: 1.9715 2021-07-19 06:21:11,270 - mmaction - INFO - Epoch [36][680/1879] lr: 1.738e-01, eta: 1 day, 14:45:22, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.7891, top1_acc: 0.2785, top5_acc: 0.5207, loss_cls: 3.3916, loss: 5.1807, grad_norm: 1.9000 2021-07-19 06:21:22,650 - mmaction - INFO - Epoch [36][700/1879] lr: 1.738e-01, eta: 1 day, 14:45:04, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.7445, top1_acc: 0.2820, top5_acc: 0.5398, loss_cls: 3.3217, loss: 5.0662, grad_norm: 1.9887 2021-07-19 06:21:33,860 - mmaction - INFO - Epoch [36][720/1879] lr: 1.738e-01, eta: 1 day, 14:44:46, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.8235, top1_acc: 0.2551, top5_acc: 0.4887, loss_cls: 3.5005, loss: 5.3241, grad_norm: 1.9702 2021-07-19 06:21:47,591 - mmaction - INFO - Epoch [36][740/1879] lr: 1.738e-01, eta: 1 day, 14:44:35, time: 0.684, data_time: 0.001, memory: 6921, loss_aux: 1.7550, top1_acc: 0.2895, top5_acc: 0.5199, loss_cls: 3.3510, loss: 5.1060, grad_norm: 1.9325 2021-07-19 06:21:58,918 - mmaction - INFO - Epoch [36][760/1879] lr: 1.737e-01, eta: 1 day, 14:44:17, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.7583, top1_acc: 0.2785, top5_acc: 0.5219, loss_cls: 3.3758, loss: 5.1341, grad_norm: 1.9550 2021-07-19 06:22:11,071 - mmaction - INFO - Epoch [36][780/1879] lr: 1.737e-01, eta: 1 day, 14:44:02, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.7657, top1_acc: 0.2824, top5_acc: 0.5246, loss_cls: 3.3991, loss: 5.1648, grad_norm: 1.9416 2021-07-19 06:22:23,640 - mmaction - INFO - Epoch [36][800/1879] lr: 1.737e-01, eta: 1 day, 14:43:47, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.7259, top1_acc: 0.2852, top5_acc: 0.5500, loss_cls: 3.2940, loss: 5.0199, grad_norm: 1.9467 2021-07-19 06:22:37,155 - mmaction - INFO - Epoch [36][820/1879] lr: 1.737e-01, eta: 1 day, 14:43:36, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.7641, top1_acc: 0.2871, top5_acc: 0.5219, loss_cls: 3.4070, loss: 5.1711, grad_norm: 1.9670 2021-07-19 06:22:50,785 - mmaction - INFO - Epoch [36][840/1879] lr: 1.737e-01, eta: 1 day, 14:43:26, time: 0.684, data_time: 0.006, memory: 6921, loss_aux: 1.7330, top1_acc: 0.2863, top5_acc: 0.5383, loss_cls: 3.3158, loss: 5.0488, grad_norm: 1.9650 2021-07-19 06:23:03,335 - mmaction - INFO - Epoch [36][860/1879] lr: 1.737e-01, eta: 1 day, 14:43:11, time: 0.625, data_time: 0.005, memory: 6921, loss_aux: 1.7374, top1_acc: 0.2949, top5_acc: 0.5312, loss_cls: 3.2904, loss: 5.0278, grad_norm: 1.9222 2021-07-19 06:23:15,133 - mmaction - INFO - Epoch [36][880/1879] lr: 1.737e-01, eta: 1 day, 14:42:55, time: 0.592, data_time: 0.007, memory: 6921, loss_aux: 1.7503, top1_acc: 0.2801, top5_acc: 0.5363, loss_cls: 3.3461, loss: 5.0965, grad_norm: 1.9644 2021-07-19 06:23:30,625 - mmaction - INFO - Epoch [36][900/1879] lr: 1.736e-01, eta: 1 day, 14:42:50, time: 0.772, data_time: 0.002, memory: 6921, loss_aux: 1.7491, top1_acc: 0.2883, top5_acc: 0.5324, loss_cls: 3.3331, loss: 5.0822, grad_norm: 1.9756 2021-07-19 06:23:42,510 - mmaction - INFO - Epoch [36][920/1879] lr: 1.736e-01, eta: 1 day, 14:42:33, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.7202, top1_acc: 0.3012, top5_acc: 0.5395, loss_cls: 3.2893, loss: 5.0095, grad_norm: 1.9645 2021-07-19 06:23:55,923 - mmaction - INFO - Epoch [36][940/1879] lr: 1.736e-01, eta: 1 day, 14:42:22, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.7686, top1_acc: 0.2672, top5_acc: 0.5207, loss_cls: 3.4031, loss: 5.1717, grad_norm: 2.0036 2021-07-19 06:24:09,898 - mmaction - INFO - Epoch [36][960/1879] lr: 1.736e-01, eta: 1 day, 14:42:12, time: 0.697, data_time: 0.008, memory: 6921, loss_aux: 1.7499, top1_acc: 0.2742, top5_acc: 0.5359, loss_cls: 3.3480, loss: 5.0979, grad_norm: 1.9557 2021-07-19 06:24:22,211 - mmaction - INFO - Epoch [36][980/1879] lr: 1.736e-01, eta: 1 day, 14:41:57, time: 0.620, data_time: 0.010, memory: 6921, loss_aux: 1.7407, top1_acc: 0.2918, top5_acc: 0.5379, loss_cls: 3.3240, loss: 5.0647, grad_norm: 1.9826 2021-07-19 06:24:36,077 - mmaction - INFO - Epoch [36][1000/1879] lr: 1.736e-01, eta: 1 day, 14:41:45, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.7768, top1_acc: 0.2773, top5_acc: 0.5266, loss_cls: 3.3814, loss: 5.1583, grad_norm: 2.0079 2021-07-19 06:24:47,666 - mmaction - INFO - Epoch [36][1020/1879] lr: 1.735e-01, eta: 1 day, 14:41:30, time: 0.608, data_time: 0.031, memory: 6921, loss_aux: 1.7522, top1_acc: 0.2871, top5_acc: 0.5289, loss_cls: 3.3612, loss: 5.1134, grad_norm: 1.9577 2021-07-19 06:25:05,225 - mmaction - INFO - Epoch [36][1040/1879] lr: 1.735e-01, eta: 1 day, 14:41:31, time: 0.873, data_time: 0.004, memory: 6921, loss_aux: 1.7262, top1_acc: 0.2859, top5_acc: 0.5445, loss_cls: 3.2902, loss: 5.0164, grad_norm: 1.9596 2021-07-19 06:25:17,977 - mmaction - INFO - Epoch [36][1060/1879] lr: 1.735e-01, eta: 1 day, 14:41:18, time: 0.643, data_time: 0.012, memory: 6921, loss_aux: 1.7646, top1_acc: 0.2730, top5_acc: 0.5293, loss_cls: 3.3570, loss: 5.1216, grad_norm: 1.9579 2021-07-19 06:25:29,482 - mmaction - INFO - Epoch [36][1080/1879] lr: 1.735e-01, eta: 1 day, 14:41:01, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.7855, top1_acc: 0.2770, top5_acc: 0.5211, loss_cls: 3.4058, loss: 5.1913, grad_norm: 1.9356 2021-07-19 06:25:43,705 - mmaction - INFO - Epoch [36][1100/1879] lr: 1.735e-01, eta: 1 day, 14:40:52, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.7595, top1_acc: 0.2758, top5_acc: 0.5289, loss_cls: 3.3756, loss: 5.1351, grad_norm: 1.9600 2021-07-19 06:25:56,077 - mmaction - INFO - Epoch [36][1120/1879] lr: 1.735e-01, eta: 1 day, 14:40:37, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.7817, top1_acc: 0.2680, top5_acc: 0.5191, loss_cls: 3.4176, loss: 5.1993, grad_norm: 1.9705 2021-07-19 06:26:08,544 - mmaction - INFO - Epoch [36][1140/1879] lr: 1.735e-01, eta: 1 day, 14:40:22, time: 0.623, data_time: 0.006, memory: 6921, loss_aux: 1.7662, top1_acc: 0.2816, top5_acc: 0.5199, loss_cls: 3.3757, loss: 5.1419, grad_norm: 1.9611 2021-07-19 06:26:21,805 - mmaction - INFO - Epoch [36][1160/1879] lr: 1.734e-01, eta: 1 day, 14:40:10, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.7354, top1_acc: 0.2910, top5_acc: 0.5254, loss_cls: 3.2976, loss: 5.0330, grad_norm: 1.9370 2021-07-19 06:26:33,604 - mmaction - INFO - Epoch [36][1180/1879] lr: 1.734e-01, eta: 1 day, 14:39:54, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.7691, top1_acc: 0.2828, top5_acc: 0.5277, loss_cls: 3.3525, loss: 5.1215, grad_norm: 1.9443 2021-07-19 06:26:46,127 - mmaction - INFO - Epoch [36][1200/1879] lr: 1.734e-01, eta: 1 day, 14:39:39, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.7651, top1_acc: 0.2750, top5_acc: 0.5242, loss_cls: 3.3773, loss: 5.1424, grad_norm: 1.9746 2021-07-19 06:26:58,509 - mmaction - INFO - Epoch [36][1220/1879] lr: 1.734e-01, eta: 1 day, 14:39:25, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.7585, top1_acc: 0.2914, top5_acc: 0.5305, loss_cls: 3.3573, loss: 5.1158, grad_norm: 1.9846 2021-07-19 06:27:10,661 - mmaction - INFO - Epoch [36][1240/1879] lr: 1.734e-01, eta: 1 day, 14:39:09, time: 0.608, data_time: 0.006, memory: 6921, loss_aux: 1.7448, top1_acc: 0.2738, top5_acc: 0.5266, loss_cls: 3.3623, loss: 5.1071, grad_norm: 1.9600 2021-07-19 06:27:22,819 - mmaction - INFO - Epoch [36][1260/1879] lr: 1.734e-01, eta: 1 day, 14:38:54, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.7638, top1_acc: 0.2672, top5_acc: 0.5266, loss_cls: 3.3743, loss: 5.1381, grad_norm: 1.9795 2021-07-19 06:27:39,100 - mmaction - INFO - Epoch [36][1280/1879] lr: 1.734e-01, eta: 1 day, 14:38:51, time: 0.810, data_time: 0.003, memory: 6921, loss_aux: 1.8026, top1_acc: 0.2648, top5_acc: 0.5164, loss_cls: 3.4421, loss: 5.2446, grad_norm: 1.9593 2021-07-19 06:27:55,400 - mmaction - INFO - Epoch [36][1300/1879] lr: 1.733e-01, eta: 1 day, 14:38:49, time: 0.819, data_time: 0.007, memory: 6921, loss_aux: 1.7570, top1_acc: 0.2684, top5_acc: 0.5238, loss_cls: 3.3945, loss: 5.1514, grad_norm: 1.9414 2021-07-19 06:28:08,573 - mmaction - INFO - Epoch [36][1320/1879] lr: 1.733e-01, eta: 1 day, 14:38:37, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.7622, top1_acc: 0.2727, top5_acc: 0.5230, loss_cls: 3.3755, loss: 5.1376, grad_norm: 1.9695 2021-07-19 06:28:20,971 - mmaction - INFO - Epoch [36][1340/1879] lr: 1.733e-01, eta: 1 day, 14:38:22, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7599, top1_acc: 0.2637, top5_acc: 0.5375, loss_cls: 3.3577, loss: 5.1176, grad_norm: 1.9721 2021-07-19 06:28:33,267 - mmaction - INFO - Epoch [36][1360/1879] lr: 1.733e-01, eta: 1 day, 14:38:07, time: 0.616, data_time: 0.006, memory: 6921, loss_aux: 1.7775, top1_acc: 0.2719, top5_acc: 0.5227, loss_cls: 3.3945, loss: 5.1720, grad_norm: 1.9290 2021-07-19 06:28:49,996 - mmaction - INFO - Epoch [36][1380/1879] lr: 1.733e-01, eta: 1 day, 14:38:06, time: 0.835, data_time: 0.004, memory: 6921, loss_aux: 1.7478, top1_acc: 0.2875, top5_acc: 0.5305, loss_cls: 3.3219, loss: 5.0698, grad_norm: 1.9562 2021-07-19 06:29:01,922 - mmaction - INFO - Epoch [36][1400/1879] lr: 1.733e-01, eta: 1 day, 14:37:50, time: 0.599, data_time: 0.006, memory: 6921, loss_aux: 1.7821, top1_acc: 0.2812, top5_acc: 0.5180, loss_cls: 3.3952, loss: 5.1773, grad_norm: 1.9669 2021-07-19 06:29:31,432 - mmaction - INFO - Epoch [36][1420/1879] lr: 1.732e-01, eta: 1 day, 14:38:28, time: 1.452, data_time: 0.003, memory: 6921, loss_aux: 1.7614, top1_acc: 0.2719, top5_acc: 0.5176, loss_cls: 3.3742, loss: 5.1356, grad_norm: 1.9372 2021-07-19 06:29:43,884 - mmaction - INFO - Epoch [36][1440/1879] lr: 1.732e-01, eta: 1 day, 14:38:14, time: 0.633, data_time: 0.054, memory: 6921, loss_aux: 1.7338, top1_acc: 0.2922, top5_acc: 0.5418, loss_cls: 3.3150, loss: 5.0488, grad_norm: 1.9931 2021-07-19 06:29:55,717 - mmaction - INFO - Epoch [36][1460/1879] lr: 1.732e-01, eta: 1 day, 14:37:59, time: 0.605, data_time: 0.018, memory: 6921, loss_aux: 1.7749, top1_acc: 0.2824, top5_acc: 0.5051, loss_cls: 3.4025, loss: 5.1774, grad_norm: 1.9514 2021-07-19 06:30:09,085 - mmaction - INFO - Epoch [36][1480/1879] lr: 1.732e-01, eta: 1 day, 14:37:45, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.7685, top1_acc: 0.2809, top5_acc: 0.5180, loss_cls: 3.3842, loss: 5.1528, grad_norm: 1.9716 2021-07-19 06:30:20,837 - mmaction - INFO - Epoch [36][1500/1879] lr: 1.732e-01, eta: 1 day, 14:37:30, time: 0.615, data_time: 0.032, memory: 6921, loss_aux: 1.7754, top1_acc: 0.2789, top5_acc: 0.5273, loss_cls: 3.3721, loss: 5.1475, grad_norm: 1.9711 2021-07-19 06:30:33,561 - mmaction - INFO - Epoch [36][1520/1879] lr: 1.732e-01, eta: 1 day, 14:37:16, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.7739, top1_acc: 0.2676, top5_acc: 0.5176, loss_cls: 3.3898, loss: 5.1637, grad_norm: 1.9809 2021-07-19 06:30:45,868 - mmaction - INFO - Epoch [36][1540/1879] lr: 1.732e-01, eta: 1 day, 14:37:01, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.8098, top1_acc: 0.2617, top5_acc: 0.5148, loss_cls: 3.4840, loss: 5.2938, grad_norm: 1.9456 2021-07-19 06:30:58,414 - mmaction - INFO - Epoch [36][1560/1879] lr: 1.731e-01, eta: 1 day, 14:36:47, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.7575, top1_acc: 0.2809, top5_acc: 0.5406, loss_cls: 3.3417, loss: 5.0992, grad_norm: 1.9072 2021-07-19 06:31:14,198 - mmaction - INFO - Epoch [36][1580/1879] lr: 1.731e-01, eta: 1 day, 14:36:43, time: 0.790, data_time: 0.003, memory: 6921, loss_aux: 1.7624, top1_acc: 0.2930, top5_acc: 0.5254, loss_cls: 3.3395, loss: 5.1019, grad_norm: 1.9313 2021-07-19 06:31:25,738 - mmaction - INFO - Epoch [36][1600/1879] lr: 1.731e-01, eta: 1 day, 14:36:26, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7943, top1_acc: 0.2836, top5_acc: 0.5305, loss_cls: 3.4092, loss: 5.2035, grad_norm: 1.9624 2021-07-19 06:31:38,608 - mmaction - INFO - Epoch [36][1620/1879] lr: 1.731e-01, eta: 1 day, 14:36:10, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.7689, top1_acc: 0.2648, top5_acc: 0.5156, loss_cls: 3.3787, loss: 5.1477, grad_norm: 1.9342 2021-07-19 06:31:50,781 - mmaction - INFO - Epoch [36][1640/1879] lr: 1.731e-01, eta: 1 day, 14:35:57, time: 0.639, data_time: 0.034, memory: 6921, loss_aux: 1.7636, top1_acc: 0.2770, top5_acc: 0.5371, loss_cls: 3.3827, loss: 5.1462, grad_norm: 1.9752 2021-07-19 06:32:04,011 - mmaction - INFO - Epoch [36][1660/1879] lr: 1.731e-01, eta: 1 day, 14:35:45, time: 0.658, data_time: 0.002, memory: 6921, loss_aux: 1.7820, top1_acc: 0.2781, top5_acc: 0.5230, loss_cls: 3.3846, loss: 5.1665, grad_norm: 1.9465 2021-07-19 06:32:16,237 - mmaction - INFO - Epoch [36][1680/1879] lr: 1.730e-01, eta: 1 day, 14:35:29, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.7470, top1_acc: 0.2906, top5_acc: 0.5391, loss_cls: 3.3369, loss: 5.0839, grad_norm: 1.9383 2021-07-19 06:32:28,427 - mmaction - INFO - Epoch [36][1700/1879] lr: 1.730e-01, eta: 1 day, 14:35:14, time: 0.615, data_time: 0.015, memory: 6921, loss_aux: 1.7676, top1_acc: 0.2852, top5_acc: 0.5258, loss_cls: 3.3612, loss: 5.1288, grad_norm: 1.9661 2021-07-19 06:32:42,388 - mmaction - INFO - Epoch [36][1720/1879] lr: 1.730e-01, eta: 1 day, 14:35:04, time: 0.704, data_time: 0.014, memory: 6921, loss_aux: 1.7512, top1_acc: 0.2930, top5_acc: 0.5402, loss_cls: 3.3471, loss: 5.0983, grad_norm: 1.9847 2021-07-19 06:32:54,247 - mmaction - INFO - Epoch [36][1740/1879] lr: 1.730e-01, eta: 1 day, 14:34:48, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.7812, top1_acc: 0.2648, top5_acc: 0.5172, loss_cls: 3.4109, loss: 5.1921, grad_norm: 1.9451 2021-07-19 06:33:08,673 - mmaction - INFO - Epoch [36][1760/1879] lr: 1.730e-01, eta: 1 day, 14:34:40, time: 0.721, data_time: 0.002, memory: 6921, loss_aux: 1.7501, top1_acc: 0.2898, top5_acc: 0.5387, loss_cls: 3.3502, loss: 5.1002, grad_norm: 1.9585 2021-07-19 06:33:23,003 - mmaction - INFO - Epoch [36][1780/1879] lr: 1.730e-01, eta: 1 day, 14:34:31, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.7623, top1_acc: 0.2730, top5_acc: 0.5238, loss_cls: 3.3716, loss: 5.1339, grad_norm: 1.9967 2021-07-19 06:33:36,296 - mmaction - INFO - Epoch [36][1800/1879] lr: 1.730e-01, eta: 1 day, 14:34:19, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2859, top5_acc: 0.5297, loss_cls: 3.3288, loss: 5.0762, grad_norm: 1.9666 2021-07-19 06:33:48,229 - mmaction - INFO - Epoch [36][1820/1879] lr: 1.729e-01, eta: 1 day, 14:34:03, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.7953, top1_acc: 0.2684, top5_acc: 0.5152, loss_cls: 3.4582, loss: 5.2535, grad_norm: 1.9905 2021-07-19 06:34:00,928 - mmaction - INFO - Epoch [36][1840/1879] lr: 1.729e-01, eta: 1 day, 14:33:49, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.7274, top1_acc: 0.3027, top5_acc: 0.5410, loss_cls: 3.2875, loss: 5.0149, grad_norm: 1.9297 2021-07-19 06:34:13,615 - mmaction - INFO - Epoch [36][1860/1879] lr: 1.729e-01, eta: 1 day, 14:33:35, time: 0.635, data_time: 0.005, memory: 6921, loss_aux: 1.7611, top1_acc: 0.2777, top5_acc: 0.5184, loss_cls: 3.3831, loss: 5.1442, grad_norm: 1.9389 2021-07-19 06:34:33,993 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-07-19 06:34:55,092 - mmaction - INFO - Epoch [37][20/1879] lr: 1.729e-01, eta: 1 day, 14:32:50, time: 0.943, data_time: 0.363, memory: 6921, loss_aux: 1.7690, top1_acc: 0.2789, top5_acc: 0.5129, loss_cls: 3.3893, loss: 5.1583, grad_norm: 1.9429 2021-07-19 06:35:07,937 - mmaction - INFO - Epoch [37][40/1879] lr: 1.729e-01, eta: 1 day, 14:32:36, time: 0.645, data_time: 0.014, memory: 6921, loss_aux: 1.7355, top1_acc: 0.2895, top5_acc: 0.5367, loss_cls: 3.3246, loss: 5.0601, grad_norm: 2.0002 2021-07-19 06:35:22,764 - mmaction - INFO - Epoch [37][60/1879] lr: 1.729e-01, eta: 1 day, 14:32:30, time: 0.744, data_time: 0.007, memory: 6921, loss_aux: 1.7482, top1_acc: 0.2859, top5_acc: 0.5320, loss_cls: 3.3619, loss: 5.1100, grad_norm: 1.9539 2021-07-19 06:35:35,046 - mmaction - INFO - Epoch [37][80/1879] lr: 1.728e-01, eta: 1 day, 14:32:14, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.7764, top1_acc: 0.2852, top5_acc: 0.5211, loss_cls: 3.3732, loss: 5.1496, grad_norm: 1.9572 2021-07-19 06:35:46,927 - mmaction - INFO - Epoch [37][100/1879] lr: 1.728e-01, eta: 1 day, 14:31:58, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.7214, top1_acc: 0.2953, top5_acc: 0.5371, loss_cls: 3.2863, loss: 5.0077, grad_norm: 1.9682 2021-07-19 06:35:58,534 - mmaction - INFO - Epoch [37][120/1879] lr: 1.728e-01, eta: 1 day, 14:31:41, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.7440, top1_acc: 0.2902, top5_acc: 0.5363, loss_cls: 3.3107, loss: 5.0547, grad_norm: 2.0122 2021-07-19 06:36:10,942 - mmaction - INFO - Epoch [37][140/1879] lr: 1.728e-01, eta: 1 day, 14:31:26, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.7330, top1_acc: 0.2820, top5_acc: 0.5316, loss_cls: 3.3200, loss: 5.0531, grad_norm: 1.9356 2021-07-19 06:36:22,697 - mmaction - INFO - Epoch [37][160/1879] lr: 1.728e-01, eta: 1 day, 14:31:10, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.7363, top1_acc: 0.2871, top5_acc: 0.5312, loss_cls: 3.3079, loss: 5.0441, grad_norm: 1.9755 2021-07-19 06:36:34,244 - mmaction - INFO - Epoch [37][180/1879] lr: 1.728e-01, eta: 1 day, 14:30:52, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.7653, top1_acc: 0.2758, top5_acc: 0.5234, loss_cls: 3.4063, loss: 5.1716, grad_norm: 2.0046 2021-07-19 06:36:46,561 - mmaction - INFO - Epoch [37][200/1879] lr: 1.727e-01, eta: 1 day, 14:30:37, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.7799, top1_acc: 0.2742, top5_acc: 0.5234, loss_cls: 3.4198, loss: 5.1997, grad_norm: 1.9527 2021-07-19 06:36:58,806 - mmaction - INFO - Epoch [37][220/1879] lr: 1.727e-01, eta: 1 day, 14:30:21, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.7607, top1_acc: 0.2832, top5_acc: 0.5293, loss_cls: 3.3568, loss: 5.1175, grad_norm: 2.0104 2021-07-19 06:37:17,935 - mmaction - INFO - Epoch [37][240/1879] lr: 1.727e-01, eta: 1 day, 14:30:28, time: 0.957, data_time: 0.014, memory: 6921, loss_aux: 1.7400, top1_acc: 0.2785, top5_acc: 0.5316, loss_cls: 3.3582, loss: 5.0982, grad_norm: 1.9915 2021-07-19 06:37:29,160 - mmaction - INFO - Epoch [37][260/1879] lr: 1.727e-01, eta: 1 day, 14:30:10, time: 0.567, data_time: 0.014, memory: 6921, loss_aux: 1.7575, top1_acc: 0.2770, top5_acc: 0.5336, loss_cls: 3.3614, loss: 5.1189, grad_norm: 1.9379 2021-07-19 06:37:41,606 - mmaction - INFO - Epoch [37][280/1879] lr: 1.727e-01, eta: 1 day, 14:29:55, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.7721, top1_acc: 0.2926, top5_acc: 0.5156, loss_cls: 3.3781, loss: 5.1502, grad_norm: 1.9519 2021-07-19 06:37:53,105 - mmaction - INFO - Epoch [37][300/1879] lr: 1.727e-01, eta: 1 day, 14:29:38, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.7550, top1_acc: 0.2754, top5_acc: 0.5250, loss_cls: 3.3692, loss: 5.1242, grad_norm: 1.9336 2021-07-19 06:38:05,131 - mmaction - INFO - Epoch [37][320/1879] lr: 1.727e-01, eta: 1 day, 14:29:22, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.7434, top1_acc: 0.2855, top5_acc: 0.5297, loss_cls: 3.3473, loss: 5.0906, grad_norm: 1.9350 2021-07-19 06:38:19,182 - mmaction - INFO - Epoch [37][340/1879] lr: 1.726e-01, eta: 1 day, 14:29:12, time: 0.700, data_time: 0.007, memory: 6921, loss_aux: 1.7473, top1_acc: 0.2828, top5_acc: 0.5230, loss_cls: 3.3500, loss: 5.0973, grad_norm: 1.9472 2021-07-19 06:38:30,602 - mmaction - INFO - Epoch [37][360/1879] lr: 1.726e-01, eta: 1 day, 14:28:55, time: 0.575, data_time: 0.011, memory: 6921, loss_aux: 1.7588, top1_acc: 0.2918, top5_acc: 0.5230, loss_cls: 3.3779, loss: 5.1367, grad_norm: 1.9223 2021-07-19 06:38:48,053 - mmaction - INFO - Epoch [37][380/1879] lr: 1.726e-01, eta: 1 day, 14:28:56, time: 0.872, data_time: 0.003, memory: 6921, loss_aux: 1.7412, top1_acc: 0.2863, top5_acc: 0.5324, loss_cls: 3.3331, loss: 5.0743, grad_norm: 1.9828 2021-07-19 06:38:59,424 - mmaction - INFO - Epoch [37][400/1879] lr: 1.726e-01, eta: 1 day, 14:28:38, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.7760, top1_acc: 0.2781, top5_acc: 0.5195, loss_cls: 3.3920, loss: 5.1681, grad_norm: 1.9667 2021-07-19 06:39:13,873 - mmaction - INFO - Epoch [37][420/1879] lr: 1.726e-01, eta: 1 day, 14:28:30, time: 0.722, data_time: 0.025, memory: 6921, loss_aux: 1.7923, top1_acc: 0.2746, top5_acc: 0.5141, loss_cls: 3.4249, loss: 5.2172, grad_norm: 1.9487 2021-07-19 06:39:30,868 - mmaction - INFO - Epoch [37][440/1879] lr: 1.726e-01, eta: 1 day, 14:28:29, time: 0.851, data_time: 0.003, memory: 6921, loss_aux: 1.7240, top1_acc: 0.2828, top5_acc: 0.5355, loss_cls: 3.3280, loss: 5.0520, grad_norm: 1.9494 2021-07-19 06:39:42,265 - mmaction - INFO - Epoch [37][460/1879] lr: 1.725e-01, eta: 1 day, 14:28:11, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7403, top1_acc: 0.2859, top5_acc: 0.5238, loss_cls: 3.3460, loss: 5.0863, grad_norm: 1.9369 2021-07-19 06:39:56,316 - mmaction - INFO - Epoch [37][480/1879] lr: 1.725e-01, eta: 1 day, 14:28:02, time: 0.701, data_time: 0.002, memory: 6921, loss_aux: 1.7545, top1_acc: 0.2930, top5_acc: 0.5340, loss_cls: 3.3584, loss: 5.1130, grad_norm: 1.9505 2021-07-19 06:40:08,167 - mmaction - INFO - Epoch [37][500/1879] lr: 1.725e-01, eta: 1 day, 14:27:45, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.7379, top1_acc: 0.2930, top5_acc: 0.5387, loss_cls: 3.3139, loss: 5.0519, grad_norm: 1.9950 2021-07-19 06:40:19,596 - mmaction - INFO - Epoch [37][520/1879] lr: 1.725e-01, eta: 1 day, 14:27:28, time: 0.582, data_time: 0.014, memory: 6921, loss_aux: 1.7708, top1_acc: 0.2656, top5_acc: 0.5152, loss_cls: 3.4008, loss: 5.1716, grad_norm: 2.0172 2021-07-19 06:40:32,295 - mmaction - INFO - Epoch [37][540/1879] lr: 1.725e-01, eta: 1 day, 14:27:14, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.7838, top1_acc: 0.2805, top5_acc: 0.5148, loss_cls: 3.4034, loss: 5.1871, grad_norm: 1.9585 2021-07-19 06:40:44,017 - mmaction - INFO - Epoch [37][560/1879] lr: 1.725e-01, eta: 1 day, 14:26:57, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7361, top1_acc: 0.2969, top5_acc: 0.5348, loss_cls: 3.2900, loss: 5.0261, grad_norm: 1.9512 2021-07-19 06:40:56,896 - mmaction - INFO - Epoch [37][580/1879] lr: 1.725e-01, eta: 1 day, 14:26:44, time: 0.652, data_time: 0.012, memory: 6921, loss_aux: 1.7548, top1_acc: 0.2824, top5_acc: 0.5250, loss_cls: 3.3745, loss: 5.1293, grad_norm: 2.0114 2021-07-19 06:41:08,945 - mmaction - INFO - Epoch [37][600/1879] lr: 1.724e-01, eta: 1 day, 14:26:28, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.7372, top1_acc: 0.2859, top5_acc: 0.5348, loss_cls: 3.3220, loss: 5.0592, grad_norm: 1.9334 2021-07-19 06:41:24,648 - mmaction - INFO - Epoch [37][620/1879] lr: 1.724e-01, eta: 1 day, 14:26:24, time: 0.782, data_time: 0.006, memory: 6921, loss_aux: 1.7456, top1_acc: 0.2855, top5_acc: 0.5355, loss_cls: 3.3312, loss: 5.0769, grad_norm: 1.9610 2021-07-19 06:41:36,254 - mmaction - INFO - Epoch [37][640/1879] lr: 1.724e-01, eta: 1 day, 14:26:07, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.7563, top1_acc: 0.2754, top5_acc: 0.5301, loss_cls: 3.3632, loss: 5.1195, grad_norm: 1.9785 2021-07-19 06:41:47,724 - mmaction - INFO - Epoch [37][660/1879] lr: 1.724e-01, eta: 1 day, 14:25:49, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.7648, top1_acc: 0.2695, top5_acc: 0.5223, loss_cls: 3.3873, loss: 5.1521, grad_norm: 1.9520 2021-07-19 06:41:59,828 - mmaction - INFO - Epoch [37][680/1879] lr: 1.724e-01, eta: 1 day, 14:25:33, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.7773, top1_acc: 0.2734, top5_acc: 0.5180, loss_cls: 3.3847, loss: 5.1620, grad_norm: 1.9586 2021-07-19 06:42:11,503 - mmaction - INFO - Epoch [37][700/1879] lr: 1.724e-01, eta: 1 day, 14:25:16, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7449, top1_acc: 0.2785, top5_acc: 0.5242, loss_cls: 3.3303, loss: 5.0752, grad_norm: 1.9274 2021-07-19 06:42:23,582 - mmaction - INFO - Epoch [37][720/1879] lr: 1.723e-01, eta: 1 day, 14:25:01, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.7796, top1_acc: 0.2766, top5_acc: 0.5125, loss_cls: 3.4113, loss: 5.1909, grad_norm: 1.9057 2021-07-19 06:42:36,266 - mmaction - INFO - Epoch [37][740/1879] lr: 1.723e-01, eta: 1 day, 14:24:47, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.7294, top1_acc: 0.2828, top5_acc: 0.5324, loss_cls: 3.3116, loss: 5.0410, grad_norm: 1.9068 2021-07-19 06:42:50,053 - mmaction - INFO - Epoch [37][760/1879] lr: 1.723e-01, eta: 1 day, 14:24:36, time: 0.691, data_time: 0.006, memory: 6921, loss_aux: 1.7673, top1_acc: 0.2828, top5_acc: 0.5242, loss_cls: 3.3825, loss: 5.1498, grad_norm: 1.9383 2021-07-19 06:43:02,048 - mmaction - INFO - Epoch [37][780/1879] lr: 1.723e-01, eta: 1 day, 14:24:21, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.7440, top1_acc: 0.2766, top5_acc: 0.5430, loss_cls: 3.3389, loss: 5.0829, grad_norm: 1.9264 2021-07-19 06:43:13,708 - mmaction - INFO - Epoch [37][800/1879] lr: 1.723e-01, eta: 1 day, 14:24:04, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.7367, top1_acc: 0.2793, top5_acc: 0.5328, loss_cls: 3.3186, loss: 5.0553, grad_norm: 1.9452 2021-07-19 06:43:25,054 - mmaction - INFO - Epoch [37][820/1879] lr: 1.723e-01, eta: 1 day, 14:23:46, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2867, top5_acc: 0.5328, loss_cls: 3.3244, loss: 5.0637, grad_norm: 1.9851 2021-07-19 06:43:43,243 - mmaction - INFO - Epoch [37][840/1879] lr: 1.723e-01, eta: 1 day, 14:23:49, time: 0.910, data_time: 0.003, memory: 6921, loss_aux: 1.7514, top1_acc: 0.2918, top5_acc: 0.5293, loss_cls: 3.3510, loss: 5.1024, grad_norm: 1.9495 2021-07-19 06:43:54,302 - mmaction - INFO - Epoch [37][860/1879] lr: 1.722e-01, eta: 1 day, 14:23:30, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.7371, top1_acc: 0.2879, top5_acc: 0.5371, loss_cls: 3.3042, loss: 5.0413, grad_norm: 1.9354 2021-07-19 06:44:07,299 - mmaction - INFO - Epoch [37][880/1879] lr: 1.722e-01, eta: 1 day, 14:23:17, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.7281, top1_acc: 0.2781, top5_acc: 0.5305, loss_cls: 3.3277, loss: 5.0558, grad_norm: 2.0265 2021-07-19 06:44:18,707 - mmaction - INFO - Epoch [37][900/1879] lr: 1.722e-01, eta: 1 day, 14:22:59, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.7426, top1_acc: 0.2867, top5_acc: 0.5156, loss_cls: 3.3825, loss: 5.1251, grad_norm: 1.9111 2021-07-19 06:44:29,840 - mmaction - INFO - Epoch [37][920/1879] lr: 1.722e-01, eta: 1 day, 14:22:41, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.7493, top1_acc: 0.2848, top5_acc: 0.5297, loss_cls: 3.3090, loss: 5.0583, grad_norm: 1.9398 2021-07-19 06:44:46,325 - mmaction - INFO - Epoch [37][940/1879] lr: 1.722e-01, eta: 1 day, 14:22:39, time: 0.823, data_time: 0.002, memory: 6921, loss_aux: 1.7403, top1_acc: 0.2922, top5_acc: 0.5414, loss_cls: 3.2997, loss: 5.0400, grad_norm: 1.9936 2021-07-19 06:45:04,503 - mmaction - INFO - Epoch [37][960/1879] lr: 1.722e-01, eta: 1 day, 14:22:42, time: 0.905, data_time: 0.005, memory: 6921, loss_aux: 1.7376, top1_acc: 0.2879, top5_acc: 0.5402, loss_cls: 3.3359, loss: 5.0735, grad_norm: 1.9702 2021-07-19 06:45:16,202 - mmaction - INFO - Epoch [37][980/1879] lr: 1.721e-01, eta: 1 day, 14:22:25, time: 0.588, data_time: 0.017, memory: 6921, loss_aux: 1.7516, top1_acc: 0.2852, top5_acc: 0.5246, loss_cls: 3.3560, loss: 5.1075, grad_norm: 1.9720 2021-07-19 06:45:28,754 - mmaction - INFO - Epoch [37][1000/1879] lr: 1.721e-01, eta: 1 day, 14:22:11, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.7290, top1_acc: 0.2918, top5_acc: 0.5418, loss_cls: 3.2956, loss: 5.0246, grad_norm: 1.9763 2021-07-19 06:45:41,392 - mmaction - INFO - Epoch [37][1020/1879] lr: 1.721e-01, eta: 1 day, 14:21:57, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.7591, top1_acc: 0.2883, top5_acc: 0.5320, loss_cls: 3.3511, loss: 5.1102, grad_norm: 1.9554 2021-07-19 06:45:55,151 - mmaction - INFO - Epoch [37][1040/1879] lr: 1.721e-01, eta: 1 day, 14:21:46, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.7693, top1_acc: 0.2762, top5_acc: 0.5285, loss_cls: 3.3384, loss: 5.1078, grad_norm: 1.9549 2021-07-19 06:46:07,425 - mmaction - INFO - Epoch [37][1060/1879] lr: 1.721e-01, eta: 1 day, 14:21:31, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.7849, top1_acc: 0.2629, top5_acc: 0.5160, loss_cls: 3.4057, loss: 5.1906, grad_norm: 2.0205 2021-07-19 06:46:21,653 - mmaction - INFO - Epoch [37][1080/1879] lr: 1.721e-01, eta: 1 day, 14:21:22, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.7575, top1_acc: 0.2855, top5_acc: 0.5266, loss_cls: 3.3375, loss: 5.0950, grad_norm: 1.9518 2021-07-19 06:46:35,649 - mmaction - INFO - Epoch [37][1100/1879] lr: 1.721e-01, eta: 1 day, 14:21:13, time: 0.702, data_time: 0.004, memory: 6921, loss_aux: 1.7491, top1_acc: 0.2750, top5_acc: 0.5320, loss_cls: 3.3358, loss: 5.0849, grad_norm: 1.9767 2021-07-19 06:46:55,705 - mmaction - INFO - Epoch [37][1120/1879] lr: 1.720e-01, eta: 1 day, 14:21:21, time: 0.996, data_time: 0.011, memory: 6921, loss_aux: 1.7546, top1_acc: 0.2844, top5_acc: 0.5301, loss_cls: 3.3438, loss: 5.0984, grad_norm: 1.9628 2021-07-19 06:47:10,502 - mmaction - INFO - Epoch [37][1140/1879] lr: 1.720e-01, eta: 1 day, 14:21:14, time: 0.744, data_time: 0.016, memory: 6921, loss_aux: 1.7489, top1_acc: 0.2727, top5_acc: 0.5219, loss_cls: 3.3685, loss: 5.1174, grad_norm: 1.9430 2021-07-19 06:47:22,258 - mmaction - INFO - Epoch [37][1160/1879] lr: 1.720e-01, eta: 1 day, 14:20:58, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.7314, top1_acc: 0.2855, top5_acc: 0.5340, loss_cls: 3.3134, loss: 5.0448, grad_norm: 1.9342 2021-07-19 06:47:33,578 - mmaction - INFO - Epoch [37][1180/1879] lr: 1.720e-01, eta: 1 day, 14:20:40, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.7798, top1_acc: 0.2715, top5_acc: 0.5301, loss_cls: 3.3778, loss: 5.1576, grad_norm: 2.0110 2021-07-19 06:47:45,118 - mmaction - INFO - Epoch [37][1200/1879] lr: 1.720e-01, eta: 1 day, 14:20:22, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.7580, top1_acc: 0.2773, top5_acc: 0.5125, loss_cls: 3.3811, loss: 5.1390, grad_norm: 1.9574 2021-07-19 06:47:58,510 - mmaction - INFO - Epoch [37][1220/1879] lr: 1.720e-01, eta: 1 day, 14:20:11, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.7197, top1_acc: 0.2906, top5_acc: 0.5512, loss_cls: 3.2930, loss: 5.0127, grad_norm: 1.9357 2021-07-19 06:48:12,188 - mmaction - INFO - Epoch [37][1240/1879] lr: 1.719e-01, eta: 1 day, 14:20:00, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.7553, top1_acc: 0.2711, top5_acc: 0.5238, loss_cls: 3.3651, loss: 5.1204, grad_norm: 1.9667 2021-07-19 06:48:24,212 - mmaction - INFO - Epoch [37][1260/1879] lr: 1.719e-01, eta: 1 day, 14:19:44, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.7110, top1_acc: 0.3012, top5_acc: 0.5398, loss_cls: 3.2669, loss: 4.9779, grad_norm: 1.9930 2021-07-19 06:48:36,190 - mmaction - INFO - Epoch [37][1280/1879] lr: 1.719e-01, eta: 1 day, 14:19:28, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.7812, top1_acc: 0.2805, top5_acc: 0.5074, loss_cls: 3.4239, loss: 5.2051, grad_norm: 1.9901 2021-07-19 06:48:51,086 - mmaction - INFO - Epoch [37][1300/1879] lr: 1.719e-01, eta: 1 day, 14:19:21, time: 0.739, data_time: 0.008, memory: 6921, loss_aux: 1.7554, top1_acc: 0.2801, top5_acc: 0.5285, loss_cls: 3.3593, loss: 5.1146, grad_norm: 1.9602 2021-07-19 06:49:03,241 - mmaction - INFO - Epoch [37][1320/1879] lr: 1.719e-01, eta: 1 day, 14:19:06, time: 0.614, data_time: 0.021, memory: 6921, loss_aux: 1.7622, top1_acc: 0.2750, top5_acc: 0.5191, loss_cls: 3.3804, loss: 5.1426, grad_norm: 1.9670 2021-07-19 06:49:15,040 - mmaction - INFO - Epoch [37][1340/1879] lr: 1.719e-01, eta: 1 day, 14:18:49, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7433, top1_acc: 0.2895, top5_acc: 0.5262, loss_cls: 3.3649, loss: 5.1083, grad_norm: 1.9300 2021-07-19 06:49:27,977 - mmaction - INFO - Epoch [37][1360/1879] lr: 1.719e-01, eta: 1 day, 14:18:36, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.7717, top1_acc: 0.2758, top5_acc: 0.5230, loss_cls: 3.3877, loss: 5.1594, grad_norm: 1.9831 2021-07-19 06:49:41,983 - mmaction - INFO - Epoch [37][1380/1879] lr: 1.718e-01, eta: 1 day, 14:18:26, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.7573, top1_acc: 0.2906, top5_acc: 0.5285, loss_cls: 3.3550, loss: 5.1123, grad_norm: 1.9761 2021-07-19 06:49:54,818 - mmaction - INFO - Epoch [37][1400/1879] lr: 1.718e-01, eta: 1 day, 14:18:13, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.7689, top1_acc: 0.2824, top5_acc: 0.5312, loss_cls: 3.3638, loss: 5.1326, grad_norm: 1.9717 2021-07-19 06:50:06,830 - mmaction - INFO - Epoch [37][1420/1879] lr: 1.718e-01, eta: 1 day, 14:17:57, time: 0.597, data_time: 0.009, memory: 6921, loss_aux: 1.7444, top1_acc: 0.2750, top5_acc: 0.5406, loss_cls: 3.3125, loss: 5.0569, grad_norm: 1.9592 2021-07-19 06:50:18,500 - mmaction - INFO - Epoch [37][1440/1879] lr: 1.718e-01, eta: 1 day, 14:17:40, time: 0.588, data_time: 0.008, memory: 6921, loss_aux: 1.7514, top1_acc: 0.2844, top5_acc: 0.5410, loss_cls: 3.3217, loss: 5.0731, grad_norm: 2.0220 2021-07-19 06:50:33,817 - mmaction - INFO - Epoch [37][1460/1879] lr: 1.718e-01, eta: 1 day, 14:17:35, time: 0.766, data_time: 0.003, memory: 6921, loss_aux: 1.7749, top1_acc: 0.2750, top5_acc: 0.5246, loss_cls: 3.3970, loss: 5.1719, grad_norm: 1.9720 2021-07-19 06:50:46,841 - mmaction - INFO - Epoch [37][1480/1879] lr: 1.718e-01, eta: 1 day, 14:17:22, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 1.7823, top1_acc: 0.2773, top5_acc: 0.5184, loss_cls: 3.4213, loss: 5.2036, grad_norm: 1.9789 2021-07-19 06:51:00,334 - mmaction - INFO - Epoch [37][1500/1879] lr: 1.717e-01, eta: 1 day, 14:17:10, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.7727, top1_acc: 0.2871, top5_acc: 0.5211, loss_cls: 3.3804, loss: 5.1531, grad_norm: 1.9613 2021-07-19 06:51:13,607 - mmaction - INFO - Epoch [37][1520/1879] lr: 1.717e-01, eta: 1 day, 14:16:59, time: 0.665, data_time: 0.005, memory: 6921, loss_aux: 1.7418, top1_acc: 0.2961, top5_acc: 0.5309, loss_cls: 3.2951, loss: 5.0369, grad_norm: 1.9895 2021-07-19 06:51:25,008 - mmaction - INFO - Epoch [37][1540/1879] lr: 1.717e-01, eta: 1 day, 14:16:41, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.7764, top1_acc: 0.2699, top5_acc: 0.5230, loss_cls: 3.3866, loss: 5.1630, grad_norm: 1.9781 2021-07-19 06:51:37,546 - mmaction - INFO - Epoch [37][1560/1879] lr: 1.717e-01, eta: 1 day, 14:16:26, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.7159, top1_acc: 0.2914, top5_acc: 0.5457, loss_cls: 3.2659, loss: 4.9818, grad_norm: 1.9525 2021-07-19 06:51:51,136 - mmaction - INFO - Epoch [37][1580/1879] lr: 1.717e-01, eta: 1 day, 14:16:14, time: 0.658, data_time: 0.010, memory: 6921, loss_aux: 1.7680, top1_acc: 0.2781, top5_acc: 0.5184, loss_cls: 3.3937, loss: 5.1616, grad_norm: 1.9215 2021-07-19 06:52:02,504 - mmaction - INFO - Epoch [37][1600/1879] lr: 1.717e-01, eta: 1 day, 14:15:58, time: 0.596, data_time: 0.031, memory: 6921, loss_aux: 1.7826, top1_acc: 0.2785, top5_acc: 0.5301, loss_cls: 3.3598, loss: 5.1424, grad_norm: 1.9636 2021-07-19 06:52:15,571 - mmaction - INFO - Epoch [37][1620/1879] lr: 1.716e-01, eta: 1 day, 14:15:45, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.7716, top1_acc: 0.2906, top5_acc: 0.5285, loss_cls: 3.3598, loss: 5.1314, grad_norm: 1.9521 2021-07-19 06:52:27,270 - mmaction - INFO - Epoch [37][1640/1879] lr: 1.716e-01, eta: 1 day, 14:15:28, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.7594, top1_acc: 0.2730, top5_acc: 0.5262, loss_cls: 3.3503, loss: 5.1097, grad_norm: 1.9801 2021-07-19 06:52:39,621 - mmaction - INFO - Epoch [37][1660/1879] lr: 1.716e-01, eta: 1 day, 14:15:13, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.7670, top1_acc: 0.2695, top5_acc: 0.5164, loss_cls: 3.3860, loss: 5.1530, grad_norm: 1.9936 2021-07-19 06:52:50,838 - mmaction - INFO - Epoch [37][1680/1879] lr: 1.716e-01, eta: 1 day, 14:14:55, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.7813, top1_acc: 0.2750, top5_acc: 0.5199, loss_cls: 3.3617, loss: 5.1429, grad_norm: 1.9372 2021-07-19 06:53:02,396 - mmaction - INFO - Epoch [37][1700/1879] lr: 1.716e-01, eta: 1 day, 14:14:38, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7786, top1_acc: 0.2711, top5_acc: 0.5164, loss_cls: 3.4204, loss: 5.1990, grad_norm: 1.9763 2021-07-19 06:53:14,577 - mmaction - INFO - Epoch [37][1720/1879] lr: 1.716e-01, eta: 1 day, 14:14:23, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.7605, top1_acc: 0.2859, top5_acc: 0.5246, loss_cls: 3.3469, loss: 5.1074, grad_norm: 2.0042 2021-07-19 06:53:32,611 - mmaction - INFO - Epoch [37][1740/1879] lr: 1.716e-01, eta: 1 day, 14:14:23, time: 0.873, data_time: 0.002, memory: 6921, loss_aux: 1.7481, top1_acc: 0.2891, top5_acc: 0.5359, loss_cls: 3.3154, loss: 5.0636, grad_norm: 1.9624 2021-07-19 06:53:49,244 - mmaction - INFO - Epoch [37][1760/1879] lr: 1.715e-01, eta: 1 day, 14:14:23, time: 0.859, data_time: 0.032, memory: 6921, loss_aux: 1.7618, top1_acc: 0.2781, top5_acc: 0.5254, loss_cls: 3.3942, loss: 5.1560, grad_norm: 1.9383 2021-07-19 06:54:00,849 - mmaction - INFO - Epoch [37][1780/1879] lr: 1.715e-01, eta: 1 day, 14:14:06, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7449, top1_acc: 0.2789, top5_acc: 0.5293, loss_cls: 3.3472, loss: 5.0921, grad_norm: 1.9491 2021-07-19 06:54:12,178 - mmaction - INFO - Epoch [37][1800/1879] lr: 1.715e-01, eta: 1 day, 14:13:48, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7395, top1_acc: 0.2785, top5_acc: 0.5285, loss_cls: 3.3464, loss: 5.0859, grad_norm: 1.9448 2021-07-19 06:54:25,212 - mmaction - INFO - Epoch [37][1820/1879] lr: 1.715e-01, eta: 1 day, 14:13:36, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.7666, top1_acc: 0.2797, top5_acc: 0.5273, loss_cls: 3.3636, loss: 5.1302, grad_norm: 1.9268 2021-07-19 06:54:41,535 - mmaction - INFO - Epoch [37][1840/1879] lr: 1.715e-01, eta: 1 day, 14:13:33, time: 0.814, data_time: 0.004, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2793, top5_acc: 0.5305, loss_cls: 3.3454, loss: 5.0928, grad_norm: 1.9512 2021-07-19 06:54:52,984 - mmaction - INFO - Epoch [37][1860/1879] lr: 1.715e-01, eta: 1 day, 14:13:15, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.7808, top1_acc: 0.2750, top5_acc: 0.5180, loss_cls: 3.3936, loss: 5.1744, grad_norm: 2.0155 2021-07-19 06:55:11,479 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-07-19 06:55:35,016 - mmaction - INFO - Epoch [38][20/1879] lr: 1.714e-01, eta: 1 day, 14:12:37, time: 1.046, data_time: 0.239, memory: 6921, loss_aux: 1.7552, top1_acc: 0.2840, top5_acc: 0.5191, loss_cls: 3.3653, loss: 5.1205, grad_norm: 1.9769 2021-07-19 06:55:47,139 - mmaction - INFO - Epoch [38][40/1879] lr: 1.714e-01, eta: 1 day, 14:12:22, time: 0.611, data_time: 0.009, memory: 6921, loss_aux: 1.7570, top1_acc: 0.2770, top5_acc: 0.5223, loss_cls: 3.3510, loss: 5.1079, grad_norm: 1.9769 2021-07-19 06:56:09,431 - mmaction - INFO - Epoch [38][60/1879] lr: 1.714e-01, eta: 1 day, 14:12:35, time: 1.077, data_time: 0.002, memory: 6921, loss_aux: 1.7147, top1_acc: 0.2984, top5_acc: 0.5398, loss_cls: 3.2733, loss: 4.9880, grad_norm: 1.9575 2021-07-19 06:56:21,602 - mmaction - INFO - Epoch [38][80/1879] lr: 1.714e-01, eta: 1 day, 14:12:22, time: 0.645, data_time: 0.040, memory: 6921, loss_aux: 1.7172, top1_acc: 0.3027, top5_acc: 0.5441, loss_cls: 3.2939, loss: 5.0111, grad_norm: 1.9526 2021-07-19 06:56:36,280 - mmaction - INFO - Epoch [38][100/1879] lr: 1.714e-01, eta: 1 day, 14:12:14, time: 0.734, data_time: 0.004, memory: 6921, loss_aux: 1.7125, top1_acc: 0.2816, top5_acc: 0.5445, loss_cls: 3.2615, loss: 4.9740, grad_norm: 2.0093 2021-07-19 06:56:47,534 - mmaction - INFO - Epoch [38][120/1879] lr: 1.714e-01, eta: 1 day, 14:11:56, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7810, top1_acc: 0.2773, top5_acc: 0.5070, loss_cls: 3.4111, loss: 5.1922, grad_norm: 2.0046 2021-07-19 06:57:02,051 - mmaction - INFO - Epoch [38][140/1879] lr: 1.713e-01, eta: 1 day, 14:11:48, time: 0.726, data_time: 0.003, memory: 6921, loss_aux: 1.7610, top1_acc: 0.3027, top5_acc: 0.5285, loss_cls: 3.3305, loss: 5.0915, grad_norm: 1.9276 2021-07-19 06:57:13,448 - mmaction - INFO - Epoch [38][160/1879] lr: 1.713e-01, eta: 1 day, 14:11:30, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7699, top1_acc: 0.3082, top5_acc: 0.5453, loss_cls: 3.3343, loss: 5.1042, grad_norm: 1.9484 2021-07-19 06:57:25,324 - mmaction - INFO - Epoch [38][180/1879] lr: 1.713e-01, eta: 1 day, 14:11:14, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.7742, top1_acc: 0.2715, top5_acc: 0.5250, loss_cls: 3.3989, loss: 5.1730, grad_norm: 1.9489 2021-07-19 06:57:36,597 - mmaction - INFO - Epoch [38][200/1879] lr: 1.713e-01, eta: 1 day, 14:10:56, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7545, top1_acc: 0.2812, top5_acc: 0.5215, loss_cls: 3.3601, loss: 5.1147, grad_norm: 1.9886 2021-07-19 06:57:48,208 - mmaction - INFO - Epoch [38][220/1879] lr: 1.713e-01, eta: 1 day, 14:10:39, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.7585, top1_acc: 0.2785, top5_acc: 0.5266, loss_cls: 3.3401, loss: 5.0986, grad_norm: 1.9507 2021-07-19 06:57:59,646 - mmaction - INFO - Epoch [38][240/1879] lr: 1.713e-01, eta: 1 day, 14:10:21, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7812, top1_acc: 0.2711, top5_acc: 0.5168, loss_cls: 3.3812, loss: 5.1624, grad_norm: 1.9755 2021-07-19 06:58:10,599 - mmaction - INFO - Epoch [38][260/1879] lr: 1.712e-01, eta: 1 day, 14:10:02, time: 0.548, data_time: 0.003, memory: 6921, loss_aux: 1.7047, top1_acc: 0.2840, top5_acc: 0.5461, loss_cls: 3.2660, loss: 4.9706, grad_norm: 1.9369 2021-07-19 06:58:26,180 - mmaction - INFO - Epoch [38][280/1879] lr: 1.712e-01, eta: 1 day, 14:09:56, time: 0.769, data_time: 0.003, memory: 6921, loss_aux: 1.7743, top1_acc: 0.2742, top5_acc: 0.5238, loss_cls: 3.3811, loss: 5.1554, grad_norm: 2.0064 2021-07-19 06:58:38,888 - mmaction - INFO - Epoch [38][300/1879] lr: 1.712e-01, eta: 1 day, 14:09:43, time: 0.645, data_time: 0.012, memory: 6921, loss_aux: 1.7703, top1_acc: 0.2758, top5_acc: 0.5176, loss_cls: 3.4074, loss: 5.1777, grad_norm: 2.0197 2021-07-19 06:58:52,299 - mmaction - INFO - Epoch [38][320/1879] lr: 1.712e-01, eta: 1 day, 14:09:31, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.7138, top1_acc: 0.2949, top5_acc: 0.5367, loss_cls: 3.2677, loss: 4.9814, grad_norm: 1.9465 2021-07-19 06:59:03,647 - mmaction - INFO - Epoch [38][340/1879] lr: 1.712e-01, eta: 1 day, 14:09:14, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.7730, top1_acc: 0.2770, top5_acc: 0.5199, loss_cls: 3.4039, loss: 5.1770, grad_norm: 1.9658 2021-07-19 06:59:16,709 - mmaction - INFO - Epoch [38][360/1879] lr: 1.712e-01, eta: 1 day, 14:09:01, time: 0.651, data_time: 0.001, memory: 6921, loss_aux: 1.7837, top1_acc: 0.2844, top5_acc: 0.5066, loss_cls: 3.4021, loss: 5.1858, grad_norm: 1.9685 2021-07-19 06:59:33,858 - mmaction - INFO - Epoch [38][380/1879] lr: 1.712e-01, eta: 1 day, 14:09:01, time: 0.857, data_time: 0.004, memory: 6921, loss_aux: 1.7237, top1_acc: 0.2930, top5_acc: 0.5395, loss_cls: 3.3106, loss: 5.0343, grad_norm: 1.9458 2021-07-19 06:59:46,330 - mmaction - INFO - Epoch [38][400/1879] lr: 1.711e-01, eta: 1 day, 14:08:46, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.7631, top1_acc: 0.2770, top5_acc: 0.5246, loss_cls: 3.3664, loss: 5.1295, grad_norm: 1.9704 2021-07-19 06:59:58,556 - mmaction - INFO - Epoch [38][420/1879] lr: 1.711e-01, eta: 1 day, 14:08:31, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7542, top1_acc: 0.2988, top5_acc: 0.5387, loss_cls: 3.3193, loss: 5.0736, grad_norm: 1.9923 2021-07-19 07:00:09,919 - mmaction - INFO - Epoch [38][440/1879] lr: 1.711e-01, eta: 1 day, 14:08:13, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.7293, top1_acc: 0.2855, top5_acc: 0.5383, loss_cls: 3.3297, loss: 5.0590, grad_norm: 1.9410 2021-07-19 07:00:21,767 - mmaction - INFO - Epoch [38][460/1879] lr: 1.711e-01, eta: 1 day, 14:07:57, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.7554, top1_acc: 0.2848, top5_acc: 0.5258, loss_cls: 3.3873, loss: 5.1428, grad_norm: 1.9983 2021-07-19 07:00:37,399 - mmaction - INFO - Epoch [38][480/1879] lr: 1.711e-01, eta: 1 day, 14:07:52, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.7409, top1_acc: 0.2977, top5_acc: 0.5359, loss_cls: 3.3286, loss: 5.0695, grad_norm: 1.9806 2021-07-19 07:00:48,943 - mmaction - INFO - Epoch [38][500/1879] lr: 1.711e-01, eta: 1 day, 14:07:35, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7611, top1_acc: 0.2805, top5_acc: 0.5293, loss_cls: 3.3712, loss: 5.1324, grad_norm: 1.9654 2021-07-19 07:01:00,687 - mmaction - INFO - Epoch [38][520/1879] lr: 1.710e-01, eta: 1 day, 14:07:18, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7482, top1_acc: 0.2828, top5_acc: 0.5316, loss_cls: 3.3310, loss: 5.0792, grad_norm: 2.0088 2021-07-19 07:01:11,678 - mmaction - INFO - Epoch [38][540/1879] lr: 1.710e-01, eta: 1 day, 14:06:59, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.7652, top1_acc: 0.2852, top5_acc: 0.5164, loss_cls: 3.3793, loss: 5.1445, grad_norm: 2.0131 2021-07-19 07:01:26,492 - mmaction - INFO - Epoch [38][560/1879] lr: 1.710e-01, eta: 1 day, 14:06:52, time: 0.740, data_time: 0.002, memory: 6921, loss_aux: 1.7477, top1_acc: 0.2941, top5_acc: 0.5461, loss_cls: 3.3246, loss: 5.0724, grad_norm: 2.0030 2021-07-19 07:01:38,064 - mmaction - INFO - Epoch [38][580/1879] lr: 1.710e-01, eta: 1 day, 14:06:35, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 1.7396, top1_acc: 0.2773, top5_acc: 0.5324, loss_cls: 3.3359, loss: 5.0755, grad_norm: 1.9880 2021-07-19 07:01:49,602 - mmaction - INFO - Epoch [38][600/1879] lr: 1.710e-01, eta: 1 day, 14:06:18, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.7833, top1_acc: 0.2680, top5_acc: 0.5133, loss_cls: 3.4190, loss: 5.2023, grad_norm: 1.9472 2021-07-19 07:02:01,729 - mmaction - INFO - Epoch [38][620/1879] lr: 1.710e-01, eta: 1 day, 14:06:02, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.7346, top1_acc: 0.2918, top5_acc: 0.5332, loss_cls: 3.3129, loss: 5.0475, grad_norm: 1.9490 2021-07-19 07:02:13,762 - mmaction - INFO - Epoch [38][640/1879] lr: 1.709e-01, eta: 1 day, 14:05:47, time: 0.603, data_time: 0.007, memory: 6921, loss_aux: 1.7680, top1_acc: 0.2750, top5_acc: 0.5305, loss_cls: 3.3868, loss: 5.1548, grad_norm: 2.0114 2021-07-19 07:02:25,047 - mmaction - INFO - Epoch [38][660/1879] lr: 1.709e-01, eta: 1 day, 14:05:28, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7621, top1_acc: 0.2766, top5_acc: 0.5266, loss_cls: 3.3635, loss: 5.1256, grad_norm: 1.9716 2021-07-19 07:02:36,234 - mmaction - INFO - Epoch [38][680/1879] lr: 1.709e-01, eta: 1 day, 14:05:10, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7368, top1_acc: 0.2738, top5_acc: 0.5289, loss_cls: 3.3456, loss: 5.0824, grad_norm: 1.9284 2021-07-19 07:02:56,471 - mmaction - INFO - Epoch [38][700/1879] lr: 1.709e-01, eta: 1 day, 14:05:19, time: 1.010, data_time: 0.001, memory: 6921, loss_aux: 1.7401, top1_acc: 0.2832, top5_acc: 0.5336, loss_cls: 3.3171, loss: 5.0572, grad_norm: 1.9546 2021-07-19 07:03:07,996 - mmaction - INFO - Epoch [38][720/1879] lr: 1.709e-01, eta: 1 day, 14:05:02, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.7600, top1_acc: 0.2770, top5_acc: 0.5281, loss_cls: 3.3541, loss: 5.1141, grad_norm: 1.9995 2021-07-19 07:03:22,255 - mmaction - INFO - Epoch [38][740/1879] lr: 1.709e-01, eta: 1 day, 14:04:53, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.7838, top1_acc: 0.2703, top5_acc: 0.5238, loss_cls: 3.4141, loss: 5.1980, grad_norm: 1.9874 2021-07-19 07:03:33,170 - mmaction - INFO - Epoch [38][760/1879] lr: 1.709e-01, eta: 1 day, 14:04:34, time: 0.547, data_time: 0.002, memory: 6921, loss_aux: 1.7631, top1_acc: 0.2730, top5_acc: 0.5238, loss_cls: 3.3744, loss: 5.1375, grad_norm: 1.9916 2021-07-19 07:03:46,806 - mmaction - INFO - Epoch [38][780/1879] lr: 1.708e-01, eta: 1 day, 14:04:23, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 1.7406, top1_acc: 0.2891, top5_acc: 0.5355, loss_cls: 3.3418, loss: 5.0824, grad_norm: 1.9811 2021-07-19 07:04:01,151 - mmaction - INFO - Epoch [38][800/1879] lr: 1.708e-01, eta: 1 day, 14:04:13, time: 0.705, data_time: 0.006, memory: 6921, loss_aux: 1.7586, top1_acc: 0.2734, top5_acc: 0.5285, loss_cls: 3.3557, loss: 5.1143, grad_norm: 1.9670 2021-07-19 07:04:16,716 - mmaction - INFO - Epoch [38][820/1879] lr: 1.708e-01, eta: 1 day, 14:04:09, time: 0.792, data_time: 0.018, memory: 6921, loss_aux: 1.7693, top1_acc: 0.2734, top5_acc: 0.5293, loss_cls: 3.3811, loss: 5.1504, grad_norm: 2.0309 2021-07-19 07:04:29,773 - mmaction - INFO - Epoch [38][840/1879] lr: 1.708e-01, eta: 1 day, 14:03:56, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.7675, top1_acc: 0.2711, top5_acc: 0.5203, loss_cls: 3.3687, loss: 5.1363, grad_norm: 1.9926 2021-07-19 07:04:41,239 - mmaction - INFO - Epoch [38][860/1879] lr: 1.708e-01, eta: 1 day, 14:03:39, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.7507, top1_acc: 0.2664, top5_acc: 0.5219, loss_cls: 3.3615, loss: 5.1123, grad_norm: 1.9608 2021-07-19 07:04:54,992 - mmaction - INFO - Epoch [38][880/1879] lr: 1.708e-01, eta: 1 day, 14:03:28, time: 0.686, data_time: 0.002, memory: 6921, loss_aux: 1.7706, top1_acc: 0.2695, top5_acc: 0.5203, loss_cls: 3.3914, loss: 5.1620, grad_norm: 1.9561 2021-07-19 07:05:06,369 - mmaction - INFO - Epoch [38][900/1879] lr: 1.707e-01, eta: 1 day, 14:03:10, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.7694, top1_acc: 0.2699, top5_acc: 0.5238, loss_cls: 3.3709, loss: 5.1403, grad_norm: 1.9689 2021-07-19 07:05:18,026 - mmaction - INFO - Epoch [38][920/1879] lr: 1.707e-01, eta: 1 day, 14:02:54, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.7986, top1_acc: 0.2707, top5_acc: 0.5016, loss_cls: 3.4375, loss: 5.2361, grad_norm: 1.9908 2021-07-19 07:05:30,826 - mmaction - INFO - Epoch [38][940/1879] lr: 1.707e-01, eta: 1 day, 14:02:40, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.7719, top1_acc: 0.2695, top5_acc: 0.5234, loss_cls: 3.3719, loss: 5.1439, grad_norm: 1.9549 2021-07-19 07:05:43,118 - mmaction - INFO - Epoch [38][960/1879] lr: 1.707e-01, eta: 1 day, 14:02:25, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.7739, top1_acc: 0.2645, top5_acc: 0.5270, loss_cls: 3.3792, loss: 5.1531, grad_norm: 1.9944 2021-07-19 07:05:54,687 - mmaction - INFO - Epoch [38][980/1879] lr: 1.707e-01, eta: 1 day, 14:02:08, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.7344, top1_acc: 0.2891, top5_acc: 0.5352, loss_cls: 3.3138, loss: 5.0481, grad_norm: 1.9311 2021-07-19 07:06:07,688 - mmaction - INFO - Epoch [38][1000/1879] lr: 1.707e-01, eta: 1 day, 14:01:55, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.7335, top1_acc: 0.2918, top5_acc: 0.5363, loss_cls: 3.3134, loss: 5.0469, grad_norm: 1.9830 2021-07-19 07:06:21,181 - mmaction - INFO - Epoch [38][1020/1879] lr: 1.706e-01, eta: 1 day, 14:01:44, time: 0.676, data_time: 0.003, memory: 6921, loss_aux: 1.7454, top1_acc: 0.2859, top5_acc: 0.5262, loss_cls: 3.3384, loss: 5.0838, grad_norm: 1.9419 2021-07-19 07:06:32,692 - mmaction - INFO - Epoch [38][1040/1879] lr: 1.706e-01, eta: 1 day, 14:01:27, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.7505, top1_acc: 0.2914, top5_acc: 0.5254, loss_cls: 3.3333, loss: 5.0838, grad_norm: 1.9200 2021-07-19 07:06:44,576 - mmaction - INFO - Epoch [38][1060/1879] lr: 1.706e-01, eta: 1 day, 14:01:10, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7457, top1_acc: 0.2824, top5_acc: 0.5164, loss_cls: 3.3668, loss: 5.1125, grad_norm: 1.9403 2021-07-19 07:06:55,963 - mmaction - INFO - Epoch [38][1080/1879] lr: 1.706e-01, eta: 1 day, 14:00:53, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.8029, top1_acc: 0.2621, top5_acc: 0.5027, loss_cls: 3.4823, loss: 5.2852, grad_norm: 2.0154 2021-07-19 07:07:08,399 - mmaction - INFO - Epoch [38][1100/1879] lr: 1.706e-01, eta: 1 day, 14:00:38, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.7418, top1_acc: 0.2949, top5_acc: 0.5375, loss_cls: 3.3031, loss: 5.0449, grad_norm: 1.9656 2021-07-19 07:07:21,374 - mmaction - INFO - Epoch [38][1120/1879] lr: 1.706e-01, eta: 1 day, 14:00:25, time: 0.648, data_time: 0.004, memory: 6921, loss_aux: 1.7501, top1_acc: 0.2875, top5_acc: 0.5270, loss_cls: 3.3486, loss: 5.0987, grad_norm: 2.0072 2021-07-19 07:07:32,749 - mmaction - INFO - Epoch [38][1140/1879] lr: 1.706e-01, eta: 1 day, 14:00:08, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.7313, top1_acc: 0.2879, top5_acc: 0.5371, loss_cls: 3.2928, loss: 5.0240, grad_norm: 1.9717 2021-07-19 07:07:45,599 - mmaction - INFO - Epoch [38][1160/1879] lr: 1.705e-01, eta: 1 day, 13:59:54, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.7519, top1_acc: 0.2840, top5_acc: 0.5480, loss_cls: 3.3283, loss: 5.0801, grad_norm: 1.9827 2021-07-19 07:07:56,738 - mmaction - INFO - Epoch [38][1180/1879] lr: 1.705e-01, eta: 1 day, 13:59:36, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7126, top1_acc: 0.2848, top5_acc: 0.5383, loss_cls: 3.2815, loss: 4.9940, grad_norm: 1.9673 2021-07-19 07:08:08,112 - mmaction - INFO - Epoch [38][1200/1879] lr: 1.705e-01, eta: 1 day, 13:59:18, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7842, top1_acc: 0.2887, top5_acc: 0.5227, loss_cls: 3.3900, loss: 5.1743, grad_norm: 1.9664 2021-07-19 07:08:19,673 - mmaction - INFO - Epoch [38][1220/1879] lr: 1.705e-01, eta: 1 day, 13:59:01, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.7707, top1_acc: 0.2777, top5_acc: 0.5191, loss_cls: 3.3753, loss: 5.1460, grad_norm: 2.0145 2021-07-19 07:08:30,967 - mmaction - INFO - Epoch [38][1240/1879] lr: 1.705e-01, eta: 1 day, 13:58:43, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.7734, top1_acc: 0.2852, top5_acc: 0.5305, loss_cls: 3.3764, loss: 5.1498, grad_norm: 1.9921 2021-07-19 07:08:42,719 - mmaction - INFO - Epoch [38][1260/1879] lr: 1.705e-01, eta: 1 day, 13:58:27, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.6953, top1_acc: 0.2980, top5_acc: 0.5516, loss_cls: 3.2401, loss: 4.9354, grad_norm: 1.9668 2021-07-19 07:08:54,448 - mmaction - INFO - Epoch [38][1280/1879] lr: 1.704e-01, eta: 1 day, 13:58:10, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7538, top1_acc: 0.2992, top5_acc: 0.5332, loss_cls: 3.3420, loss: 5.0958, grad_norm: 1.9969 2021-07-19 07:09:05,979 - mmaction - INFO - Epoch [38][1300/1879] lr: 1.704e-01, eta: 1 day, 13:57:53, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.7526, top1_acc: 0.2852, top5_acc: 0.5336, loss_cls: 3.3390, loss: 5.0917, grad_norm: 1.9700 2021-07-19 07:09:17,775 - mmaction - INFO - Epoch [38][1320/1879] lr: 1.704e-01, eta: 1 day, 13:57:37, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7279, top1_acc: 0.2969, top5_acc: 0.5441, loss_cls: 3.2690, loss: 4.9969, grad_norm: 1.9556 2021-07-19 07:09:47,560 - mmaction - INFO - Epoch [38][1340/1879] lr: 1.704e-01, eta: 1 day, 13:58:14, time: 1.486, data_time: 0.003, memory: 6921, loss_aux: 1.7622, top1_acc: 0.2758, top5_acc: 0.5215, loss_cls: 3.3523, loss: 5.1145, grad_norm: 1.9613 2021-07-19 07:09:58,553 - mmaction - INFO - Epoch [38][1360/1879] lr: 1.704e-01, eta: 1 day, 13:57:55, time: 0.554, data_time: 0.007, memory: 6921, loss_aux: 1.7280, top1_acc: 0.2910, top5_acc: 0.5418, loss_cls: 3.2947, loss: 5.0227, grad_norm: 2.0246 2021-07-19 07:10:09,771 - mmaction - INFO - Epoch [38][1380/1879] lr: 1.704e-01, eta: 1 day, 13:57:37, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.7916, top1_acc: 0.2758, top5_acc: 0.5223, loss_cls: 3.4363, loss: 5.2279, grad_norm: 2.0070 2021-07-19 07:10:22,425 - mmaction - INFO - Epoch [38][1400/1879] lr: 1.703e-01, eta: 1 day, 13:57:23, time: 0.632, data_time: 0.008, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2805, top5_acc: 0.5273, loss_cls: 3.3415, loss: 5.0866, grad_norm: 1.9574 2021-07-19 07:10:33,951 - mmaction - INFO - Epoch [38][1420/1879] lr: 1.703e-01, eta: 1 day, 13:57:06, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.7757, top1_acc: 0.2707, top5_acc: 0.5133, loss_cls: 3.4114, loss: 5.1871, grad_norm: 1.9721 2021-07-19 07:10:46,285 - mmaction - INFO - Epoch [38][1440/1879] lr: 1.703e-01, eta: 1 day, 13:56:51, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.7551, top1_acc: 0.2863, top5_acc: 0.5254, loss_cls: 3.3444, loss: 5.0995, grad_norm: 1.9295 2021-07-19 07:10:57,755 - mmaction - INFO - Epoch [38][1460/1879] lr: 1.703e-01, eta: 1 day, 13:56:34, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.7686, top1_acc: 0.2766, top5_acc: 0.5227, loss_cls: 3.4000, loss: 5.1686, grad_norm: 1.9800 2021-07-19 07:11:11,783 - mmaction - INFO - Epoch [38][1480/1879] lr: 1.703e-01, eta: 1 day, 13:56:24, time: 0.701, data_time: 0.003, memory: 6921, loss_aux: 1.8020, top1_acc: 0.2617, top5_acc: 0.5117, loss_cls: 3.4382, loss: 5.2402, grad_norm: 1.9476 2021-07-19 07:11:26,189 - mmaction - INFO - Epoch [38][1500/1879] lr: 1.703e-01, eta: 1 day, 13:56:15, time: 0.717, data_time: 0.004, memory: 6921, loss_aux: 1.7430, top1_acc: 0.2832, top5_acc: 0.5371, loss_cls: 3.3223, loss: 5.0653, grad_norm: 1.9827 2021-07-19 07:11:38,158 - mmaction - INFO - Epoch [38][1520/1879] lr: 1.703e-01, eta: 1 day, 13:55:59, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.7245, top1_acc: 0.2871, top5_acc: 0.5371, loss_cls: 3.2708, loss: 4.9953, grad_norm: 1.9898 2021-07-19 07:11:50,878 - mmaction - INFO - Epoch [38][1540/1879] lr: 1.702e-01, eta: 1 day, 13:55:46, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.7358, top1_acc: 0.2859, top5_acc: 0.5398, loss_cls: 3.3198, loss: 5.0555, grad_norm: 1.9669 2021-07-19 07:12:02,055 - mmaction - INFO - Epoch [38][1560/1879] lr: 1.702e-01, eta: 1 day, 13:55:27, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.7583, top1_acc: 0.2859, top5_acc: 0.5293, loss_cls: 3.3384, loss: 5.0967, grad_norm: 1.9844 2021-07-19 07:12:13,699 - mmaction - INFO - Epoch [38][1580/1879] lr: 1.702e-01, eta: 1 day, 13:55:11, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7706, top1_acc: 0.2887, top5_acc: 0.5113, loss_cls: 3.4045, loss: 5.1751, grad_norm: 1.9785 2021-07-19 07:12:25,073 - mmaction - INFO - Epoch [38][1600/1879] lr: 1.702e-01, eta: 1 day, 13:54:53, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7291, top1_acc: 0.2969, top5_acc: 0.5437, loss_cls: 3.2798, loss: 5.0089, grad_norm: 1.9496 2021-07-19 07:12:36,425 - mmaction - INFO - Epoch [38][1620/1879] lr: 1.702e-01, eta: 1 day, 13:54:35, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.7308, top1_acc: 0.2949, top5_acc: 0.5449, loss_cls: 3.3065, loss: 5.0374, grad_norm: 1.9977 2021-07-19 07:12:48,368 - mmaction - INFO - Epoch [38][1640/1879] lr: 1.702e-01, eta: 1 day, 13:54:19, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7526, top1_acc: 0.2957, top5_acc: 0.5293, loss_cls: 3.3536, loss: 5.1062, grad_norm: 1.9969 2021-07-19 07:13:01,822 - mmaction - INFO - Epoch [38][1660/1879] lr: 1.701e-01, eta: 1 day, 13:54:08, time: 0.672, data_time: 0.005, memory: 6921, loss_aux: 1.7278, top1_acc: 0.2926, top5_acc: 0.5426, loss_cls: 3.2810, loss: 5.0087, grad_norm: 1.9616 2021-07-19 07:13:13,075 - mmaction - INFO - Epoch [38][1680/1879] lr: 1.701e-01, eta: 1 day, 13:53:50, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.7616, top1_acc: 0.2824, top5_acc: 0.5281, loss_cls: 3.3579, loss: 5.1195, grad_norm: 1.9915 2021-07-19 07:13:24,758 - mmaction - INFO - Epoch [38][1700/1879] lr: 1.701e-01, eta: 1 day, 13:53:33, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.7575, top1_acc: 0.2906, top5_acc: 0.5172, loss_cls: 3.3450, loss: 5.1025, grad_norm: 1.9822 2021-07-19 07:13:36,054 - mmaction - INFO - Epoch [38][1720/1879] lr: 1.701e-01, eta: 1 day, 13:53:15, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.7870, top1_acc: 0.2773, top5_acc: 0.5215, loss_cls: 3.4025, loss: 5.1895, grad_norm: 1.9926 2021-07-19 07:13:47,654 - mmaction - INFO - Epoch [38][1740/1879] lr: 1.701e-01, eta: 1 day, 13:52:58, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.7867, top1_acc: 0.2785, top5_acc: 0.5266, loss_cls: 3.4138, loss: 5.2005, grad_norm: 1.9757 2021-07-19 07:13:59,451 - mmaction - INFO - Epoch [38][1760/1879] lr: 1.701e-01, eta: 1 day, 13:52:42, time: 0.594, data_time: 0.006, memory: 6921, loss_aux: 1.7549, top1_acc: 0.3035, top5_acc: 0.5309, loss_cls: 3.3414, loss: 5.0963, grad_norm: 1.9661 2021-07-19 07:14:10,715 - mmaction - INFO - Epoch [38][1780/1879] lr: 1.700e-01, eta: 1 day, 13:52:24, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7271, top1_acc: 0.2934, top5_acc: 0.5332, loss_cls: 3.3296, loss: 5.0567, grad_norm: 1.9767 2021-07-19 07:14:22,474 - mmaction - INFO - Epoch [38][1800/1879] lr: 1.700e-01, eta: 1 day, 13:52:08, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.7638, top1_acc: 0.2828, top5_acc: 0.5219, loss_cls: 3.3673, loss: 5.1311, grad_norm: 1.9455 2021-07-19 07:14:38,457 - mmaction - INFO - Epoch [38][1820/1879] lr: 1.700e-01, eta: 1 day, 13:52:03, time: 0.793, data_time: 0.002, memory: 6921, loss_aux: 1.7609, top1_acc: 0.2844, top5_acc: 0.5254, loss_cls: 3.3397, loss: 5.1007, grad_norm: 2.0135 2021-07-19 07:14:50,788 - mmaction - INFO - Epoch [38][1840/1879] lr: 1.700e-01, eta: 1 day, 13:51:49, time: 0.623, data_time: 0.009, memory: 6921, loss_aux: 1.7185, top1_acc: 0.2957, top5_acc: 0.5453, loss_cls: 3.3318, loss: 5.0504, grad_norm: 1.9356 2021-07-19 07:15:02,059 - mmaction - INFO - Epoch [38][1860/1879] lr: 1.700e-01, eta: 1 day, 13:51:31, time: 0.561, data_time: 0.001, memory: 6921, loss_aux: 1.7419, top1_acc: 0.2824, top5_acc: 0.5262, loss_cls: 3.3346, loss: 5.0765, grad_norm: 1.9304 2021-07-19 07:15:16,779 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-07-19 07:15:38,706 - mmaction - INFO - Epoch [39][20/1879] lr: 1.700e-01, eta: 1 day, 13:50:50, time: 0.995, data_time: 0.217, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2816, top5_acc: 0.5254, loss_cls: 3.3479, loss: 5.0953, grad_norm: 1.9663 2021-07-19 07:15:50,445 - mmaction - INFO - Epoch [39][40/1879] lr: 1.699e-01, eta: 1 day, 13:50:33, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.7170, top1_acc: 0.2902, top5_acc: 0.5406, loss_cls: 3.2804, loss: 4.9974, grad_norm: 1.9645 2021-07-19 07:16:04,457 - mmaction - INFO - Epoch [39][60/1879] lr: 1.699e-01, eta: 1 day, 13:50:23, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.7043, top1_acc: 0.3012, top5_acc: 0.5539, loss_cls: 3.2543, loss: 4.9587, grad_norm: 1.9316 2021-07-19 07:16:16,508 - mmaction - INFO - Epoch [39][80/1879] lr: 1.699e-01, eta: 1 day, 13:50:08, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.6989, top1_acc: 0.3102, top5_acc: 0.5641, loss_cls: 3.2056, loss: 4.9044, grad_norm: 1.9306 2021-07-19 07:16:29,044 - mmaction - INFO - Epoch [39][100/1879] lr: 1.699e-01, eta: 1 day, 13:49:54, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.7420, top1_acc: 0.2906, top5_acc: 0.5359, loss_cls: 3.3295, loss: 5.0715, grad_norm: 1.9913 2021-07-19 07:16:40,587 - mmaction - INFO - Epoch [39][120/1879] lr: 1.699e-01, eta: 1 day, 13:49:36, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.7092, top1_acc: 0.2992, top5_acc: 0.5586, loss_cls: 3.2440, loss: 4.9532, grad_norm: 1.9726 2021-07-19 07:16:54,261 - mmaction - INFO - Epoch [39][140/1879] lr: 1.699e-01, eta: 1 day, 13:49:23, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.7289, top1_acc: 0.2840, top5_acc: 0.5359, loss_cls: 3.3274, loss: 5.0563, grad_norm: 2.0041 2021-07-19 07:17:06,628 - mmaction - INFO - Epoch [39][160/1879] lr: 1.698e-01, eta: 1 day, 13:49:11, time: 0.668, data_time: 0.053, memory: 6921, loss_aux: 1.7599, top1_acc: 0.2762, top5_acc: 0.5297, loss_cls: 3.3838, loss: 5.1437, grad_norm: 1.9555 2021-07-19 07:17:17,850 - mmaction - INFO - Epoch [39][180/1879] lr: 1.698e-01, eta: 1 day, 13:48:53, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7607, top1_acc: 0.2965, top5_acc: 0.5246, loss_cls: 3.3535, loss: 5.1142, grad_norm: 1.9788 2021-07-19 07:17:29,536 - mmaction - INFO - Epoch [39][200/1879] lr: 1.698e-01, eta: 1 day, 13:48:36, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7257, top1_acc: 0.2953, top5_acc: 0.5320, loss_cls: 3.3003, loss: 5.0260, grad_norm: 1.9858 2021-07-19 07:17:42,232 - mmaction - INFO - Epoch [39][220/1879] lr: 1.698e-01, eta: 1 day, 13:48:22, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.7365, top1_acc: 0.2906, top5_acc: 0.5371, loss_cls: 3.3042, loss: 5.0407, grad_norm: 2.0035 2021-07-19 07:17:53,239 - mmaction - INFO - Epoch [39][240/1879] lr: 1.698e-01, eta: 1 day, 13:48:04, time: 0.556, data_time: 0.007, memory: 6921, loss_aux: 1.7253, top1_acc: 0.2820, top5_acc: 0.5395, loss_cls: 3.3035, loss: 5.0288, grad_norm: 2.0014 2021-07-19 07:18:04,384 - mmaction - INFO - Epoch [39][260/1879] lr: 1.698e-01, eta: 1 day, 13:47:46, time: 0.556, data_time: 0.001, memory: 6921, loss_aux: 1.7378, top1_acc: 0.2910, top5_acc: 0.5332, loss_cls: 3.3307, loss: 5.0685, grad_norm: 1.9682 2021-07-19 07:18:15,787 - mmaction - INFO - Epoch [39][280/1879] lr: 1.697e-01, eta: 1 day, 13:47:28, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7263, top1_acc: 0.3012, top5_acc: 0.5316, loss_cls: 3.3078, loss: 5.0341, grad_norm: 1.9847 2021-07-19 07:18:27,284 - mmaction - INFO - Epoch [39][300/1879] lr: 1.697e-01, eta: 1 day, 13:47:11, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.7280, top1_acc: 0.2965, top5_acc: 0.5406, loss_cls: 3.2892, loss: 5.0172, grad_norm: 2.0147 2021-07-19 07:18:38,867 - mmaction - INFO - Epoch [39][320/1879] lr: 1.697e-01, eta: 1 day, 13:46:54, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7493, top1_acc: 0.2773, top5_acc: 0.5258, loss_cls: 3.3585, loss: 5.1077, grad_norm: 2.0112 2021-07-19 07:18:51,849 - mmaction - INFO - Epoch [39][340/1879] lr: 1.697e-01, eta: 1 day, 13:46:41, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.7350, top1_acc: 0.2949, top5_acc: 0.5324, loss_cls: 3.3170, loss: 5.0520, grad_norm: 2.0128 2021-07-19 07:19:03,055 - mmaction - INFO - Epoch [39][360/1879] lr: 1.697e-01, eta: 1 day, 13:46:23, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.7356, top1_acc: 0.2879, top5_acc: 0.5367, loss_cls: 3.3096, loss: 5.0452, grad_norm: 1.9717 2021-07-19 07:19:14,687 - mmaction - INFO - Epoch [39][380/1879] lr: 1.697e-01, eta: 1 day, 13:46:07, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.7735, top1_acc: 0.2914, top5_acc: 0.5211, loss_cls: 3.4042, loss: 5.1777, grad_norm: 1.9696 2021-07-19 07:19:28,601 - mmaction - INFO - Epoch [39][400/1879] lr: 1.696e-01, eta: 1 day, 13:45:56, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.7466, top1_acc: 0.2992, top5_acc: 0.5406, loss_cls: 3.3222, loss: 5.0688, grad_norm: 1.9523 2021-07-19 07:19:41,673 - mmaction - INFO - Epoch [39][420/1879] lr: 1.696e-01, eta: 1 day, 13:45:44, time: 0.658, data_time: 0.008, memory: 6921, loss_aux: 1.7583, top1_acc: 0.2949, top5_acc: 0.5277, loss_cls: 3.3524, loss: 5.1106, grad_norm: 1.9553 2021-07-19 07:19:53,542 - mmaction - INFO - Epoch [39][440/1879] lr: 1.696e-01, eta: 1 day, 13:45:28, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.7547, top1_acc: 0.2770, top5_acc: 0.5258, loss_cls: 3.3513, loss: 5.1060, grad_norm: 2.0121 2021-07-19 07:20:06,821 - mmaction - INFO - Epoch [39][460/1879] lr: 1.696e-01, eta: 1 day, 13:45:16, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.7514, top1_acc: 0.2910, top5_acc: 0.5285, loss_cls: 3.3252, loss: 5.0766, grad_norm: 1.9478 2021-07-19 07:20:20,716 - mmaction - INFO - Epoch [39][480/1879] lr: 1.696e-01, eta: 1 day, 13:45:06, time: 0.696, data_time: 0.005, memory: 6921, loss_aux: 1.7416, top1_acc: 0.2918, top5_acc: 0.5418, loss_cls: 3.3275, loss: 5.0690, grad_norm: 1.9932 2021-07-19 07:20:32,504 - mmaction - INFO - Epoch [39][500/1879] lr: 1.696e-01, eta: 1 day, 13:44:49, time: 0.589, data_time: 0.006, memory: 6921, loss_aux: 1.7989, top1_acc: 0.2750, top5_acc: 0.5211, loss_cls: 3.4178, loss: 5.2168, grad_norm: 2.0348 2021-07-19 07:20:43,531 - mmaction - INFO - Epoch [39][520/1879] lr: 1.696e-01, eta: 1 day, 13:44:31, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.7594, top1_acc: 0.2695, top5_acc: 0.5277, loss_cls: 3.3788, loss: 5.1383, grad_norm: 2.0437 2021-07-19 07:20:55,433 - mmaction - INFO - Epoch [39][540/1879] lr: 1.695e-01, eta: 1 day, 13:44:15, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.7348, top1_acc: 0.2777, top5_acc: 0.5348, loss_cls: 3.3085, loss: 5.0433, grad_norm: 1.9571 2021-07-19 07:21:08,043 - mmaction - INFO - Epoch [39][560/1879] lr: 1.695e-01, eta: 1 day, 13:44:01, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.7520, top1_acc: 0.2902, top5_acc: 0.5344, loss_cls: 3.3360, loss: 5.0880, grad_norm: 1.9701 2021-07-19 07:21:19,590 - mmaction - INFO - Epoch [39][580/1879] lr: 1.695e-01, eta: 1 day, 13:43:44, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7420, top1_acc: 0.2918, top5_acc: 0.5359, loss_cls: 3.3394, loss: 5.0813, grad_norm: 2.0015 2021-07-19 07:21:31,365 - mmaction - INFO - Epoch [39][600/1879] lr: 1.695e-01, eta: 1 day, 13:43:27, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.7560, top1_acc: 0.2984, top5_acc: 0.5320, loss_cls: 3.3410, loss: 5.0971, grad_norm: 1.9578 2021-07-19 07:21:43,765 - mmaction - INFO - Epoch [39][620/1879] lr: 1.695e-01, eta: 1 day, 13:43:11, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.7543, top1_acc: 0.2852, top5_acc: 0.5316, loss_cls: 3.3353, loss: 5.0897, grad_norm: 1.9792 2021-07-19 07:21:57,501 - mmaction - INFO - Epoch [39][640/1879] lr: 1.695e-01, eta: 1 day, 13:43:02, time: 0.720, data_time: 0.037, memory: 6921, loss_aux: 1.7680, top1_acc: 0.2723, top5_acc: 0.5262, loss_cls: 3.3868, loss: 5.1548, grad_norm: 1.9760 2021-07-19 07:22:08,500 - mmaction - INFO - Epoch [39][660/1879] lr: 1.694e-01, eta: 1 day, 13:42:44, time: 0.550, data_time: 0.003, memory: 6921, loss_aux: 1.7499, top1_acc: 0.2785, top5_acc: 0.5281, loss_cls: 3.3459, loss: 5.0958, grad_norm: 1.9494 2021-07-19 07:22:23,663 - mmaction - INFO - Epoch [39][680/1879] lr: 1.694e-01, eta: 1 day, 13:42:37, time: 0.757, data_time: 0.002, memory: 6921, loss_aux: 1.7363, top1_acc: 0.2785, top5_acc: 0.5371, loss_cls: 3.3048, loss: 5.0412, grad_norm: 1.9640 2021-07-19 07:22:35,595 - mmaction - INFO - Epoch [39][700/1879] lr: 1.694e-01, eta: 1 day, 13:42:21, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7385, top1_acc: 0.2953, top5_acc: 0.5332, loss_cls: 3.2985, loss: 5.0370, grad_norm: 1.9933 2021-07-19 07:22:46,971 - mmaction - INFO - Epoch [39][720/1879] lr: 1.694e-01, eta: 1 day, 13:42:04, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7146, top1_acc: 0.2953, top5_acc: 0.5504, loss_cls: 3.2666, loss: 4.9812, grad_norm: 1.9559 2021-07-19 07:23:01,147 - mmaction - INFO - Epoch [39][740/1879] lr: 1.694e-01, eta: 1 day, 13:41:54, time: 0.707, data_time: 0.002, memory: 6921, loss_aux: 1.7604, top1_acc: 0.2789, top5_acc: 0.5309, loss_cls: 3.3364, loss: 5.0968, grad_norm: 2.0283 2021-07-19 07:23:14,286 - mmaction - INFO - Epoch [39][760/1879] lr: 1.694e-01, eta: 1 day, 13:41:42, time: 0.656, data_time: 0.004, memory: 6921, loss_aux: 1.7354, top1_acc: 0.3016, top5_acc: 0.5445, loss_cls: 3.2819, loss: 5.0174, grad_norm: 1.9652 2021-07-19 07:23:25,981 - mmaction - INFO - Epoch [39][780/1879] lr: 1.693e-01, eta: 1 day, 13:41:26, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.7676, top1_acc: 0.2852, top5_acc: 0.5207, loss_cls: 3.3888, loss: 5.1563, grad_norm: 2.0265 2021-07-19 07:23:37,707 - mmaction - INFO - Epoch [39][800/1879] lr: 1.693e-01, eta: 1 day, 13:41:09, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.7360, top1_acc: 0.2852, top5_acc: 0.5355, loss_cls: 3.3259, loss: 5.0619, grad_norm: 2.0072 2021-07-19 07:23:52,174 - mmaction - INFO - Epoch [39][820/1879] lr: 1.693e-01, eta: 1 day, 13:41:01, time: 0.724, data_time: 0.004, memory: 6921, loss_aux: 1.7564, top1_acc: 0.2797, top5_acc: 0.5395, loss_cls: 3.3620, loss: 5.1184, grad_norm: 2.0004 2021-07-19 07:24:03,734 - mmaction - INFO - Epoch [39][840/1879] lr: 1.693e-01, eta: 1 day, 13:40:44, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7563, top1_acc: 0.2918, top5_acc: 0.5352, loss_cls: 3.3382, loss: 5.0945, grad_norm: 2.0094 2021-07-19 07:24:18,857 - mmaction - INFO - Epoch [39][860/1879] lr: 1.693e-01, eta: 1 day, 13:40:37, time: 0.754, data_time: 0.062, memory: 6921, loss_aux: 1.7595, top1_acc: 0.2828, top5_acc: 0.5262, loss_cls: 3.3526, loss: 5.1121, grad_norm: 1.9954 2021-07-19 07:24:30,959 - mmaction - INFO - Epoch [39][880/1879] lr: 1.693e-01, eta: 1 day, 13:40:22, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.7420, top1_acc: 0.2852, top5_acc: 0.5418, loss_cls: 3.3044, loss: 5.0465, grad_norm: 2.0126 2021-07-19 07:24:45,664 - mmaction - INFO - Epoch [39][900/1879] lr: 1.692e-01, eta: 1 day, 13:40:13, time: 0.729, data_time: 0.001, memory: 6921, loss_aux: 1.7283, top1_acc: 0.2891, top5_acc: 0.5355, loss_cls: 3.3065, loss: 5.0348, grad_norm: 1.9902 2021-07-19 07:25:04,515 - mmaction - INFO - Epoch [39][920/1879] lr: 1.692e-01, eta: 1 day, 13:40:18, time: 0.947, data_time: 0.014, memory: 6921, loss_aux: 1.7500, top1_acc: 0.2934, top5_acc: 0.5359, loss_cls: 3.3258, loss: 5.0758, grad_norm: 2.0028 2021-07-19 07:25:15,437 - mmaction - INFO - Epoch [39][940/1879] lr: 1.692e-01, eta: 1 day, 13:39:59, time: 0.547, data_time: 0.004, memory: 6921, loss_aux: 1.7689, top1_acc: 0.2770, top5_acc: 0.5168, loss_cls: 3.4102, loss: 5.1791, grad_norm: 1.9992 2021-07-19 07:25:28,154 - mmaction - INFO - Epoch [39][960/1879] lr: 1.692e-01, eta: 1 day, 13:39:45, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.7479, top1_acc: 0.2910, top5_acc: 0.5219, loss_cls: 3.3413, loss: 5.0892, grad_norm: 1.9605 2021-07-19 07:25:40,942 - mmaction - INFO - Epoch [39][980/1879] lr: 1.692e-01, eta: 1 day, 13:39:32, time: 0.640, data_time: 0.005, memory: 6921, loss_aux: 1.7620, top1_acc: 0.2785, top5_acc: 0.5215, loss_cls: 3.3832, loss: 5.1452, grad_norm: 2.0060 2021-07-19 07:25:52,618 - mmaction - INFO - Epoch [39][1000/1879] lr: 1.692e-01, eta: 1 day, 13:39:15, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7406, top1_acc: 0.2809, top5_acc: 0.5340, loss_cls: 3.3516, loss: 5.0922, grad_norm: 1.9905 2021-07-19 07:26:04,931 - mmaction - INFO - Epoch [39][1020/1879] lr: 1.692e-01, eta: 1 day, 13:39:01, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.7560, top1_acc: 0.2852, top5_acc: 0.5273, loss_cls: 3.3534, loss: 5.1094, grad_norm: 1.9820 2021-07-19 07:26:17,294 - mmaction - INFO - Epoch [39][1040/1879] lr: 1.691e-01, eta: 1 day, 13:38:46, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7617, top1_acc: 0.2789, top5_acc: 0.5328, loss_cls: 3.3511, loss: 5.1128, grad_norm: 1.9799 2021-07-19 07:26:29,347 - mmaction - INFO - Epoch [39][1060/1879] lr: 1.691e-01, eta: 1 day, 13:38:31, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.8029, top1_acc: 0.2781, top5_acc: 0.5184, loss_cls: 3.4050, loss: 5.2079, grad_norm: 2.0107 2021-07-19 07:26:42,588 - mmaction - INFO - Epoch [39][1080/1879] lr: 1.691e-01, eta: 1 day, 13:38:18, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.7011, top1_acc: 0.2938, top5_acc: 0.5512, loss_cls: 3.2546, loss: 4.9557, grad_norm: 1.9889 2021-07-19 07:26:54,345 - mmaction - INFO - Epoch [39][1100/1879] lr: 1.691e-01, eta: 1 day, 13:38:02, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7511, top1_acc: 0.2891, top5_acc: 0.5215, loss_cls: 3.3606, loss: 5.1117, grad_norm: 1.9877 2021-07-19 07:27:05,731 - mmaction - INFO - Epoch [39][1120/1879] lr: 1.691e-01, eta: 1 day, 13:37:45, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.7660, top1_acc: 0.2883, top5_acc: 0.5199, loss_cls: 3.3833, loss: 5.1493, grad_norm: 1.9817 2021-07-19 07:27:17,224 - mmaction - INFO - Epoch [39][1140/1879] lr: 1.691e-01, eta: 1 day, 13:37:28, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.7436, top1_acc: 0.2977, top5_acc: 0.5367, loss_cls: 3.2925, loss: 5.0361, grad_norm: 2.0080 2021-07-19 07:27:41,115 - mmaction - INFO - Epoch [39][1160/1879] lr: 1.690e-01, eta: 1 day, 13:37:46, time: 1.190, data_time: 0.001, memory: 6921, loss_aux: 1.7665, top1_acc: 0.2824, top5_acc: 0.5203, loss_cls: 3.3781, loss: 5.1447, grad_norm: 1.9969 2021-07-19 07:27:53,275 - mmaction - INFO - Epoch [39][1180/1879] lr: 1.690e-01, eta: 1 day, 13:37:31, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.7131, top1_acc: 0.2965, top5_acc: 0.5336, loss_cls: 3.3021, loss: 5.0152, grad_norm: 1.9698 2021-07-19 07:28:04,264 - mmaction - INFO - Epoch [39][1200/1879] lr: 1.690e-01, eta: 1 day, 13:37:12, time: 0.549, data_time: 0.003, memory: 6921, loss_aux: 1.7423, top1_acc: 0.2723, top5_acc: 0.5344, loss_cls: 3.3517, loss: 5.0940, grad_norm: 2.0167 2021-07-19 07:28:17,626 - mmaction - INFO - Epoch [39][1220/1879] lr: 1.690e-01, eta: 1 day, 13:37:01, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.7636, top1_acc: 0.2777, top5_acc: 0.5211, loss_cls: 3.3612, loss: 5.1247, grad_norm: 1.9987 2021-07-19 07:28:29,697 - mmaction - INFO - Epoch [39][1240/1879] lr: 1.690e-01, eta: 1 day, 13:36:45, time: 0.606, data_time: 0.008, memory: 6921, loss_aux: 1.6999, top1_acc: 0.3012, top5_acc: 0.5551, loss_cls: 3.2285, loss: 4.9284, grad_norm: 2.0327 2021-07-19 07:28:43,906 - mmaction - INFO - Epoch [39][1260/1879] lr: 1.690e-01, eta: 1 day, 13:36:36, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.7471, top1_acc: 0.2777, top5_acc: 0.5191, loss_cls: 3.3693, loss: 5.1164, grad_norm: 2.0068 2021-07-19 07:28:55,652 - mmaction - INFO - Epoch [39][1280/1879] lr: 1.689e-01, eta: 1 day, 13:36:19, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.7933, top1_acc: 0.2684, top5_acc: 0.5164, loss_cls: 3.4389, loss: 5.2322, grad_norm: 1.9872 2021-07-19 07:29:10,978 - mmaction - INFO - Epoch [39][1300/1879] lr: 1.689e-01, eta: 1 day, 13:36:13, time: 0.767, data_time: 0.024, memory: 6921, loss_aux: 1.7363, top1_acc: 0.2844, top5_acc: 0.5223, loss_cls: 3.3684, loss: 5.1047, grad_norm: 1.9738 2021-07-19 07:29:39,243 - mmaction - INFO - Epoch [39][1320/1879] lr: 1.689e-01, eta: 1 day, 13:36:44, time: 1.413, data_time: 0.005, memory: 6921, loss_aux: 1.7691, top1_acc: 0.2938, top5_acc: 0.5301, loss_cls: 3.3434, loss: 5.1126, grad_norm: 1.9669 2021-07-19 07:29:51,090 - mmaction - INFO - Epoch [39][1340/1879] lr: 1.689e-01, eta: 1 day, 13:36:28, time: 0.595, data_time: 0.005, memory: 6921, loss_aux: 1.7113, top1_acc: 0.3074, top5_acc: 0.5434, loss_cls: 3.2661, loss: 4.9774, grad_norm: 1.9938 2021-07-19 07:30:02,130 - mmaction - INFO - Epoch [39][1360/1879] lr: 1.689e-01, eta: 1 day, 13:36:10, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.7007, top1_acc: 0.2988, top5_acc: 0.5465, loss_cls: 3.2812, loss: 4.9819, grad_norm: 1.9540 2021-07-19 07:30:15,242 - mmaction - INFO - Epoch [39][1380/1879] lr: 1.689e-01, eta: 1 day, 13:35:57, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.7254, top1_acc: 0.3020, top5_acc: 0.5398, loss_cls: 3.2894, loss: 5.0148, grad_norm: 1.9759 2021-07-19 07:30:27,747 - mmaction - INFO - Epoch [39][1400/1879] lr: 1.688e-01, eta: 1 day, 13:35:43, time: 0.628, data_time: 0.007, memory: 6921, loss_aux: 1.7650, top1_acc: 0.2863, top5_acc: 0.5324, loss_cls: 3.3849, loss: 5.1499, grad_norm: 2.0349 2021-07-19 07:30:39,192 - mmaction - INFO - Epoch [39][1420/1879] lr: 1.688e-01, eta: 1 day, 13:35:26, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.7104, top1_acc: 0.2949, top5_acc: 0.5535, loss_cls: 3.2330, loss: 4.9434, grad_norm: 1.9782 2021-07-19 07:30:53,126 - mmaction - INFO - Epoch [39][1440/1879] lr: 1.688e-01, eta: 1 day, 13:35:16, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.7398, top1_acc: 0.2859, top5_acc: 0.5387, loss_cls: 3.3104, loss: 5.0502, grad_norm: 1.9897 2021-07-19 07:31:04,426 - mmaction - INFO - Epoch [39][1460/1879] lr: 1.688e-01, eta: 1 day, 13:34:58, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7437, top1_acc: 0.2887, top5_acc: 0.5301, loss_cls: 3.3673, loss: 5.1110, grad_norm: 1.9971 2021-07-19 07:31:17,187 - mmaction - INFO - Epoch [39][1480/1879] lr: 1.688e-01, eta: 1 day, 13:34:45, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.7838, top1_acc: 0.2734, top5_acc: 0.5199, loss_cls: 3.3971, loss: 5.1809, grad_norm: 1.9903 2021-07-19 07:31:28,961 - mmaction - INFO - Epoch [39][1500/1879] lr: 1.688e-01, eta: 1 day, 13:34:28, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.7321, top1_acc: 0.2914, top5_acc: 0.5406, loss_cls: 3.2740, loss: 5.0061, grad_norm: 1.9913 2021-07-19 07:31:40,747 - mmaction - INFO - Epoch [39][1520/1879] lr: 1.687e-01, eta: 1 day, 13:34:12, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.7070, top1_acc: 0.2914, top5_acc: 0.5516, loss_cls: 3.2647, loss: 4.9716, grad_norm: 1.9994 2021-07-19 07:31:52,993 - mmaction - INFO - Epoch [39][1540/1879] lr: 1.687e-01, eta: 1 day, 13:33:57, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.7560, top1_acc: 0.2812, top5_acc: 0.5203, loss_cls: 3.3796, loss: 5.1356, grad_norm: 2.0128 2021-07-19 07:32:05,201 - mmaction - INFO - Epoch [39][1560/1879] lr: 1.687e-01, eta: 1 day, 13:33:42, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.7673, top1_acc: 0.2723, top5_acc: 0.5316, loss_cls: 3.3611, loss: 5.1284, grad_norm: 2.0397 2021-07-19 07:32:16,594 - mmaction - INFO - Epoch [39][1580/1879] lr: 1.687e-01, eta: 1 day, 13:33:25, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.7610, top1_acc: 0.2770, top5_acc: 0.5285, loss_cls: 3.3745, loss: 5.1355, grad_norm: 2.0098 2021-07-19 07:32:29,217 - mmaction - INFO - Epoch [39][1600/1879] lr: 1.687e-01, eta: 1 day, 13:33:11, time: 0.630, data_time: 0.001, memory: 6921, loss_aux: 1.7588, top1_acc: 0.2906, top5_acc: 0.5297, loss_cls: 3.3436, loss: 5.1024, grad_norm: 2.0017 2021-07-19 07:32:41,717 - mmaction - INFO - Epoch [39][1620/1879] lr: 1.687e-01, eta: 1 day, 13:32:57, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.7340, top1_acc: 0.2852, top5_acc: 0.5301, loss_cls: 3.3200, loss: 5.0540, grad_norm: 1.9878 2021-07-19 07:32:56,435 - mmaction - INFO - Epoch [39][1640/1879] lr: 1.686e-01, eta: 1 day, 13:32:49, time: 0.731, data_time: 0.001, memory: 6921, loss_aux: 1.7940, top1_acc: 0.2594, top5_acc: 0.5012, loss_cls: 3.4554, loss: 5.2495, grad_norm: 2.0108 2021-07-19 07:33:10,150 - mmaction - INFO - Epoch [39][1660/1879] lr: 1.686e-01, eta: 1 day, 13:32:38, time: 0.687, data_time: 0.007, memory: 6921, loss_aux: 1.7549, top1_acc: 0.2898, top5_acc: 0.5254, loss_cls: 3.3734, loss: 5.1282, grad_norm: 1.9684 2021-07-19 07:33:22,457 - mmaction - INFO - Epoch [39][1680/1879] lr: 1.686e-01, eta: 1 day, 13:32:23, time: 0.618, data_time: 0.006, memory: 6921, loss_aux: 1.7526, top1_acc: 0.2844, top5_acc: 0.5090, loss_cls: 3.3760, loss: 5.1285, grad_norm: 1.9427 2021-07-19 07:33:34,611 - mmaction - INFO - Epoch [39][1700/1879] lr: 1.686e-01, eta: 1 day, 13:32:08, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.7318, top1_acc: 0.2746, top5_acc: 0.5320, loss_cls: 3.3334, loss: 5.0652, grad_norm: 2.0348 2021-07-19 07:33:46,167 - mmaction - INFO - Epoch [39][1720/1879] lr: 1.686e-01, eta: 1 day, 13:31:51, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7906, top1_acc: 0.2727, top5_acc: 0.5188, loss_cls: 3.4167, loss: 5.2074, grad_norm: 1.9782 2021-07-19 07:33:57,460 - mmaction - INFO - Epoch [39][1740/1879] lr: 1.686e-01, eta: 1 day, 13:31:33, time: 0.564, data_time: 0.001, memory: 6921, loss_aux: 1.7584, top1_acc: 0.2789, top5_acc: 0.5273, loss_cls: 3.3678, loss: 5.1262, grad_norm: 1.9551 2021-07-19 07:34:09,802 - mmaction - INFO - Epoch [39][1760/1879] lr: 1.686e-01, eta: 1 day, 13:31:19, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.7349, top1_acc: 0.2852, top5_acc: 0.5297, loss_cls: 3.3273, loss: 5.0621, grad_norm: 1.9576 2021-07-19 07:34:20,954 - mmaction - INFO - Epoch [39][1780/1879] lr: 1.685e-01, eta: 1 day, 13:31:01, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.7623, top1_acc: 0.2863, top5_acc: 0.5250, loss_cls: 3.3783, loss: 5.1405, grad_norm: 1.9198 2021-07-19 07:34:32,755 - mmaction - INFO - Epoch [39][1800/1879] lr: 1.685e-01, eta: 1 day, 13:30:44, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.7376, top1_acc: 0.2773, top5_acc: 0.5395, loss_cls: 3.3095, loss: 5.0470, grad_norm: 1.9895 2021-07-19 07:34:45,391 - mmaction - INFO - Epoch [39][1820/1879] lr: 1.685e-01, eta: 1 day, 13:30:31, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.7575, top1_acc: 0.2691, top5_acc: 0.5352, loss_cls: 3.3484, loss: 5.1060, grad_norm: 1.9777 2021-07-19 07:34:59,010 - mmaction - INFO - Epoch [39][1840/1879] lr: 1.685e-01, eta: 1 day, 13:30:16, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.7418, top1_acc: 0.2871, top5_acc: 0.5414, loss_cls: 3.3173, loss: 5.0590, grad_norm: 2.0309 2021-07-19 07:35:12,680 - mmaction - INFO - Epoch [39][1860/1879] lr: 1.685e-01, eta: 1 day, 13:30:09, time: 0.747, data_time: 0.069, memory: 6921, loss_aux: 1.7511, top1_acc: 0.2980, top5_acc: 0.5336, loss_cls: 3.3347, loss: 5.0858, grad_norm: 2.0005 2021-07-19 07:35:24,651 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-07-19 07:35:43,589 - mmaction - INFO - Epoch [40][20/1879] lr: 1.684e-01, eta: 1 day, 13:29:18, time: 0.821, data_time: 0.253, memory: 6921, loss_aux: 1.6995, top1_acc: 0.2934, top5_acc: 0.5543, loss_cls: 3.2499, loss: 4.9494, grad_norm: 1.9957 2021-07-19 07:35:55,328 - mmaction - INFO - Epoch [40][40/1879] lr: 1.684e-01, eta: 1 day, 13:29:02, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7362, top1_acc: 0.2891, top5_acc: 0.5352, loss_cls: 3.3124, loss: 5.0486, grad_norm: 1.9730 2021-07-19 07:36:07,050 - mmaction - INFO - Epoch [40][60/1879] lr: 1.684e-01, eta: 1 day, 13:28:46, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.7322, top1_acc: 0.2828, top5_acc: 0.5238, loss_cls: 3.3366, loss: 5.0688, grad_norm: 2.0121 2021-07-19 07:36:18,055 - mmaction - INFO - Epoch [40][80/1879] lr: 1.684e-01, eta: 1 day, 13:28:27, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.7172, top1_acc: 0.2973, top5_acc: 0.5430, loss_cls: 3.2865, loss: 5.0037, grad_norm: 1.9992 2021-07-19 07:36:29,183 - mmaction - INFO - Epoch [40][100/1879] lr: 1.684e-01, eta: 1 day, 13:28:09, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.7150, top1_acc: 0.2965, top5_acc: 0.5375, loss_cls: 3.2882, loss: 5.0032, grad_norm: 1.9949 2021-07-19 07:36:41,144 - mmaction - INFO - Epoch [40][120/1879] lr: 1.684e-01, eta: 1 day, 13:27:53, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.7233, top1_acc: 0.2863, top5_acc: 0.5277, loss_cls: 3.3181, loss: 5.0414, grad_norm: 2.0131 2021-07-19 07:36:53,059 - mmaction - INFO - Epoch [40][140/1879] lr: 1.683e-01, eta: 1 day, 13:27:38, time: 0.599, data_time: 0.011, memory: 6921, loss_aux: 1.7237, top1_acc: 0.2953, top5_acc: 0.5422, loss_cls: 3.2753, loss: 4.9990, grad_norm: 1.9833 2021-07-19 07:37:04,720 - mmaction - INFO - Epoch [40][160/1879] lr: 1.683e-01, eta: 1 day, 13:27:21, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.7299, top1_acc: 0.2805, top5_acc: 0.5242, loss_cls: 3.3368, loss: 5.0666, grad_norm: 2.0157 2021-07-19 07:37:16,426 - mmaction - INFO - Epoch [40][180/1879] lr: 1.683e-01, eta: 1 day, 13:27:05, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7471, top1_acc: 0.2875, top5_acc: 0.5402, loss_cls: 3.3379, loss: 5.0850, grad_norm: 2.0374 2021-07-19 07:37:27,856 - mmaction - INFO - Epoch [40][200/1879] lr: 1.683e-01, eta: 1 day, 13:26:47, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.7302, top1_acc: 0.2805, top5_acc: 0.5254, loss_cls: 3.2924, loss: 5.0226, grad_norm: 1.9889 2021-07-19 07:37:39,133 - mmaction - INFO - Epoch [40][220/1879] lr: 1.683e-01, eta: 1 day, 13:26:30, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.7718, top1_acc: 0.2793, top5_acc: 0.5152, loss_cls: 3.3898, loss: 5.1616, grad_norm: 1.9790 2021-07-19 07:37:51,339 - mmaction - INFO - Epoch [40][240/1879] lr: 1.683e-01, eta: 1 day, 13:26:15, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.7755, top1_acc: 0.2785, top5_acc: 0.5203, loss_cls: 3.4012, loss: 5.1767, grad_norm: 1.9846 2021-07-19 07:38:05,032 - mmaction - INFO - Epoch [40][260/1879] lr: 1.682e-01, eta: 1 day, 13:26:04, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 1.7188, top1_acc: 0.2992, top5_acc: 0.5477, loss_cls: 3.2735, loss: 4.9923, grad_norm: 1.9516 2021-07-19 07:38:20,418 - mmaction - INFO - Epoch [40][280/1879] lr: 1.682e-01, eta: 1 day, 13:25:58, time: 0.767, data_time: 0.014, memory: 6921, loss_aux: 1.7037, top1_acc: 0.2957, top5_acc: 0.5426, loss_cls: 3.2600, loss: 4.9637, grad_norm: 2.0272 2021-07-19 07:38:35,209 - mmaction - INFO - Epoch [40][300/1879] lr: 1.682e-01, eta: 1 day, 13:25:50, time: 0.734, data_time: 0.005, memory: 6921, loss_aux: 1.7479, top1_acc: 0.2801, top5_acc: 0.5305, loss_cls: 3.3548, loss: 5.1027, grad_norm: 2.0526 2021-07-19 07:38:47,389 - mmaction - INFO - Epoch [40][320/1879] lr: 1.682e-01, eta: 1 day, 13:25:35, time: 0.617, data_time: 0.010, memory: 6921, loss_aux: 1.7824, top1_acc: 0.2801, top5_acc: 0.5234, loss_cls: 3.3962, loss: 5.1786, grad_norm: 2.0002 2021-07-19 07:39:00,187 - mmaction - INFO - Epoch [40][340/1879] lr: 1.682e-01, eta: 1 day, 13:25:22, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.7361, top1_acc: 0.2895, top5_acc: 0.5352, loss_cls: 3.3289, loss: 5.0651, grad_norm: 1.9979 2021-07-19 07:39:13,038 - mmaction - INFO - Epoch [40][360/1879] lr: 1.682e-01, eta: 1 day, 13:25:08, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.7450, top1_acc: 0.2773, top5_acc: 0.5344, loss_cls: 3.3521, loss: 5.0971, grad_norm: 1.9768 2021-07-19 07:39:26,147 - mmaction - INFO - Epoch [40][380/1879] lr: 1.681e-01, eta: 1 day, 13:24:56, time: 0.659, data_time: 0.005, memory: 6921, loss_aux: 1.7188, top1_acc: 0.2902, top5_acc: 0.5457, loss_cls: 3.2579, loss: 4.9767, grad_norm: 1.9686 2021-07-19 07:39:39,132 - mmaction - INFO - Epoch [40][400/1879] lr: 1.681e-01, eta: 1 day, 13:24:43, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.7618, top1_acc: 0.2898, top5_acc: 0.5367, loss_cls: 3.3458, loss: 5.1076, grad_norm: 1.9918 2021-07-19 07:39:51,101 - mmaction - INFO - Epoch [40][420/1879] lr: 1.681e-01, eta: 1 day, 13:24:28, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.7357, top1_acc: 0.3008, top5_acc: 0.5480, loss_cls: 3.2851, loss: 5.0208, grad_norm: 1.9853 2021-07-19 07:40:02,465 - mmaction - INFO - Epoch [40][440/1879] lr: 1.681e-01, eta: 1 day, 13:24:10, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.7264, top1_acc: 0.2965, top5_acc: 0.5340, loss_cls: 3.3016, loss: 5.0280, grad_norm: 2.0174 2021-07-19 07:40:14,238 - mmaction - INFO - Epoch [40][460/1879] lr: 1.681e-01, eta: 1 day, 13:23:54, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.7589, top1_acc: 0.2914, top5_acc: 0.5258, loss_cls: 3.3795, loss: 5.1385, grad_norm: 1.9736 2021-07-19 07:40:25,906 - mmaction - INFO - Epoch [40][480/1879] lr: 1.681e-01, eta: 1 day, 13:23:37, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7513, top1_acc: 0.2797, top5_acc: 0.5273, loss_cls: 3.3549, loss: 5.1062, grad_norm: 1.9889 2021-07-19 07:40:37,600 - mmaction - INFO - Epoch [40][500/1879] lr: 1.680e-01, eta: 1 day, 13:23:21, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.7437, top1_acc: 0.2836, top5_acc: 0.5301, loss_cls: 3.3532, loss: 5.0969, grad_norm: 1.9502 2021-07-19 07:40:48,570 - mmaction - INFO - Epoch [40][520/1879] lr: 1.680e-01, eta: 1 day, 13:23:03, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.7368, top1_acc: 0.2805, top5_acc: 0.5352, loss_cls: 3.3357, loss: 5.0725, grad_norm: 1.9507 2021-07-19 07:41:03,906 - mmaction - INFO - Epoch [40][540/1879] lr: 1.680e-01, eta: 1 day, 13:22:56, time: 0.764, data_time: 0.002, memory: 6921, loss_aux: 1.7234, top1_acc: 0.2910, top5_acc: 0.5348, loss_cls: 3.3099, loss: 5.0333, grad_norm: 2.0083 2021-07-19 07:41:17,066 - mmaction - INFO - Epoch [40][560/1879] lr: 1.680e-01, eta: 1 day, 13:22:44, time: 0.654, data_time: 0.005, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2840, top5_acc: 0.5312, loss_cls: 3.3307, loss: 5.0758, grad_norm: 1.9945 2021-07-19 07:41:28,323 - mmaction - INFO - Epoch [40][580/1879] lr: 1.680e-01, eta: 1 day, 13:22:26, time: 0.569, data_time: 0.008, memory: 6921, loss_aux: 1.7601, top1_acc: 0.2887, top5_acc: 0.5258, loss_cls: 3.3546, loss: 5.1147, grad_norm: 2.0115 2021-07-19 07:41:40,067 - mmaction - INFO - Epoch [40][600/1879] lr: 1.680e-01, eta: 1 day, 13:22:10, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.7567, top1_acc: 0.2879, top5_acc: 0.5297, loss_cls: 3.3574, loss: 5.1141, grad_norm: 2.0072 2021-07-19 07:41:52,856 - mmaction - INFO - Epoch [40][620/1879] lr: 1.680e-01, eta: 1 day, 13:21:57, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.7158, top1_acc: 0.3039, top5_acc: 0.5457, loss_cls: 3.2821, loss: 4.9978, grad_norm: 1.9821 2021-07-19 07:42:03,907 - mmaction - INFO - Epoch [40][640/1879] lr: 1.679e-01, eta: 1 day, 13:21:39, time: 0.555, data_time: 0.005, memory: 6921, loss_aux: 1.7751, top1_acc: 0.2668, top5_acc: 0.5148, loss_cls: 3.4160, loss: 5.1911, grad_norm: 1.9933 2021-07-19 07:42:16,306 - mmaction - INFO - Epoch [40][660/1879] lr: 1.679e-01, eta: 1 day, 13:21:24, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.7312, top1_acc: 0.2793, top5_acc: 0.5410, loss_cls: 3.3271, loss: 5.0583, grad_norm: 1.9829 2021-07-19 07:42:28,726 - mmaction - INFO - Epoch [40][680/1879] lr: 1.679e-01, eta: 1 day, 13:21:10, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.7491, top1_acc: 0.2820, top5_acc: 0.5434, loss_cls: 3.3327, loss: 5.0818, grad_norm: 2.0122 2021-07-19 07:42:40,977 - mmaction - INFO - Epoch [40][700/1879] lr: 1.679e-01, eta: 1 day, 13:20:55, time: 0.611, data_time: 0.001, memory: 6921, loss_aux: 1.7197, top1_acc: 0.3004, top5_acc: 0.5383, loss_cls: 3.2695, loss: 4.9892, grad_norm: 1.9719 2021-07-19 07:42:52,684 - mmaction - INFO - Epoch [40][720/1879] lr: 1.679e-01, eta: 1 day, 13:20:38, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.7239, top1_acc: 0.2824, top5_acc: 0.5430, loss_cls: 3.2920, loss: 5.0159, grad_norm: 2.0088 2021-07-19 07:43:10,367 - mmaction - INFO - Epoch [40][740/1879] lr: 1.679e-01, eta: 1 day, 13:20:39, time: 0.881, data_time: 0.003, memory: 6921, loss_aux: 1.7582, top1_acc: 0.2863, top5_acc: 0.5184, loss_cls: 3.3649, loss: 5.1231, grad_norm: 1.9891 2021-07-19 07:43:21,799 - mmaction - INFO - Epoch [40][760/1879] lr: 1.678e-01, eta: 1 day, 13:20:22, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.7221, top1_acc: 0.2836, top5_acc: 0.5363, loss_cls: 3.3236, loss: 5.0456, grad_norm: 1.9931 2021-07-19 07:43:34,622 - mmaction - INFO - Epoch [40][780/1879] lr: 1.678e-01, eta: 1 day, 13:20:08, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.7404, top1_acc: 0.2961, top5_acc: 0.5395, loss_cls: 3.3273, loss: 5.0676, grad_norm: 2.0129 2021-07-19 07:43:46,992 - mmaction - INFO - Epoch [40][800/1879] lr: 1.678e-01, eta: 1 day, 13:19:54, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.7493, top1_acc: 0.2797, top5_acc: 0.5266, loss_cls: 3.3477, loss: 5.0970, grad_norm: 2.0129 2021-07-19 07:44:01,734 - mmaction - INFO - Epoch [40][820/1879] lr: 1.678e-01, eta: 1 day, 13:19:46, time: 0.737, data_time: 0.003, memory: 6921, loss_aux: 1.7463, top1_acc: 0.2859, top5_acc: 0.5293, loss_cls: 3.3453, loss: 5.0917, grad_norm: 2.0009 2021-07-19 07:44:13,036 - mmaction - INFO - Epoch [40][840/1879] lr: 1.678e-01, eta: 1 day, 13:19:29, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.7374, top1_acc: 0.2840, top5_acc: 0.5344, loss_cls: 3.3321, loss: 5.0694, grad_norm: 2.0227 2021-07-19 07:44:25,181 - mmaction - INFO - Epoch [40][860/1879] lr: 1.678e-01, eta: 1 day, 13:19:13, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.7859, top1_acc: 0.2754, top5_acc: 0.5129, loss_cls: 3.4058, loss: 5.1917, grad_norm: 1.9916 2021-07-19 07:44:36,732 - mmaction - INFO - Epoch [40][880/1879] lr: 1.677e-01, eta: 1 day, 13:18:56, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7372, top1_acc: 0.2938, top5_acc: 0.5363, loss_cls: 3.2846, loss: 5.0217, grad_norm: 1.9770 2021-07-19 07:44:48,912 - mmaction - INFO - Epoch [40][900/1879] lr: 1.677e-01, eta: 1 day, 13:18:41, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.7427, top1_acc: 0.2898, top5_acc: 0.5355, loss_cls: 3.3336, loss: 5.0764, grad_norm: 1.9995 2021-07-19 07:45:00,848 - mmaction - INFO - Epoch [40][920/1879] lr: 1.677e-01, eta: 1 day, 13:18:26, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.7352, top1_acc: 0.2965, top5_acc: 0.5340, loss_cls: 3.3209, loss: 5.0562, grad_norm: 2.0237 2021-07-19 07:45:12,276 - mmaction - INFO - Epoch [40][940/1879] lr: 1.677e-01, eta: 1 day, 13:18:09, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7793, top1_acc: 0.2812, top5_acc: 0.5203, loss_cls: 3.4156, loss: 5.1948, grad_norm: 1.9851 2021-07-19 07:45:25,331 - mmaction - INFO - Epoch [40][960/1879] lr: 1.677e-01, eta: 1 day, 13:17:56, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.7412, top1_acc: 0.2832, top5_acc: 0.5277, loss_cls: 3.3453, loss: 5.0865, grad_norm: 1.9451 2021-07-19 07:45:40,980 - mmaction - INFO - Epoch [40][980/1879] lr: 1.677e-01, eta: 1 day, 13:17:51, time: 0.783, data_time: 0.003, memory: 6921, loss_aux: 1.7407, top1_acc: 0.2883, top5_acc: 0.5254, loss_cls: 3.3248, loss: 5.0656, grad_norm: 2.0331 2021-07-19 07:45:52,877 - mmaction - INFO - Epoch [40][1000/1879] lr: 1.676e-01, eta: 1 day, 13:17:35, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.7656, top1_acc: 0.2805, top5_acc: 0.5113, loss_cls: 3.4156, loss: 5.1812, grad_norm: 2.0089 2021-07-19 07:46:04,472 - mmaction - INFO - Epoch [40][1020/1879] lr: 1.676e-01, eta: 1 day, 13:17:18, time: 0.583, data_time: 0.006, memory: 6921, loss_aux: 1.7555, top1_acc: 0.2855, top5_acc: 0.5258, loss_cls: 3.3629, loss: 5.1184, grad_norm: 2.0039 2021-07-19 07:46:16,708 - mmaction - INFO - Epoch [40][1040/1879] lr: 1.676e-01, eta: 1 day, 13:17:03, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.7411, top1_acc: 0.3000, top5_acc: 0.5387, loss_cls: 3.3194, loss: 5.0605, grad_norm: 1.9664 2021-07-19 07:46:28,644 - mmaction - INFO - Epoch [40][1060/1879] lr: 1.676e-01, eta: 1 day, 13:16:47, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7367, top1_acc: 0.2992, top5_acc: 0.5426, loss_cls: 3.3112, loss: 5.0479, grad_norm: 2.0056 2021-07-19 07:46:44,974 - mmaction - INFO - Epoch [40][1080/1879] lr: 1.676e-01, eta: 1 day, 13:16:44, time: 0.815, data_time: 0.003, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2898, top5_acc: 0.5355, loss_cls: 3.3154, loss: 5.0605, grad_norm: 2.0000 2021-07-19 07:46:56,417 - mmaction - INFO - Epoch [40][1100/1879] lr: 1.676e-01, eta: 1 day, 13:16:27, time: 0.574, data_time: 0.007, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2879, top5_acc: 0.5320, loss_cls: 3.3010, loss: 5.0404, grad_norm: 2.0338 2021-07-19 07:47:07,892 - mmaction - INFO - Epoch [40][1120/1879] lr: 1.675e-01, eta: 1 day, 13:16:10, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7438, top1_acc: 0.2957, top5_acc: 0.5363, loss_cls: 3.3080, loss: 5.0518, grad_norm: 2.0334 2021-07-19 07:47:19,947 - mmaction - INFO - Epoch [40][1140/1879] lr: 1.675e-01, eta: 1 day, 13:15:54, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.7418, top1_acc: 0.2848, top5_acc: 0.5340, loss_cls: 3.3226, loss: 5.0644, grad_norm: 1.9954 2021-07-19 07:47:34,176 - mmaction - INFO - Epoch [40][1160/1879] lr: 1.675e-01, eta: 1 day, 13:15:45, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 1.7257, top1_acc: 0.2941, top5_acc: 0.5465, loss_cls: 3.2838, loss: 5.0095, grad_norm: 1.9459 2021-07-19 07:47:45,669 - mmaction - INFO - Epoch [40][1180/1879] lr: 1.675e-01, eta: 1 day, 13:15:28, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.7723, top1_acc: 0.2816, top5_acc: 0.5289, loss_cls: 3.3755, loss: 5.1478, grad_norm: 2.0004 2021-07-19 07:47:57,602 - mmaction - INFO - Epoch [40][1200/1879] lr: 1.675e-01, eta: 1 day, 13:15:12, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7170, top1_acc: 0.2977, top5_acc: 0.5473, loss_cls: 3.2553, loss: 4.9723, grad_norm: 1.9518 2021-07-19 07:48:08,961 - mmaction - INFO - Epoch [40][1220/1879] lr: 1.675e-01, eta: 1 day, 13:14:55, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.7545, top1_acc: 0.2859, top5_acc: 0.5395, loss_cls: 3.3301, loss: 5.0845, grad_norm: 1.9977 2021-07-19 07:48:20,678 - mmaction - INFO - Epoch [40][1240/1879] lr: 1.674e-01, eta: 1 day, 13:14:39, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.7208, top1_acc: 0.2957, top5_acc: 0.5305, loss_cls: 3.3116, loss: 5.0324, grad_norm: 2.0011 2021-07-19 07:48:31,683 - mmaction - INFO - Epoch [40][1260/1879] lr: 1.674e-01, eta: 1 day, 13:14:21, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.7491, top1_acc: 0.2687, top5_acc: 0.5156, loss_cls: 3.3603, loss: 5.1093, grad_norm: 1.9873 2021-07-19 07:48:43,378 - mmaction - INFO - Epoch [40][1280/1879] lr: 1.674e-01, eta: 1 day, 13:14:04, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.7630, top1_acc: 0.2746, top5_acc: 0.5301, loss_cls: 3.3707, loss: 5.1337, grad_norm: 1.9684 2021-07-19 07:48:58,313 - mmaction - INFO - Epoch [40][1300/1879] lr: 1.674e-01, eta: 1 day, 13:13:57, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.7666, top1_acc: 0.2781, top5_acc: 0.5352, loss_cls: 3.3607, loss: 5.1274, grad_norm: 2.0113 2021-07-19 07:49:10,363 - mmaction - INFO - Epoch [40][1320/1879] lr: 1.674e-01, eta: 1 day, 13:13:41, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.7558, top1_acc: 0.2844, top5_acc: 0.5328, loss_cls: 3.3445, loss: 5.1004, grad_norm: 2.0367 2021-07-19 07:49:21,755 - mmaction - INFO - Epoch [40][1340/1879] lr: 1.674e-01, eta: 1 day, 13:13:24, time: 0.585, data_time: 0.018, memory: 6921, loss_aux: 1.7687, top1_acc: 0.2840, top5_acc: 0.5234, loss_cls: 3.3776, loss: 5.1463, grad_norm: 2.0128 2021-07-19 07:49:33,256 - mmaction - INFO - Epoch [40][1360/1879] lr: 1.673e-01, eta: 1 day, 13:13:07, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.7349, top1_acc: 0.2797, top5_acc: 0.5383, loss_cls: 3.3252, loss: 5.0601, grad_norm: 1.9655 2021-07-19 07:49:46,098 - mmaction - INFO - Epoch [40][1380/1879] lr: 1.673e-01, eta: 1 day, 13:12:54, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.7672, top1_acc: 0.2730, top5_acc: 0.5094, loss_cls: 3.3976, loss: 5.1648, grad_norm: 1.9535 2021-07-19 07:49:58,843 - mmaction - INFO - Epoch [40][1400/1879] lr: 1.673e-01, eta: 1 day, 13:12:41, time: 0.641, data_time: 0.007, memory: 6921, loss_aux: 1.7554, top1_acc: 0.2855, top5_acc: 0.5145, loss_cls: 3.3540, loss: 5.1094, grad_norm: 1.9491 2021-07-19 07:50:11,008 - mmaction - INFO - Epoch [40][1420/1879] lr: 1.673e-01, eta: 1 day, 13:12:26, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.6952, top1_acc: 0.3129, top5_acc: 0.5582, loss_cls: 3.2336, loss: 4.9287, grad_norm: 2.0164 2021-07-19 07:50:22,499 - mmaction - INFO - Epoch [40][1440/1879] lr: 1.673e-01, eta: 1 day, 13:12:09, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7470, top1_acc: 0.2895, top5_acc: 0.5285, loss_cls: 3.3298, loss: 5.0768, grad_norm: 1.9751 2021-07-19 07:50:37,305 - mmaction - INFO - Epoch [40][1460/1879] lr: 1.673e-01, eta: 1 day, 13:12:01, time: 0.740, data_time: 0.003, memory: 6921, loss_aux: 1.7160, top1_acc: 0.2863, top5_acc: 0.5418, loss_cls: 3.2980, loss: 5.0139, grad_norm: 1.9985 2021-07-19 07:50:49,306 - mmaction - INFO - Epoch [40][1480/1879] lr: 1.672e-01, eta: 1 day, 13:11:45, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.7253, top1_acc: 0.2941, top5_acc: 0.5449, loss_cls: 3.2994, loss: 5.0247, grad_norm: 1.9723 2021-07-19 07:51:00,319 - mmaction - INFO - Epoch [40][1500/1879] lr: 1.672e-01, eta: 1 day, 13:11:27, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.7550, top1_acc: 0.2840, top5_acc: 0.5273, loss_cls: 3.3372, loss: 5.0921, grad_norm: 2.0218 2021-07-19 07:51:11,831 - mmaction - INFO - Epoch [40][1520/1879] lr: 1.672e-01, eta: 1 day, 13:11:10, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.7732, top1_acc: 0.2867, top5_acc: 0.5227, loss_cls: 3.3819, loss: 5.1551, grad_norm: 2.0180 2021-07-19 07:51:25,508 - mmaction - INFO - Epoch [40][1540/1879] lr: 1.672e-01, eta: 1 day, 13:10:59, time: 0.682, data_time: 0.004, memory: 6921, loss_aux: 1.7118, top1_acc: 0.3098, top5_acc: 0.5387, loss_cls: 3.2892, loss: 5.0011, grad_norm: 1.9650 2021-07-19 07:51:37,105 - mmaction - INFO - Epoch [40][1560/1879] lr: 1.672e-01, eta: 1 day, 13:10:43, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2891, top5_acc: 0.5281, loss_cls: 3.3242, loss: 5.0716, grad_norm: 1.9932 2021-07-19 07:51:48,958 - mmaction - INFO - Epoch [40][1580/1879] lr: 1.672e-01, eta: 1 day, 13:10:27, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.7403, top1_acc: 0.2820, top5_acc: 0.5137, loss_cls: 3.3418, loss: 5.0821, grad_norm: 2.0057 2021-07-19 07:52:00,819 - mmaction - INFO - Epoch [40][1600/1879] lr: 1.671e-01, eta: 1 day, 13:10:11, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.7805, top1_acc: 0.2754, top5_acc: 0.5203, loss_cls: 3.4134, loss: 5.1939, grad_norm: 1.9447 2021-07-19 07:52:11,979 - mmaction - INFO - Epoch [40][1620/1879] lr: 1.671e-01, eta: 1 day, 13:09:53, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.7667, top1_acc: 0.2871, top5_acc: 0.5320, loss_cls: 3.3835, loss: 5.1503, grad_norm: 1.9746 2021-07-19 07:52:25,433 - mmaction - INFO - Epoch [40][1640/1879] lr: 1.671e-01, eta: 1 day, 13:09:42, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.7425, top1_acc: 0.2832, top5_acc: 0.5203, loss_cls: 3.3552, loss: 5.0977, grad_norm: 1.9771 2021-07-19 07:52:43,206 - mmaction - INFO - Epoch [40][1660/1879] lr: 1.671e-01, eta: 1 day, 13:09:42, time: 0.882, data_time: 0.003, memory: 6921, loss_aux: 1.7429, top1_acc: 0.2914, top5_acc: 0.5363, loss_cls: 3.3362, loss: 5.0791, grad_norm: 1.9768 2021-07-19 07:52:55,755 - mmaction - INFO - Epoch [40][1680/1879] lr: 1.671e-01, eta: 1 day, 13:09:28, time: 0.626, data_time: 0.009, memory: 6921, loss_aux: 1.7547, top1_acc: 0.2934, top5_acc: 0.5176, loss_cls: 3.3670, loss: 5.1218, grad_norm: 1.9658 2021-07-19 07:53:07,608 - mmaction - INFO - Epoch [40][1700/1879] lr: 1.671e-01, eta: 1 day, 13:09:12, time: 0.600, data_time: 0.010, memory: 6921, loss_aux: 1.7527, top1_acc: 0.2918, top5_acc: 0.5238, loss_cls: 3.3521, loss: 5.1048, grad_norm: 1.9815 2021-07-19 07:53:20,212 - mmaction - INFO - Epoch [40][1720/1879] lr: 1.670e-01, eta: 1 day, 13:08:58, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.7295, top1_acc: 0.3035, top5_acc: 0.5363, loss_cls: 3.2989, loss: 5.0284, grad_norm: 1.9831 2021-07-19 07:53:31,764 - mmaction - INFO - Epoch [40][1740/1879] lr: 1.670e-01, eta: 1 day, 13:08:42, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.7402, top1_acc: 0.2812, top5_acc: 0.5234, loss_cls: 3.3518, loss: 5.0920, grad_norm: 1.9877 2021-07-19 07:53:44,543 - mmaction - INFO - Epoch [40][1760/1879] lr: 1.670e-01, eta: 1 day, 13:08:24, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.7199, top1_acc: 0.3008, top5_acc: 0.5465, loss_cls: 3.2800, loss: 4.9999, grad_norm: 1.9836 2021-07-19 07:54:02,037 - mmaction - INFO - Epoch [40][1780/1879] lr: 1.670e-01, eta: 1 day, 13:08:28, time: 0.941, data_time: 0.072, memory: 6921, loss_aux: 1.7449, top1_acc: 0.2891, top5_acc: 0.5355, loss_cls: 3.3243, loss: 5.0692, grad_norm: 1.9795 2021-07-19 07:54:13,416 - mmaction - INFO - Epoch [40][1800/1879] lr: 1.670e-01, eta: 1 day, 13:08:11, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.7243, top1_acc: 0.2863, top5_acc: 0.5383, loss_cls: 3.2939, loss: 5.0183, grad_norm: 2.0087 2021-07-19 07:54:25,477 - mmaction - INFO - Epoch [40][1820/1879] lr: 1.670e-01, eta: 1 day, 13:07:55, time: 0.603, data_time: 0.005, memory: 6921, loss_aux: 1.7438, top1_acc: 0.2820, top5_acc: 0.5355, loss_cls: 3.3504, loss: 5.0942, grad_norm: 2.0292 2021-07-19 07:54:44,460 - mmaction - INFO - Epoch [40][1840/1879] lr: 1.669e-01, eta: 1 day, 13:07:59, time: 0.946, data_time: 0.002, memory: 6921, loss_aux: 1.7247, top1_acc: 0.2871, top5_acc: 0.5309, loss_cls: 3.2974, loss: 5.0221, grad_norm: 1.9907 2021-07-19 07:54:56,531 - mmaction - INFO - Epoch [40][1860/1879] lr: 1.669e-01, eta: 1 day, 13:07:44, time: 0.607, data_time: 0.006, memory: 6921, loss_aux: 1.7125, top1_acc: 0.2941, top5_acc: 0.5348, loss_cls: 3.2881, loss: 5.0006, grad_norm: 2.0483 2021-07-19 07:55:07,116 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-07-19 07:55:26,327 - mmaction - INFO - Epoch [41][20/1879] lr: 1.669e-01, eta: 1 day, 13:06:56, time: 0.845, data_time: 0.213, memory: 6921, loss_aux: 1.7475, top1_acc: 0.2855, top5_acc: 0.5355, loss_cls: 3.3476, loss: 5.0951, grad_norm: 1.9617 2021-07-19 07:55:42,210 - mmaction - INFO - Epoch [41][40/1879] lr: 1.669e-01, eta: 1 day, 13:06:51, time: 0.792, data_time: 0.003, memory: 6921, loss_aux: 1.7009, top1_acc: 0.2961, top5_acc: 0.5500, loss_cls: 3.2368, loss: 4.9377, grad_norm: 2.0076 2021-07-19 07:55:53,843 - mmaction - INFO - Epoch [41][60/1879] lr: 1.669e-01, eta: 1 day, 13:06:34, time: 0.584, data_time: 0.007, memory: 6921, loss_aux: 1.7295, top1_acc: 0.3016, top5_acc: 0.5453, loss_cls: 3.2898, loss: 5.0193, grad_norm: 1.9863 2021-07-19 07:56:08,816 - mmaction - INFO - Epoch [41][80/1879] lr: 1.668e-01, eta: 1 day, 13:06:27, time: 0.748, data_time: 0.003, memory: 6921, loss_aux: 1.7318, top1_acc: 0.2750, top5_acc: 0.5246, loss_cls: 3.3351, loss: 5.0670, grad_norm: 1.9823 2021-07-19 07:56:21,450 - mmaction - INFO - Epoch [41][100/1879] lr: 1.668e-01, eta: 1 day, 13:06:13, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.7300, top1_acc: 0.2910, top5_acc: 0.5406, loss_cls: 3.2862, loss: 5.0162, grad_norm: 2.0225 2021-07-19 07:56:34,073 - mmaction - INFO - Epoch [41][120/1879] lr: 1.668e-01, eta: 1 day, 13:06:00, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.7615, top1_acc: 0.2836, top5_acc: 0.5277, loss_cls: 3.3909, loss: 5.1524, grad_norm: 2.0056 2021-07-19 07:56:45,557 - mmaction - INFO - Epoch [41][140/1879] lr: 1.668e-01, eta: 1 day, 13:05:43, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7129, top1_acc: 0.2977, top5_acc: 0.5441, loss_cls: 3.2739, loss: 4.9868, grad_norm: 2.0144 2021-07-19 07:56:58,129 - mmaction - INFO - Epoch [41][160/1879] lr: 1.668e-01, eta: 1 day, 13:05:29, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.7266, top1_acc: 0.2863, top5_acc: 0.5371, loss_cls: 3.3021, loss: 5.0287, grad_norm: 2.0061 2021-07-19 07:57:09,597 - mmaction - INFO - Epoch [41][180/1879] lr: 1.668e-01, eta: 1 day, 13:05:12, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7248, top1_acc: 0.3004, top5_acc: 0.5586, loss_cls: 3.2731, loss: 4.9978, grad_norm: 2.0468 2021-07-19 07:57:21,177 - mmaction - INFO - Epoch [41][200/1879] lr: 1.667e-01, eta: 1 day, 13:04:55, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7429, top1_acc: 0.2957, top5_acc: 0.5441, loss_cls: 3.3314, loss: 5.0743, grad_norm: 2.0058 2021-07-19 07:57:32,685 - mmaction - INFO - Epoch [41][220/1879] lr: 1.667e-01, eta: 1 day, 13:04:38, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.7140, top1_acc: 0.2973, top5_acc: 0.5449, loss_cls: 3.2743, loss: 4.9883, grad_norm: 2.0260 2021-07-19 07:57:47,158 - mmaction - INFO - Epoch [41][240/1879] lr: 1.667e-01, eta: 1 day, 13:04:30, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.7555, top1_acc: 0.2949, top5_acc: 0.5141, loss_cls: 3.3405, loss: 5.0960, grad_norm: 2.0278 2021-07-19 07:58:06,974 - mmaction - INFO - Epoch [41][260/1879] lr: 1.667e-01, eta: 1 day, 13:04:36, time: 0.991, data_time: 0.003, memory: 6921, loss_aux: 1.7253, top1_acc: 0.2934, top5_acc: 0.5508, loss_cls: 3.3058, loss: 5.0311, grad_norm: 2.0202 2021-07-19 07:58:18,294 - mmaction - INFO - Epoch [41][280/1879] lr: 1.667e-01, eta: 1 day, 13:04:18, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.7602, top1_acc: 0.2906, top5_acc: 0.5273, loss_cls: 3.3647, loss: 5.1249, grad_norm: 2.0271 2021-07-19 07:58:29,797 - mmaction - INFO - Epoch [41][300/1879] lr: 1.667e-01, eta: 1 day, 13:04:01, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7703, top1_acc: 0.2844, top5_acc: 0.5199, loss_cls: 3.3636, loss: 5.1340, grad_norm: 1.9832 2021-07-19 07:58:41,731 - mmaction - INFO - Epoch [41][320/1879] lr: 1.666e-01, eta: 1 day, 13:03:46, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.7221, top1_acc: 0.2988, top5_acc: 0.5402, loss_cls: 3.2905, loss: 5.0126, grad_norm: 1.9678 2021-07-19 07:58:52,908 - mmaction - INFO - Epoch [41][340/1879] lr: 1.666e-01, eta: 1 day, 13:03:28, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7190, top1_acc: 0.2953, top5_acc: 0.5473, loss_cls: 3.2863, loss: 5.0054, grad_norm: 2.0135 2021-07-19 07:59:04,729 - mmaction - INFO - Epoch [41][360/1879] lr: 1.666e-01, eta: 1 day, 13:03:12, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.7148, top1_acc: 0.2879, top5_acc: 0.5336, loss_cls: 3.2923, loss: 5.0071, grad_norm: 1.9868 2021-07-19 07:59:15,642 - mmaction - INFO - Epoch [41][380/1879] lr: 1.666e-01, eta: 1 day, 13:02:54, time: 0.545, data_time: 0.001, memory: 6921, loss_aux: 1.7315, top1_acc: 0.2941, top5_acc: 0.5312, loss_cls: 3.3248, loss: 5.0563, grad_norm: 2.0258 2021-07-19 07:59:27,928 - mmaction - INFO - Epoch [41][400/1879] lr: 1.666e-01, eta: 1 day, 13:02:39, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.7255, top1_acc: 0.2965, top5_acc: 0.5312, loss_cls: 3.2837, loss: 5.0092, grad_norm: 2.0133 2021-07-19 07:59:40,221 - mmaction - INFO - Epoch [41][420/1879] lr: 1.666e-01, eta: 1 day, 13:02:24, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.7535, top1_acc: 0.2887, top5_acc: 0.5266, loss_cls: 3.3377, loss: 5.0912, grad_norm: 2.0215 2021-07-19 07:59:51,904 - mmaction - INFO - Epoch [41][440/1879] lr: 1.665e-01, eta: 1 day, 13:02:08, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7449, top1_acc: 0.2840, top5_acc: 0.5250, loss_cls: 3.3480, loss: 5.0930, grad_norm: 1.9999 2021-07-19 08:00:03,062 - mmaction - INFO - Epoch [41][460/1879] lr: 1.665e-01, eta: 1 day, 13:01:50, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.7362, top1_acc: 0.2836, top5_acc: 0.5207, loss_cls: 3.3710, loss: 5.1072, grad_norm: 2.0022 2021-07-19 08:00:16,136 - mmaction - INFO - Epoch [41][480/1879] lr: 1.665e-01, eta: 1 day, 13:01:38, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.7573, top1_acc: 0.2816, top5_acc: 0.5289, loss_cls: 3.3694, loss: 5.1267, grad_norm: 2.0155 2021-07-19 08:00:28,042 - mmaction - INFO - Epoch [41][500/1879] lr: 1.665e-01, eta: 1 day, 13:01:22, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.7030, top1_acc: 0.2922, top5_acc: 0.5434, loss_cls: 3.2439, loss: 4.9470, grad_norm: 1.9762 2021-07-19 08:00:40,658 - mmaction - INFO - Epoch [41][520/1879] lr: 1.665e-01, eta: 1 day, 13:01:08, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.7186, top1_acc: 0.2953, top5_acc: 0.5406, loss_cls: 3.2686, loss: 4.9872, grad_norm: 2.0383 2021-07-19 08:00:51,821 - mmaction - INFO - Epoch [41][540/1879] lr: 1.665e-01, eta: 1 day, 13:00:50, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7454, top1_acc: 0.2852, top5_acc: 0.5281, loss_cls: 3.3641, loss: 5.1095, grad_norm: 2.0356 2021-07-19 08:01:03,981 - mmaction - INFO - Epoch [41][560/1879] lr: 1.664e-01, eta: 1 day, 13:00:35, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.7431, top1_acc: 0.2945, top5_acc: 0.5402, loss_cls: 3.3092, loss: 5.0523, grad_norm: 2.0040 2021-07-19 08:01:16,585 - mmaction - INFO - Epoch [41][580/1879] lr: 1.664e-01, eta: 1 day, 13:00:22, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2766, top5_acc: 0.5332, loss_cls: 3.3579, loss: 5.1053, grad_norm: 2.0445 2021-07-19 08:01:31,100 - mmaction - INFO - Epoch [41][600/1879] lr: 1.664e-01, eta: 1 day, 13:00:13, time: 0.725, data_time: 0.004, memory: 6921, loss_aux: 1.7234, top1_acc: 0.2930, top5_acc: 0.5480, loss_cls: 3.2690, loss: 4.9923, grad_norm: 1.9779 2021-07-19 08:01:42,073 - mmaction - INFO - Epoch [41][620/1879] lr: 1.664e-01, eta: 1 day, 12:59:55, time: 0.548, data_time: 0.003, memory: 6921, loss_aux: 1.7158, top1_acc: 0.2961, top5_acc: 0.5461, loss_cls: 3.2786, loss: 4.9944, grad_norm: 1.9938 2021-07-19 08:01:53,110 - mmaction - INFO - Epoch [41][640/1879] lr: 1.664e-01, eta: 1 day, 12:59:37, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.7512, top1_acc: 0.2879, top5_acc: 0.5254, loss_cls: 3.3518, loss: 5.1030, grad_norm: 2.0359 2021-07-19 08:02:05,283 - mmaction - INFO - Epoch [41][660/1879] lr: 1.664e-01, eta: 1 day, 12:59:22, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.7260, top1_acc: 0.2988, top5_acc: 0.5375, loss_cls: 3.3169, loss: 5.0428, grad_norm: 2.0065 2021-07-19 08:02:16,471 - mmaction - INFO - Epoch [41][680/1879] lr: 1.663e-01, eta: 1 day, 12:59:04, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.7377, top1_acc: 0.2992, top5_acc: 0.5477, loss_cls: 3.3180, loss: 5.0557, grad_norm: 1.9700 2021-07-19 08:02:28,355 - mmaction - INFO - Epoch [41][700/1879] lr: 1.663e-01, eta: 1 day, 12:58:48, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.7463, top1_acc: 0.2762, top5_acc: 0.5152, loss_cls: 3.3593, loss: 5.1056, grad_norm: 2.0348 2021-07-19 08:02:39,572 - mmaction - INFO - Epoch [41][720/1879] lr: 1.663e-01, eta: 1 day, 12:58:31, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.7477, top1_acc: 0.2863, top5_acc: 0.5410, loss_cls: 3.3316, loss: 5.0793, grad_norm: 2.0108 2021-07-19 08:02:50,818 - mmaction - INFO - Epoch [41][740/1879] lr: 1.663e-01, eta: 1 day, 12:58:13, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.7070, top1_acc: 0.3027, top5_acc: 0.5422, loss_cls: 3.2767, loss: 4.9836, grad_norm: 1.9832 2021-07-19 08:03:02,591 - mmaction - INFO - Epoch [41][760/1879] lr: 1.663e-01, eta: 1 day, 12:57:57, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.7371, top1_acc: 0.3039, top5_acc: 0.5426, loss_cls: 3.2963, loss: 5.0334, grad_norm: 2.0514 2021-07-19 08:03:16,045 - mmaction - INFO - Epoch [41][780/1879] lr: 1.663e-01, eta: 1 day, 12:57:46, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.7481, top1_acc: 0.2840, top5_acc: 0.5273, loss_cls: 3.3249, loss: 5.0730, grad_norm: 2.0046 2021-07-19 08:03:27,495 - mmaction - INFO - Epoch [41][800/1879] lr: 1.662e-01, eta: 1 day, 12:57:29, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7584, top1_acc: 0.2832, top5_acc: 0.5172, loss_cls: 3.3645, loss: 5.1229, grad_norm: 1.9837 2021-07-19 08:03:39,089 - mmaction - INFO - Epoch [41][820/1879] lr: 1.662e-01, eta: 1 day, 12:57:12, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.7499, top1_acc: 0.2852, top5_acc: 0.5289, loss_cls: 3.3523, loss: 5.1022, grad_norm: 2.0427 2021-07-19 08:03:50,671 - mmaction - INFO - Epoch [41][840/1879] lr: 1.662e-01, eta: 1 day, 12:56:56, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.7700, top1_acc: 0.2699, top5_acc: 0.5316, loss_cls: 3.3878, loss: 5.1578, grad_norm: 2.0121 2021-07-19 08:04:01,932 - mmaction - INFO - Epoch [41][860/1879] lr: 1.662e-01, eta: 1 day, 12:56:38, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7686, top1_acc: 0.2906, top5_acc: 0.5266, loss_cls: 3.3627, loss: 5.1313, grad_norm: 2.0200 2021-07-19 08:04:13,230 - mmaction - INFO - Epoch [41][880/1879] lr: 1.662e-01, eta: 1 day, 12:56:21, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7408, top1_acc: 0.2879, top5_acc: 0.5266, loss_cls: 3.3056, loss: 5.0464, grad_norm: 1.9945 2021-07-19 08:04:24,869 - mmaction - INFO - Epoch [41][900/1879] lr: 1.662e-01, eta: 1 day, 12:56:05, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.7366, top1_acc: 0.2922, top5_acc: 0.5270, loss_cls: 3.3157, loss: 5.0522, grad_norm: 2.0543 2021-07-19 08:04:40,203 - mmaction - INFO - Epoch [41][920/1879] lr: 1.661e-01, eta: 1 day, 12:55:58, time: 0.766, data_time: 0.003, memory: 6921, loss_aux: 1.7588, top1_acc: 0.2832, top5_acc: 0.5207, loss_cls: 3.3696, loss: 5.1283, grad_norm: 2.0361 2021-07-19 08:04:51,305 - mmaction - INFO - Epoch [41][940/1879] lr: 1.661e-01, eta: 1 day, 12:55:40, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.7536, top1_acc: 0.2816, top5_acc: 0.5402, loss_cls: 3.3288, loss: 5.0824, grad_norm: 2.0339 2021-07-19 08:05:03,894 - mmaction - INFO - Epoch [41][960/1879] lr: 1.661e-01, eta: 1 day, 12:55:26, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.7686, top1_acc: 0.2812, top5_acc: 0.5254, loss_cls: 3.3968, loss: 5.1654, grad_norm: 2.0158 2021-07-19 08:05:17,597 - mmaction - INFO - Epoch [41][980/1879] lr: 1.661e-01, eta: 1 day, 12:55:16, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.7518, top1_acc: 0.2762, top5_acc: 0.5191, loss_cls: 3.3703, loss: 5.1221, grad_norm: 1.9821 2021-07-19 08:05:29,293 - mmaction - INFO - Epoch [41][1000/1879] lr: 1.661e-01, eta: 1 day, 12:54:59, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.7468, top1_acc: 0.2887, top5_acc: 0.5316, loss_cls: 3.3333, loss: 5.0802, grad_norm: 1.9954 2021-07-19 08:05:41,542 - mmaction - INFO - Epoch [41][1020/1879] lr: 1.661e-01, eta: 1 day, 12:54:45, time: 0.626, data_time: 0.018, memory: 6921, loss_aux: 1.7589, top1_acc: 0.2883, top5_acc: 0.5293, loss_cls: 3.3547, loss: 5.1136, grad_norm: 1.9910 2021-07-19 08:05:53,143 - mmaction - INFO - Epoch [41][1040/1879] lr: 1.660e-01, eta: 1 day, 12:54:28, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.7390, top1_acc: 0.2969, top5_acc: 0.5301, loss_cls: 3.3248, loss: 5.0638, grad_norm: 1.9715 2021-07-19 08:06:05,702 - mmaction - INFO - Epoch [41][1060/1879] lr: 1.660e-01, eta: 1 day, 12:54:14, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.7248, top1_acc: 0.2945, top5_acc: 0.5379, loss_cls: 3.3121, loss: 5.0369, grad_norm: 2.0557 2021-07-19 08:06:17,742 - mmaction - INFO - Epoch [41][1080/1879] lr: 1.660e-01, eta: 1 day, 12:53:59, time: 0.609, data_time: 0.009, memory: 6921, loss_aux: 1.7292, top1_acc: 0.2918, top5_acc: 0.5336, loss_cls: 3.3073, loss: 5.0365, grad_norm: 1.9597 2021-07-19 08:06:28,752 - mmaction - INFO - Epoch [41][1100/1879] lr: 1.660e-01, eta: 1 day, 12:53:41, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.7181, top1_acc: 0.2953, top5_acc: 0.5316, loss_cls: 3.2662, loss: 4.9843, grad_norm: 1.9515 2021-07-19 08:06:42,200 - mmaction - INFO - Epoch [41][1120/1879] lr: 1.660e-01, eta: 1 day, 12:53:29, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.7467, top1_acc: 0.2852, top5_acc: 0.5238, loss_cls: 3.3547, loss: 5.1014, grad_norm: 2.0157 2021-07-19 08:06:53,367 - mmaction - INFO - Epoch [41][1140/1879] lr: 1.660e-01, eta: 1 day, 12:53:12, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7623, top1_acc: 0.2777, top5_acc: 0.5180, loss_cls: 3.3924, loss: 5.1547, grad_norm: 1.9837 2021-07-19 08:07:05,108 - mmaction - INFO - Epoch [41][1160/1879] lr: 1.659e-01, eta: 1 day, 12:52:56, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.7219, top1_acc: 0.2918, top5_acc: 0.5488, loss_cls: 3.2895, loss: 5.0114, grad_norm: 1.9781 2021-07-19 08:07:16,538 - mmaction - INFO - Epoch [41][1180/1879] lr: 1.659e-01, eta: 1 day, 12:52:39, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7327, top1_acc: 0.2977, top5_acc: 0.5312, loss_cls: 3.3029, loss: 5.0355, grad_norm: 2.0201 2021-07-19 08:07:27,905 - mmaction - INFO - Epoch [41][1200/1879] lr: 1.659e-01, eta: 1 day, 12:52:22, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.7273, top1_acc: 0.2961, top5_acc: 0.5289, loss_cls: 3.3140, loss: 5.0413, grad_norm: 2.0213 2021-07-19 08:07:39,392 - mmaction - INFO - Epoch [41][1220/1879] lr: 1.659e-01, eta: 1 day, 12:52:05, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7680, top1_acc: 0.2789, top5_acc: 0.5242, loss_cls: 3.3537, loss: 5.1216, grad_norm: 1.9968 2021-07-19 08:07:52,636 - mmaction - INFO - Epoch [41][1240/1879] lr: 1.659e-01, eta: 1 day, 12:51:53, time: 0.659, data_time: 0.001, memory: 6921, loss_aux: 1.7433, top1_acc: 0.2918, top5_acc: 0.5309, loss_cls: 3.3309, loss: 5.0743, grad_norm: 2.0263 2021-07-19 08:08:05,530 - mmaction - INFO - Epoch [41][1260/1879] lr: 1.659e-01, eta: 1 day, 12:51:40, time: 0.647, data_time: 0.005, memory: 6921, loss_aux: 1.7573, top1_acc: 0.2867, top5_acc: 0.5324, loss_cls: 3.3686, loss: 5.1259, grad_norm: 2.0276 2021-07-19 08:08:17,343 - mmaction - INFO - Epoch [41][1280/1879] lr: 1.658e-01, eta: 1 day, 12:51:24, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7433, top1_acc: 0.2812, top5_acc: 0.5340, loss_cls: 3.3424, loss: 5.0858, grad_norm: 2.0382 2021-07-19 08:08:28,615 - mmaction - INFO - Epoch [41][1300/1879] lr: 1.658e-01, eta: 1 day, 12:51:07, time: 0.566, data_time: 0.009, memory: 6921, loss_aux: 1.7370, top1_acc: 0.2980, top5_acc: 0.5543, loss_cls: 3.2904, loss: 5.0273, grad_norm: 1.9641 2021-07-19 08:08:40,475 - mmaction - INFO - Epoch [41][1320/1879] lr: 1.658e-01, eta: 1 day, 12:50:51, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.7551, top1_acc: 0.2746, top5_acc: 0.5199, loss_cls: 3.3743, loss: 5.1294, grad_norm: 2.0086 2021-07-19 08:08:52,728 - mmaction - INFO - Epoch [41][1340/1879] lr: 1.658e-01, eta: 1 day, 12:50:36, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.7288, top1_acc: 0.2859, top5_acc: 0.5297, loss_cls: 3.3480, loss: 5.0768, grad_norm: 2.0085 2021-07-19 08:09:05,075 - mmaction - INFO - Epoch [41][1360/1879] lr: 1.658e-01, eta: 1 day, 12:50:21, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.7444, top1_acc: 0.2793, top5_acc: 0.5336, loss_cls: 3.3354, loss: 5.0798, grad_norm: 1.9529 2021-07-19 08:09:17,694 - mmaction - INFO - Epoch [41][1380/1879] lr: 1.658e-01, eta: 1 day, 12:50:08, time: 0.639, data_time: 0.010, memory: 6921, loss_aux: 1.7213, top1_acc: 0.3008, top5_acc: 0.5324, loss_cls: 3.2916, loss: 5.0129, grad_norm: 1.9215 2021-07-19 08:09:41,504 - mmaction - INFO - Epoch [41][1400/1879] lr: 1.657e-01, eta: 1 day, 12:50:24, time: 1.189, data_time: 0.003, memory: 6921, loss_aux: 1.7176, top1_acc: 0.2938, top5_acc: 0.5312, loss_cls: 3.2878, loss: 5.0054, grad_norm: 1.9833 2021-07-19 08:10:00,380 - mmaction - INFO - Epoch [41][1420/1879] lr: 1.657e-01, eta: 1 day, 12:50:27, time: 0.943, data_time: 0.012, memory: 6921, loss_aux: 1.7497, top1_acc: 0.2875, top5_acc: 0.5371, loss_cls: 3.3444, loss: 5.0941, grad_norm: 2.0237 2021-07-19 08:10:12,164 - mmaction - INFO - Epoch [41][1440/1879] lr: 1.657e-01, eta: 1 day, 12:50:11, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.7442, top1_acc: 0.2898, top5_acc: 0.5316, loss_cls: 3.3394, loss: 5.0836, grad_norm: 2.0129 2021-07-19 08:10:23,642 - mmaction - INFO - Epoch [41][1460/1879] lr: 1.657e-01, eta: 1 day, 12:49:55, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.7698, top1_acc: 0.2660, top5_acc: 0.5207, loss_cls: 3.4187, loss: 5.1885, grad_norm: 1.9778 2021-07-19 08:10:35,025 - mmaction - INFO - Epoch [41][1480/1879] lr: 1.657e-01, eta: 1 day, 12:49:38, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.7219, top1_acc: 0.2949, top5_acc: 0.5289, loss_cls: 3.3015, loss: 5.0234, grad_norm: 1.9155 2021-07-19 08:10:46,290 - mmaction - INFO - Epoch [41][1500/1879] lr: 1.657e-01, eta: 1 day, 12:49:20, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7412, top1_acc: 0.2859, top5_acc: 0.5328, loss_cls: 3.3282, loss: 5.0694, grad_norm: 1.9745 2021-07-19 08:10:57,468 - mmaction - INFO - Epoch [41][1520/1879] lr: 1.656e-01, eta: 1 day, 12:49:03, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7390, top1_acc: 0.2848, top5_acc: 0.5352, loss_cls: 3.3354, loss: 5.0744, grad_norm: 2.0262 2021-07-19 08:11:08,503 - mmaction - INFO - Epoch [41][1540/1879] lr: 1.656e-01, eta: 1 day, 12:48:45, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.7106, top1_acc: 0.3023, top5_acc: 0.5387, loss_cls: 3.2782, loss: 4.9888, grad_norm: 1.9712 2021-07-19 08:11:19,866 - mmaction - INFO - Epoch [41][1560/1879] lr: 1.656e-01, eta: 1 day, 12:48:28, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.7069, top1_acc: 0.2773, top5_acc: 0.5488, loss_cls: 3.2859, loss: 4.9928, grad_norm: 2.0159 2021-07-19 08:11:32,367 - mmaction - INFO - Epoch [41][1580/1879] lr: 1.656e-01, eta: 1 day, 12:48:13, time: 0.624, data_time: 0.005, memory: 6921, loss_aux: 1.7154, top1_acc: 0.3035, top5_acc: 0.5426, loss_cls: 3.2575, loss: 4.9729, grad_norm: 1.9680 2021-07-19 08:11:44,378 - mmaction - INFO - Epoch [41][1600/1879] lr: 1.656e-01, eta: 1 day, 12:47:57, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.7521, top1_acc: 0.2887, top5_acc: 0.5215, loss_cls: 3.3550, loss: 5.1071, grad_norm: 2.0184 2021-07-19 08:11:55,708 - mmaction - INFO - Epoch [41][1620/1879] lr: 1.656e-01, eta: 1 day, 12:47:41, time: 0.582, data_time: 0.020, memory: 6921, loss_aux: 1.7386, top1_acc: 0.2949, top5_acc: 0.5398, loss_cls: 3.3010, loss: 5.0395, grad_norm: 1.9804 2021-07-19 08:12:06,978 - mmaction - INFO - Epoch [41][1640/1879] lr: 1.655e-01, eta: 1 day, 12:47:24, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7462, top1_acc: 0.2938, top5_acc: 0.5422, loss_cls: 3.3118, loss: 5.0580, grad_norm: 1.9700 2021-07-19 08:12:18,937 - mmaction - INFO - Epoch [41][1660/1879] lr: 1.655e-01, eta: 1 day, 12:47:08, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.7707, top1_acc: 0.2809, top5_acc: 0.5332, loss_cls: 3.3729, loss: 5.1436, grad_norm: 2.0159 2021-07-19 08:12:30,406 - mmaction - INFO - Epoch [41][1680/1879] lr: 1.655e-01, eta: 1 day, 12:46:51, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7432, top1_acc: 0.2820, top5_acc: 0.5223, loss_cls: 3.3681, loss: 5.1113, grad_norm: 2.0202 2021-07-19 08:12:42,013 - mmaction - INFO - Epoch [41][1700/1879] lr: 1.655e-01, eta: 1 day, 12:46:35, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7504, top1_acc: 0.2996, top5_acc: 0.5398, loss_cls: 3.3284, loss: 5.0788, grad_norm: 1.9693 2021-07-19 08:12:53,330 - mmaction - INFO - Epoch [41][1720/1879] lr: 1.655e-01, eta: 1 day, 12:46:18, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.7197, top1_acc: 0.2969, top5_acc: 0.5379, loss_cls: 3.3072, loss: 5.0269, grad_norm: 1.9871 2021-07-19 08:13:08,551 - mmaction - INFO - Epoch [41][1740/1879] lr: 1.655e-01, eta: 1 day, 12:46:11, time: 0.757, data_time: 0.003, memory: 6921, loss_aux: 1.7364, top1_acc: 0.2898, top5_acc: 0.5340, loss_cls: 3.3216, loss: 5.0580, grad_norm: 2.0367 2021-07-19 08:13:20,036 - mmaction - INFO - Epoch [41][1760/1879] lr: 1.654e-01, eta: 1 day, 12:45:54, time: 0.577, data_time: 0.008, memory: 6921, loss_aux: 1.7604, top1_acc: 0.2773, top5_acc: 0.5301, loss_cls: 3.3840, loss: 5.1444, grad_norm: 1.9626 2021-07-19 08:13:32,998 - mmaction - INFO - Epoch [41][1780/1879] lr: 1.654e-01, eta: 1 day, 12:45:42, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.7322, top1_acc: 0.2898, top5_acc: 0.5402, loss_cls: 3.3251, loss: 5.0573, grad_norm: 1.9986 2021-07-19 08:13:44,466 - mmaction - INFO - Epoch [41][1800/1879] lr: 1.654e-01, eta: 1 day, 12:45:25, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.7164, top1_acc: 0.2891, top5_acc: 0.5504, loss_cls: 3.2803, loss: 4.9967, grad_norm: 1.9910 2021-07-19 08:13:58,255 - mmaction - INFO - Epoch [41][1820/1879] lr: 1.654e-01, eta: 1 day, 12:45:14, time: 0.689, data_time: 0.001, memory: 6921, loss_aux: 1.7080, top1_acc: 0.2891, top5_acc: 0.5422, loss_cls: 3.2642, loss: 4.9722, grad_norm: 1.9979 2021-07-19 08:14:09,523 - mmaction - INFO - Epoch [41][1840/1879] lr: 1.654e-01, eta: 1 day, 12:44:57, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7487, top1_acc: 0.2809, top5_acc: 0.5328, loss_cls: 3.3430, loss: 5.0917, grad_norm: 2.0054 2021-07-19 08:14:21,594 - mmaction - INFO - Epoch [41][1860/1879] lr: 1.654e-01, eta: 1 day, 12:44:42, time: 0.604, data_time: 0.006, memory: 6921, loss_aux: 1.7283, top1_acc: 0.3031, top5_acc: 0.5379, loss_cls: 3.3043, loss: 5.0326, grad_norm: 2.0798 2021-07-19 08:14:43,152 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-07-19 08:15:05,433 - mmaction - INFO - Epoch [42][20/1879] lr: 1.653e-01, eta: 1 day, 12:44:02, time: 0.993, data_time: 0.314, memory: 6921, loss_aux: 1.7284, top1_acc: 0.2898, top5_acc: 0.5441, loss_cls: 3.2964, loss: 5.0248, grad_norm: 1.9907 2021-07-19 08:15:16,365 - mmaction - INFO - Epoch [42][40/1879] lr: 1.653e-01, eta: 1 day, 12:43:44, time: 0.551, data_time: 0.009, memory: 6921, loss_aux: 1.6948, top1_acc: 0.3145, top5_acc: 0.5512, loss_cls: 3.2245, loss: 4.9192, grad_norm: 1.9845 2021-07-19 08:15:27,578 - mmaction - INFO - Epoch [42][60/1879] lr: 1.653e-01, eta: 1 day, 12:43:27, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.7048, top1_acc: 0.3133, top5_acc: 0.5539, loss_cls: 3.2277, loss: 4.9324, grad_norm: 2.0428 2021-07-19 08:15:39,687 - mmaction - INFO - Epoch [42][80/1879] lr: 1.653e-01, eta: 1 day, 12:43:12, time: 0.604, data_time: 0.001, memory: 6921, loss_aux: 1.7306, top1_acc: 0.2973, top5_acc: 0.5387, loss_cls: 3.3126, loss: 5.0433, grad_norm: 2.0373 2021-07-19 08:15:51,103 - mmaction - INFO - Epoch [42][100/1879] lr: 1.653e-01, eta: 1 day, 12:42:55, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.6834, top1_acc: 0.3145, top5_acc: 0.5535, loss_cls: 3.2155, loss: 4.8989, grad_norm: 2.0142 2021-07-19 08:16:02,243 - mmaction - INFO - Epoch [42][120/1879] lr: 1.652e-01, eta: 1 day, 12:42:37, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.7143, top1_acc: 0.2980, top5_acc: 0.5480, loss_cls: 3.2462, loss: 4.9605, grad_norm: 2.0293 2021-07-19 08:16:13,979 - mmaction - INFO - Epoch [42][140/1879] lr: 1.652e-01, eta: 1 day, 12:42:21, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.7328, top1_acc: 0.2953, top5_acc: 0.5312, loss_cls: 3.2879, loss: 5.0207, grad_norm: 2.0366 2021-07-19 08:16:27,638 - mmaction - INFO - Epoch [42][160/1879] lr: 1.652e-01, eta: 1 day, 12:42:10, time: 0.681, data_time: 0.005, memory: 6921, loss_aux: 1.7130, top1_acc: 0.3000, top5_acc: 0.5484, loss_cls: 3.2407, loss: 4.9537, grad_norm: 1.9944 2021-07-19 08:16:39,807 - mmaction - INFO - Epoch [42][180/1879] lr: 1.652e-01, eta: 1 day, 12:41:56, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.7701, top1_acc: 0.2801, top5_acc: 0.5262, loss_cls: 3.3716, loss: 5.1416, grad_norm: 2.0421 2021-07-19 08:16:51,051 - mmaction - INFO - Epoch [42][200/1879] lr: 1.652e-01, eta: 1 day, 12:41:38, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7105, top1_acc: 0.3027, top5_acc: 0.5371, loss_cls: 3.2686, loss: 4.9791, grad_norm: 2.0125 2021-07-19 08:17:03,060 - mmaction - INFO - Epoch [42][220/1879] lr: 1.652e-01, eta: 1 day, 12:41:23, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.7567, top1_acc: 0.2820, top5_acc: 0.5238, loss_cls: 3.3481, loss: 5.1048, grad_norm: 2.0298 2021-07-19 08:17:15,347 - mmaction - INFO - Epoch [42][240/1879] lr: 1.651e-01, eta: 1 day, 12:41:08, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.7274, top1_acc: 0.2789, top5_acc: 0.5391, loss_cls: 3.3228, loss: 5.0502, grad_norm: 2.0052 2021-07-19 08:17:26,327 - mmaction - INFO - Epoch [42][260/1879] lr: 1.651e-01, eta: 1 day, 12:40:50, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.7627, top1_acc: 0.2746, top5_acc: 0.5211, loss_cls: 3.3809, loss: 5.1436, grad_norm: 2.0091 2021-07-19 08:17:37,759 - mmaction - INFO - Epoch [42][280/1879] lr: 1.651e-01, eta: 1 day, 12:40:34, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7196, top1_acc: 0.2922, top5_acc: 0.5328, loss_cls: 3.2798, loss: 4.9994, grad_norm: 1.9858 2021-07-19 08:17:49,067 - mmaction - INFO - Epoch [42][300/1879] lr: 1.651e-01, eta: 1 day, 12:40:16, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7161, top1_acc: 0.2984, top5_acc: 0.5387, loss_cls: 3.2539, loss: 4.9700, grad_norm: 2.0033 2021-07-19 08:18:00,622 - mmaction - INFO - Epoch [42][320/1879] lr: 1.651e-01, eta: 1 day, 12:40:00, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7283, top1_acc: 0.2883, top5_acc: 0.5395, loss_cls: 3.3451, loss: 5.0734, grad_norm: 2.0063 2021-07-19 08:18:12,232 - mmaction - INFO - Epoch [42][340/1879] lr: 1.651e-01, eta: 1 day, 12:39:43, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.7268, top1_acc: 0.2938, top5_acc: 0.5410, loss_cls: 3.2984, loss: 5.0252, grad_norm: 1.9992 2021-07-19 08:18:24,434 - mmaction - INFO - Epoch [42][360/1879] lr: 1.650e-01, eta: 1 day, 12:39:29, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.7209, top1_acc: 0.2891, top5_acc: 0.5477, loss_cls: 3.2859, loss: 5.0068, grad_norm: 2.0575 2021-07-19 08:18:42,379 - mmaction - INFO - Epoch [42][380/1879] lr: 1.650e-01, eta: 1 day, 12:39:29, time: 0.897, data_time: 0.003, memory: 6921, loss_aux: 1.7517, top1_acc: 0.2793, top5_acc: 0.5273, loss_cls: 3.3542, loss: 5.1058, grad_norm: 2.0270 2021-07-19 08:18:53,851 - mmaction - INFO - Epoch [42][400/1879] lr: 1.650e-01, eta: 1 day, 12:39:12, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.7244, top1_acc: 0.2863, top5_acc: 0.5434, loss_cls: 3.3132, loss: 5.0376, grad_norm: 2.0046 2021-07-19 08:19:05,422 - mmaction - INFO - Epoch [42][420/1879] lr: 1.650e-01, eta: 1 day, 12:38:56, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7472, top1_acc: 0.2887, top5_acc: 0.5309, loss_cls: 3.3333, loss: 5.0805, grad_norm: 2.0109 2021-07-19 08:19:37,961 - mmaction - INFO - Epoch [42][440/1879] lr: 1.650e-01, eta: 1 day, 12:39:35, time: 1.625, data_time: 0.002, memory: 6921, loss_aux: 1.7436, top1_acc: 0.2906, top5_acc: 0.5219, loss_cls: 3.3064, loss: 5.0500, grad_norm: 2.0106 2021-07-19 08:19:50,135 - mmaction - INFO - Epoch [42][460/1879] lr: 1.650e-01, eta: 1 day, 12:39:20, time: 0.610, data_time: 0.007, memory: 6921, loss_aux: 1.7141, top1_acc: 0.2863, top5_acc: 0.5367, loss_cls: 3.2667, loss: 4.9808, grad_norm: 2.0109 2021-07-19 08:20:01,642 - mmaction - INFO - Epoch [42][480/1879] lr: 1.649e-01, eta: 1 day, 12:39:03, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.7332, top1_acc: 0.2902, top5_acc: 0.5422, loss_cls: 3.3133, loss: 5.0464, grad_norm: 1.9961 2021-07-19 08:20:13,514 - mmaction - INFO - Epoch [42][500/1879] lr: 1.649e-01, eta: 1 day, 12:38:48, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.7362, top1_acc: 0.2980, top5_acc: 0.5395, loss_cls: 3.3033, loss: 5.0396, grad_norm: 1.9852 2021-07-19 08:20:26,054 - mmaction - INFO - Epoch [42][520/1879] lr: 1.649e-01, eta: 1 day, 12:38:34, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.7299, top1_acc: 0.2879, top5_acc: 0.5336, loss_cls: 3.3170, loss: 5.0468, grad_norm: 2.0208 2021-07-19 08:20:38,469 - mmaction - INFO - Epoch [42][540/1879] lr: 1.649e-01, eta: 1 day, 12:38:19, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7619, top1_acc: 0.2809, top5_acc: 0.5246, loss_cls: 3.3758, loss: 5.1378, grad_norm: 2.0341 2021-07-19 08:20:50,749 - mmaction - INFO - Epoch [42][560/1879] lr: 1.649e-01, eta: 1 day, 12:38:05, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.7385, top1_acc: 0.3016, top5_acc: 0.5555, loss_cls: 3.2775, loss: 5.0160, grad_norm: 2.0628 2021-07-19 08:21:03,872 - mmaction - INFO - Epoch [42][580/1879] lr: 1.649e-01, eta: 1 day, 12:37:53, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.7693, top1_acc: 0.2883, top5_acc: 0.5262, loss_cls: 3.3602, loss: 5.1295, grad_norm: 2.0274 2021-07-19 08:21:15,150 - mmaction - INFO - Epoch [42][600/1879] lr: 1.648e-01, eta: 1 day, 12:37:35, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.7535, top1_acc: 0.2973, top5_acc: 0.5410, loss_cls: 3.3170, loss: 5.0704, grad_norm: 2.0040 2021-07-19 08:21:27,039 - mmaction - INFO - Epoch [42][620/1879] lr: 1.648e-01, eta: 1 day, 12:37:20, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.7595, top1_acc: 0.2715, top5_acc: 0.5121, loss_cls: 3.3934, loss: 5.1529, grad_norm: 2.0266 2021-07-19 08:21:38,522 - mmaction - INFO - Epoch [42][640/1879] lr: 1.648e-01, eta: 1 day, 12:37:03, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7576, top1_acc: 0.2777, top5_acc: 0.5285, loss_cls: 3.3716, loss: 5.1292, grad_norm: 1.9886 2021-07-19 08:21:51,041 - mmaction - INFO - Epoch [42][660/1879] lr: 1.648e-01, eta: 1 day, 12:36:49, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.7464, top1_acc: 0.2988, top5_acc: 0.5430, loss_cls: 3.2943, loss: 5.0407, grad_norm: 1.9895 2021-07-19 08:22:12,216 - mmaction - INFO - Epoch [42][680/1879] lr: 1.648e-01, eta: 1 day, 12:36:58, time: 1.055, data_time: 0.009, memory: 6921, loss_aux: 1.6916, top1_acc: 0.3141, top5_acc: 0.5496, loss_cls: 3.2473, loss: 4.9389, grad_norm: 1.9551 2021-07-19 08:22:24,887 - mmaction - INFO - Epoch [42][700/1879] lr: 1.648e-01, eta: 1 day, 12:36:44, time: 0.638, data_time: 0.013, memory: 6921, loss_aux: 1.7378, top1_acc: 0.2980, top5_acc: 0.5348, loss_cls: 3.3023, loss: 5.0401, grad_norm: 1.9991 2021-07-19 08:22:35,932 - mmaction - INFO - Epoch [42][720/1879] lr: 1.647e-01, eta: 1 day, 12:36:27, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.7238, top1_acc: 0.3020, top5_acc: 0.5406, loss_cls: 3.2824, loss: 5.0062, grad_norm: 1.9907 2021-07-19 08:22:46,903 - mmaction - INFO - Epoch [42][740/1879] lr: 1.647e-01, eta: 1 day, 12:36:09, time: 0.549, data_time: 0.003, memory: 6921, loss_aux: 1.7420, top1_acc: 0.2867, top5_acc: 0.5324, loss_cls: 3.3329, loss: 5.0749, grad_norm: 1.9885 2021-07-19 08:23:00,037 - mmaction - INFO - Epoch [42][760/1879] lr: 1.647e-01, eta: 1 day, 12:35:56, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.7393, top1_acc: 0.2762, top5_acc: 0.5285, loss_cls: 3.3308, loss: 5.0701, grad_norm: 2.0095 2021-07-19 08:23:11,189 - mmaction - INFO - Epoch [42][780/1879] lr: 1.647e-01, eta: 1 day, 12:35:39, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7306, top1_acc: 0.2977, top5_acc: 0.5285, loss_cls: 3.2999, loss: 5.0305, grad_norm: 2.0349 2021-07-19 08:23:27,149 - mmaction - INFO - Epoch [42][800/1879] lr: 1.647e-01, eta: 1 day, 12:35:34, time: 0.798, data_time: 0.002, memory: 6921, loss_aux: 1.7430, top1_acc: 0.2781, top5_acc: 0.5309, loss_cls: 3.3275, loss: 5.0705, grad_norm: 2.0012 2021-07-19 08:23:38,730 - mmaction - INFO - Epoch [42][820/1879] lr: 1.646e-01, eta: 1 day, 12:35:17, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.7335, top1_acc: 0.2922, top5_acc: 0.5371, loss_cls: 3.2986, loss: 5.0321, grad_norm: 1.9830 2021-07-19 08:23:51,777 - mmaction - INFO - Epoch [42][840/1879] lr: 1.646e-01, eta: 1 day, 12:35:05, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.7659, top1_acc: 0.2832, top5_acc: 0.5234, loss_cls: 3.3624, loss: 5.1283, grad_norm: 2.0088 2021-07-19 08:24:04,843 - mmaction - INFO - Epoch [42][860/1879] lr: 1.646e-01, eta: 1 day, 12:34:52, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.7739, top1_acc: 0.2785, top5_acc: 0.5367, loss_cls: 3.3656, loss: 5.1395, grad_norm: 2.0337 2021-07-19 08:24:17,039 - mmaction - INFO - Epoch [42][880/1879] lr: 1.646e-01, eta: 1 day, 12:34:37, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7296, top1_acc: 0.2965, top5_acc: 0.5430, loss_cls: 3.3072, loss: 5.0368, grad_norm: 1.9651 2021-07-19 08:24:30,370 - mmaction - INFO - Epoch [42][900/1879] lr: 1.646e-01, eta: 1 day, 12:34:25, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.7342, top1_acc: 0.2910, top5_acc: 0.5391, loss_cls: 3.3265, loss: 5.0606, grad_norm: 2.0357 2021-07-19 08:24:41,806 - mmaction - INFO - Epoch [42][920/1879] lr: 1.646e-01, eta: 1 day, 12:34:09, time: 0.575, data_time: 0.007, memory: 6921, loss_aux: 1.7333, top1_acc: 0.2934, top5_acc: 0.5332, loss_cls: 3.2983, loss: 5.0317, grad_norm: 1.9779 2021-07-19 08:24:53,072 - mmaction - INFO - Epoch [42][940/1879] lr: 1.645e-01, eta: 1 day, 12:33:52, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7551, top1_acc: 0.2891, top5_acc: 0.5332, loss_cls: 3.3388, loss: 5.0940, grad_norm: 2.0458 2021-07-19 08:25:10,483 - mmaction - INFO - Epoch [42][960/1879] lr: 1.645e-01, eta: 1 day, 12:33:50, time: 0.869, data_time: 0.002, memory: 6921, loss_aux: 1.7263, top1_acc: 0.3000, top5_acc: 0.5457, loss_cls: 3.2779, loss: 5.0042, grad_norm: 1.9997 2021-07-19 08:25:21,900 - mmaction - INFO - Epoch [42][980/1879] lr: 1.645e-01, eta: 1 day, 12:33:34, time: 0.572, data_time: 0.007, memory: 6921, loss_aux: 1.7437, top1_acc: 0.2898, top5_acc: 0.5336, loss_cls: 3.3331, loss: 5.0767, grad_norm: 1.9848 2021-07-19 08:25:33,501 - mmaction - INFO - Epoch [42][1000/1879] lr: 1.645e-01, eta: 1 day, 12:33:17, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7176, top1_acc: 0.2949, top5_acc: 0.5516, loss_cls: 3.2796, loss: 4.9972, grad_norm: 2.0019 2021-07-19 08:25:46,165 - mmaction - INFO - Epoch [42][1020/1879] lr: 1.645e-01, eta: 1 day, 12:33:04, time: 0.632, data_time: 0.001, memory: 6921, loss_aux: 1.7398, top1_acc: 0.2922, top5_acc: 0.5270, loss_cls: 3.3330, loss: 5.0728, grad_norm: 2.0533 2021-07-19 08:25:59,297 - mmaction - INFO - Epoch [42][1040/1879] lr: 1.645e-01, eta: 1 day, 12:32:51, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.7463, top1_acc: 0.2871, top5_acc: 0.5270, loss_cls: 3.3389, loss: 5.0853, grad_norm: 1.9818 2021-07-19 08:26:15,346 - mmaction - INFO - Epoch [42][1060/1879] lr: 1.644e-01, eta: 1 day, 12:32:47, time: 0.802, data_time: 0.007, memory: 6921, loss_aux: 1.7590, top1_acc: 0.2957, top5_acc: 0.5273, loss_cls: 3.3680, loss: 5.1270, grad_norm: 2.0001 2021-07-19 08:26:27,227 - mmaction - INFO - Epoch [42][1080/1879] lr: 1.644e-01, eta: 1 day, 12:32:31, time: 0.596, data_time: 0.007, memory: 6921, loss_aux: 1.7531, top1_acc: 0.2742, top5_acc: 0.5176, loss_cls: 3.3757, loss: 5.1288, grad_norm: 2.0135 2021-07-19 08:26:38,849 - mmaction - INFO - Epoch [42][1100/1879] lr: 1.644e-01, eta: 1 day, 12:32:15, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.7518, top1_acc: 0.2859, top5_acc: 0.5305, loss_cls: 3.3516, loss: 5.1034, grad_norm: 1.9819 2021-07-19 08:26:49,866 - mmaction - INFO - Epoch [42][1120/1879] lr: 1.644e-01, eta: 1 day, 12:31:57, time: 0.551, data_time: 0.004, memory: 6921, loss_aux: 1.7172, top1_acc: 0.3078, top5_acc: 0.5535, loss_cls: 3.2720, loss: 4.9892, grad_norm: 2.0093 2021-07-19 08:27:01,277 - mmaction - INFO - Epoch [42][1140/1879] lr: 1.644e-01, eta: 1 day, 12:31:40, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7287, top1_acc: 0.2812, top5_acc: 0.5305, loss_cls: 3.2984, loss: 5.0272, grad_norm: 2.0572 2021-07-19 08:27:12,387 - mmaction - INFO - Epoch [42][1160/1879] lr: 1.644e-01, eta: 1 day, 12:31:22, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.7598, top1_acc: 0.2797, top5_acc: 0.5383, loss_cls: 3.3565, loss: 5.1163, grad_norm: 2.0229 2021-07-19 08:27:25,051 - mmaction - INFO - Epoch [42][1180/1879] lr: 1.643e-01, eta: 1 day, 12:31:09, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.7073, top1_acc: 0.2957, top5_acc: 0.5398, loss_cls: 3.2715, loss: 4.9788, grad_norm: 2.0300 2021-07-19 08:27:37,066 - mmaction - INFO - Epoch [42][1200/1879] lr: 1.643e-01, eta: 1 day, 12:30:54, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.7064, top1_acc: 0.2863, top5_acc: 0.5398, loss_cls: 3.2735, loss: 4.9799, grad_norm: 1.9994 2021-07-19 08:27:48,112 - mmaction - INFO - Epoch [42][1220/1879] lr: 1.643e-01, eta: 1 day, 12:30:36, time: 0.554, data_time: 0.004, memory: 6921, loss_aux: 1.7205, top1_acc: 0.2898, top5_acc: 0.5449, loss_cls: 3.3006, loss: 5.0211, grad_norm: 1.9840 2021-07-19 08:28:00,970 - mmaction - INFO - Epoch [42][1240/1879] lr: 1.643e-01, eta: 1 day, 12:30:23, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.7374, top1_acc: 0.2773, top5_acc: 0.5297, loss_cls: 3.3064, loss: 5.0438, grad_norm: 2.0141 2021-07-19 08:28:12,685 - mmaction - INFO - Epoch [42][1260/1879] lr: 1.643e-01, eta: 1 day, 12:30:07, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7275, top1_acc: 0.2805, top5_acc: 0.5207, loss_cls: 3.3338, loss: 5.0613, grad_norm: 2.0330 2021-07-19 08:28:24,913 - mmaction - INFO - Epoch [42][1280/1879] lr: 1.643e-01, eta: 1 day, 12:29:52, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.7086, top1_acc: 0.2871, top5_acc: 0.5457, loss_cls: 3.2564, loss: 4.9650, grad_norm: 1.9757 2021-07-19 08:28:37,546 - mmaction - INFO - Epoch [42][1300/1879] lr: 1.642e-01, eta: 1 day, 12:29:38, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.7024, top1_acc: 0.3141, top5_acc: 0.5574, loss_cls: 3.2459, loss: 4.9483, grad_norm: 1.9789 2021-07-19 08:28:48,826 - mmaction - INFO - Epoch [42][1320/1879] lr: 1.642e-01, eta: 1 day, 12:29:21, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.7044, top1_acc: 0.2828, top5_acc: 0.5363, loss_cls: 3.3148, loss: 5.0192, grad_norm: 2.0346 2021-07-19 08:29:00,370 - mmaction - INFO - Epoch [42][1340/1879] lr: 1.642e-01, eta: 1 day, 12:29:05, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6934, top1_acc: 0.3043, top5_acc: 0.5555, loss_cls: 3.2327, loss: 4.9261, grad_norm: 1.9940 2021-07-19 08:29:11,697 - mmaction - INFO - Epoch [42][1360/1879] lr: 1.642e-01, eta: 1 day, 12:28:48, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.7112, top1_acc: 0.3008, top5_acc: 0.5441, loss_cls: 3.2652, loss: 4.9764, grad_norm: 2.0288 2021-07-19 08:29:32,577 - mmaction - INFO - Epoch [42][1380/1879] lr: 1.642e-01, eta: 1 day, 12:28:56, time: 1.044, data_time: 0.002, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2906, top5_acc: 0.5363, loss_cls: 3.3053, loss: 5.0387, grad_norm: 2.0651 2021-07-19 08:29:44,360 - mmaction - INFO - Epoch [42][1400/1879] lr: 1.642e-01, eta: 1 day, 12:28:40, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.7559, top1_acc: 0.2875, top5_acc: 0.5316, loss_cls: 3.3516, loss: 5.1075, grad_norm: 1.9806 2021-07-19 08:29:55,993 - mmaction - INFO - Epoch [42][1420/1879] lr: 1.641e-01, eta: 1 day, 12:28:24, time: 0.582, data_time: 0.007, memory: 6921, loss_aux: 1.7410, top1_acc: 0.2832, top5_acc: 0.5285, loss_cls: 3.3360, loss: 5.0770, grad_norm: 1.9851 2021-07-19 08:30:08,013 - mmaction - INFO - Epoch [42][1440/1879] lr: 1.641e-01, eta: 1 day, 12:28:08, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.7078, top1_acc: 0.2969, top5_acc: 0.5434, loss_cls: 3.2846, loss: 4.9924, grad_norm: 2.0299 2021-07-19 08:30:22,673 - mmaction - INFO - Epoch [42][1460/1879] lr: 1.641e-01, eta: 1 day, 12:27:59, time: 0.711, data_time: 0.005, memory: 6921, loss_aux: 1.7419, top1_acc: 0.2949, top5_acc: 0.5457, loss_cls: 3.2942, loss: 5.0361, grad_norm: 2.0126 2021-07-19 08:30:34,491 - mmaction - INFO - Epoch [42][1480/1879] lr: 1.641e-01, eta: 1 day, 12:27:44, time: 0.613, data_time: 0.025, memory: 6921, loss_aux: 1.7649, top1_acc: 0.2855, top5_acc: 0.5266, loss_cls: 3.3610, loss: 5.1259, grad_norm: 2.0139 2021-07-19 08:30:46,261 - mmaction - INFO - Epoch [42][1500/1879] lr: 1.641e-01, eta: 1 day, 12:27:28, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.7461, top1_acc: 0.2852, top5_acc: 0.5328, loss_cls: 3.3381, loss: 5.0842, grad_norm: 2.0140 2021-07-19 08:31:01,134 - mmaction - INFO - Epoch [42][1520/1879] lr: 1.641e-01, eta: 1 day, 12:27:20, time: 0.744, data_time: 0.003, memory: 6921, loss_aux: 1.7565, top1_acc: 0.2887, top5_acc: 0.5352, loss_cls: 3.3302, loss: 5.0867, grad_norm: 2.0010 2021-07-19 08:31:16,924 - mmaction - INFO - Epoch [42][1540/1879] lr: 1.640e-01, eta: 1 day, 12:27:15, time: 0.787, data_time: 0.003, memory: 6921, loss_aux: 1.7659, top1_acc: 0.2879, top5_acc: 0.5250, loss_cls: 3.3568, loss: 5.1227, grad_norm: 2.0165 2021-07-19 08:31:33,491 - mmaction - INFO - Epoch [42][1560/1879] lr: 1.640e-01, eta: 1 day, 12:27:11, time: 0.828, data_time: 0.005, memory: 6921, loss_aux: 1.7214, top1_acc: 0.2934, top5_acc: 0.5387, loss_cls: 3.2935, loss: 5.0149, grad_norm: 1.9992 2021-07-19 08:31:48,582 - mmaction - INFO - Epoch [42][1580/1879] lr: 1.640e-01, eta: 1 day, 12:27:04, time: 0.756, data_time: 0.006, memory: 6921, loss_aux: 1.7471, top1_acc: 0.2855, top5_acc: 0.5234, loss_cls: 3.3288, loss: 5.0759, grad_norm: 1.9910 2021-07-19 08:32:01,672 - mmaction - INFO - Epoch [42][1600/1879] lr: 1.640e-01, eta: 1 day, 12:26:52, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.7623, top1_acc: 0.2926, top5_acc: 0.5316, loss_cls: 3.3459, loss: 5.1082, grad_norm: 2.0116 2021-07-19 08:32:13,082 - mmaction - INFO - Epoch [42][1620/1879] lr: 1.640e-01, eta: 1 day, 12:26:35, time: 0.573, data_time: 0.009, memory: 6921, loss_aux: 1.7465, top1_acc: 0.2840, top5_acc: 0.5312, loss_cls: 3.3157, loss: 5.0622, grad_norm: 2.0114 2021-07-19 08:32:27,514 - mmaction - INFO - Epoch [42][1640/1879] lr: 1.639e-01, eta: 1 day, 12:26:26, time: 0.721, data_time: 0.002, memory: 6921, loss_aux: 1.7244, top1_acc: 0.2910, top5_acc: 0.5555, loss_cls: 3.2650, loss: 4.9894, grad_norm: 2.0338 2021-07-19 08:32:41,687 - mmaction - INFO - Epoch [42][1660/1879] lr: 1.639e-01, eta: 1 day, 12:26:16, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 1.7462, top1_acc: 0.2840, top5_acc: 0.5387, loss_cls: 3.3177, loss: 5.0639, grad_norm: 2.0265 2021-07-19 08:32:53,561 - mmaction - INFO - Epoch [42][1680/1879] lr: 1.639e-01, eta: 1 day, 12:26:01, time: 0.597, data_time: 0.007, memory: 6921, loss_aux: 1.7376, top1_acc: 0.2961, top5_acc: 0.5371, loss_cls: 3.3253, loss: 5.0628, grad_norm: 2.0412 2021-07-19 08:33:08,836 - mmaction - INFO - Epoch [42][1700/1879] lr: 1.639e-01, eta: 1 day, 12:25:54, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.7545, top1_acc: 0.2883, top5_acc: 0.5281, loss_cls: 3.3580, loss: 5.1125, grad_norm: 1.9886 2021-07-19 08:33:20,514 - mmaction - INFO - Epoch [42][1720/1879] lr: 1.639e-01, eta: 1 day, 12:25:38, time: 0.586, data_time: 0.029, memory: 6921, loss_aux: 1.7345, top1_acc: 0.2895, top5_acc: 0.5312, loss_cls: 3.3151, loss: 5.0496, grad_norm: 2.0332 2021-07-19 08:33:32,278 - mmaction - INFO - Epoch [42][1740/1879] lr: 1.639e-01, eta: 1 day, 12:25:22, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7357, top1_acc: 0.2977, top5_acc: 0.5437, loss_cls: 3.3374, loss: 5.0731, grad_norm: 1.9895 2021-07-19 08:33:46,532 - mmaction - INFO - Epoch [42][1760/1879] lr: 1.638e-01, eta: 1 day, 12:25:12, time: 0.712, data_time: 0.009, memory: 6921, loss_aux: 1.6999, top1_acc: 0.2945, top5_acc: 0.5496, loss_cls: 3.2471, loss: 4.9471, grad_norm: 2.0015 2021-07-19 08:33:58,905 - mmaction - INFO - Epoch [42][1780/1879] lr: 1.638e-01, eta: 1 day, 12:24:58, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.7062, top1_acc: 0.3055, top5_acc: 0.5328, loss_cls: 3.2569, loss: 4.9631, grad_norm: 1.9845 2021-07-19 08:34:10,661 - mmaction - INFO - Epoch [42][1800/1879] lr: 1.638e-01, eta: 1 day, 12:24:42, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7596, top1_acc: 0.2816, top5_acc: 0.5227, loss_cls: 3.3751, loss: 5.1347, grad_norm: 2.0223 2021-07-19 08:34:22,167 - mmaction - INFO - Epoch [42][1820/1879] lr: 1.638e-01, eta: 1 day, 12:24:26, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.7295, top1_acc: 0.2984, top5_acc: 0.5352, loss_cls: 3.3075, loss: 5.0370, grad_norm: 2.0097 2021-07-19 08:34:33,880 - mmaction - INFO - Epoch [42][1840/1879] lr: 1.638e-01, eta: 1 day, 12:24:10, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7425, top1_acc: 0.2879, top5_acc: 0.5402, loss_cls: 3.3073, loss: 5.0499, grad_norm: 2.0244 2021-07-19 08:34:48,378 - mmaction - INFO - Epoch [42][1860/1879] lr: 1.638e-01, eta: 1 day, 12:24:01, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.7134, top1_acc: 0.3039, top5_acc: 0.5449, loss_cls: 3.2862, loss: 4.9996, grad_norm: 2.0104 2021-07-19 08:35:07,540 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-07-19 08:35:28,742 - mmaction - INFO - Epoch [43][20/1879] lr: 1.637e-01, eta: 1 day, 12:23:20, time: 0.945, data_time: 0.277, memory: 6921, loss_aux: 1.7101, top1_acc: 0.2895, top5_acc: 0.5441, loss_cls: 3.2624, loss: 4.9725, grad_norm: 2.0149 2021-07-19 08:35:41,243 - mmaction - INFO - Epoch [43][40/1879] lr: 1.637e-01, eta: 1 day, 12:23:06, time: 0.628, data_time: 0.008, memory: 6921, loss_aux: 1.7211, top1_acc: 0.2945, top5_acc: 0.5414, loss_cls: 3.2764, loss: 4.9975, grad_norm: 1.9996 2021-07-19 08:35:52,880 - mmaction - INFO - Epoch [43][60/1879] lr: 1.637e-01, eta: 1 day, 12:22:50, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7395, top1_acc: 0.2758, top5_acc: 0.5254, loss_cls: 3.3360, loss: 5.0755, grad_norm: 2.0632 2021-07-19 08:36:05,187 - mmaction - INFO - Epoch [43][80/1879] lr: 1.637e-01, eta: 1 day, 12:22:35, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.7540, top1_acc: 0.2852, top5_acc: 0.5395, loss_cls: 3.3423, loss: 5.0963, grad_norm: 2.0130 2021-07-19 08:36:26,416 - mmaction - INFO - Epoch [43][100/1879] lr: 1.637e-01, eta: 1 day, 12:22:43, time: 1.060, data_time: 0.005, memory: 6921, loss_aux: 1.7436, top1_acc: 0.2902, top5_acc: 0.5215, loss_cls: 3.3372, loss: 5.0808, grad_norm: 1.9899 2021-07-19 08:36:37,737 - mmaction - INFO - Epoch [43][120/1879] lr: 1.636e-01, eta: 1 day, 12:22:26, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.7290, top1_acc: 0.2977, top5_acc: 0.5504, loss_cls: 3.2882, loss: 5.0173, grad_norm: 2.0809 2021-07-19 08:36:49,007 - mmaction - INFO - Epoch [43][140/1879] lr: 1.636e-01, eta: 1 day, 12:22:09, time: 0.570, data_time: 0.008, memory: 6921, loss_aux: 1.7093, top1_acc: 0.2965, top5_acc: 0.5469, loss_cls: 3.2540, loss: 4.9633, grad_norm: 2.0571 2021-07-19 08:37:00,531 - mmaction - INFO - Epoch [43][160/1879] lr: 1.636e-01, eta: 1 day, 12:21:53, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.7202, top1_acc: 0.2992, top5_acc: 0.5465, loss_cls: 3.2977, loss: 5.0180, grad_norm: 1.9817 2021-07-19 08:37:12,212 - mmaction - INFO - Epoch [43][180/1879] lr: 1.636e-01, eta: 1 day, 12:21:37, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.7324, top1_acc: 0.2996, top5_acc: 0.5461, loss_cls: 3.2847, loss: 5.0171, grad_norm: 1.9724 2021-07-19 08:37:24,827 - mmaction - INFO - Epoch [43][200/1879] lr: 1.636e-01, eta: 1 day, 12:21:23, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.7157, top1_acc: 0.3027, top5_acc: 0.5418, loss_cls: 3.2813, loss: 4.9970, grad_norm: 2.0121 2021-07-19 08:37:36,793 - mmaction - INFO - Epoch [43][220/1879] lr: 1.636e-01, eta: 1 day, 12:21:08, time: 0.597, data_time: 0.001, memory: 6921, loss_aux: 1.7132, top1_acc: 0.3000, top5_acc: 0.5387, loss_cls: 3.2654, loss: 4.9785, grad_norm: 1.9987 2021-07-19 08:37:48,128 - mmaction - INFO - Epoch [43][240/1879] lr: 1.635e-01, eta: 1 day, 12:20:51, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6933, top1_acc: 0.2906, top5_acc: 0.5426, loss_cls: 3.2452, loss: 4.9386, grad_norm: 2.0507 2021-07-19 08:37:59,620 - mmaction - INFO - Epoch [43][260/1879] lr: 1.635e-01, eta: 1 day, 12:20:34, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7247, top1_acc: 0.2879, top5_acc: 0.5434, loss_cls: 3.2658, loss: 4.9905, grad_norm: 2.0118 2021-07-19 08:38:15,911 - mmaction - INFO - Epoch [43][280/1879] lr: 1.635e-01, eta: 1 day, 12:20:30, time: 0.813, data_time: 0.003, memory: 6921, loss_aux: 1.6824, top1_acc: 0.3039, top5_acc: 0.5555, loss_cls: 3.2224, loss: 4.9049, grad_norm: 2.0126 2021-07-19 08:38:27,048 - mmaction - INFO - Epoch [43][300/1879] lr: 1.635e-01, eta: 1 day, 12:20:13, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.7459, top1_acc: 0.2859, top5_acc: 0.5281, loss_cls: 3.3346, loss: 5.0805, grad_norm: 2.0374 2021-07-19 08:38:38,830 - mmaction - INFO - Epoch [43][320/1879] lr: 1.635e-01, eta: 1 day, 12:19:57, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.7287, top1_acc: 0.2949, top5_acc: 0.5473, loss_cls: 3.2856, loss: 5.0143, grad_norm: 2.0772 2021-07-19 08:38:50,702 - mmaction - INFO - Epoch [43][340/1879] lr: 1.635e-01, eta: 1 day, 12:19:41, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.6816, top1_acc: 0.3004, top5_acc: 0.5539, loss_cls: 3.1881, loss: 4.8697, grad_norm: 2.0387 2021-07-19 08:39:01,819 - mmaction - INFO - Epoch [43][360/1879] lr: 1.634e-01, eta: 1 day, 12:19:24, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7499, top1_acc: 0.2852, top5_acc: 0.5293, loss_cls: 3.3574, loss: 5.1073, grad_norm: 2.0293 2021-07-19 08:39:14,384 - mmaction - INFO - Epoch [43][380/1879] lr: 1.634e-01, eta: 1 day, 12:19:10, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.7248, top1_acc: 0.2996, top5_acc: 0.5387, loss_cls: 3.2935, loss: 5.0184, grad_norm: 2.0474 2021-07-19 08:39:25,802 - mmaction - INFO - Epoch [43][400/1879] lr: 1.634e-01, eta: 1 day, 12:18:53, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7728, top1_acc: 0.2848, top5_acc: 0.5188, loss_cls: 3.3895, loss: 5.1623, grad_norm: 2.0102 2021-07-19 08:39:37,935 - mmaction - INFO - Epoch [43][420/1879] lr: 1.634e-01, eta: 1 day, 12:18:38, time: 0.606, data_time: 0.031, memory: 6921, loss_aux: 1.7169, top1_acc: 0.2809, top5_acc: 0.5516, loss_cls: 3.2981, loss: 5.0150, grad_norm: 2.0312 2021-07-19 08:39:48,903 - mmaction - INFO - Epoch [43][440/1879] lr: 1.634e-01, eta: 1 day, 12:18:21, time: 0.548, data_time: 0.002, memory: 6921, loss_aux: 1.7274, top1_acc: 0.2957, top5_acc: 0.5473, loss_cls: 3.2860, loss: 5.0133, grad_norm: 1.9989 2021-07-19 08:40:01,124 - mmaction - INFO - Epoch [43][460/1879] lr: 1.633e-01, eta: 1 day, 12:18:06, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7683, top1_acc: 0.2879, top5_acc: 0.5297, loss_cls: 3.3420, loss: 5.1103, grad_norm: 2.0053 2021-07-19 08:40:12,397 - mmaction - INFO - Epoch [43][480/1879] lr: 1.633e-01, eta: 1 day, 12:17:49, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.7736, top1_acc: 0.2695, top5_acc: 0.5215, loss_cls: 3.3895, loss: 5.1631, grad_norm: 2.0187 2021-07-19 08:40:23,745 - mmaction - INFO - Epoch [43][500/1879] lr: 1.633e-01, eta: 1 day, 12:17:32, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.7218, top1_acc: 0.2887, top5_acc: 0.5387, loss_cls: 3.2820, loss: 5.0037, grad_norm: 2.0148 2021-07-19 08:40:35,759 - mmaction - INFO - Epoch [43][520/1879] lr: 1.633e-01, eta: 1 day, 12:17:17, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.7390, top1_acc: 0.3000, top5_acc: 0.5406, loss_cls: 3.3011, loss: 5.0402, grad_norm: 1.9804 2021-07-19 08:40:48,516 - mmaction - INFO - Epoch [43][540/1879] lr: 1.633e-01, eta: 1 day, 12:17:03, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.7488, top1_acc: 0.2832, top5_acc: 0.5246, loss_cls: 3.3351, loss: 5.0839, grad_norm: 2.0197 2021-07-19 08:41:00,438 - mmaction - INFO - Epoch [43][560/1879] lr: 1.633e-01, eta: 1 day, 12:16:48, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.7081, top1_acc: 0.3063, top5_acc: 0.5504, loss_cls: 3.2467, loss: 4.9548, grad_norm: 1.9776 2021-07-19 08:41:11,546 - mmaction - INFO - Epoch [43][580/1879] lr: 1.632e-01, eta: 1 day, 12:16:31, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.7145, top1_acc: 0.2945, top5_acc: 0.5406, loss_cls: 3.2766, loss: 4.9911, grad_norm: 2.0115 2021-07-19 08:41:29,871 - mmaction - INFO - Epoch [43][600/1879] lr: 1.632e-01, eta: 1 day, 12:16:31, time: 0.915, data_time: 0.001, memory: 6921, loss_aux: 1.7827, top1_acc: 0.2773, top5_acc: 0.5164, loss_cls: 3.4156, loss: 5.1984, grad_norm: 2.0188 2021-07-19 08:41:41,093 - mmaction - INFO - Epoch [43][620/1879] lr: 1.632e-01, eta: 1 day, 12:16:14, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.7127, top1_acc: 0.2973, top5_acc: 0.5445, loss_cls: 3.2598, loss: 4.9725, grad_norm: 2.0122 2021-07-19 08:42:01,494 - mmaction - INFO - Epoch [43][640/1879] lr: 1.632e-01, eta: 1 day, 12:16:20, time: 1.018, data_time: 0.005, memory: 6921, loss_aux: 1.7705, top1_acc: 0.2770, top5_acc: 0.5289, loss_cls: 3.3808, loss: 5.1512, grad_norm: 2.0051 2021-07-19 08:42:12,600 - mmaction - INFO - Epoch [43][660/1879] lr: 1.632e-01, eta: 1 day, 12:16:03, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.7237, top1_acc: 0.2926, top5_acc: 0.5391, loss_cls: 3.3029, loss: 5.0266, grad_norm: 2.0470 2021-07-19 08:42:30,481 - mmaction - INFO - Epoch [43][680/1879] lr: 1.632e-01, eta: 1 day, 12:16:03, time: 0.894, data_time: 0.004, memory: 6921, loss_aux: 1.7202, top1_acc: 0.2953, top5_acc: 0.5355, loss_cls: 3.3123, loss: 5.0325, grad_norm: 1.9750 2021-07-19 08:42:41,675 - mmaction - INFO - Epoch [43][700/1879] lr: 1.631e-01, eta: 1 day, 12:15:45, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.7312, top1_acc: 0.2812, top5_acc: 0.5324, loss_cls: 3.3017, loss: 5.0329, grad_norm: 2.0039 2021-07-19 08:42:55,733 - mmaction - INFO - Epoch [43][720/1879] lr: 1.631e-01, eta: 1 day, 12:15:35, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.7459, top1_acc: 0.2926, top5_acc: 0.5285, loss_cls: 3.3426, loss: 5.0885, grad_norm: 2.0021 2021-07-19 08:43:08,274 - mmaction - INFO - Epoch [43][740/1879] lr: 1.631e-01, eta: 1 day, 12:15:21, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7628, top1_acc: 0.2824, top5_acc: 0.5309, loss_cls: 3.3588, loss: 5.1216, grad_norm: 1.9920 2021-07-19 08:43:20,118 - mmaction - INFO - Epoch [43][760/1879] lr: 1.631e-01, eta: 1 day, 12:15:06, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.7008, top1_acc: 0.3039, top5_acc: 0.5594, loss_cls: 3.2341, loss: 4.9349, grad_norm: 2.0482 2021-07-19 08:43:32,817 - mmaction - INFO - Epoch [43][780/1879] lr: 1.631e-01, eta: 1 day, 12:14:52, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.7329, top1_acc: 0.2898, top5_acc: 0.5418, loss_cls: 3.3120, loss: 5.0449, grad_norm: 2.0466 2021-07-19 08:43:45,199 - mmaction - INFO - Epoch [43][800/1879] lr: 1.631e-01, eta: 1 day, 12:14:38, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.7196, top1_acc: 0.2961, top5_acc: 0.5473, loss_cls: 3.2699, loss: 4.9896, grad_norm: 2.0362 2021-07-19 08:43:56,650 - mmaction - INFO - Epoch [43][820/1879] lr: 1.630e-01, eta: 1 day, 12:14:21, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.7312, top1_acc: 0.2840, top5_acc: 0.5395, loss_cls: 3.3136, loss: 5.0448, grad_norm: 2.0422 2021-07-19 08:44:12,501 - mmaction - INFO - Epoch [43][840/1879] lr: 1.630e-01, eta: 1 day, 12:14:16, time: 0.794, data_time: 0.006, memory: 6921, loss_aux: 1.7059, top1_acc: 0.2969, top5_acc: 0.5453, loss_cls: 3.2723, loss: 4.9782, grad_norm: 2.0001 2021-07-19 08:44:25,929 - mmaction - INFO - Epoch [43][860/1879] lr: 1.630e-01, eta: 1 day, 12:14:04, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.7440, top1_acc: 0.2953, top5_acc: 0.5293, loss_cls: 3.3345, loss: 5.0786, grad_norm: 2.0081 2021-07-19 08:44:37,551 - mmaction - INFO - Epoch [43][880/1879] lr: 1.630e-01, eta: 1 day, 12:13:48, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.7428, top1_acc: 0.2918, top5_acc: 0.5363, loss_cls: 3.3458, loss: 5.0886, grad_norm: 2.0222 2021-07-19 08:44:49,927 - mmaction - INFO - Epoch [43][900/1879] lr: 1.630e-01, eta: 1 day, 12:13:34, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.7594, top1_acc: 0.2723, top5_acc: 0.5164, loss_cls: 3.3837, loss: 5.1431, grad_norm: 2.0348 2021-07-19 08:45:01,507 - mmaction - INFO - Epoch [43][920/1879] lr: 1.629e-01, eta: 1 day, 12:13:18, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7634, top1_acc: 0.2805, top5_acc: 0.5270, loss_cls: 3.3584, loss: 5.1217, grad_norm: 1.9922 2021-07-19 08:45:13,882 - mmaction - INFO - Epoch [43][940/1879] lr: 1.629e-01, eta: 1 day, 12:13:03, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.7268, top1_acc: 0.2855, top5_acc: 0.5328, loss_cls: 3.3103, loss: 5.0371, grad_norm: 2.0632 2021-07-19 08:45:26,227 - mmaction - INFO - Epoch [43][960/1879] lr: 1.629e-01, eta: 1 day, 12:12:49, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2961, top5_acc: 0.5289, loss_cls: 3.3416, loss: 5.0867, grad_norm: 2.0599 2021-07-19 08:45:37,709 - mmaction - INFO - Epoch [43][980/1879] lr: 1.629e-01, eta: 1 day, 12:12:33, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.7728, top1_acc: 0.2879, top5_acc: 0.5227, loss_cls: 3.3667, loss: 5.1394, grad_norm: 2.0334 2021-07-19 08:45:48,655 - mmaction - INFO - Epoch [43][1000/1879] lr: 1.629e-01, eta: 1 day, 12:12:15, time: 0.546, data_time: 0.002, memory: 6921, loss_aux: 1.7601, top1_acc: 0.2820, top5_acc: 0.5211, loss_cls: 3.3778, loss: 5.1379, grad_norm: 2.0427 2021-07-19 08:45:59,866 - mmaction - INFO - Epoch [43][1020/1879] lr: 1.629e-01, eta: 1 day, 12:11:58, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2879, top5_acc: 0.5379, loss_cls: 3.3099, loss: 5.0432, grad_norm: 2.0027 2021-07-19 08:46:13,056 - mmaction - INFO - Epoch [43][1040/1879] lr: 1.628e-01, eta: 1 day, 12:11:45, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.7166, top1_acc: 0.2895, top5_acc: 0.5363, loss_cls: 3.2650, loss: 4.9816, grad_norm: 2.0055 2021-07-19 08:46:27,708 - mmaction - INFO - Epoch [43][1060/1879] lr: 1.628e-01, eta: 1 day, 12:11:37, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.7132, top1_acc: 0.2973, top5_acc: 0.5461, loss_cls: 3.2583, loss: 4.9715, grad_norm: 1.9960 2021-07-19 08:46:39,540 - mmaction - INFO - Epoch [43][1080/1879] lr: 1.628e-01, eta: 1 day, 12:11:21, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.7271, top1_acc: 0.3016, top5_acc: 0.5437, loss_cls: 3.2818, loss: 5.0089, grad_norm: 2.0279 2021-07-19 08:46:50,666 - mmaction - INFO - Epoch [43][1100/1879] lr: 1.628e-01, eta: 1 day, 12:11:04, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.7797, top1_acc: 0.2812, top5_acc: 0.5367, loss_cls: 3.3770, loss: 5.1566, grad_norm: 2.0172 2021-07-19 08:47:02,482 - mmaction - INFO - Epoch [43][1120/1879] lr: 1.628e-01, eta: 1 day, 12:10:48, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.7276, top1_acc: 0.2910, top5_acc: 0.5281, loss_cls: 3.2995, loss: 5.0272, grad_norm: 2.0621 2021-07-19 08:47:14,159 - mmaction - INFO - Epoch [43][1140/1879] lr: 1.628e-01, eta: 1 day, 12:10:32, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7527, top1_acc: 0.2871, top5_acc: 0.5254, loss_cls: 3.3496, loss: 5.1023, grad_norm: 2.0081 2021-07-19 08:47:26,815 - mmaction - INFO - Epoch [43][1160/1879] lr: 1.627e-01, eta: 1 day, 12:10:19, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.7451, top1_acc: 0.2898, top5_acc: 0.5297, loss_cls: 3.3359, loss: 5.0810, grad_norm: 2.0396 2021-07-19 08:47:39,397 - mmaction - INFO - Epoch [43][1180/1879] lr: 1.627e-01, eta: 1 day, 12:10:02, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6990, top1_acc: 0.3074, top5_acc: 0.5449, loss_cls: 3.2381, loss: 4.9371, grad_norm: 2.0100 2021-07-19 08:47:51,728 - mmaction - INFO - Epoch [43][1200/1879] lr: 1.627e-01, eta: 1 day, 12:09:51, time: 0.665, data_time: 0.052, memory: 6921, loss_aux: 1.6987, top1_acc: 0.3074, top5_acc: 0.5555, loss_cls: 3.2354, loss: 4.9341, grad_norm: 2.0166 2021-07-19 08:48:05,061 - mmaction - INFO - Epoch [43][1220/1879] lr: 1.627e-01, eta: 1 day, 12:09:39, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.7512, top1_acc: 0.2891, top5_acc: 0.5348, loss_cls: 3.3484, loss: 5.0995, grad_norm: 2.0240 2021-07-19 08:48:20,804 - mmaction - INFO - Epoch [43][1240/1879] lr: 1.627e-01, eta: 1 day, 12:09:33, time: 0.789, data_time: 0.003, memory: 6921, loss_aux: 1.7094, top1_acc: 0.2957, top5_acc: 0.5434, loss_cls: 3.2712, loss: 4.9806, grad_norm: 2.0015 2021-07-19 08:48:34,190 - mmaction - INFO - Epoch [43][1260/1879] lr: 1.627e-01, eta: 1 day, 12:09:21, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.7344, top1_acc: 0.2973, top5_acc: 0.5473, loss_cls: 3.2827, loss: 5.0171, grad_norm: 2.0546 2021-07-19 08:48:47,342 - mmaction - INFO - Epoch [43][1280/1879] lr: 1.626e-01, eta: 1 day, 12:09:09, time: 0.660, data_time: 0.005, memory: 6921, loss_aux: 1.7480, top1_acc: 0.2785, top5_acc: 0.5254, loss_cls: 3.3621, loss: 5.1102, grad_norm: 1.9940 2021-07-19 08:48:59,345 - mmaction - INFO - Epoch [43][1300/1879] lr: 1.626e-01, eta: 1 day, 12:08:54, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.7065, top1_acc: 0.3152, top5_acc: 0.5422, loss_cls: 3.2352, loss: 4.9418, grad_norm: 2.0087 2021-07-19 08:49:10,933 - mmaction - INFO - Epoch [43][1320/1879] lr: 1.626e-01, eta: 1 day, 12:08:38, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 1.6959, top1_acc: 0.3090, top5_acc: 0.5648, loss_cls: 3.1903, loss: 4.8862, grad_norm: 2.0261 2021-07-19 08:49:34,738 - mmaction - INFO - Epoch [43][1340/1879] lr: 1.626e-01, eta: 1 day, 12:08:52, time: 1.184, data_time: 0.003, memory: 6921, loss_aux: 1.7481, top1_acc: 0.2930, top5_acc: 0.5340, loss_cls: 3.3389, loss: 5.0870, grad_norm: 2.1194 2021-07-19 08:49:47,093 - mmaction - INFO - Epoch [43][1360/1879] lr: 1.626e-01, eta: 1 day, 12:08:38, time: 0.621, data_time: 0.012, memory: 6921, loss_aux: 1.7506, top1_acc: 0.2902, top5_acc: 0.5312, loss_cls: 3.3553, loss: 5.1059, grad_norm: 2.0627 2021-07-19 08:49:58,604 - mmaction - INFO - Epoch [43][1380/1879] lr: 1.626e-01, eta: 1 day, 12:08:21, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.7423, top1_acc: 0.2887, top5_acc: 0.5484, loss_cls: 3.3072, loss: 5.0496, grad_norm: 2.0304 2021-07-19 08:50:10,593 - mmaction - INFO - Epoch [43][1400/1879] lr: 1.625e-01, eta: 1 day, 12:08:06, time: 0.608, data_time: 0.010, memory: 6921, loss_aux: 1.7046, top1_acc: 0.3012, top5_acc: 0.5465, loss_cls: 3.2474, loss: 4.9520, grad_norm: 2.0292 2021-07-19 08:50:21,968 - mmaction - INFO - Epoch [43][1420/1879] lr: 1.625e-01, eta: 1 day, 12:07:49, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.7419, top1_acc: 0.2898, top5_acc: 0.5273, loss_cls: 3.3270, loss: 5.0689, grad_norm: 2.0248 2021-07-19 08:50:35,321 - mmaction - INFO - Epoch [43][1440/1879] lr: 1.625e-01, eta: 1 day, 12:07:37, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.7402, top1_acc: 0.2789, top5_acc: 0.5375, loss_cls: 3.3303, loss: 5.0705, grad_norm: 2.0793 2021-07-19 08:50:47,179 - mmaction - INFO - Epoch [43][1460/1879] lr: 1.625e-01, eta: 1 day, 12:07:22, time: 0.596, data_time: 0.012, memory: 6921, loss_aux: 1.7494, top1_acc: 0.2816, top5_acc: 0.5434, loss_cls: 3.3222, loss: 5.0716, grad_norm: 2.0212 2021-07-19 08:50:59,951 - mmaction - INFO - Epoch [43][1480/1879] lr: 1.625e-01, eta: 1 day, 12:07:07, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.7433, top1_acc: 0.3000, top5_acc: 0.5406, loss_cls: 3.3031, loss: 5.0465, grad_norm: 1.9972 2021-07-19 08:51:12,021 - mmaction - INFO - Epoch [43][1500/1879] lr: 1.624e-01, eta: 1 day, 12:06:54, time: 0.633, data_time: 0.034, memory: 6921, loss_aux: 1.7400, top1_acc: 0.2965, top5_acc: 0.5441, loss_cls: 3.2974, loss: 5.0374, grad_norm: 2.0296 2021-07-19 08:51:23,081 - mmaction - INFO - Epoch [43][1520/1879] lr: 1.624e-01, eta: 1 day, 12:06:36, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.7486, top1_acc: 0.2781, top5_acc: 0.5281, loss_cls: 3.3706, loss: 5.1192, grad_norm: 2.0344 2021-07-19 08:51:34,713 - mmaction - INFO - Epoch [43][1540/1879] lr: 1.624e-01, eta: 1 day, 12:06:20, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.7410, top1_acc: 0.2852, top5_acc: 0.5328, loss_cls: 3.3233, loss: 5.0642, grad_norm: 1.9530 2021-07-19 08:51:45,883 - mmaction - INFO - Epoch [43][1560/1879] lr: 1.624e-01, eta: 1 day, 12:06:03, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7009, top1_acc: 0.3086, top5_acc: 0.5395, loss_cls: 3.2550, loss: 4.9559, grad_norm: 2.0174 2021-07-19 08:51:57,464 - mmaction - INFO - Epoch [43][1580/1879] lr: 1.624e-01, eta: 1 day, 12:05:47, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.7001, top1_acc: 0.3023, top5_acc: 0.5422, loss_cls: 3.2458, loss: 4.9459, grad_norm: 2.0013 2021-07-19 08:52:10,458 - mmaction - INFO - Epoch [43][1600/1879] lr: 1.624e-01, eta: 1 day, 12:05:34, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.7047, top1_acc: 0.2977, top5_acc: 0.5445, loss_cls: 3.2816, loss: 4.9863, grad_norm: 2.0321 2021-07-19 08:52:21,429 - mmaction - INFO - Epoch [43][1620/1879] lr: 1.623e-01, eta: 1 day, 12:05:16, time: 0.551, data_time: 0.005, memory: 6921, loss_aux: 1.7142, top1_acc: 0.2879, top5_acc: 0.5375, loss_cls: 3.2695, loss: 4.9837, grad_norm: 2.0017 2021-07-19 08:52:32,849 - mmaction - INFO - Epoch [43][1640/1879] lr: 1.623e-01, eta: 1 day, 12:04:59, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7058, top1_acc: 0.2980, top5_acc: 0.5488, loss_cls: 3.2463, loss: 4.9522, grad_norm: 2.0137 2021-07-19 08:52:43,966 - mmaction - INFO - Epoch [43][1660/1879] lr: 1.623e-01, eta: 1 day, 12:04:42, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.6977, top1_acc: 0.2879, top5_acc: 0.5547, loss_cls: 3.2350, loss: 4.9327, grad_norm: 2.0393 2021-07-19 08:52:55,853 - mmaction - INFO - Epoch [43][1680/1879] lr: 1.623e-01, eta: 1 day, 12:04:27, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.7749, top1_acc: 0.2711, top5_acc: 0.5188, loss_cls: 3.3951, loss: 5.1700, grad_norm: 2.0361 2021-07-19 08:53:10,535 - mmaction - INFO - Epoch [43][1700/1879] lr: 1.623e-01, eta: 1 day, 12:04:18, time: 0.733, data_time: 0.004, memory: 6921, loss_aux: 1.7349, top1_acc: 0.2871, top5_acc: 0.5273, loss_cls: 3.3259, loss: 5.0608, grad_norm: 1.9995 2021-07-19 08:53:21,717 - mmaction - INFO - Epoch [43][1720/1879] lr: 1.623e-01, eta: 1 day, 12:04:01, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.7366, top1_acc: 0.2910, top5_acc: 0.5332, loss_cls: 3.3020, loss: 5.0386, grad_norm: 2.0137 2021-07-19 08:53:33,622 - mmaction - INFO - Epoch [43][1740/1879] lr: 1.622e-01, eta: 1 day, 12:03:46, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.7297, top1_acc: 0.2875, top5_acc: 0.5449, loss_cls: 3.2819, loss: 5.0116, grad_norm: 2.0173 2021-07-19 08:53:45,174 - mmaction - INFO - Epoch [43][1760/1879] lr: 1.622e-01, eta: 1 day, 12:03:29, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.7142, top1_acc: 0.2926, top5_acc: 0.5348, loss_cls: 3.3096, loss: 5.0237, grad_norm: 2.0455 2021-07-19 08:53:56,865 - mmaction - INFO - Epoch [43][1780/1879] lr: 1.622e-01, eta: 1 day, 12:03:13, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7276, top1_acc: 0.2977, top5_acc: 0.5469, loss_cls: 3.3026, loss: 5.0302, grad_norm: 2.0061 2021-07-19 08:54:08,287 - mmaction - INFO - Epoch [43][1800/1879] lr: 1.622e-01, eta: 1 day, 12:02:57, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7386, top1_acc: 0.2926, top5_acc: 0.5437, loss_cls: 3.3257, loss: 5.0643, grad_norm: 1.9969 2021-07-19 08:54:22,432 - mmaction - INFO - Epoch [43][1820/1879] lr: 1.622e-01, eta: 1 day, 12:02:47, time: 0.707, data_time: 0.003, memory: 6921, loss_aux: 1.7197, top1_acc: 0.2945, top5_acc: 0.5426, loss_cls: 3.2895, loss: 5.0093, grad_norm: 2.0336 2021-07-19 08:54:33,714 - mmaction - INFO - Epoch [43][1840/1879] lr: 1.621e-01, eta: 1 day, 12:02:30, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2855, top5_acc: 0.5348, loss_cls: 3.3025, loss: 5.0359, grad_norm: 1.9993 2021-07-19 08:54:45,580 - mmaction - INFO - Epoch [43][1860/1879] lr: 1.621e-01, eta: 1 day, 12:02:15, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.7861, top1_acc: 0.2777, top5_acc: 0.5199, loss_cls: 3.3980, loss: 5.1841, grad_norm: 2.0088 2021-07-19 08:54:58,964 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-07-19 08:55:24,999 - mmaction - INFO - Epoch [44][20/1879] lr: 1.621e-01, eta: 1 day, 12:01:33, time: 0.938, data_time: 0.213, memory: 6921, loss_aux: 1.6953, top1_acc: 0.3051, top5_acc: 0.5430, loss_cls: 3.2197, loss: 4.9150, grad_norm: 2.0126 2021-07-19 08:55:36,642 - mmaction - INFO - Epoch [44][40/1879] lr: 1.621e-01, eta: 1 day, 12:01:18, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.7042, top1_acc: 0.2961, top5_acc: 0.5477, loss_cls: 3.2497, loss: 4.9540, grad_norm: 2.0369 2021-07-19 08:55:48,440 - mmaction - INFO - Epoch [44][60/1879] lr: 1.621e-01, eta: 1 day, 12:01:02, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.7461, top1_acc: 0.2914, top5_acc: 0.5355, loss_cls: 3.3164, loss: 5.0625, grad_norm: 2.0212 2021-07-19 08:56:00,054 - mmaction - INFO - Epoch [44][80/1879] lr: 1.620e-01, eta: 1 day, 12:00:46, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.7000, top1_acc: 0.2938, top5_acc: 0.5539, loss_cls: 3.2399, loss: 4.9399, grad_norm: 2.0276 2021-07-19 08:56:11,424 - mmaction - INFO - Epoch [44][100/1879] lr: 1.620e-01, eta: 1 day, 12:00:29, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.7137, top1_acc: 0.2996, top5_acc: 0.5430, loss_cls: 3.2601, loss: 4.9738, grad_norm: 2.0474 2021-07-19 08:56:22,492 - mmaction - INFO - Epoch [44][120/1879] lr: 1.620e-01, eta: 1 day, 12:00:12, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.7294, top1_acc: 0.2953, top5_acc: 0.5430, loss_cls: 3.2877, loss: 5.0171, grad_norm: 1.9976 2021-07-19 08:56:33,939 - mmaction - INFO - Epoch [44][140/1879] lr: 1.620e-01, eta: 1 day, 11:59:55, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7091, top1_acc: 0.3051, top5_acc: 0.5418, loss_cls: 3.2933, loss: 5.0024, grad_norm: 1.9940 2021-07-19 08:56:46,693 - mmaction - INFO - Epoch [44][160/1879] lr: 1.620e-01, eta: 1 day, 11:59:42, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.6784, top1_acc: 0.3035, top5_acc: 0.5590, loss_cls: 3.2312, loss: 4.9096, grad_norm: 2.0076 2021-07-19 08:57:05,503 - mmaction - INFO - Epoch [44][180/1879] lr: 1.620e-01, eta: 1 day, 11:59:44, time: 0.940, data_time: 0.003, memory: 6921, loss_aux: 1.6941, top1_acc: 0.2996, top5_acc: 0.5547, loss_cls: 3.2124, loss: 4.9065, grad_norm: 2.0323 2021-07-19 08:57:17,521 - mmaction - INFO - Epoch [44][200/1879] lr: 1.619e-01, eta: 1 day, 11:59:28, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.7303, top1_acc: 0.2922, top5_acc: 0.5414, loss_cls: 3.2924, loss: 5.0227, grad_norm: 2.0664 2021-07-19 08:57:30,456 - mmaction - INFO - Epoch [44][220/1879] lr: 1.619e-01, eta: 1 day, 11:59:16, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.6982, top1_acc: 0.3023, top5_acc: 0.5590, loss_cls: 3.2480, loss: 4.9462, grad_norm: 2.0377 2021-07-19 08:57:49,692 - mmaction - INFO - Epoch [44][240/1879] lr: 1.619e-01, eta: 1 day, 11:59:18, time: 0.962, data_time: 0.005, memory: 6921, loss_aux: 1.7207, top1_acc: 0.2930, top5_acc: 0.5457, loss_cls: 3.2828, loss: 5.0035, grad_norm: 2.0542 2021-07-19 08:58:01,326 - mmaction - INFO - Epoch [44][260/1879] lr: 1.619e-01, eta: 1 day, 11:59:02, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.6884, top1_acc: 0.3125, top5_acc: 0.5504, loss_cls: 3.2174, loss: 4.9058, grad_norm: 1.9910 2021-07-19 08:58:13,266 - mmaction - INFO - Epoch [44][280/1879] lr: 1.619e-01, eta: 1 day, 11:58:47, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.7207, top1_acc: 0.2867, top5_acc: 0.5246, loss_cls: 3.2995, loss: 5.0202, grad_norm: 2.0696 2021-07-19 08:58:25,639 - mmaction - INFO - Epoch [44][300/1879] lr: 1.619e-01, eta: 1 day, 11:58:33, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.7030, top1_acc: 0.3094, top5_acc: 0.5531, loss_cls: 3.2394, loss: 4.9424, grad_norm: 2.0459 2021-07-19 08:58:36,930 - mmaction - INFO - Epoch [44][320/1879] lr: 1.618e-01, eta: 1 day, 11:58:16, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.7137, top1_acc: 0.2996, top5_acc: 0.5570, loss_cls: 3.2524, loss: 4.9661, grad_norm: 2.0009 2021-07-19 08:58:49,139 - mmaction - INFO - Epoch [44][340/1879] lr: 1.618e-01, eta: 1 day, 11:58:01, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.7193, top1_acc: 0.2926, top5_acc: 0.5348, loss_cls: 3.2892, loss: 5.0085, grad_norm: 1.9917 2021-07-19 08:59:00,554 - mmaction - INFO - Epoch [44][360/1879] lr: 1.618e-01, eta: 1 day, 11:57:45, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.7181, top1_acc: 0.2977, top5_acc: 0.5461, loss_cls: 3.2691, loss: 4.9871, grad_norm: 2.0316 2021-07-19 08:59:14,275 - mmaction - INFO - Epoch [44][380/1879] lr: 1.618e-01, eta: 1 day, 11:57:34, time: 0.685, data_time: 0.002, memory: 6921, loss_aux: 1.7086, top1_acc: 0.2977, top5_acc: 0.5375, loss_cls: 3.2507, loss: 4.9593, grad_norm: 2.0135 2021-07-19 08:59:26,522 - mmaction - INFO - Epoch [44][400/1879] lr: 1.618e-01, eta: 1 day, 11:57:19, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.6979, top1_acc: 0.3047, top5_acc: 0.5543, loss_cls: 3.2489, loss: 4.9468, grad_norm: 2.0560 2021-07-19 08:59:38,655 - mmaction - INFO - Epoch [44][420/1879] lr: 1.617e-01, eta: 1 day, 11:57:04, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2945, top5_acc: 0.5270, loss_cls: 3.3320, loss: 5.0714, grad_norm: 2.0354 2021-07-19 08:59:52,223 - mmaction - INFO - Epoch [44][440/1879] lr: 1.617e-01, eta: 1 day, 11:56:53, time: 0.683, data_time: 0.009, memory: 6921, loss_aux: 1.7144, top1_acc: 0.2855, top5_acc: 0.5426, loss_cls: 3.2688, loss: 4.9832, grad_norm: 2.0673 2021-07-19 09:00:07,556 - mmaction - INFO - Epoch [44][460/1879] lr: 1.617e-01, eta: 1 day, 11:56:46, time: 0.765, data_time: 0.002, memory: 6921, loss_aux: 1.7086, top1_acc: 0.2910, top5_acc: 0.5391, loss_cls: 3.2839, loss: 4.9925, grad_norm: 2.0435 2021-07-19 09:00:21,328 - mmaction - INFO - Epoch [44][480/1879] lr: 1.617e-01, eta: 1 day, 11:56:36, time: 0.690, data_time: 0.005, memory: 6921, loss_aux: 1.7206, top1_acc: 0.2891, top5_acc: 0.5445, loss_cls: 3.3021, loss: 5.0227, grad_norm: 2.0322 2021-07-19 09:00:34,165 - mmaction - INFO - Epoch [44][500/1879] lr: 1.617e-01, eta: 1 day, 11:56:23, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.7249, top1_acc: 0.2973, top5_acc: 0.5426, loss_cls: 3.2934, loss: 5.0182, grad_norm: 2.0539 2021-07-19 09:00:54,578 - mmaction - INFO - Epoch [44][520/1879] lr: 1.617e-01, eta: 1 day, 11:56:28, time: 1.018, data_time: 0.005, memory: 6921, loss_aux: 1.6985, top1_acc: 0.2938, top5_acc: 0.5418, loss_cls: 3.2396, loss: 4.9380, grad_norm: 2.0449 2021-07-19 09:01:06,355 - mmaction - INFO - Epoch [44][540/1879] lr: 1.616e-01, eta: 1 day, 11:56:13, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.7521, top1_acc: 0.2941, top5_acc: 0.5277, loss_cls: 3.3386, loss: 5.0907, grad_norm: 2.0129 2021-07-19 09:01:18,628 - mmaction - INFO - Epoch [44][560/1879] lr: 1.616e-01, eta: 1 day, 11:55:58, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.7143, top1_acc: 0.3117, top5_acc: 0.5531, loss_cls: 3.2236, loss: 4.9380, grad_norm: 2.0317 2021-07-19 09:01:36,040 - mmaction - INFO - Epoch [44][580/1879] lr: 1.616e-01, eta: 1 day, 11:55:56, time: 0.869, data_time: 0.002, memory: 6921, loss_aux: 1.7513, top1_acc: 0.2852, top5_acc: 0.5348, loss_cls: 3.3461, loss: 5.0974, grad_norm: 2.0992 2021-07-19 09:01:47,913 - mmaction - INFO - Epoch [44][600/1879] lr: 1.616e-01, eta: 1 day, 11:55:41, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.7245, top1_acc: 0.2984, top5_acc: 0.5336, loss_cls: 3.2887, loss: 5.0132, grad_norm: 2.0046 2021-07-19 09:01:59,897 - mmaction - INFO - Epoch [44][620/1879] lr: 1.616e-01, eta: 1 day, 11:55:26, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3117, top5_acc: 0.5563, loss_cls: 3.2083, loss: 4.9046, grad_norm: 2.0237 2021-07-19 09:02:11,243 - mmaction - INFO - Epoch [44][640/1879] lr: 1.616e-01, eta: 1 day, 11:55:09, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.7361, top1_acc: 0.2836, top5_acc: 0.5254, loss_cls: 3.3479, loss: 5.0840, grad_norm: 2.0571 2021-07-19 09:02:25,564 - mmaction - INFO - Epoch [44][660/1879] lr: 1.615e-01, eta: 1 day, 11:55:00, time: 0.715, data_time: 0.002, memory: 6921, loss_aux: 1.7182, top1_acc: 0.2875, top5_acc: 0.5391, loss_cls: 3.2659, loss: 4.9840, grad_norm: 2.0407 2021-07-19 09:02:37,765 - mmaction - INFO - Epoch [44][680/1879] lr: 1.615e-01, eta: 1 day, 11:54:45, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.7121, top1_acc: 0.2898, top5_acc: 0.5375, loss_cls: 3.2811, loss: 4.9932, grad_norm: 2.0002 2021-07-19 09:02:50,947 - mmaction - INFO - Epoch [44][700/1879] lr: 1.615e-01, eta: 1 day, 11:54:33, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 1.7107, top1_acc: 0.2859, top5_acc: 0.5437, loss_cls: 3.2763, loss: 4.9870, grad_norm: 2.0275 2021-07-19 09:03:02,955 - mmaction - INFO - Epoch [44][720/1879] lr: 1.615e-01, eta: 1 day, 11:54:18, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2891, top5_acc: 0.5367, loss_cls: 3.3159, loss: 5.0552, grad_norm: 2.0301 2021-07-19 09:03:15,504 - mmaction - INFO - Epoch [44][740/1879] lr: 1.615e-01, eta: 1 day, 11:54:04, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7586, top1_acc: 0.2859, top5_acc: 0.5199, loss_cls: 3.3753, loss: 5.1338, grad_norm: 2.0149 2021-07-19 09:03:27,177 - mmaction - INFO - Epoch [44][760/1879] lr: 1.614e-01, eta: 1 day, 11:53:48, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.7019, top1_acc: 0.3086, top5_acc: 0.5492, loss_cls: 3.2379, loss: 4.9398, grad_norm: 1.9886 2021-07-19 09:03:38,948 - mmaction - INFO - Epoch [44][780/1879] lr: 1.614e-01, eta: 1 day, 11:53:32, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.7263, top1_acc: 0.3090, top5_acc: 0.5445, loss_cls: 3.2390, loss: 4.9653, grad_norm: 2.0119 2021-07-19 09:03:50,583 - mmaction - INFO - Epoch [44][800/1879] lr: 1.614e-01, eta: 1 day, 11:53:16, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.7291, top1_acc: 0.2898, top5_acc: 0.5258, loss_cls: 3.3219, loss: 5.0510, grad_norm: 2.0683 2021-07-19 09:04:02,387 - mmaction - INFO - Epoch [44][820/1879] lr: 1.614e-01, eta: 1 day, 11:53:01, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.7415, top1_acc: 0.3008, top5_acc: 0.5250, loss_cls: 3.3388, loss: 5.0803, grad_norm: 2.0313 2021-07-19 09:04:14,037 - mmaction - INFO - Epoch [44][840/1879] lr: 1.614e-01, eta: 1 day, 11:52:45, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.7293, top1_acc: 0.2840, top5_acc: 0.5461, loss_cls: 3.3093, loss: 5.0386, grad_norm: 2.0186 2021-07-19 09:04:29,405 - mmaction - INFO - Epoch [44][860/1879] lr: 1.614e-01, eta: 1 day, 11:52:38, time: 0.766, data_time: 0.002, memory: 6921, loss_aux: 1.7511, top1_acc: 0.2727, top5_acc: 0.5312, loss_cls: 3.3543, loss: 5.1053, grad_norm: 2.0556 2021-07-19 09:04:43,655 - mmaction - INFO - Epoch [44][880/1879] lr: 1.613e-01, eta: 1 day, 11:52:28, time: 0.713, data_time: 0.009, memory: 6921, loss_aux: 1.7665, top1_acc: 0.2785, top5_acc: 0.5152, loss_cls: 3.3989, loss: 5.1654, grad_norm: 2.0173 2021-07-19 09:04:55,022 - mmaction - INFO - Epoch [44][900/1879] lr: 1.613e-01, eta: 1 day, 11:52:11, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.7696, top1_acc: 0.2773, top5_acc: 0.5297, loss_cls: 3.3920, loss: 5.1615, grad_norm: 2.0115 2021-07-19 09:05:07,278 - mmaction - INFO - Epoch [44][920/1879] lr: 1.613e-01, eta: 1 day, 11:51:57, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7691, top1_acc: 0.2855, top5_acc: 0.5426, loss_cls: 3.3563, loss: 5.1254, grad_norm: 2.0545 2021-07-19 09:05:18,738 - mmaction - INFO - Epoch [44][940/1879] lr: 1.613e-01, eta: 1 day, 11:51:41, time: 0.574, data_time: 0.007, memory: 6921, loss_aux: 1.7100, top1_acc: 0.2832, top5_acc: 0.5477, loss_cls: 3.2769, loss: 4.9870, grad_norm: 2.0226 2021-07-19 09:05:33,069 - mmaction - INFO - Epoch [44][960/1879] lr: 1.613e-01, eta: 1 day, 11:51:31, time: 0.713, data_time: 0.005, memory: 6921, loss_aux: 1.7288, top1_acc: 0.3086, top5_acc: 0.5477, loss_cls: 3.2574, loss: 4.9862, grad_norm: 2.0116 2021-07-19 09:05:51,124 - mmaction - INFO - Epoch [44][980/1879] lr: 1.613e-01, eta: 1 day, 11:51:28, time: 0.844, data_time: 0.007, memory: 6921, loss_aux: 1.7144, top1_acc: 0.2957, top5_acc: 0.5543, loss_cls: 3.2813, loss: 4.9957, grad_norm: 2.0261 2021-07-19 09:06:04,556 - mmaction - INFO - Epoch [44][1000/1879] lr: 1.612e-01, eta: 1 day, 11:51:19, time: 0.730, data_time: 0.071, memory: 6921, loss_aux: 1.7340, top1_acc: 0.2871, top5_acc: 0.5441, loss_cls: 3.3095, loss: 5.0435, grad_norm: 2.0772 2021-07-19 09:06:15,527 - mmaction - INFO - Epoch [44][1020/1879] lr: 1.612e-01, eta: 1 day, 11:51:02, time: 0.551, data_time: 0.006, memory: 6921, loss_aux: 1.7190, top1_acc: 0.2859, top5_acc: 0.5484, loss_cls: 3.2743, loss: 4.9933, grad_norm: 2.0497 2021-07-19 09:06:28,532 - mmaction - INFO - Epoch [44][1040/1879] lr: 1.612e-01, eta: 1 day, 11:50:49, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.7227, top1_acc: 0.3020, top5_acc: 0.5410, loss_cls: 3.2862, loss: 5.0089, grad_norm: 1.9820 2021-07-19 09:06:40,692 - mmaction - INFO - Epoch [44][1060/1879] lr: 1.612e-01, eta: 1 day, 11:50:34, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.7309, top1_acc: 0.2969, top5_acc: 0.5391, loss_cls: 3.3031, loss: 5.0340, grad_norm: 2.0146 2021-07-19 09:06:59,668 - mmaction - INFO - Epoch [44][1080/1879] lr: 1.612e-01, eta: 1 day, 11:50:36, time: 0.944, data_time: 0.004, memory: 6921, loss_aux: 1.7030, top1_acc: 0.2961, top5_acc: 0.5410, loss_cls: 3.2519, loss: 4.9549, grad_norm: 2.0464 2021-07-19 09:07:12,793 - mmaction - INFO - Epoch [44][1100/1879] lr: 1.612e-01, eta: 1 day, 11:50:24, time: 0.660, data_time: 0.013, memory: 6921, loss_aux: 1.7681, top1_acc: 0.2832, top5_acc: 0.5309, loss_cls: 3.3808, loss: 5.1489, grad_norm: 2.0277 2021-07-19 09:07:24,851 - mmaction - INFO - Epoch [44][1120/1879] lr: 1.611e-01, eta: 1 day, 11:50:09, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.7446, top1_acc: 0.3004, top5_acc: 0.5391, loss_cls: 3.3247, loss: 5.0693, grad_norm: 2.0016 2021-07-19 09:07:36,042 - mmaction - INFO - Epoch [44][1140/1879] lr: 1.611e-01, eta: 1 day, 11:49:52, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7444, top1_acc: 0.2965, top5_acc: 0.5391, loss_cls: 3.3209, loss: 5.0653, grad_norm: 1.9814 2021-07-19 09:07:52,994 - mmaction - INFO - Epoch [44][1160/1879] lr: 1.611e-01, eta: 1 day, 11:49:49, time: 0.846, data_time: 0.001, memory: 6921, loss_aux: 1.7101, top1_acc: 0.2996, top5_acc: 0.5535, loss_cls: 3.2658, loss: 4.9760, grad_norm: 2.0163 2021-07-19 09:08:05,566 - mmaction - INFO - Epoch [44][1180/1879] lr: 1.611e-01, eta: 1 day, 11:49:35, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.7148, top1_acc: 0.3004, top5_acc: 0.5520, loss_cls: 3.2566, loss: 4.9714, grad_norm: 2.0476 2021-07-19 09:08:19,863 - mmaction - INFO - Epoch [44][1200/1879] lr: 1.611e-01, eta: 1 day, 11:49:25, time: 0.711, data_time: 0.010, memory: 6921, loss_aux: 1.7088, top1_acc: 0.3152, top5_acc: 0.5617, loss_cls: 3.2321, loss: 4.9409, grad_norm: 2.0529 2021-07-19 09:08:35,866 - mmaction - INFO - Epoch [44][1220/1879] lr: 1.610e-01, eta: 1 day, 11:49:20, time: 0.802, data_time: 0.007, memory: 6921, loss_aux: 1.6902, top1_acc: 0.3016, top5_acc: 0.5594, loss_cls: 3.2159, loss: 4.9061, grad_norm: 2.0240 2021-07-19 09:08:47,056 - mmaction - INFO - Epoch [44][1240/1879] lr: 1.610e-01, eta: 1 day, 11:49:03, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.7727, top1_acc: 0.2730, top5_acc: 0.5121, loss_cls: 3.4071, loss: 5.1797, grad_norm: 2.0345 2021-07-19 09:08:58,802 - mmaction - INFO - Epoch [44][1260/1879] lr: 1.610e-01, eta: 1 day, 11:48:47, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.7338, top1_acc: 0.2965, top5_acc: 0.5437, loss_cls: 3.3032, loss: 5.0370, grad_norm: 2.0647 2021-07-19 09:09:09,941 - mmaction - INFO - Epoch [44][1280/1879] lr: 1.610e-01, eta: 1 day, 11:48:30, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.7307, top1_acc: 0.2816, top5_acc: 0.5250, loss_cls: 3.3101, loss: 5.0408, grad_norm: 2.0375 2021-07-19 09:09:37,500 - mmaction - INFO - Epoch [44][1300/1879] lr: 1.610e-01, eta: 1 day, 11:48:53, time: 1.372, data_time: 0.008, memory: 6921, loss_aux: 1.7526, top1_acc: 0.2840, top5_acc: 0.5473, loss_cls: 3.3298, loss: 5.0823, grad_norm: 2.0629 2021-07-19 09:09:49,036 - mmaction - INFO - Epoch [44][1320/1879] lr: 1.610e-01, eta: 1 day, 11:48:36, time: 0.581, data_time: 0.016, memory: 6921, loss_aux: 1.7512, top1_acc: 0.2797, top5_acc: 0.5316, loss_cls: 3.3509, loss: 5.1020, grad_norm: 2.0401 2021-07-19 09:10:04,606 - mmaction - INFO - Epoch [44][1340/1879] lr: 1.609e-01, eta: 1 day, 11:48:30, time: 0.778, data_time: 0.003, memory: 6921, loss_aux: 1.7579, top1_acc: 0.2844, top5_acc: 0.5430, loss_cls: 3.3241, loss: 5.0819, grad_norm: 2.0353 2021-07-19 09:10:19,272 - mmaction - INFO - Epoch [44][1360/1879] lr: 1.609e-01, eta: 1 day, 11:48:21, time: 0.733, data_time: 0.003, memory: 6921, loss_aux: 1.7119, top1_acc: 0.2961, top5_acc: 0.5547, loss_cls: 3.2563, loss: 4.9682, grad_norm: 2.0085 2021-07-19 09:10:32,202 - mmaction - INFO - Epoch [44][1380/1879] lr: 1.609e-01, eta: 1 day, 11:48:09, time: 0.648, data_time: 0.004, memory: 6921, loss_aux: 1.7375, top1_acc: 0.2957, top5_acc: 0.5441, loss_cls: 3.2946, loss: 5.0321, grad_norm: 2.0296 2021-07-19 09:10:46,166 - mmaction - INFO - Epoch [44][1400/1879] lr: 1.609e-01, eta: 1 day, 11:47:58, time: 0.697, data_time: 0.004, memory: 6921, loss_aux: 1.7189, top1_acc: 0.3008, top5_acc: 0.5367, loss_cls: 3.2859, loss: 5.0048, grad_norm: 2.0620 2021-07-19 09:10:57,979 - mmaction - INFO - Epoch [44][1420/1879] lr: 1.609e-01, eta: 1 day, 11:47:43, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.7365, top1_acc: 0.2766, top5_acc: 0.5355, loss_cls: 3.3370, loss: 5.0735, grad_norm: 2.0327 2021-07-19 09:11:09,525 - mmaction - INFO - Epoch [44][1440/1879] lr: 1.608e-01, eta: 1 day, 11:47:26, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.7286, top1_acc: 0.2977, top5_acc: 0.5258, loss_cls: 3.3004, loss: 5.0290, grad_norm: 1.9895 2021-07-19 09:11:20,985 - mmaction - INFO - Epoch [44][1460/1879] lr: 1.608e-01, eta: 1 day, 11:47:10, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7348, top1_acc: 0.2902, top5_acc: 0.5316, loss_cls: 3.3085, loss: 5.0433, grad_norm: 2.0256 2021-07-19 09:11:36,110 - mmaction - INFO - Epoch [44][1480/1879] lr: 1.608e-01, eta: 1 day, 11:47:02, time: 0.757, data_time: 0.004, memory: 6921, loss_aux: 1.7223, top1_acc: 0.2848, top5_acc: 0.5367, loss_cls: 3.2963, loss: 5.0186, grad_norm: 2.0348 2021-07-19 09:11:56,501 - mmaction - INFO - Epoch [44][1500/1879] lr: 1.608e-01, eta: 1 day, 11:47:07, time: 1.013, data_time: 0.005, memory: 6921, loss_aux: 1.7407, top1_acc: 0.2848, top5_acc: 0.5352, loss_cls: 3.3289, loss: 5.0696, grad_norm: 2.0825 2021-07-19 09:12:07,969 - mmaction - INFO - Epoch [44][1520/1879] lr: 1.608e-01, eta: 1 day, 11:46:51, time: 0.580, data_time: 0.009, memory: 6921, loss_aux: 1.7308, top1_acc: 0.2914, top5_acc: 0.5465, loss_cls: 3.2806, loss: 5.0114, grad_norm: 2.0713 2021-07-19 09:12:19,172 - mmaction - INFO - Epoch [44][1540/1879] lr: 1.608e-01, eta: 1 day, 11:46:34, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.7327, top1_acc: 0.2867, top5_acc: 0.5289, loss_cls: 3.3378, loss: 5.0705, grad_norm: 2.0183 2021-07-19 09:12:30,319 - mmaction - INFO - Epoch [44][1560/1879] lr: 1.607e-01, eta: 1 day, 11:46:17, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.7564, top1_acc: 0.2785, top5_acc: 0.5270, loss_cls: 3.3601, loss: 5.1165, grad_norm: 2.0319 2021-07-19 09:12:42,690 - mmaction - INFO - Epoch [44][1580/1879] lr: 1.607e-01, eta: 1 day, 11:46:03, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.7200, top1_acc: 0.2953, top5_acc: 0.5332, loss_cls: 3.2657, loss: 4.9857, grad_norm: 2.0443 2021-07-19 09:12:57,163 - mmaction - INFO - Epoch [44][1600/1879] lr: 1.607e-01, eta: 1 day, 11:45:54, time: 0.723, data_time: 0.006, memory: 6921, loss_aux: 1.7412, top1_acc: 0.2957, top5_acc: 0.5195, loss_cls: 3.3531, loss: 5.0943, grad_norm: 2.0117 2021-07-19 09:13:09,222 - mmaction - INFO - Epoch [44][1620/1879] lr: 1.607e-01, eta: 1 day, 11:45:37, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7492, top1_acc: 0.2836, top5_acc: 0.5305, loss_cls: 3.3458, loss: 5.0949, grad_norm: 1.9918 2021-07-19 09:13:24,484 - mmaction - INFO - Epoch [44][1640/1879] lr: 1.607e-01, eta: 1 day, 11:45:31, time: 0.797, data_time: 0.053, memory: 6921, loss_aux: 1.7572, top1_acc: 0.2855, top5_acc: 0.5266, loss_cls: 3.3539, loss: 5.1111, grad_norm: 1.9828 2021-07-19 09:13:38,908 - mmaction - INFO - Epoch [44][1660/1879] lr: 1.607e-01, eta: 1 day, 11:45:22, time: 0.720, data_time: 0.004, memory: 6921, loss_aux: 1.7327, top1_acc: 0.2871, top5_acc: 0.5383, loss_cls: 3.2792, loss: 5.0119, grad_norm: 2.0521 2021-07-19 09:13:55,625 - mmaction - INFO - Epoch [44][1680/1879] lr: 1.606e-01, eta: 1 day, 11:45:19, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 1.7049, top1_acc: 0.3023, top5_acc: 0.5504, loss_cls: 3.2227, loss: 4.9276, grad_norm: 2.0614 2021-07-19 09:14:07,405 - mmaction - INFO - Epoch [44][1700/1879] lr: 1.606e-01, eta: 1 day, 11:45:02, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.7421, top1_acc: 0.2902, top5_acc: 0.5398, loss_cls: 3.3139, loss: 5.0559, grad_norm: 2.0239 2021-07-19 09:14:23,338 - mmaction - INFO - Epoch [44][1720/1879] lr: 1.606e-01, eta: 1 day, 11:44:57, time: 0.818, data_time: 0.022, memory: 6921, loss_aux: 1.7641, top1_acc: 0.2941, top5_acc: 0.5285, loss_cls: 3.3547, loss: 5.1188, grad_norm: 1.9837 2021-07-19 09:14:35,466 - mmaction - INFO - Epoch [44][1740/1879] lr: 1.606e-01, eta: 1 day, 11:44:42, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.7229, top1_acc: 0.2922, top5_acc: 0.5410, loss_cls: 3.2890, loss: 5.0119, grad_norm: 2.0012 2021-07-19 09:14:47,849 - mmaction - INFO - Epoch [44][1760/1879] lr: 1.606e-01, eta: 1 day, 11:44:28, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.7309, top1_acc: 0.2871, top5_acc: 0.5383, loss_cls: 3.3227, loss: 5.0536, grad_norm: 2.0787 2021-07-19 09:14:59,578 - mmaction - INFO - Epoch [44][1780/1879] lr: 1.605e-01, eta: 1 day, 11:44:12, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.6996, top1_acc: 0.2938, top5_acc: 0.5379, loss_cls: 3.2614, loss: 4.9610, grad_norm: 2.0431 2021-07-19 09:15:13,397 - mmaction - INFO - Epoch [44][1800/1879] lr: 1.605e-01, eta: 1 day, 11:44:02, time: 0.690, data_time: 0.003, memory: 6921, loss_aux: 1.7493, top1_acc: 0.2934, top5_acc: 0.5387, loss_cls: 3.3537, loss: 5.1029, grad_norm: 2.0476 2021-07-19 09:15:25,971 - mmaction - INFO - Epoch [44][1820/1879] lr: 1.605e-01, eta: 1 day, 11:43:48, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.7220, top1_acc: 0.3109, top5_acc: 0.5449, loss_cls: 3.2594, loss: 4.9815, grad_norm: 2.0326 2021-07-19 09:15:39,797 - mmaction - INFO - Epoch [44][1840/1879] lr: 1.605e-01, eta: 1 day, 11:43:37, time: 0.684, data_time: 0.009, memory: 6921, loss_aux: 1.7729, top1_acc: 0.2715, top5_acc: 0.5215, loss_cls: 3.3666, loss: 5.1395, grad_norm: 2.0196 2021-07-19 09:15:51,196 - mmaction - INFO - Epoch [44][1860/1879] lr: 1.605e-01, eta: 1 day, 11:43:21, time: 0.577, data_time: 0.013, memory: 6921, loss_aux: 1.7508, top1_acc: 0.2930, top5_acc: 0.5238, loss_cls: 3.3331, loss: 5.0840, grad_norm: 2.0222 2021-07-19 09:16:11,078 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-07-19 09:16:33,409 - mmaction - INFO - Epoch [45][20/1879] lr: 1.604e-01, eta: 1 day, 11:42:44, time: 1.011, data_time: 0.350, memory: 6921, loss_aux: 1.7684, top1_acc: 0.2895, top5_acc: 0.5379, loss_cls: 3.3515, loss: 5.1199, grad_norm: 2.0852 2021-07-19 09:16:45,099 - mmaction - INFO - Epoch [45][40/1879] lr: 1.604e-01, eta: 1 day, 11:42:28, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.7522, top1_acc: 0.2926, top5_acc: 0.5332, loss_cls: 3.3209, loss: 5.0730, grad_norm: 2.0179 2021-07-19 09:16:56,103 - mmaction - INFO - Epoch [45][60/1879] lr: 1.604e-01, eta: 1 day, 11:42:10, time: 0.552, data_time: 0.005, memory: 6921, loss_aux: 1.7469, top1_acc: 0.2793, top5_acc: 0.5391, loss_cls: 3.3222, loss: 5.0691, grad_norm: 2.0672 2021-07-19 09:17:08,711 - mmaction - INFO - Epoch [45][80/1879] lr: 1.604e-01, eta: 1 day, 11:41:57, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.7272, top1_acc: 0.2973, top5_acc: 0.5359, loss_cls: 3.2982, loss: 5.0254, grad_norm: 2.1082 2021-07-19 09:17:20,752 - mmaction - INFO - Epoch [45][100/1879] lr: 1.604e-01, eta: 1 day, 11:41:42, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.7455, top1_acc: 0.2805, top5_acc: 0.5191, loss_cls: 3.3396, loss: 5.0851, grad_norm: 2.0056 2021-07-19 09:17:37,234 - mmaction - INFO - Epoch [45][120/1879] lr: 1.604e-01, eta: 1 day, 11:41:37, time: 0.820, data_time: 0.001, memory: 6921, loss_aux: 1.7379, top1_acc: 0.2969, top5_acc: 0.5422, loss_cls: 3.3240, loss: 5.0619, grad_norm: 1.9608 2021-07-19 09:17:48,937 - mmaction - INFO - Epoch [45][140/1879] lr: 1.603e-01, eta: 1 day, 11:41:22, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.7132, top1_acc: 0.2918, top5_acc: 0.5371, loss_cls: 3.2848, loss: 4.9981, grad_norm: 2.0295 2021-07-19 09:18:02,146 - mmaction - INFO - Epoch [45][160/1879] lr: 1.603e-01, eta: 1 day, 11:41:09, time: 0.663, data_time: 0.005, memory: 6921, loss_aux: 1.6875, top1_acc: 0.3004, top5_acc: 0.5621, loss_cls: 3.2108, loss: 4.8983, grad_norm: 2.0173 2021-07-19 09:18:14,514 - mmaction - INFO - Epoch [45][180/1879] lr: 1.603e-01, eta: 1 day, 11:40:55, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.7287, top1_acc: 0.2926, top5_acc: 0.5437, loss_cls: 3.2776, loss: 5.0063, grad_norm: 2.0838 2021-07-19 09:18:27,117 - mmaction - INFO - Epoch [45][200/1879] lr: 1.603e-01, eta: 1 day, 11:40:42, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.7239, top1_acc: 0.2945, top5_acc: 0.5477, loss_cls: 3.2829, loss: 5.0068, grad_norm: 2.0857 2021-07-19 09:18:41,851 - mmaction - INFO - Epoch [45][220/1879] lr: 1.603e-01, eta: 1 day, 11:40:33, time: 0.736, data_time: 0.004, memory: 6921, loss_aux: 1.7129, top1_acc: 0.2996, top5_acc: 0.5410, loss_cls: 3.2667, loss: 4.9795, grad_norm: 2.0536 2021-07-19 09:18:53,816 - mmaction - INFO - Epoch [45][240/1879] lr: 1.602e-01, eta: 1 day, 11:40:18, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.7292, top1_acc: 0.3000, top5_acc: 0.5453, loss_cls: 3.3084, loss: 5.0376, grad_norm: 1.9940 2021-07-19 09:19:06,361 - mmaction - INFO - Epoch [45][260/1879] lr: 1.602e-01, eta: 1 day, 11:40:04, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7262, top1_acc: 0.3012, top5_acc: 0.5563, loss_cls: 3.2738, loss: 5.0000, grad_norm: 2.0312 2021-07-19 09:19:18,395 - mmaction - INFO - Epoch [45][280/1879] lr: 1.602e-01, eta: 1 day, 11:39:49, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.7117, top1_acc: 0.2965, top5_acc: 0.5437, loss_cls: 3.2651, loss: 4.9768, grad_norm: 2.0300 2021-07-19 09:19:31,474 - mmaction - INFO - Epoch [45][300/1879] lr: 1.602e-01, eta: 1 day, 11:39:37, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.7093, top1_acc: 0.2945, top5_acc: 0.5375, loss_cls: 3.2627, loss: 4.9719, grad_norm: 2.0493 2021-07-19 09:19:50,407 - mmaction - INFO - Epoch [45][320/1879] lr: 1.602e-01, eta: 1 day, 11:39:38, time: 0.945, data_time: 0.005, memory: 6921, loss_aux: 1.7337, top1_acc: 0.2715, top5_acc: 0.5352, loss_cls: 3.3295, loss: 5.0633, grad_norm: 2.0298 2021-07-19 09:20:02,080 - mmaction - INFO - Epoch [45][340/1879] lr: 1.602e-01, eta: 1 day, 11:39:22, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.7227, top1_acc: 0.3012, top5_acc: 0.5512, loss_cls: 3.2727, loss: 4.9954, grad_norm: 2.0314 2021-07-19 09:20:15,811 - mmaction - INFO - Epoch [45][360/1879] lr: 1.601e-01, eta: 1 day, 11:39:11, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.7725, top1_acc: 0.2820, top5_acc: 0.5145, loss_cls: 3.3885, loss: 5.1609, grad_norm: 2.0123 2021-07-19 09:20:29,719 - mmaction - INFO - Epoch [45][380/1879] lr: 1.601e-01, eta: 1 day, 11:39:00, time: 0.691, data_time: 0.007, memory: 6921, loss_aux: 1.7426, top1_acc: 0.2977, top5_acc: 0.5129, loss_cls: 3.3553, loss: 5.0980, grad_norm: 2.0458 2021-07-19 09:20:42,206 - mmaction - INFO - Epoch [45][400/1879] lr: 1.601e-01, eta: 1 day, 11:38:47, time: 0.631, data_time: 0.009, memory: 6921, loss_aux: 1.7214, top1_acc: 0.2871, top5_acc: 0.5434, loss_cls: 3.2856, loss: 5.0070, grad_norm: 1.9807 2021-07-19 09:20:55,175 - mmaction - INFO - Epoch [45][420/1879] lr: 1.601e-01, eta: 1 day, 11:38:34, time: 0.648, data_time: 0.002, memory: 6921, loss_aux: 1.7000, top1_acc: 0.3117, top5_acc: 0.5590, loss_cls: 3.1985, loss: 4.8985, grad_norm: 2.0382 2021-07-19 09:21:07,065 - mmaction - INFO - Epoch [45][440/1879] lr: 1.601e-01, eta: 1 day, 11:38:19, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.7215, top1_acc: 0.2895, top5_acc: 0.5477, loss_cls: 3.2724, loss: 4.9939, grad_norm: 2.0884 2021-07-19 09:21:19,140 - mmaction - INFO - Epoch [45][460/1879] lr: 1.601e-01, eta: 1 day, 11:38:04, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.7264, top1_acc: 0.2910, top5_acc: 0.5418, loss_cls: 3.2944, loss: 5.0208, grad_norm: 2.0549 2021-07-19 09:21:30,248 - mmaction - INFO - Epoch [45][480/1879] lr: 1.600e-01, eta: 1 day, 11:37:47, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.7172, top1_acc: 0.2770, top5_acc: 0.5297, loss_cls: 3.3015, loss: 5.0187, grad_norm: 2.0395 2021-07-19 09:21:43,465 - mmaction - INFO - Epoch [45][500/1879] lr: 1.600e-01, eta: 1 day, 11:37:31, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.7315, top1_acc: 0.2730, top5_acc: 0.5258, loss_cls: 3.3432, loss: 5.0747, grad_norm: 2.0650 2021-07-19 09:21:56,559 - mmaction - INFO - Epoch [45][520/1879] lr: 1.600e-01, eta: 1 day, 11:37:22, time: 0.715, data_time: 0.063, memory: 6921, loss_aux: 1.7265, top1_acc: 0.3020, top5_acc: 0.5457, loss_cls: 3.2742, loss: 5.0007, grad_norm: 1.9924 2021-07-19 09:22:09,630 - mmaction - INFO - Epoch [45][540/1879] lr: 1.600e-01, eta: 1 day, 11:37:09, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.7109, top1_acc: 0.3063, top5_acc: 0.5563, loss_cls: 3.2468, loss: 4.9577, grad_norm: 2.0649 2021-07-19 09:22:21,544 - mmaction - INFO - Epoch [45][560/1879] lr: 1.600e-01, eta: 1 day, 11:36:54, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.7442, top1_acc: 0.2836, top5_acc: 0.5363, loss_cls: 3.3348, loss: 5.0790, grad_norm: 2.0371 2021-07-19 09:22:33,014 - mmaction - INFO - Epoch [45][580/1879] lr: 1.599e-01, eta: 1 day, 11:36:37, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.7456, top1_acc: 0.2949, top5_acc: 0.5395, loss_cls: 3.3336, loss: 5.0792, grad_norm: 2.0282 2021-07-19 09:22:45,055 - mmaction - INFO - Epoch [45][600/1879] lr: 1.599e-01, eta: 1 day, 11:36:23, time: 0.607, data_time: 0.008, memory: 6921, loss_aux: 1.7565, top1_acc: 0.2781, top5_acc: 0.5250, loss_cls: 3.3700, loss: 5.1265, grad_norm: 2.0865 2021-07-19 09:22:58,175 - mmaction - INFO - Epoch [45][620/1879] lr: 1.599e-01, eta: 1 day, 11:36:10, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.7242, top1_acc: 0.2941, top5_acc: 0.5473, loss_cls: 3.2617, loss: 4.9859, grad_norm: 2.0822 2021-07-19 09:23:09,820 - mmaction - INFO - Epoch [45][640/1879] lr: 1.599e-01, eta: 1 day, 11:35:54, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.7462, top1_acc: 0.2863, top5_acc: 0.5363, loss_cls: 3.3329, loss: 5.0791, grad_norm: 2.0579 2021-07-19 09:23:21,892 - mmaction - INFO - Epoch [45][660/1879] lr: 1.599e-01, eta: 1 day, 11:35:39, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.7169, top1_acc: 0.2934, top5_acc: 0.5496, loss_cls: 3.2641, loss: 4.9810, grad_norm: 2.0307 2021-07-19 09:23:33,938 - mmaction - INFO - Epoch [45][680/1879] lr: 1.599e-01, eta: 1 day, 11:35:25, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.7071, top1_acc: 0.2961, top5_acc: 0.5484, loss_cls: 3.2493, loss: 4.9564, grad_norm: 2.0721 2021-07-19 09:23:45,819 - mmaction - INFO - Epoch [45][700/1879] lr: 1.598e-01, eta: 1 day, 11:35:09, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.6794, top1_acc: 0.3164, top5_acc: 0.5719, loss_cls: 3.1531, loss: 4.8325, grad_norm: 2.0483 2021-07-19 09:23:58,788 - mmaction - INFO - Epoch [45][720/1879] lr: 1.598e-01, eta: 1 day, 11:34:56, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3039, top5_acc: 0.5500, loss_cls: 3.2107, loss: 4.9071, grad_norm: 2.0865 2021-07-19 09:24:10,886 - mmaction - INFO - Epoch [45][740/1879] lr: 1.598e-01, eta: 1 day, 11:34:42, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.7417, top1_acc: 0.2816, top5_acc: 0.5250, loss_cls: 3.3220, loss: 5.0638, grad_norm: 2.0876 2021-07-19 09:24:24,235 - mmaction - INFO - Epoch [45][760/1879] lr: 1.598e-01, eta: 1 day, 11:34:30, time: 0.665, data_time: 0.001, memory: 6921, loss_aux: 1.7453, top1_acc: 0.3016, top5_acc: 0.5336, loss_cls: 3.3110, loss: 5.0564, grad_norm: 2.0098 2021-07-19 09:24:35,512 - mmaction - INFO - Epoch [45][780/1879] lr: 1.598e-01, eta: 1 day, 11:34:13, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.7078, top1_acc: 0.2879, top5_acc: 0.5344, loss_cls: 3.3023, loss: 5.0101, grad_norm: 2.0467 2021-07-19 09:24:47,268 - mmaction - INFO - Epoch [45][800/1879] lr: 1.597e-01, eta: 1 day, 11:33:57, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.6982, top1_acc: 0.3109, top5_acc: 0.5480, loss_cls: 3.2384, loss: 4.9366, grad_norm: 2.0166 2021-07-19 09:25:02,743 - mmaction - INFO - Epoch [45][820/1879] lr: 1.597e-01, eta: 1 day, 11:33:50, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.6890, top1_acc: 0.2863, top5_acc: 0.5563, loss_cls: 3.2335, loss: 4.9226, grad_norm: 2.0354 2021-07-19 09:25:15,691 - mmaction - INFO - Epoch [45][840/1879] lr: 1.597e-01, eta: 1 day, 11:33:38, time: 0.651, data_time: 0.006, memory: 6921, loss_aux: 1.7260, top1_acc: 0.2980, top5_acc: 0.5309, loss_cls: 3.3078, loss: 5.0338, grad_norm: 2.0074 2021-07-19 09:25:30,141 - mmaction - INFO - Epoch [45][860/1879] lr: 1.597e-01, eta: 1 day, 11:33:28, time: 0.717, data_time: 0.003, memory: 6921, loss_aux: 1.7342, top1_acc: 0.2828, top5_acc: 0.5289, loss_cls: 3.3405, loss: 5.0747, grad_norm: 2.0637 2021-07-19 09:25:41,776 - mmaction - INFO - Epoch [45][880/1879] lr: 1.597e-01, eta: 1 day, 11:33:12, time: 0.585, data_time: 0.007, memory: 6921, loss_aux: 1.7646, top1_acc: 0.2867, top5_acc: 0.5160, loss_cls: 3.3611, loss: 5.1257, grad_norm: 2.0323 2021-07-19 09:25:53,149 - mmaction - INFO - Epoch [45][900/1879] lr: 1.597e-01, eta: 1 day, 11:32:56, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.7112, top1_acc: 0.3066, top5_acc: 0.5422, loss_cls: 3.2480, loss: 4.9593, grad_norm: 2.0196 2021-07-19 09:26:05,041 - mmaction - INFO - Epoch [45][920/1879] lr: 1.596e-01, eta: 1 day, 11:32:41, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.7232, top1_acc: 0.2891, top5_acc: 0.5383, loss_cls: 3.2858, loss: 5.0090, grad_norm: 2.0422 2021-07-19 09:26:17,194 - mmaction - INFO - Epoch [45][940/1879] lr: 1.596e-01, eta: 1 day, 11:32:26, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.6886, top1_acc: 0.2980, top5_acc: 0.5484, loss_cls: 3.2112, loss: 4.8998, grad_norm: 2.0391 2021-07-19 09:26:28,274 - mmaction - INFO - Epoch [45][960/1879] lr: 1.596e-01, eta: 1 day, 11:32:09, time: 0.560, data_time: 0.007, memory: 6921, loss_aux: 1.7442, top1_acc: 0.2906, top5_acc: 0.5437, loss_cls: 3.3300, loss: 5.0741, grad_norm: 2.0359 2021-07-19 09:26:40,512 - mmaction - INFO - Epoch [45][980/1879] lr: 1.596e-01, eta: 1 day, 11:31:54, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.7048, top1_acc: 0.3047, top5_acc: 0.5496, loss_cls: 3.2445, loss: 4.9493, grad_norm: 2.0249 2021-07-19 09:26:52,170 - mmaction - INFO - Epoch [45][1000/1879] lr: 1.596e-01, eta: 1 day, 11:31:38, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7251, top1_acc: 0.3141, top5_acc: 0.5402, loss_cls: 3.2785, loss: 5.0036, grad_norm: 2.0840 2021-07-19 09:27:06,648 - mmaction - INFO - Epoch [45][1020/1879] lr: 1.596e-01, eta: 1 day, 11:31:29, time: 0.722, data_time: 0.001, memory: 6921, loss_aux: 1.7208, top1_acc: 0.2984, top5_acc: 0.5520, loss_cls: 3.2503, loss: 4.9710, grad_norm: 2.0392 2021-07-19 09:27:18,297 - mmaction - INFO - Epoch [45][1040/1879] lr: 1.595e-01, eta: 1 day, 11:31:13, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.7143, top1_acc: 0.2969, top5_acc: 0.5492, loss_cls: 3.2806, loss: 4.9949, grad_norm: 2.0768 2021-07-19 09:27:29,651 - mmaction - INFO - Epoch [45][1060/1879] lr: 1.595e-01, eta: 1 day, 11:30:57, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.7040, top1_acc: 0.2895, top5_acc: 0.5473, loss_cls: 3.2642, loss: 4.9682, grad_norm: 2.1049 2021-07-19 09:27:41,688 - mmaction - INFO - Epoch [45][1080/1879] lr: 1.595e-01, eta: 1 day, 11:30:42, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.7098, top1_acc: 0.2879, top5_acc: 0.5473, loss_cls: 3.2749, loss: 4.9847, grad_norm: 2.0472 2021-07-19 09:27:54,020 - mmaction - INFO - Epoch [45][1100/1879] lr: 1.595e-01, eta: 1 day, 11:30:27, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.7203, top1_acc: 0.3012, top5_acc: 0.5453, loss_cls: 3.2990, loss: 5.0193, grad_norm: 2.0574 2021-07-19 09:28:05,547 - mmaction - INFO - Epoch [45][1120/1879] lr: 1.595e-01, eta: 1 day, 11:30:11, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.6943, top1_acc: 0.2965, top5_acc: 0.5449, loss_cls: 3.2314, loss: 4.9257, grad_norm: 2.0257 2021-07-19 09:28:16,952 - mmaction - INFO - Epoch [45][1140/1879] lr: 1.594e-01, eta: 1 day, 11:29:54, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7139, top1_acc: 0.3027, top5_acc: 0.5621, loss_cls: 3.2571, loss: 4.9710, grad_norm: 2.0804 2021-07-19 09:28:30,206 - mmaction - INFO - Epoch [45][1160/1879] lr: 1.594e-01, eta: 1 day, 11:29:42, time: 0.672, data_time: 0.015, memory: 6921, loss_aux: 1.7223, top1_acc: 0.2980, top5_acc: 0.5324, loss_cls: 3.2787, loss: 5.0010, grad_norm: 2.0392 2021-07-19 09:28:41,387 - mmaction - INFO - Epoch [45][1180/1879] lr: 1.594e-01, eta: 1 day, 11:29:26, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.7464, top1_acc: 0.2766, top5_acc: 0.5281, loss_cls: 3.3646, loss: 5.1111, grad_norm: 2.0551 2021-07-19 09:28:56,769 - mmaction - INFO - Epoch [45][1200/1879] lr: 1.594e-01, eta: 1 day, 11:29:19, time: 0.769, data_time: 0.003, memory: 6921, loss_aux: 1.7073, top1_acc: 0.2895, top5_acc: 0.5477, loss_cls: 3.2678, loss: 4.9751, grad_norm: 2.0778 2021-07-19 09:29:08,137 - mmaction - INFO - Epoch [45][1220/1879] lr: 1.594e-01, eta: 1 day, 11:29:02, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.7377, top1_acc: 0.2809, top5_acc: 0.5266, loss_cls: 3.3417, loss: 5.0795, grad_norm: 2.0537 2021-07-19 09:29:19,601 - mmaction - INFO - Epoch [45][1240/1879] lr: 1.594e-01, eta: 1 day, 11:28:46, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7318, top1_acc: 0.3031, top5_acc: 0.5391, loss_cls: 3.2921, loss: 5.0239, grad_norm: 2.0093 2021-07-19 09:29:31,164 - mmaction - INFO - Epoch [45][1260/1879] lr: 1.593e-01, eta: 1 day, 11:28:30, time: 0.578, data_time: 0.006, memory: 6921, loss_aux: 1.6936, top1_acc: 0.3113, top5_acc: 0.5504, loss_cls: 3.2152, loss: 4.9088, grad_norm: 2.0887 2021-07-19 09:29:44,178 - mmaction - INFO - Epoch [45][1280/1879] lr: 1.593e-01, eta: 1 day, 11:28:17, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.7151, top1_acc: 0.2988, top5_acc: 0.5469, loss_cls: 3.2623, loss: 4.9773, grad_norm: 2.0672 2021-07-19 09:29:58,875 - mmaction - INFO - Epoch [45][1300/1879] lr: 1.593e-01, eta: 1 day, 11:28:08, time: 0.734, data_time: 0.002, memory: 6921, loss_aux: 1.7165, top1_acc: 0.2926, top5_acc: 0.5480, loss_cls: 3.2641, loss: 4.9806, grad_norm: 2.0286 2021-07-19 09:30:10,640 - mmaction - INFO - Epoch [45][1320/1879] lr: 1.593e-01, eta: 1 day, 11:27:53, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.6995, top1_acc: 0.2988, top5_acc: 0.5500, loss_cls: 3.2170, loss: 4.9165, grad_norm: 2.0483 2021-07-19 09:30:26,696 - mmaction - INFO - Epoch [45][1340/1879] lr: 1.593e-01, eta: 1 day, 11:27:47, time: 0.801, data_time: 0.001, memory: 6921, loss_aux: 1.7657, top1_acc: 0.2895, top5_acc: 0.5094, loss_cls: 3.3764, loss: 5.1421, grad_norm: 2.0760 2021-07-19 09:30:45,854 - mmaction - INFO - Epoch [45][1360/1879] lr: 1.592e-01, eta: 1 day, 11:27:49, time: 0.958, data_time: 0.006, memory: 6921, loss_aux: 1.7220, top1_acc: 0.2746, top5_acc: 0.5371, loss_cls: 3.3137, loss: 5.0356, grad_norm: 2.0146 2021-07-19 09:30:58,312 - mmaction - INFO - Epoch [45][1380/1879] lr: 1.592e-01, eta: 1 day, 11:27:35, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.7206, top1_acc: 0.2906, top5_acc: 0.5430, loss_cls: 3.2738, loss: 4.9944, grad_norm: 2.0309 2021-07-19 09:31:11,619 - mmaction - INFO - Epoch [45][1400/1879] lr: 1.592e-01, eta: 1 day, 11:27:23, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.6908, top1_acc: 0.2887, top5_acc: 0.5555, loss_cls: 3.2167, loss: 4.9075, grad_norm: 2.0025 2021-07-19 09:31:24,878 - mmaction - INFO - Epoch [45][1420/1879] lr: 1.592e-01, eta: 1 day, 11:27:11, time: 0.664, data_time: 0.004, memory: 6921, loss_aux: 1.7236, top1_acc: 0.2867, top5_acc: 0.5441, loss_cls: 3.2672, loss: 4.9908, grad_norm: 2.0270 2021-07-19 09:31:37,830 - mmaction - INFO - Epoch [45][1440/1879] lr: 1.592e-01, eta: 1 day, 11:26:58, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.7191, top1_acc: 0.2965, top5_acc: 0.5426, loss_cls: 3.2627, loss: 4.9819, grad_norm: 2.0224 2021-07-19 09:31:49,482 - mmaction - INFO - Epoch [45][1460/1879] lr: 1.592e-01, eta: 1 day, 11:26:42, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.7303, top1_acc: 0.3094, top5_acc: 0.5437, loss_cls: 3.2752, loss: 5.0055, grad_norm: 2.0213 2021-07-19 09:32:00,927 - mmaction - INFO - Epoch [45][1480/1879] lr: 1.591e-01, eta: 1 day, 11:26:26, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.7383, top1_acc: 0.2941, top5_acc: 0.5430, loss_cls: 3.3209, loss: 5.0591, grad_norm: 2.0601 2021-07-19 09:32:18,868 - mmaction - INFO - Epoch [45][1500/1879] lr: 1.591e-01, eta: 1 day, 11:26:25, time: 0.891, data_time: 0.002, memory: 6921, loss_aux: 1.6714, top1_acc: 0.3137, top5_acc: 0.5629, loss_cls: 3.1712, loss: 4.8427, grad_norm: 2.0741 2021-07-19 09:32:34,114 - mmaction - INFO - Epoch [45][1520/1879] lr: 1.591e-01, eta: 1 day, 11:26:17, time: 0.765, data_time: 0.013, memory: 6921, loss_aux: 1.7047, top1_acc: 0.2945, top5_acc: 0.5273, loss_cls: 3.2711, loss: 4.9758, grad_norm: 2.0659 2021-07-19 09:32:46,322 - mmaction - INFO - Epoch [45][1540/1879] lr: 1.591e-01, eta: 1 day, 11:26:03, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.7503, top1_acc: 0.2883, top5_acc: 0.5238, loss_cls: 3.3653, loss: 5.1156, grad_norm: 2.0170 2021-07-19 09:33:02,977 - mmaction - INFO - Epoch [45][1560/1879] lr: 1.591e-01, eta: 1 day, 11:25:59, time: 0.831, data_time: 0.003, memory: 6921, loss_aux: 1.7666, top1_acc: 0.2914, top5_acc: 0.5312, loss_cls: 3.3462, loss: 5.1128, grad_norm: 1.9902 2021-07-19 09:33:14,670 - mmaction - INFO - Epoch [45][1580/1879] lr: 1.590e-01, eta: 1 day, 11:25:43, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.7289, top1_acc: 0.2965, top5_acc: 0.5488, loss_cls: 3.2770, loss: 5.0059, grad_norm: 2.0013 2021-07-19 09:33:29,218 - mmaction - INFO - Epoch [45][1600/1879] lr: 1.590e-01, eta: 1 day, 11:25:34, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.7380, top1_acc: 0.2883, top5_acc: 0.5391, loss_cls: 3.2925, loss: 5.0305, grad_norm: 2.0440 2021-07-19 09:33:44,832 - mmaction - INFO - Epoch [45][1620/1879] lr: 1.590e-01, eta: 1 day, 11:25:27, time: 0.777, data_time: 0.002, memory: 6921, loss_aux: 1.7616, top1_acc: 0.2676, top5_acc: 0.5109, loss_cls: 3.4102, loss: 5.1718, grad_norm: 2.0367 2021-07-19 09:33:59,096 - mmaction - INFO - Epoch [45][1640/1879] lr: 1.590e-01, eta: 1 day, 11:25:17, time: 0.711, data_time: 0.005, memory: 6921, loss_aux: 1.7075, top1_acc: 0.3043, top5_acc: 0.5430, loss_cls: 3.2650, loss: 4.9725, grad_norm: 1.9886 2021-07-19 09:34:11,698 - mmaction - INFO - Epoch [45][1660/1879] lr: 1.590e-01, eta: 1 day, 11:25:04, time: 0.635, data_time: 0.008, memory: 6921, loss_aux: 1.7377, top1_acc: 0.2801, top5_acc: 0.5371, loss_cls: 3.3255, loss: 5.0633, grad_norm: 2.0640 2021-07-19 09:34:23,036 - mmaction - INFO - Epoch [45][1680/1879] lr: 1.590e-01, eta: 1 day, 11:24:47, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.6972, top1_acc: 0.2953, top5_acc: 0.5516, loss_cls: 3.2393, loss: 4.9365, grad_norm: 1.9864 2021-07-19 09:34:34,580 - mmaction - INFO - Epoch [45][1700/1879] lr: 1.589e-01, eta: 1 day, 11:24:31, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.7191, top1_acc: 0.2887, top5_acc: 0.5352, loss_cls: 3.2878, loss: 5.0069, grad_norm: 2.0342 2021-07-19 09:34:46,170 - mmaction - INFO - Epoch [45][1720/1879] lr: 1.589e-01, eta: 1 day, 11:24:15, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.7696, top1_acc: 0.2836, top5_acc: 0.5172, loss_cls: 3.3886, loss: 5.1582, grad_norm: 2.0509 2021-07-19 09:34:57,451 - mmaction - INFO - Epoch [45][1740/1879] lr: 1.589e-01, eta: 1 day, 11:23:59, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.7131, top1_acc: 0.2988, top5_acc: 0.5473, loss_cls: 3.2654, loss: 4.9785, grad_norm: 2.0303 2021-07-19 09:35:08,523 - mmaction - INFO - Epoch [45][1760/1879] lr: 1.589e-01, eta: 1 day, 11:23:41, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.7362, top1_acc: 0.2914, top5_acc: 0.5391, loss_cls: 3.3267, loss: 5.0629, grad_norm: 2.0137 2021-07-19 09:35:21,870 - mmaction - INFO - Epoch [45][1780/1879] lr: 1.589e-01, eta: 1 day, 11:23:30, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.7353, top1_acc: 0.2922, top5_acc: 0.5293, loss_cls: 3.3319, loss: 5.0672, grad_norm: 2.0519 2021-07-19 09:35:33,267 - mmaction - INFO - Epoch [45][1800/1879] lr: 1.589e-01, eta: 1 day, 11:23:13, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.7198, top1_acc: 0.2938, top5_acc: 0.5414, loss_cls: 3.2799, loss: 4.9997, grad_norm: 2.0528 2021-07-19 09:35:44,853 - mmaction - INFO - Epoch [45][1820/1879] lr: 1.588e-01, eta: 1 day, 11:22:57, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7201, top1_acc: 0.2973, top5_acc: 0.5355, loss_cls: 3.2899, loss: 5.0100, grad_norm: 2.0499 2021-07-19 09:35:57,075 - mmaction - INFO - Epoch [45][1840/1879] lr: 1.588e-01, eta: 1 day, 11:22:43, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.7400, top1_acc: 0.2969, top5_acc: 0.5297, loss_cls: 3.3209, loss: 5.0609, grad_norm: 2.0634 2021-07-19 09:36:08,752 - mmaction - INFO - Epoch [45][1860/1879] lr: 1.588e-01, eta: 1 day, 11:22:27, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2758, top5_acc: 0.5285, loss_cls: 3.3391, loss: 5.0784, grad_norm: 2.0220 2021-07-19 09:36:19,361 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-07-19 09:36:41,506 - mmaction - INFO - Epoch [46][20/1879] lr: 1.588e-01, eta: 1 day, 11:21:47, time: 0.946, data_time: 0.280, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3137, top5_acc: 0.5629, loss_cls: 3.1605, loss: 4.8325, grad_norm: 2.0089 2021-07-19 09:36:52,705 - mmaction - INFO - Epoch [46][40/1879] lr: 1.587e-01, eta: 1 day, 11:21:30, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.7356, top1_acc: 0.2898, top5_acc: 0.5320, loss_cls: 3.2950, loss: 5.0306, grad_norm: 2.0273 2021-07-19 09:37:12,057 - mmaction - INFO - Epoch [46][60/1879] lr: 1.587e-01, eta: 1 day, 11:21:32, time: 0.965, data_time: 0.002, memory: 6921, loss_aux: 1.6852, top1_acc: 0.3078, top5_acc: 0.5500, loss_cls: 3.1996, loss: 4.8848, grad_norm: 2.0775 2021-07-19 09:37:24,956 - mmaction - INFO - Epoch [46][80/1879] lr: 1.587e-01, eta: 1 day, 11:21:19, time: 0.648, data_time: 0.006, memory: 6921, loss_aux: 1.7358, top1_acc: 0.2863, top5_acc: 0.5363, loss_cls: 3.3215, loss: 5.0574, grad_norm: 2.0583 2021-07-19 09:37:37,160 - mmaction - INFO - Epoch [46][100/1879] lr: 1.587e-01, eta: 1 day, 11:21:05, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.7100, top1_acc: 0.2875, top5_acc: 0.5441, loss_cls: 3.2894, loss: 4.9994, grad_norm: 1.9909 2021-07-19 09:37:48,364 - mmaction - INFO - Epoch [46][120/1879] lr: 1.587e-01, eta: 1 day, 11:20:48, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.7339, top1_acc: 0.2859, top5_acc: 0.5340, loss_cls: 3.3108, loss: 5.0448, grad_norm: 2.0223 2021-07-19 09:37:59,796 - mmaction - INFO - Epoch [46][140/1879] lr: 1.587e-01, eta: 1 day, 11:20:32, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.7273, top1_acc: 0.2965, top5_acc: 0.5551, loss_cls: 3.2616, loss: 4.9890, grad_norm: 2.0337 2021-07-19 09:38:11,438 - mmaction - INFO - Epoch [46][160/1879] lr: 1.586e-01, eta: 1 day, 11:20:16, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.7070, top1_acc: 0.3168, top5_acc: 0.5496, loss_cls: 3.2363, loss: 4.9433, grad_norm: 2.1021 2021-07-19 09:38:24,498 - mmaction - INFO - Epoch [46][180/1879] lr: 1.586e-01, eta: 1 day, 11:20:03, time: 0.654, data_time: 0.005, memory: 6921, loss_aux: 1.7102, top1_acc: 0.3004, top5_acc: 0.5527, loss_cls: 3.2447, loss: 4.9549, grad_norm: 2.0290 2021-07-19 09:38:36,911 - mmaction - INFO - Epoch [46][200/1879] lr: 1.586e-01, eta: 1 day, 11:19:49, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 1.7219, top1_acc: 0.3004, top5_acc: 0.5500, loss_cls: 3.2555, loss: 4.9774, grad_norm: 2.0439 2021-07-19 09:38:48,390 - mmaction - INFO - Epoch [46][220/1879] lr: 1.586e-01, eta: 1 day, 11:19:33, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6892, top1_acc: 0.2992, top5_acc: 0.5555, loss_cls: 3.2356, loss: 4.9249, grad_norm: 2.0935 2021-07-19 09:38:59,497 - mmaction - INFO - Epoch [46][240/1879] lr: 1.586e-01, eta: 1 day, 11:19:16, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.7526, top1_acc: 0.2801, top5_acc: 0.5230, loss_cls: 3.3262, loss: 5.0787, grad_norm: 2.0931 2021-07-19 09:39:12,140 - mmaction - INFO - Epoch [46][260/1879] lr: 1.585e-01, eta: 1 day, 11:19:02, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.7087, top1_acc: 0.2832, top5_acc: 0.5348, loss_cls: 3.2845, loss: 4.9932, grad_norm: 2.0449 2021-07-19 09:39:24,931 - mmaction - INFO - Epoch [46][280/1879] lr: 1.585e-01, eta: 1 day, 11:18:49, time: 0.641, data_time: 0.004, memory: 6921, loss_aux: 1.7370, top1_acc: 0.2973, top5_acc: 0.5359, loss_cls: 3.2921, loss: 5.0290, grad_norm: 2.0876 2021-07-19 09:39:36,029 - mmaction - INFO - Epoch [46][300/1879] lr: 1.585e-01, eta: 1 day, 11:18:32, time: 0.555, data_time: 0.005, memory: 6921, loss_aux: 1.7372, top1_acc: 0.3031, top5_acc: 0.5336, loss_cls: 3.3072, loss: 5.0444, grad_norm: 2.0237 2021-07-19 09:39:47,705 - mmaction - INFO - Epoch [46][320/1879] lr: 1.585e-01, eta: 1 day, 11:18:16, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7083, top1_acc: 0.2988, top5_acc: 0.5523, loss_cls: 3.2292, loss: 4.9374, grad_norm: 2.0260 2021-07-19 09:39:59,287 - mmaction - INFO - Epoch [46][340/1879] lr: 1.585e-01, eta: 1 day, 11:18:00, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6762, top1_acc: 0.3020, top5_acc: 0.5719, loss_cls: 3.1767, loss: 4.8529, grad_norm: 2.0655 2021-07-19 09:40:10,856 - mmaction - INFO - Epoch [46][360/1879] lr: 1.585e-01, eta: 1 day, 11:17:44, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.7204, top1_acc: 0.3031, top5_acc: 0.5359, loss_cls: 3.2989, loss: 5.0193, grad_norm: 2.0629 2021-07-19 09:40:24,360 - mmaction - INFO - Epoch [46][380/1879] lr: 1.584e-01, eta: 1 day, 11:17:33, time: 0.674, data_time: 0.002, memory: 6921, loss_aux: 1.7184, top1_acc: 0.2977, top5_acc: 0.5379, loss_cls: 3.2493, loss: 4.9676, grad_norm: 2.0553 2021-07-19 09:40:36,291 - mmaction - INFO - Epoch [46][400/1879] lr: 1.584e-01, eta: 1 day, 11:17:18, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.7350, top1_acc: 0.3031, top5_acc: 0.5461, loss_cls: 3.2991, loss: 5.0341, grad_norm: 2.1274 2021-07-19 09:40:48,004 - mmaction - INFO - Epoch [46][420/1879] lr: 1.584e-01, eta: 1 day, 11:17:02, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.6837, top1_acc: 0.3156, top5_acc: 0.5609, loss_cls: 3.2020, loss: 4.8857, grad_norm: 2.0730 2021-07-19 09:40:59,922 - mmaction - INFO - Epoch [46][440/1879] lr: 1.584e-01, eta: 1 day, 11:16:47, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.7375, top1_acc: 0.2980, top5_acc: 0.5391, loss_cls: 3.3094, loss: 5.0470, grad_norm: 2.0953 2021-07-19 09:41:12,119 - mmaction - INFO - Epoch [46][460/1879] lr: 1.584e-01, eta: 1 day, 11:16:30, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.7658, top1_acc: 0.2875, top5_acc: 0.5215, loss_cls: 3.3665, loss: 5.1323, grad_norm: 2.0523 2021-07-19 09:41:29,110 - mmaction - INFO - Epoch [46][480/1879] lr: 1.583e-01, eta: 1 day, 11:16:29, time: 0.891, data_time: 0.046, memory: 6921, loss_aux: 1.7226, top1_acc: 0.2957, top5_acc: 0.5492, loss_cls: 3.2732, loss: 4.9957, grad_norm: 2.0445 2021-07-19 09:41:42,691 - mmaction - INFO - Epoch [46][500/1879] lr: 1.583e-01, eta: 1 day, 11:16:17, time: 0.681, data_time: 0.005, memory: 6921, loss_aux: 1.7223, top1_acc: 0.2949, top5_acc: 0.5488, loss_cls: 3.2492, loss: 4.9715, grad_norm: 2.0449 2021-07-19 09:41:57,726 - mmaction - INFO - Epoch [46][520/1879] lr: 1.583e-01, eta: 1 day, 11:16:09, time: 0.733, data_time: 0.003, memory: 6921, loss_aux: 1.7048, top1_acc: 0.2988, top5_acc: 0.5500, loss_cls: 3.2229, loss: 4.9277, grad_norm: 2.0477 2021-07-19 09:42:09,301 - mmaction - INFO - Epoch [46][540/1879] lr: 1.583e-01, eta: 1 day, 11:15:53, time: 0.597, data_time: 0.022, memory: 6921, loss_aux: 1.7166, top1_acc: 0.2992, top5_acc: 0.5414, loss_cls: 3.3265, loss: 5.0431, grad_norm: 2.0689 2021-07-19 09:42:21,475 - mmaction - INFO - Epoch [46][560/1879] lr: 1.583e-01, eta: 1 day, 11:15:39, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.7469, top1_acc: 0.2992, top5_acc: 0.5473, loss_cls: 3.3032, loss: 5.0501, grad_norm: 2.0648 2021-07-19 09:42:32,616 - mmaction - INFO - Epoch [46][580/1879] lr: 1.583e-01, eta: 1 day, 11:15:22, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.7143, top1_acc: 0.2855, top5_acc: 0.5320, loss_cls: 3.3091, loss: 5.0234, grad_norm: 2.0495 2021-07-19 09:42:43,578 - mmaction - INFO - Epoch [46][600/1879] lr: 1.582e-01, eta: 1 day, 11:15:04, time: 0.547, data_time: 0.002, memory: 6921, loss_aux: 1.6903, top1_acc: 0.3172, top5_acc: 0.5652, loss_cls: 3.1796, loss: 4.8699, grad_norm: 2.0494 2021-07-19 09:42:54,663 - mmaction - INFO - Epoch [46][620/1879] lr: 1.582e-01, eta: 1 day, 11:14:47, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.7531, top1_acc: 0.2895, top5_acc: 0.5270, loss_cls: 3.3442, loss: 5.0973, grad_norm: 2.0651 2021-07-19 09:43:06,875 - mmaction - INFO - Epoch [46][640/1879] lr: 1.582e-01, eta: 1 day, 11:14:33, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.7066, top1_acc: 0.3027, top5_acc: 0.5441, loss_cls: 3.2665, loss: 4.9731, grad_norm: 2.0460 2021-07-19 09:43:18,280 - mmaction - INFO - Epoch [46][660/1879] lr: 1.582e-01, eta: 1 day, 11:14:17, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.7268, top1_acc: 0.2906, top5_acc: 0.5387, loss_cls: 3.2980, loss: 5.0247, grad_norm: 2.0661 2021-07-19 09:43:30,352 - mmaction - INFO - Epoch [46][680/1879] lr: 1.582e-01, eta: 1 day, 11:14:02, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.6919, top1_acc: 0.3004, top5_acc: 0.5504, loss_cls: 3.2403, loss: 4.9322, grad_norm: 2.0546 2021-07-19 09:43:43,481 - mmaction - INFO - Epoch [46][700/1879] lr: 1.581e-01, eta: 1 day, 11:13:49, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.7126, top1_acc: 0.3016, top5_acc: 0.5426, loss_cls: 3.2845, loss: 4.9972, grad_norm: 2.0474 2021-07-19 09:44:00,096 - mmaction - INFO - Epoch [46][720/1879] lr: 1.581e-01, eta: 1 day, 11:13:45, time: 0.832, data_time: 0.005, memory: 6921, loss_aux: 1.7283, top1_acc: 0.2902, top5_acc: 0.5277, loss_cls: 3.3185, loss: 5.0467, grad_norm: 2.0365 2021-07-19 09:44:11,623 - mmaction - INFO - Epoch [46][740/1879] lr: 1.581e-01, eta: 1 day, 11:13:29, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.6847, top1_acc: 0.3145, top5_acc: 0.5691, loss_cls: 3.1776, loss: 4.8623, grad_norm: 2.0500 2021-07-19 09:44:23,159 - mmaction - INFO - Epoch [46][760/1879] lr: 1.581e-01, eta: 1 day, 11:13:13, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2902, top5_acc: 0.5457, loss_cls: 3.3159, loss: 5.0553, grad_norm: 2.0930 2021-07-19 09:44:41,087 - mmaction - INFO - Epoch [46][780/1879] lr: 1.581e-01, eta: 1 day, 11:13:11, time: 0.886, data_time: 0.004, memory: 6921, loss_aux: 1.7201, top1_acc: 0.2805, top5_acc: 0.5465, loss_cls: 3.2737, loss: 4.9938, grad_norm: 2.0597 2021-07-19 09:44:52,189 - mmaction - INFO - Epoch [46][800/1879] lr: 1.581e-01, eta: 1 day, 11:12:54, time: 0.559, data_time: 0.013, memory: 6921, loss_aux: 1.7080, top1_acc: 0.2953, top5_acc: 0.5461, loss_cls: 3.2324, loss: 4.9404, grad_norm: 2.0309 2021-07-19 09:45:03,279 - mmaction - INFO - Epoch [46][820/1879] lr: 1.580e-01, eta: 1 day, 11:12:37, time: 0.561, data_time: 0.011, memory: 6921, loss_aux: 1.7282, top1_acc: 0.3070, top5_acc: 0.5367, loss_cls: 3.2905, loss: 5.0187, grad_norm: 2.0505 2021-07-19 09:45:15,643 - mmaction - INFO - Epoch [46][840/1879] lr: 1.580e-01, eta: 1 day, 11:12:23, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.6764, top1_acc: 0.3125, top5_acc: 0.5543, loss_cls: 3.1740, loss: 4.8504, grad_norm: 1.9829 2021-07-19 09:45:28,209 - mmaction - INFO - Epoch [46][860/1879] lr: 1.580e-01, eta: 1 day, 11:12:10, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.6824, top1_acc: 0.3184, top5_acc: 0.5563, loss_cls: 3.1936, loss: 4.8760, grad_norm: 2.0613 2021-07-19 09:45:39,582 - mmaction - INFO - Epoch [46][880/1879] lr: 1.580e-01, eta: 1 day, 11:11:53, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7216, top1_acc: 0.2949, top5_acc: 0.5375, loss_cls: 3.3033, loss: 5.0248, grad_norm: 2.0827 2021-07-19 09:45:51,230 - mmaction - INFO - Epoch [46][900/1879] lr: 1.580e-01, eta: 1 day, 11:11:37, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.7148, top1_acc: 0.2887, top5_acc: 0.5340, loss_cls: 3.2902, loss: 5.0050, grad_norm: 2.0734 2021-07-19 09:46:02,222 - mmaction - INFO - Epoch [46][920/1879] lr: 1.579e-01, eta: 1 day, 11:11:20, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.7277, top1_acc: 0.2930, top5_acc: 0.5496, loss_cls: 3.2559, loss: 4.9837, grad_norm: 2.0562 2021-07-19 09:46:14,256 - mmaction - INFO - Epoch [46][940/1879] lr: 1.579e-01, eta: 1 day, 11:11:05, time: 0.600, data_time: 0.001, memory: 6921, loss_aux: 1.7347, top1_acc: 0.2828, top5_acc: 0.5422, loss_cls: 3.3340, loss: 5.0687, grad_norm: 2.0216 2021-07-19 09:46:25,785 - mmaction - INFO - Epoch [46][960/1879] lr: 1.579e-01, eta: 1 day, 11:10:49, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.7390, top1_acc: 0.2848, top5_acc: 0.5277, loss_cls: 3.3267, loss: 5.0657, grad_norm: 2.0455 2021-07-19 09:46:36,959 - mmaction - INFO - Epoch [46][980/1879] lr: 1.579e-01, eta: 1 day, 11:10:32, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 1.7088, top1_acc: 0.2848, top5_acc: 0.5430, loss_cls: 3.2927, loss: 5.0015, grad_norm: 2.0827 2021-07-19 09:46:48,335 - mmaction - INFO - Epoch [46][1000/1879] lr: 1.579e-01, eta: 1 day, 11:10:16, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.7374, top1_acc: 0.2797, top5_acc: 0.5309, loss_cls: 3.2951, loss: 5.0325, grad_norm: 2.0777 2021-07-19 09:47:02,579 - mmaction - INFO - Epoch [46][1020/1879] lr: 1.579e-01, eta: 1 day, 11:10:06, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.6960, top1_acc: 0.2926, top5_acc: 0.5426, loss_cls: 3.2561, loss: 4.9522, grad_norm: 2.0097 2021-07-19 09:47:14,868 - mmaction - INFO - Epoch [46][1040/1879] lr: 1.578e-01, eta: 1 day, 11:09:52, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 1.7220, top1_acc: 0.2973, top5_acc: 0.5477, loss_cls: 3.2650, loss: 4.9870, grad_norm: 2.0713 2021-07-19 09:47:28,388 - mmaction - INFO - Epoch [46][1060/1879] lr: 1.578e-01, eta: 1 day, 11:09:40, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.7457, top1_acc: 0.2953, top5_acc: 0.5273, loss_cls: 3.3139, loss: 5.0595, grad_norm: 2.0616 2021-07-19 09:47:39,752 - mmaction - INFO - Epoch [46][1080/1879] lr: 1.578e-01, eta: 1 day, 11:09:24, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.6799, top1_acc: 0.3129, top5_acc: 0.5469, loss_cls: 3.1851, loss: 4.8650, grad_norm: 2.0350 2021-07-19 09:47:52,745 - mmaction - INFO - Epoch [46][1100/1879] lr: 1.578e-01, eta: 1 day, 11:09:11, time: 0.650, data_time: 0.012, memory: 6921, loss_aux: 1.6952, top1_acc: 0.3203, top5_acc: 0.5609, loss_cls: 3.2208, loss: 4.9160, grad_norm: 2.0365 2021-07-19 09:48:05,317 - mmaction - INFO - Epoch [46][1120/1879] lr: 1.578e-01, eta: 1 day, 11:08:57, time: 0.628, data_time: 0.005, memory: 6921, loss_aux: 1.7343, top1_acc: 0.2898, top5_acc: 0.5453, loss_cls: 3.2982, loss: 5.0324, grad_norm: 2.0437 2021-07-19 09:48:16,826 - mmaction - INFO - Epoch [46][1140/1879] lr: 1.577e-01, eta: 1 day, 11:08:41, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.7353, top1_acc: 0.2895, top5_acc: 0.5320, loss_cls: 3.3154, loss: 5.0507, grad_norm: 2.0759 2021-07-19 09:48:29,104 - mmaction - INFO - Epoch [46][1160/1879] lr: 1.577e-01, eta: 1 day, 11:08:27, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.7373, top1_acc: 0.2855, top5_acc: 0.5340, loss_cls: 3.3492, loss: 5.0865, grad_norm: 2.0745 2021-07-19 09:48:40,298 - mmaction - INFO - Epoch [46][1180/1879] lr: 1.577e-01, eta: 1 day, 11:08:10, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7336, top1_acc: 0.2902, top5_acc: 0.5383, loss_cls: 3.3087, loss: 5.0422, grad_norm: 2.0331 2021-07-19 09:48:53,215 - mmaction - INFO - Epoch [46][1200/1879] lr: 1.577e-01, eta: 1 day, 11:07:57, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 1.7147, top1_acc: 0.3063, top5_acc: 0.5523, loss_cls: 3.2776, loss: 4.9923, grad_norm: 2.0371 2021-07-19 09:49:04,568 - mmaction - INFO - Epoch [46][1220/1879] lr: 1.577e-01, eta: 1 day, 11:07:41, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7501, top1_acc: 0.2762, top5_acc: 0.5258, loss_cls: 3.3631, loss: 5.1131, grad_norm: 2.0450 2021-07-19 09:49:16,024 - mmaction - INFO - Epoch [46][1240/1879] lr: 1.577e-01, eta: 1 day, 11:07:25, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.7330, top1_acc: 0.2961, top5_acc: 0.5414, loss_cls: 3.2947, loss: 5.0277, grad_norm: 2.0486 2021-07-19 09:49:29,444 - mmaction - INFO - Epoch [46][1260/1879] lr: 1.576e-01, eta: 1 day, 11:07:13, time: 0.678, data_time: 0.009, memory: 6921, loss_aux: 1.7025, top1_acc: 0.3047, top5_acc: 0.5566, loss_cls: 3.2127, loss: 4.9152, grad_norm: 2.0882 2021-07-19 09:49:41,594 - mmaction - INFO - Epoch [46][1280/1879] lr: 1.576e-01, eta: 1 day, 11:06:58, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.7409, top1_acc: 0.2895, top5_acc: 0.5449, loss_cls: 3.3017, loss: 5.0426, grad_norm: 2.0554 2021-07-19 09:49:52,784 - mmaction - INFO - Epoch [46][1300/1879] lr: 1.576e-01, eta: 1 day, 11:06:42, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7633, top1_acc: 0.2754, top5_acc: 0.5156, loss_cls: 3.3571, loss: 5.1204, grad_norm: 2.0702 2021-07-19 09:50:03,886 - mmaction - INFO - Epoch [46][1320/1879] lr: 1.576e-01, eta: 1 day, 11:06:25, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.7278, top1_acc: 0.2949, top5_acc: 0.5520, loss_cls: 3.2840, loss: 5.0118, grad_norm: 2.0633 2021-07-19 09:50:15,362 - mmaction - INFO - Epoch [46][1340/1879] lr: 1.576e-01, eta: 1 day, 11:06:09, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.7051, top1_acc: 0.2930, top5_acc: 0.5461, loss_cls: 3.2553, loss: 4.9603, grad_norm: 2.0465 2021-07-19 09:50:26,497 - mmaction - INFO - Epoch [46][1360/1879] lr: 1.575e-01, eta: 1 day, 11:05:52, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7224, top1_acc: 0.2953, top5_acc: 0.5457, loss_cls: 3.2568, loss: 4.9792, grad_norm: 2.0802 2021-07-19 09:50:38,219 - mmaction - INFO - Epoch [46][1380/1879] lr: 1.575e-01, eta: 1 day, 11:05:36, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7488, top1_acc: 0.3023, top5_acc: 0.5328, loss_cls: 3.3480, loss: 5.0969, grad_norm: 2.0518 2021-07-19 09:50:49,600 - mmaction - INFO - Epoch [46][1400/1879] lr: 1.575e-01, eta: 1 day, 11:05:20, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.7286, top1_acc: 0.2984, top5_acc: 0.5387, loss_cls: 3.2896, loss: 5.0182, grad_norm: 2.0714 2021-07-19 09:51:02,675 - mmaction - INFO - Epoch [46][1420/1879] lr: 1.575e-01, eta: 1 day, 11:05:07, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.7262, top1_acc: 0.2980, top5_acc: 0.5359, loss_cls: 3.3129, loss: 5.0390, grad_norm: 2.1217 2021-07-19 09:51:14,087 - mmaction - INFO - Epoch [46][1440/1879] lr: 1.575e-01, eta: 1 day, 11:04:51, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.7332, top1_acc: 0.2926, top5_acc: 0.5410, loss_cls: 3.2819, loss: 5.0151, grad_norm: 2.0308 2021-07-19 09:51:25,368 - mmaction - INFO - Epoch [46][1460/1879] lr: 1.575e-01, eta: 1 day, 11:04:34, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7379, top1_acc: 0.2832, top5_acc: 0.5352, loss_cls: 3.3133, loss: 5.0511, grad_norm: 2.0163 2021-07-19 09:51:36,866 - mmaction - INFO - Epoch [46][1480/1879] lr: 1.574e-01, eta: 1 day, 11:04:18, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6972, top1_acc: 0.3004, top5_acc: 0.5395, loss_cls: 3.2566, loss: 4.9538, grad_norm: 2.0340 2021-07-19 09:51:48,479 - mmaction - INFO - Epoch [46][1500/1879] lr: 1.574e-01, eta: 1 day, 11:04:02, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.7092, top1_acc: 0.2969, top5_acc: 0.5441, loss_cls: 3.2737, loss: 4.9830, grad_norm: 2.0438 2021-07-19 09:52:01,298 - mmaction - INFO - Epoch [46][1520/1879] lr: 1.574e-01, eta: 1 day, 11:03:49, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.6907, top1_acc: 0.3020, top5_acc: 0.5457, loss_cls: 3.2608, loss: 4.9515, grad_norm: 2.0503 2021-07-19 09:52:12,489 - mmaction - INFO - Epoch [46][1540/1879] lr: 1.574e-01, eta: 1 day, 11:03:33, time: 0.563, data_time: 0.006, memory: 6921, loss_aux: 1.7403, top1_acc: 0.2984, top5_acc: 0.5430, loss_cls: 3.3252, loss: 5.0656, grad_norm: 2.0507 2021-07-19 09:52:24,226 - mmaction - INFO - Epoch [46][1560/1879] lr: 1.574e-01, eta: 1 day, 11:03:17, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7109, top1_acc: 0.3043, top5_acc: 0.5527, loss_cls: 3.2399, loss: 4.9508, grad_norm: 2.0565 2021-07-19 09:52:35,814 - mmaction - INFO - Epoch [46][1580/1879] lr: 1.573e-01, eta: 1 day, 11:03:01, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7244, top1_acc: 0.2941, top5_acc: 0.5379, loss_cls: 3.2979, loss: 5.0223, grad_norm: 2.0437 2021-07-19 09:52:47,265 - mmaction - INFO - Epoch [46][1600/1879] lr: 1.573e-01, eta: 1 day, 11:02:45, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.7092, top1_acc: 0.2992, top5_acc: 0.5523, loss_cls: 3.2669, loss: 4.9760, grad_norm: 2.0434 2021-07-19 09:53:00,175 - mmaction - INFO - Epoch [46][1620/1879] lr: 1.573e-01, eta: 1 day, 11:02:32, time: 0.650, data_time: 0.008, memory: 6921, loss_aux: 1.7268, top1_acc: 0.2906, top5_acc: 0.5316, loss_cls: 3.2766, loss: 5.0034, grad_norm: 2.0317 2021-07-19 09:53:11,289 - mmaction - INFO - Epoch [46][1640/1879] lr: 1.573e-01, eta: 1 day, 11:02:15, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.7110, top1_acc: 0.3008, top5_acc: 0.5426, loss_cls: 3.2570, loss: 4.9680, grad_norm: 2.0655 2021-07-19 09:53:22,561 - mmaction - INFO - Epoch [46][1660/1879] lr: 1.573e-01, eta: 1 day, 11:01:59, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7366, top1_acc: 0.2973, top5_acc: 0.5270, loss_cls: 3.3008, loss: 5.0374, grad_norm: 2.0698 2021-07-19 09:53:34,085 - mmaction - INFO - Epoch [46][1680/1879] lr: 1.573e-01, eta: 1 day, 11:01:43, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.7051, top1_acc: 0.3012, top5_acc: 0.5434, loss_cls: 3.2729, loss: 4.9780, grad_norm: 2.0475 2021-07-19 09:53:46,313 - mmaction - INFO - Epoch [46][1700/1879] lr: 1.572e-01, eta: 1 day, 11:01:28, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.7162, top1_acc: 0.3051, top5_acc: 0.5480, loss_cls: 3.2675, loss: 4.9837, grad_norm: 2.0234 2021-07-19 09:53:58,846 - mmaction - INFO - Epoch [46][1720/1879] lr: 1.572e-01, eta: 1 day, 11:01:14, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.7415, top1_acc: 0.2922, top5_acc: 0.5410, loss_cls: 3.2898, loss: 5.0313, grad_norm: 2.0846 2021-07-19 09:54:17,107 - mmaction - INFO - Epoch [46][1740/1879] lr: 1.572e-01, eta: 1 day, 11:01:14, time: 0.918, data_time: 0.008, memory: 6921, loss_aux: 1.7199, top1_acc: 0.2941, top5_acc: 0.5414, loss_cls: 3.2714, loss: 4.9913, grad_norm: 2.0404 2021-07-19 09:54:31,123 - mmaction - INFO - Epoch [46][1760/1879] lr: 1.572e-01, eta: 1 day, 11:01:03, time: 0.700, data_time: 0.004, memory: 6921, loss_aux: 1.7153, top1_acc: 0.2879, top5_acc: 0.5523, loss_cls: 3.2564, loss: 4.9718, grad_norm: 2.0847 2021-07-19 09:54:42,391 - mmaction - INFO - Epoch [46][1780/1879] lr: 1.572e-01, eta: 1 day, 11:00:47, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.7148, top1_acc: 0.3000, top5_acc: 0.5473, loss_cls: 3.2580, loss: 4.9728, grad_norm: 2.0462 2021-07-19 09:54:58,248 - mmaction - INFO - Epoch [46][1800/1879] lr: 1.571e-01, eta: 1 day, 11:00:41, time: 0.792, data_time: 0.004, memory: 6921, loss_aux: 1.7245, top1_acc: 0.2895, top5_acc: 0.5348, loss_cls: 3.2792, loss: 5.0036, grad_norm: 2.0840 2021-07-19 09:55:10,997 - mmaction - INFO - Epoch [46][1820/1879] lr: 1.571e-01, eta: 1 day, 11:00:28, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 1.6808, top1_acc: 0.3059, top5_acc: 0.5578, loss_cls: 3.2138, loss: 4.8947, grad_norm: 2.0899 2021-07-19 09:55:25,818 - mmaction - INFO - Epoch [46][1840/1879] lr: 1.571e-01, eta: 1 day, 11:00:19, time: 0.740, data_time: 0.003, memory: 6921, loss_aux: 1.7294, top1_acc: 0.3012, top5_acc: 0.5492, loss_cls: 3.2840, loss: 5.0134, grad_norm: 2.0065 2021-07-19 09:55:36,979 - mmaction - INFO - Epoch [46][1860/1879] lr: 1.571e-01, eta: 1 day, 11:00:02, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7170, top1_acc: 0.2953, top5_acc: 0.5465, loss_cls: 3.2857, loss: 5.0028, grad_norm: 2.0745 2021-07-19 09:55:53,165 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-07-19 09:56:14,474 - mmaction - INFO - Epoch [47][20/1879] lr: 1.571e-01, eta: 1 day, 10:59:23, time: 0.955, data_time: 0.338, memory: 6921, loss_aux: 1.6873, top1_acc: 0.2988, top5_acc: 0.5590, loss_cls: 3.1940, loss: 4.8813, grad_norm: 2.0218 2021-07-19 09:56:25,622 - mmaction - INFO - Epoch [47][40/1879] lr: 1.570e-01, eta: 1 day, 10:59:07, time: 0.558, data_time: 0.006, memory: 6921, loss_aux: 1.6908, top1_acc: 0.2984, top5_acc: 0.5625, loss_cls: 3.2129, loss: 4.9037, grad_norm: 2.0300 2021-07-19 09:56:38,369 - mmaction - INFO - Epoch [47][60/1879] lr: 1.570e-01, eta: 1 day, 10:58:53, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.7466, top1_acc: 0.2910, top5_acc: 0.5363, loss_cls: 3.3275, loss: 5.0741, grad_norm: 2.1184 2021-07-19 09:56:49,970 - mmaction - INFO - Epoch [47][80/1879] lr: 1.570e-01, eta: 1 day, 10:58:38, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.7016, top1_acc: 0.2977, top5_acc: 0.5473, loss_cls: 3.2557, loss: 4.9573, grad_norm: 2.0406 2021-07-19 09:57:01,445 - mmaction - INFO - Epoch [47][100/1879] lr: 1.570e-01, eta: 1 day, 10:58:21, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6942, top1_acc: 0.3156, top5_acc: 0.5559, loss_cls: 3.2021, loss: 4.8963, grad_norm: 2.0479 2021-07-19 09:57:12,651 - mmaction - INFO - Epoch [47][120/1879] lr: 1.570e-01, eta: 1 day, 10:58:05, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.7073, top1_acc: 0.3102, top5_acc: 0.5426, loss_cls: 3.2485, loss: 4.9558, grad_norm: 2.0698 2021-07-19 09:57:24,213 - mmaction - INFO - Epoch [47][140/1879] lr: 1.569e-01, eta: 1 day, 10:57:49, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.7427, top1_acc: 0.2828, top5_acc: 0.5293, loss_cls: 3.3448, loss: 5.0875, grad_norm: 2.0689 2021-07-19 09:57:36,503 - mmaction - INFO - Epoch [47][160/1879] lr: 1.569e-01, eta: 1 day, 10:57:35, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.7496, top1_acc: 0.2953, top5_acc: 0.5375, loss_cls: 3.3268, loss: 5.0764, grad_norm: 2.0130 2021-07-19 09:57:50,023 - mmaction - INFO - Epoch [47][180/1879] lr: 1.569e-01, eta: 1 day, 10:57:23, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 1.7327, top1_acc: 0.2887, top5_acc: 0.5398, loss_cls: 3.3014, loss: 5.0340, grad_norm: 2.0628 2021-07-19 09:58:01,105 - mmaction - INFO - Epoch [47][200/1879] lr: 1.569e-01, eta: 1 day, 10:57:06, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.7238, top1_acc: 0.3035, top5_acc: 0.5504, loss_cls: 3.3104, loss: 5.0342, grad_norm: 2.0325 2021-07-19 09:58:16,425 - mmaction - INFO - Epoch [47][220/1879] lr: 1.569e-01, eta: 1 day, 10:56:59, time: 0.767, data_time: 0.003, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2750, top5_acc: 0.5301, loss_cls: 3.3364, loss: 5.0838, grad_norm: 2.0548 2021-07-19 09:58:27,584 - mmaction - INFO - Epoch [47][240/1879] lr: 1.569e-01, eta: 1 day, 10:56:42, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.6765, top1_acc: 0.3059, top5_acc: 0.5613, loss_cls: 3.1861, loss: 4.8626, grad_norm: 2.0311 2021-07-19 09:58:41,509 - mmaction - INFO - Epoch [47][260/1879] lr: 1.568e-01, eta: 1 day, 10:56:31, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.7282, top1_acc: 0.2961, top5_acc: 0.5328, loss_cls: 3.3075, loss: 5.0357, grad_norm: 2.0770 2021-07-19 09:58:52,758 - mmaction - INFO - Epoch [47][280/1879] lr: 1.568e-01, eta: 1 day, 10:56:15, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.7098, top1_acc: 0.3047, top5_acc: 0.5508, loss_cls: 3.2588, loss: 4.9686, grad_norm: 2.0886 2021-07-19 09:59:05,651 - mmaction - INFO - Epoch [47][300/1879] lr: 1.568e-01, eta: 1 day, 10:56:02, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.7276, top1_acc: 0.2902, top5_acc: 0.5383, loss_cls: 3.3228, loss: 5.0504, grad_norm: 2.0442 2021-07-19 09:59:17,618 - mmaction - INFO - Epoch [47][320/1879] lr: 1.568e-01, eta: 1 day, 10:55:47, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.7138, top1_acc: 0.3055, top5_acc: 0.5473, loss_cls: 3.2399, loss: 4.9538, grad_norm: 2.0927 2021-07-19 09:59:31,184 - mmaction - INFO - Epoch [47][340/1879] lr: 1.568e-01, eta: 1 day, 10:55:36, time: 0.679, data_time: 0.005, memory: 6921, loss_aux: 1.7014, top1_acc: 0.3063, top5_acc: 0.5527, loss_cls: 3.2607, loss: 4.9620, grad_norm: 2.0342 2021-07-19 09:59:42,466 - mmaction - INFO - Epoch [47][360/1879] lr: 1.567e-01, eta: 1 day, 10:55:19, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6834, top1_acc: 0.3004, top5_acc: 0.5563, loss_cls: 3.1967, loss: 4.8802, grad_norm: 2.0195 2021-07-19 09:59:54,340 - mmaction - INFO - Epoch [47][380/1879] lr: 1.567e-01, eta: 1 day, 10:55:04, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.7143, top1_acc: 0.2973, top5_acc: 0.5480, loss_cls: 3.2928, loss: 5.0071, grad_norm: 2.0530 2021-07-19 10:00:13,182 - mmaction - INFO - Epoch [47][400/1879] lr: 1.567e-01, eta: 1 day, 10:55:04, time: 0.936, data_time: 0.003, memory: 6921, loss_aux: 1.7001, top1_acc: 0.3137, top5_acc: 0.5609, loss_cls: 3.1749, loss: 4.8750, grad_norm: 2.0933 2021-07-19 10:00:24,728 - mmaction - INFO - Epoch [47][420/1879] lr: 1.567e-01, eta: 1 day, 10:54:48, time: 0.584, data_time: 0.016, memory: 6921, loss_aux: 1.7125, top1_acc: 0.3027, top5_acc: 0.5594, loss_cls: 3.2477, loss: 4.9603, grad_norm: 2.0883 2021-07-19 10:00:36,649 - mmaction - INFO - Epoch [47][440/1879] lr: 1.567e-01, eta: 1 day, 10:54:33, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.7261, top1_acc: 0.2812, top5_acc: 0.5332, loss_cls: 3.3034, loss: 5.0295, grad_norm: 2.0858 2021-07-19 10:00:48,896 - mmaction - INFO - Epoch [47][460/1879] lr: 1.567e-01, eta: 1 day, 10:54:19, time: 0.614, data_time: 0.009, memory: 6921, loss_aux: 1.6649, top1_acc: 0.3211, top5_acc: 0.5734, loss_cls: 3.1872, loss: 4.8520, grad_norm: 2.0569 2021-07-19 10:01:03,259 - mmaction - INFO - Epoch [47][480/1879] lr: 1.566e-01, eta: 1 day, 10:54:09, time: 0.717, data_time: 0.004, memory: 6921, loss_aux: 1.6993, top1_acc: 0.2930, top5_acc: 0.5457, loss_cls: 3.2363, loss: 4.9356, grad_norm: 2.0375 2021-07-19 10:01:14,712 - mmaction - INFO - Epoch [47][500/1879] lr: 1.566e-01, eta: 1 day, 10:53:53, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.7296, top1_acc: 0.2844, top5_acc: 0.5437, loss_cls: 3.2855, loss: 5.0151, grad_norm: 2.0772 2021-07-19 10:01:27,852 - mmaction - INFO - Epoch [47][520/1879] lr: 1.566e-01, eta: 1 day, 10:53:41, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.7724, top1_acc: 0.2875, top5_acc: 0.5266, loss_cls: 3.3323, loss: 5.1047, grad_norm: 2.0706 2021-07-19 10:01:38,929 - mmaction - INFO - Epoch [47][540/1879] lr: 1.566e-01, eta: 1 day, 10:53:24, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.7224, top1_acc: 0.3133, top5_acc: 0.5531, loss_cls: 3.2661, loss: 4.9885, grad_norm: 2.0631 2021-07-19 10:01:50,758 - mmaction - INFO - Epoch [47][560/1879] lr: 1.566e-01, eta: 1 day, 10:53:09, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.7435, top1_acc: 0.2816, top5_acc: 0.5406, loss_cls: 3.3263, loss: 5.0698, grad_norm: 2.0559 2021-07-19 10:02:02,511 - mmaction - INFO - Epoch [47][580/1879] lr: 1.565e-01, eta: 1 day, 10:52:53, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.7119, top1_acc: 0.3031, top5_acc: 0.5570, loss_cls: 3.2545, loss: 4.9664, grad_norm: 2.0854 2021-07-19 10:02:15,345 - mmaction - INFO - Epoch [47][600/1879] lr: 1.565e-01, eta: 1 day, 10:52:40, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.6870, top1_acc: 0.2953, top5_acc: 0.5652, loss_cls: 3.1824, loss: 4.8694, grad_norm: 2.0840 2021-07-19 10:02:27,657 - mmaction - INFO - Epoch [47][620/1879] lr: 1.565e-01, eta: 1 day, 10:52:26, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.7341, top1_acc: 0.2926, top5_acc: 0.5379, loss_cls: 3.2926, loss: 5.0267, grad_norm: 2.0947 2021-07-19 10:02:41,539 - mmaction - INFO - Epoch [47][640/1879] lr: 1.565e-01, eta: 1 day, 10:52:15, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.7099, top1_acc: 0.2871, top5_acc: 0.5547, loss_cls: 3.2639, loss: 4.9738, grad_norm: 2.0767 2021-07-19 10:02:53,559 - mmaction - INFO - Epoch [47][660/1879] lr: 1.565e-01, eta: 1 day, 10:52:01, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.6466, top1_acc: 0.3082, top5_acc: 0.5676, loss_cls: 3.1367, loss: 4.7833, grad_norm: 2.0757 2021-07-19 10:03:05,258 - mmaction - INFO - Epoch [47][680/1879] lr: 1.564e-01, eta: 1 day, 10:51:45, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 1.7147, top1_acc: 0.2918, top5_acc: 0.5305, loss_cls: 3.2722, loss: 4.9869, grad_norm: 2.0677 2021-07-19 10:03:18,159 - mmaction - INFO - Epoch [47][700/1879] lr: 1.564e-01, eta: 1 day, 10:51:32, time: 0.643, data_time: 0.006, memory: 6921, loss_aux: 1.7160, top1_acc: 0.3035, top5_acc: 0.5531, loss_cls: 3.2561, loss: 4.9721, grad_norm: 2.0764 2021-07-19 10:03:30,717 - mmaction - INFO - Epoch [47][720/1879] lr: 1.564e-01, eta: 1 day, 10:51:19, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.7299, top1_acc: 0.3035, top5_acc: 0.5387, loss_cls: 3.2965, loss: 5.0264, grad_norm: 2.0583 2021-07-19 10:03:43,203 - mmaction - INFO - Epoch [47][740/1879] lr: 1.564e-01, eta: 1 day, 10:51:05, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.7279, top1_acc: 0.2957, top5_acc: 0.5344, loss_cls: 3.3073, loss: 5.0352, grad_norm: 2.0791 2021-07-19 10:03:54,699 - mmaction - INFO - Epoch [47][760/1879] lr: 1.564e-01, eta: 1 day, 10:50:49, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2906, top5_acc: 0.5391, loss_cls: 3.3394, loss: 5.0727, grad_norm: 2.0506 2021-07-19 10:04:10,276 - mmaction - INFO - Epoch [47][780/1879] lr: 1.564e-01, eta: 1 day, 10:50:42, time: 0.778, data_time: 0.003, memory: 6921, loss_aux: 1.6972, top1_acc: 0.3047, top5_acc: 0.5508, loss_cls: 3.2520, loss: 4.9492, grad_norm: 2.0455 2021-07-19 10:04:22,196 - mmaction - INFO - Epoch [47][800/1879] lr: 1.563e-01, eta: 1 day, 10:50:27, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.6890, top1_acc: 0.3117, top5_acc: 0.5535, loss_cls: 3.2207, loss: 4.9097, grad_norm: 2.0741 2021-07-19 10:04:34,486 - mmaction - INFO - Epoch [47][820/1879] lr: 1.563e-01, eta: 1 day, 10:50:13, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.7226, top1_acc: 0.3004, top5_acc: 0.5379, loss_cls: 3.2875, loss: 5.0101, grad_norm: 2.0741 2021-07-19 10:04:45,867 - mmaction - INFO - Epoch [47][840/1879] lr: 1.563e-01, eta: 1 day, 10:49:56, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.7392, top1_acc: 0.2996, top5_acc: 0.5410, loss_cls: 3.3046, loss: 5.0439, grad_norm: 2.0333 2021-07-19 10:04:58,921 - mmaction - INFO - Epoch [47][860/1879] lr: 1.563e-01, eta: 1 day, 10:49:44, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 1.7289, top1_acc: 0.2961, top5_acc: 0.5469, loss_cls: 3.2787, loss: 5.0076, grad_norm: 2.0440 2021-07-19 10:05:12,325 - mmaction - INFO - Epoch [47][880/1879] lr: 1.563e-01, eta: 1 day, 10:49:31, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.6928, top1_acc: 0.2949, top5_acc: 0.5473, loss_cls: 3.2740, loss: 4.9668, grad_norm: 2.0669 2021-07-19 10:05:29,600 - mmaction - INFO - Epoch [47][900/1879] lr: 1.562e-01, eta: 1 day, 10:49:28, time: 0.887, data_time: 0.041, memory: 6921, loss_aux: 1.7229, top1_acc: 0.3020, top5_acc: 0.5375, loss_cls: 3.2867, loss: 5.0096, grad_norm: 2.0597 2021-07-19 10:05:41,134 - mmaction - INFO - Epoch [47][920/1879] lr: 1.562e-01, eta: 1 day, 10:49:13, time: 0.589, data_time: 0.014, memory: 6921, loss_aux: 1.7272, top1_acc: 0.2926, top5_acc: 0.5336, loss_cls: 3.3044, loss: 5.0316, grad_norm: 2.0535 2021-07-19 10:05:52,861 - mmaction - INFO - Epoch [47][940/1879] lr: 1.562e-01, eta: 1 day, 10:48:58, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7184, top1_acc: 0.2898, top5_acc: 0.5465, loss_cls: 3.2767, loss: 4.9951, grad_norm: 2.0108 2021-07-19 10:06:06,859 - mmaction - INFO - Epoch [47][960/1879] lr: 1.562e-01, eta: 1 day, 10:48:47, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.7252, top1_acc: 0.2930, top5_acc: 0.5273, loss_cls: 3.2887, loss: 5.0139, grad_norm: 2.0833 2021-07-19 10:06:18,611 - mmaction - INFO - Epoch [47][980/1879] lr: 1.562e-01, eta: 1 day, 10:48:32, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7235, top1_acc: 0.2922, top5_acc: 0.5430, loss_cls: 3.2919, loss: 5.0154, grad_norm: 2.0437 2021-07-19 10:06:30,222 - mmaction - INFO - Epoch [47][1000/1879] lr: 1.562e-01, eta: 1 day, 10:48:16, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.7610, top1_acc: 0.2648, top5_acc: 0.5195, loss_cls: 3.3577, loss: 5.1187, grad_norm: 2.0817 2021-07-19 10:06:41,635 - mmaction - INFO - Epoch [47][1020/1879] lr: 1.561e-01, eta: 1 day, 10:48:00, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.7508, top1_acc: 0.2855, top5_acc: 0.5289, loss_cls: 3.3406, loss: 5.0914, grad_norm: 2.0742 2021-07-19 10:06:55,330 - mmaction - INFO - Epoch [47][1040/1879] lr: 1.561e-01, eta: 1 day, 10:47:49, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.7231, top1_acc: 0.2883, top5_acc: 0.5391, loss_cls: 3.2881, loss: 5.0112, grad_norm: 2.0044 2021-07-19 10:07:07,388 - mmaction - INFO - Epoch [47][1060/1879] lr: 1.561e-01, eta: 1 day, 10:47:34, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6960, top1_acc: 0.3105, top5_acc: 0.5547, loss_cls: 3.2008, loss: 4.8968, grad_norm: 2.0328 2021-07-19 10:07:19,176 - mmaction - INFO - Epoch [47][1080/1879] lr: 1.561e-01, eta: 1 day, 10:47:19, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.7098, top1_acc: 0.3020, top5_acc: 0.5500, loss_cls: 3.2419, loss: 4.9518, grad_norm: 2.0483 2021-07-19 10:07:31,383 - mmaction - INFO - Epoch [47][1100/1879] lr: 1.561e-01, eta: 1 day, 10:47:04, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.6953, top1_acc: 0.3023, top5_acc: 0.5504, loss_cls: 3.2316, loss: 4.9268, grad_norm: 2.1059 2021-07-19 10:07:42,873 - mmaction - INFO - Epoch [47][1120/1879] lr: 1.560e-01, eta: 1 day, 10:46:48, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7442, top1_acc: 0.2887, top5_acc: 0.5227, loss_cls: 3.3229, loss: 5.0671, grad_norm: 2.0961 2021-07-19 10:07:55,941 - mmaction - INFO - Epoch [47][1140/1879] lr: 1.560e-01, eta: 1 day, 10:46:36, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.7000, top1_acc: 0.3070, top5_acc: 0.5523, loss_cls: 3.2330, loss: 4.9329, grad_norm: 2.0619 2021-07-19 10:08:10,609 - mmaction - INFO - Epoch [47][1160/1879] lr: 1.560e-01, eta: 1 day, 10:46:27, time: 0.731, data_time: 0.005, memory: 6921, loss_aux: 1.6955, top1_acc: 0.3004, top5_acc: 0.5535, loss_cls: 3.2106, loss: 4.9061, grad_norm: 2.0573 2021-07-19 10:08:22,839 - mmaction - INFO - Epoch [47][1180/1879] lr: 1.560e-01, eta: 1 day, 10:46:12, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.7347, top1_acc: 0.2926, top5_acc: 0.5379, loss_cls: 3.2980, loss: 5.0328, grad_norm: 2.1176 2021-07-19 10:08:34,163 - mmaction - INFO - Epoch [47][1200/1879] lr: 1.560e-01, eta: 1 day, 10:45:56, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.7124, top1_acc: 0.2953, top5_acc: 0.5508, loss_cls: 3.2535, loss: 4.9659, grad_norm: 2.0615 2021-07-19 10:08:45,791 - mmaction - INFO - Epoch [47][1220/1879] lr: 1.560e-01, eta: 1 day, 10:45:40, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.7331, top1_acc: 0.2891, top5_acc: 0.5281, loss_cls: 3.3449, loss: 5.0780, grad_norm: 2.0181 2021-07-19 10:08:58,235 - mmaction - INFO - Epoch [47][1240/1879] lr: 1.559e-01, eta: 1 day, 10:45:27, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.7153, top1_acc: 0.2949, top5_acc: 0.5469, loss_cls: 3.2612, loss: 4.9765, grad_norm: 1.9903 2021-07-19 10:09:10,098 - mmaction - INFO - Epoch [47][1260/1879] lr: 1.559e-01, eta: 1 day, 10:45:11, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6722, top1_acc: 0.3051, top5_acc: 0.5531, loss_cls: 3.1868, loss: 4.8590, grad_norm: 2.0460 2021-07-19 10:09:24,456 - mmaction - INFO - Epoch [47][1280/1879] lr: 1.559e-01, eta: 1 day, 10:45:02, time: 0.718, data_time: 0.054, memory: 6921, loss_aux: 1.7474, top1_acc: 0.2746, top5_acc: 0.5160, loss_cls: 3.3704, loss: 5.1178, grad_norm: 2.0499 2021-07-19 10:09:37,641 - mmaction - INFO - Epoch [47][1300/1879] lr: 1.559e-01, eta: 1 day, 10:44:49, time: 0.656, data_time: 0.009, memory: 6921, loss_aux: 1.7272, top1_acc: 0.2863, top5_acc: 0.5281, loss_cls: 3.3129, loss: 5.0401, grad_norm: 2.0651 2021-07-19 10:09:49,930 - mmaction - INFO - Epoch [47][1320/1879] lr: 1.559e-01, eta: 1 day, 10:44:35, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 1.7193, top1_acc: 0.2895, top5_acc: 0.5508, loss_cls: 3.2449, loss: 4.9641, grad_norm: 2.0741 2021-07-19 10:10:03,486 - mmaction - INFO - Epoch [47][1340/1879] lr: 1.558e-01, eta: 1 day, 10:44:24, time: 0.678, data_time: 0.004, memory: 6921, loss_aux: 1.7483, top1_acc: 0.2812, top5_acc: 0.5383, loss_cls: 3.3224, loss: 5.0707, grad_norm: 2.0910 2021-07-19 10:10:15,139 - mmaction - INFO - Epoch [47][1360/1879] lr: 1.558e-01, eta: 1 day, 10:44:08, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.6980, top1_acc: 0.3070, top5_acc: 0.5543, loss_cls: 3.2247, loss: 4.9227, grad_norm: 2.0941 2021-07-19 10:10:32,076 - mmaction - INFO - Epoch [47][1380/1879] lr: 1.558e-01, eta: 1 day, 10:44:04, time: 0.846, data_time: 0.002, memory: 6921, loss_aux: 1.6927, top1_acc: 0.2969, top5_acc: 0.5523, loss_cls: 3.2412, loss: 4.9340, grad_norm: 2.0511 2021-07-19 10:10:43,272 - mmaction - INFO - Epoch [47][1400/1879] lr: 1.558e-01, eta: 1 day, 10:43:48, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.7291, top1_acc: 0.2992, top5_acc: 0.5469, loss_cls: 3.2682, loss: 4.9974, grad_norm: 2.0641 2021-07-19 10:10:56,428 - mmaction - INFO - Epoch [47][1420/1879] lr: 1.558e-01, eta: 1 day, 10:43:35, time: 0.647, data_time: 0.010, memory: 6921, loss_aux: 1.7261, top1_acc: 0.2980, top5_acc: 0.5418, loss_cls: 3.2907, loss: 5.0168, grad_norm: 2.0850 2021-07-19 10:11:08,341 - mmaction - INFO - Epoch [47][1440/1879] lr: 1.557e-01, eta: 1 day, 10:43:20, time: 0.607, data_time: 0.014, memory: 6921, loss_aux: 1.7108, top1_acc: 0.2910, top5_acc: 0.5383, loss_cls: 3.2852, loss: 4.9960, grad_norm: 2.0782 2021-07-19 10:11:22,152 - mmaction - INFO - Epoch [47][1460/1879] lr: 1.557e-01, eta: 1 day, 10:43:10, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.7367, top1_acc: 0.2852, top5_acc: 0.5336, loss_cls: 3.2947, loss: 5.0315, grad_norm: 2.0644 2021-07-19 10:11:34,301 - mmaction - INFO - Epoch [47][1480/1879] lr: 1.557e-01, eta: 1 day, 10:42:55, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.7022, top1_acc: 0.2918, top5_acc: 0.5395, loss_cls: 3.2633, loss: 4.9655, grad_norm: 2.0104 2021-07-19 10:11:46,809 - mmaction - INFO - Epoch [47][1500/1879] lr: 1.557e-01, eta: 1 day, 10:42:41, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.7402, top1_acc: 0.3039, top5_acc: 0.5379, loss_cls: 3.2948, loss: 5.0351, grad_norm: 2.0467 2021-07-19 10:11:57,945 - mmaction - INFO - Epoch [47][1520/1879] lr: 1.557e-01, eta: 1 day, 10:42:25, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.7182, top1_acc: 0.2977, top5_acc: 0.5484, loss_cls: 3.2762, loss: 4.9944, grad_norm: 2.0926 2021-07-19 10:12:11,108 - mmaction - INFO - Epoch [47][1540/1879] lr: 1.557e-01, eta: 1 day, 10:42:12, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.6872, top1_acc: 0.3066, top5_acc: 0.5555, loss_cls: 3.2009, loss: 4.8881, grad_norm: 2.0747 2021-07-19 10:12:23,041 - mmaction - INFO - Epoch [47][1560/1879] lr: 1.556e-01, eta: 1 day, 10:41:57, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.7295, top1_acc: 0.2945, top5_acc: 0.5437, loss_cls: 3.3072, loss: 5.0367, grad_norm: 2.1148 2021-07-19 10:12:34,286 - mmaction - INFO - Epoch [47][1580/1879] lr: 1.556e-01, eta: 1 day, 10:41:41, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.6816, top1_acc: 0.3004, top5_acc: 0.5531, loss_cls: 3.2036, loss: 4.8852, grad_norm: 2.0420 2021-07-19 10:12:45,947 - mmaction - INFO - Epoch [47][1600/1879] lr: 1.556e-01, eta: 1 day, 10:41:25, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.7335, top1_acc: 0.2840, top5_acc: 0.5293, loss_cls: 3.3534, loss: 5.0870, grad_norm: 2.0729 2021-07-19 10:12:57,087 - mmaction - INFO - Epoch [47][1620/1879] lr: 1.556e-01, eta: 1 day, 10:41:08, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.7145, top1_acc: 0.2773, top5_acc: 0.5301, loss_cls: 3.2996, loss: 5.0141, grad_norm: 2.0830 2021-07-19 10:13:08,861 - mmaction - INFO - Epoch [47][1640/1879] lr: 1.556e-01, eta: 1 day, 10:40:53, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.7771, top1_acc: 0.2785, top5_acc: 0.5180, loss_cls: 3.4045, loss: 5.1817, grad_norm: 2.0549 2021-07-19 10:13:24,630 - mmaction - INFO - Epoch [47][1660/1879] lr: 1.555e-01, eta: 1 day, 10:40:46, time: 0.786, data_time: 0.004, memory: 6921, loss_aux: 1.7267, top1_acc: 0.3000, top5_acc: 0.5531, loss_cls: 3.2555, loss: 4.9822, grad_norm: 2.1073 2021-07-19 10:13:37,014 - mmaction - INFO - Epoch [47][1680/1879] lr: 1.555e-01, eta: 1 day, 10:40:33, time: 0.622, data_time: 0.008, memory: 6921, loss_aux: 1.7404, top1_acc: 0.2934, top5_acc: 0.5344, loss_cls: 3.3213, loss: 5.0618, grad_norm: 2.0408 2021-07-19 10:13:50,092 - mmaction - INFO - Epoch [47][1700/1879] lr: 1.555e-01, eta: 1 day, 10:40:20, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.7119, top1_acc: 0.2957, top5_acc: 0.5430, loss_cls: 3.2525, loss: 4.9645, grad_norm: 2.0379 2021-07-19 10:14:03,573 - mmaction - INFO - Epoch [47][1720/1879] lr: 1.555e-01, eta: 1 day, 10:40:08, time: 0.673, data_time: 0.006, memory: 6921, loss_aux: 1.6733, top1_acc: 0.3141, top5_acc: 0.5441, loss_cls: 3.1890, loss: 4.8623, grad_norm: 2.0288 2021-07-19 10:14:17,168 - mmaction - INFO - Epoch [47][1740/1879] lr: 1.555e-01, eta: 1 day, 10:39:57, time: 0.681, data_time: 0.010, memory: 6921, loss_aux: 1.7359, top1_acc: 0.2922, top5_acc: 0.5398, loss_cls: 3.3086, loss: 5.0445, grad_norm: 2.1142 2021-07-19 10:14:28,283 - mmaction - INFO - Epoch [47][1760/1879] lr: 1.555e-01, eta: 1 day, 10:39:40, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.7145, top1_acc: 0.2961, top5_acc: 0.5422, loss_cls: 3.2674, loss: 4.9819, grad_norm: 2.0643 2021-07-19 10:14:39,726 - mmaction - INFO - Epoch [47][1780/1879] lr: 1.554e-01, eta: 1 day, 10:39:24, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6957, top1_acc: 0.3016, top5_acc: 0.5621, loss_cls: 3.2167, loss: 4.9124, grad_norm: 2.0536 2021-07-19 10:14:51,166 - mmaction - INFO - Epoch [47][1800/1879] lr: 1.554e-01, eta: 1 day, 10:39:08, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6767, top1_acc: 0.3176, top5_acc: 0.5551, loss_cls: 3.2267, loss: 4.9034, grad_norm: 2.0828 2021-07-19 10:15:02,785 - mmaction - INFO - Epoch [47][1820/1879] lr: 1.554e-01, eta: 1 day, 10:38:53, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.6937, top1_acc: 0.3117, top5_acc: 0.5500, loss_cls: 3.2304, loss: 4.9241, grad_norm: 2.0828 2021-07-19 10:15:14,931 - mmaction - INFO - Epoch [47][1840/1879] lr: 1.554e-01, eta: 1 day, 10:38:38, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.6712, top1_acc: 0.3078, top5_acc: 0.5738, loss_cls: 3.1588, loss: 4.8299, grad_norm: 2.0422 2021-07-19 10:15:26,970 - mmaction - INFO - Epoch [47][1860/1879] lr: 1.554e-01, eta: 1 day, 10:38:23, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.7218, top1_acc: 0.2934, top5_acc: 0.5437, loss_cls: 3.3089, loss: 5.0307, grad_norm: 2.0814 2021-07-19 10:15:37,397 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-07-19 10:16:10,112 - mmaction - INFO - Epoch [48][20/1879] lr: 1.553e-01, eta: 1 day, 10:37:57, time: 1.221, data_time: 0.181, memory: 6921, loss_aux: 1.7179, top1_acc: 0.2922, top5_acc: 0.5437, loss_cls: 3.2767, loss: 4.9946, grad_norm: 2.0748 2021-07-19 10:16:22,126 - mmaction - INFO - Epoch [48][40/1879] lr: 1.553e-01, eta: 1 day, 10:37:42, time: 0.607, data_time: 0.016, memory: 6921, loss_aux: 1.6877, top1_acc: 0.2973, top5_acc: 0.5637, loss_cls: 3.2287, loss: 4.9164, grad_norm: 2.0660 2021-07-19 10:16:34,246 - mmaction - INFO - Epoch [48][60/1879] lr: 1.553e-01, eta: 1 day, 10:37:28, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.7109, top1_acc: 0.3090, top5_acc: 0.5488, loss_cls: 3.2267, loss: 4.9376, grad_norm: 2.0708 2021-07-19 10:16:46,036 - mmaction - INFO - Epoch [48][80/1879] lr: 1.553e-01, eta: 1 day, 10:37:12, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7148, top1_acc: 0.3012, top5_acc: 0.5469, loss_cls: 3.2346, loss: 4.9495, grad_norm: 2.0191 2021-07-19 10:16:57,830 - mmaction - INFO - Epoch [48][100/1879] lr: 1.552e-01, eta: 1 day, 10:36:57, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.7040, top1_acc: 0.3043, top5_acc: 0.5523, loss_cls: 3.2209, loss: 4.9249, grad_norm: 2.1117 2021-07-19 10:17:09,737 - mmaction - INFO - Epoch [48][120/1879] lr: 1.552e-01, eta: 1 day, 10:36:42, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.6613, top1_acc: 0.3223, top5_acc: 0.5684, loss_cls: 3.1495, loss: 4.8108, grad_norm: 2.0728 2021-07-19 10:17:27,753 - mmaction - INFO - Epoch [48][140/1879] lr: 1.552e-01, eta: 1 day, 10:36:40, time: 0.900, data_time: 0.007, memory: 6921, loss_aux: 1.7230, top1_acc: 0.2941, top5_acc: 0.5527, loss_cls: 3.2396, loss: 4.9626, grad_norm: 2.0764 2021-07-19 10:17:43,490 - mmaction - INFO - Epoch [48][160/1879] lr: 1.552e-01, eta: 1 day, 10:36:34, time: 0.785, data_time: 0.005, memory: 6921, loss_aux: 1.7144, top1_acc: 0.2949, top5_acc: 0.5535, loss_cls: 3.2532, loss: 4.9675, grad_norm: 2.0744 2021-07-19 10:18:01,081 - mmaction - INFO - Epoch [48][180/1879] lr: 1.552e-01, eta: 1 day, 10:36:31, time: 0.880, data_time: 0.006, memory: 6921, loss_aux: 1.6551, top1_acc: 0.3094, top5_acc: 0.5582, loss_cls: 3.1661, loss: 4.8212, grad_norm: 2.1066 2021-07-19 10:18:13,363 - mmaction - INFO - Epoch [48][200/1879] lr: 1.552e-01, eta: 1 day, 10:36:17, time: 0.614, data_time: 0.008, memory: 6921, loss_aux: 1.7024, top1_acc: 0.3039, top5_acc: 0.5531, loss_cls: 3.2242, loss: 4.9266, grad_norm: 2.0745 2021-07-19 10:18:25,209 - mmaction - INFO - Epoch [48][220/1879] lr: 1.551e-01, eta: 1 day, 10:36:02, time: 0.596, data_time: 0.007, memory: 6921, loss_aux: 1.7394, top1_acc: 0.2938, top5_acc: 0.5324, loss_cls: 3.3374, loss: 5.0769, grad_norm: 2.0915 2021-07-19 10:18:37,562 - mmaction - INFO - Epoch [48][240/1879] lr: 1.551e-01, eta: 1 day, 10:35:48, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.6924, top1_acc: 0.3113, top5_acc: 0.5641, loss_cls: 3.2240, loss: 4.9164, grad_norm: 2.1044 2021-07-19 10:18:49,289 - mmaction - INFO - Epoch [48][260/1879] lr: 1.551e-01, eta: 1 day, 10:35:32, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.7116, top1_acc: 0.2945, top5_acc: 0.5434, loss_cls: 3.2706, loss: 4.9822, grad_norm: 2.0740 2021-07-19 10:19:02,003 - mmaction - INFO - Epoch [48][280/1879] lr: 1.551e-01, eta: 1 day, 10:35:19, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.6980, top1_acc: 0.3012, top5_acc: 0.5535, loss_cls: 3.2403, loss: 4.9383, grad_norm: 2.0864 2021-07-19 10:19:13,133 - mmaction - INFO - Epoch [48][300/1879] lr: 1.551e-01, eta: 1 day, 10:35:02, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.6980, top1_acc: 0.2922, top5_acc: 0.5500, loss_cls: 3.2372, loss: 4.9351, grad_norm: 2.0807 2021-07-19 10:19:26,949 - mmaction - INFO - Epoch [48][320/1879] lr: 1.550e-01, eta: 1 day, 10:34:51, time: 0.689, data_time: 0.002, memory: 6921, loss_aux: 1.7322, top1_acc: 0.2812, top5_acc: 0.5254, loss_cls: 3.3121, loss: 5.0443, grad_norm: 2.0495 2021-07-19 10:19:39,331 - mmaction - INFO - Epoch [48][340/1879] lr: 1.550e-01, eta: 1 day, 10:34:37, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.6921, top1_acc: 0.3082, top5_acc: 0.5469, loss_cls: 3.2125, loss: 4.9045, grad_norm: 2.0839 2021-07-19 10:19:50,975 - mmaction - INFO - Epoch [48][360/1879] lr: 1.550e-01, eta: 1 day, 10:34:22, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.6796, top1_acc: 0.3160, top5_acc: 0.5730, loss_cls: 3.1807, loss: 4.8603, grad_norm: 2.0992 2021-07-19 10:20:06,072 - mmaction - INFO - Epoch [48][380/1879] lr: 1.550e-01, eta: 1 day, 10:34:14, time: 0.754, data_time: 0.002, memory: 6921, loss_aux: 1.7066, top1_acc: 0.3051, top5_acc: 0.5469, loss_cls: 3.2414, loss: 4.9480, grad_norm: 2.0944 2021-07-19 10:20:17,773 - mmaction - INFO - Epoch [48][400/1879] lr: 1.550e-01, eta: 1 day, 10:33:58, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.7138, top1_acc: 0.3082, top5_acc: 0.5410, loss_cls: 3.2633, loss: 4.9771, grad_norm: 2.1173 2021-07-19 10:20:29,400 - mmaction - INFO - Epoch [48][420/1879] lr: 1.549e-01, eta: 1 day, 10:33:43, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6928, top1_acc: 0.2992, top5_acc: 0.5539, loss_cls: 3.2264, loss: 4.9192, grad_norm: 2.0527 2021-07-19 10:20:43,355 - mmaction - INFO - Epoch [48][440/1879] lr: 1.549e-01, eta: 1 day, 10:33:32, time: 0.697, data_time: 0.003, memory: 6921, loss_aux: 1.7471, top1_acc: 0.2930, top5_acc: 0.5398, loss_cls: 3.3366, loss: 5.0838, grad_norm: 2.0465 2021-07-19 10:20:59,903 - mmaction - INFO - Epoch [48][460/1879] lr: 1.549e-01, eta: 1 day, 10:33:27, time: 0.829, data_time: 0.005, memory: 6921, loss_aux: 1.7201, top1_acc: 0.3113, top5_acc: 0.5383, loss_cls: 3.2700, loss: 4.9901, grad_norm: 2.0757 2021-07-19 10:21:11,617 - mmaction - INFO - Epoch [48][480/1879] lr: 1.549e-01, eta: 1 day, 10:33:12, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.7166, top1_acc: 0.3012, top5_acc: 0.5484, loss_cls: 3.2380, loss: 4.9546, grad_norm: 2.0715 2021-07-19 10:21:23,643 - mmaction - INFO - Epoch [48][500/1879] lr: 1.549e-01, eta: 1 day, 10:32:55, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7092, top1_acc: 0.3117, top5_acc: 0.5523, loss_cls: 3.2486, loss: 4.9578, grad_norm: 2.0445 2021-07-19 10:21:35,651 - mmaction - INFO - Epoch [48][520/1879] lr: 1.549e-01, eta: 1 day, 10:32:42, time: 0.639, data_time: 0.041, memory: 6921, loss_aux: 1.7259, top1_acc: 0.2934, top5_acc: 0.5367, loss_cls: 3.3054, loss: 5.0313, grad_norm: 2.0710 2021-07-19 10:21:47,317 - mmaction - INFO - Epoch [48][540/1879] lr: 1.548e-01, eta: 1 day, 10:32:27, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.6811, top1_acc: 0.3117, top5_acc: 0.5641, loss_cls: 3.1868, loss: 4.8678, grad_norm: 2.0475 2021-07-19 10:21:59,668 - mmaction - INFO - Epoch [48][560/1879] lr: 1.548e-01, eta: 1 day, 10:32:13, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.7059, top1_acc: 0.2988, top5_acc: 0.5449, loss_cls: 3.2415, loss: 4.9474, grad_norm: 2.0945 2021-07-19 10:22:11,469 - mmaction - INFO - Epoch [48][580/1879] lr: 1.548e-01, eta: 1 day, 10:31:57, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.6821, top1_acc: 0.3066, top5_acc: 0.5480, loss_cls: 3.2059, loss: 4.8879, grad_norm: 2.0632 2021-07-19 10:22:22,925 - mmaction - INFO - Epoch [48][600/1879] lr: 1.548e-01, eta: 1 day, 10:31:41, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6898, top1_acc: 0.3105, top5_acc: 0.5488, loss_cls: 3.2370, loss: 4.9268, grad_norm: 2.1266 2021-07-19 10:22:36,547 - mmaction - INFO - Epoch [48][620/1879] lr: 1.548e-01, eta: 1 day, 10:31:30, time: 0.679, data_time: 0.003, memory: 6921, loss_aux: 1.6799, top1_acc: 0.3141, top5_acc: 0.5637, loss_cls: 3.1687, loss: 4.8486, grad_norm: 2.0992 2021-07-19 10:22:48,179 - mmaction - INFO - Epoch [48][640/1879] lr: 1.547e-01, eta: 1 day, 10:31:15, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.6917, top1_acc: 0.3023, top5_acc: 0.5453, loss_cls: 3.2251, loss: 4.9169, grad_norm: 2.0576 2021-07-19 10:23:01,488 - mmaction - INFO - Epoch [48][660/1879] lr: 1.547e-01, eta: 1 day, 10:31:02, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.7227, top1_acc: 0.2941, top5_acc: 0.5508, loss_cls: 3.2697, loss: 4.9925, grad_norm: 2.0945 2021-07-19 10:23:13,102 - mmaction - INFO - Epoch [48][680/1879] lr: 1.547e-01, eta: 1 day, 10:30:47, time: 0.589, data_time: 0.012, memory: 6921, loss_aux: 1.7429, top1_acc: 0.2871, top5_acc: 0.5371, loss_cls: 3.3281, loss: 5.0710, grad_norm: 2.1294 2021-07-19 10:23:24,311 - mmaction - INFO - Epoch [48][700/1879] lr: 1.547e-01, eta: 1 day, 10:30:30, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.6857, top1_acc: 0.3094, top5_acc: 0.5648, loss_cls: 3.2111, loss: 4.8968, grad_norm: 2.0332 2021-07-19 10:23:36,975 - mmaction - INFO - Epoch [48][720/1879] lr: 1.547e-01, eta: 1 day, 10:30:17, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.7217, top1_acc: 0.2891, top5_acc: 0.5512, loss_cls: 3.2736, loss: 4.9953, grad_norm: 2.0693 2021-07-19 10:23:48,831 - mmaction - INFO - Epoch [48][740/1879] lr: 1.547e-01, eta: 1 day, 10:30:02, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.7092, top1_acc: 0.2973, top5_acc: 0.5598, loss_cls: 3.2170, loss: 4.9262, grad_norm: 2.0566 2021-07-19 10:24:04,447 - mmaction - INFO - Epoch [48][760/1879] lr: 1.546e-01, eta: 1 day, 10:29:55, time: 0.779, data_time: 0.002, memory: 6921, loss_aux: 1.7374, top1_acc: 0.2906, top5_acc: 0.5309, loss_cls: 3.3358, loss: 5.0732, grad_norm: 2.1526 2021-07-19 10:24:16,050 - mmaction - INFO - Epoch [48][780/1879] lr: 1.546e-01, eta: 1 day, 10:29:39, time: 0.582, data_time: 0.006, memory: 6921, loss_aux: 1.6962, top1_acc: 0.3063, top5_acc: 0.5465, loss_cls: 3.2449, loss: 4.9411, grad_norm: 2.0463 2021-07-19 10:24:29,789 - mmaction - INFO - Epoch [48][800/1879] lr: 1.546e-01, eta: 1 day, 10:29:28, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.6703, top1_acc: 0.3012, top5_acc: 0.5531, loss_cls: 3.1985, loss: 4.8688, grad_norm: 2.0607 2021-07-19 10:24:41,705 - mmaction - INFO - Epoch [48][820/1879] lr: 1.546e-01, eta: 1 day, 10:29:13, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.7125, top1_acc: 0.2938, top5_acc: 0.5309, loss_cls: 3.3020, loss: 5.0145, grad_norm: 2.0926 2021-07-19 10:24:53,082 - mmaction - INFO - Epoch [48][840/1879] lr: 1.546e-01, eta: 1 day, 10:28:57, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.7139, top1_acc: 0.2980, top5_acc: 0.5359, loss_cls: 3.2866, loss: 5.0005, grad_norm: 2.0972 2021-07-19 10:25:05,148 - mmaction - INFO - Epoch [48][860/1879] lr: 1.545e-01, eta: 1 day, 10:28:43, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.7321, top1_acc: 0.3051, top5_acc: 0.5539, loss_cls: 3.2931, loss: 5.0251, grad_norm: 2.1008 2021-07-19 10:25:18,905 - mmaction - INFO - Epoch [48][880/1879] lr: 1.545e-01, eta: 1 day, 10:28:31, time: 0.685, data_time: 0.002, memory: 6921, loss_aux: 1.6902, top1_acc: 0.3102, top5_acc: 0.5531, loss_cls: 3.2041, loss: 4.8943, grad_norm: 2.0647 2021-07-19 10:25:30,489 - mmaction - INFO - Epoch [48][900/1879] lr: 1.545e-01, eta: 1 day, 10:28:16, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.7236, top1_acc: 0.3020, top5_acc: 0.5496, loss_cls: 3.2616, loss: 4.9852, grad_norm: 2.0871 2021-07-19 10:25:42,182 - mmaction - INFO - Epoch [48][920/1879] lr: 1.545e-01, eta: 1 day, 10:28:00, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 1.7466, top1_acc: 0.2953, top5_acc: 0.5312, loss_cls: 3.3126, loss: 5.0591, grad_norm: 2.0479 2021-07-19 10:25:54,491 - mmaction - INFO - Epoch [48][940/1879] lr: 1.545e-01, eta: 1 day, 10:27:46, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.6829, top1_acc: 0.3148, top5_acc: 0.5504, loss_cls: 3.2041, loss: 4.8870, grad_norm: 2.0655 2021-07-19 10:26:05,799 - mmaction - INFO - Epoch [48][960/1879] lr: 1.544e-01, eta: 1 day, 10:27:30, time: 0.563, data_time: 0.001, memory: 6921, loss_aux: 1.7504, top1_acc: 0.3098, top5_acc: 0.5293, loss_cls: 3.3205, loss: 5.0708, grad_norm: 2.0689 2021-07-19 10:26:17,750 - mmaction - INFO - Epoch [48][980/1879] lr: 1.544e-01, eta: 1 day, 10:27:15, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.6822, top1_acc: 0.3109, top5_acc: 0.5465, loss_cls: 3.2197, loss: 4.9020, grad_norm: 2.0335 2021-07-19 10:26:29,299 - mmaction - INFO - Epoch [48][1000/1879] lr: 1.544e-01, eta: 1 day, 10:26:59, time: 0.578, data_time: 0.006, memory: 6921, loss_aux: 1.7176, top1_acc: 0.2938, top5_acc: 0.5461, loss_cls: 3.2673, loss: 4.9849, grad_norm: 2.0559 2021-07-19 10:26:42,435 - mmaction - INFO - Epoch [48][1020/1879] lr: 1.544e-01, eta: 1 day, 10:26:47, time: 0.656, data_time: 0.006, memory: 6921, loss_aux: 1.6974, top1_acc: 0.3051, top5_acc: 0.5629, loss_cls: 3.2272, loss: 4.9246, grad_norm: 2.0533 2021-07-19 10:26:53,996 - mmaction - INFO - Epoch [48][1040/1879] lr: 1.544e-01, eta: 1 day, 10:26:31, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 1.7358, top1_acc: 0.2914, top5_acc: 0.5398, loss_cls: 3.3318, loss: 5.0676, grad_norm: 2.1056 2021-07-19 10:27:05,154 - mmaction - INFO - Epoch [48][1060/1879] lr: 1.544e-01, eta: 1 day, 10:26:15, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.7171, top1_acc: 0.2973, top5_acc: 0.5359, loss_cls: 3.2769, loss: 4.9940, grad_norm: 2.0783 2021-07-19 10:27:16,818 - mmaction - INFO - Epoch [48][1080/1879] lr: 1.543e-01, eta: 1 day, 10:25:59, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.7164, top1_acc: 0.2945, top5_acc: 0.5437, loss_cls: 3.2711, loss: 4.9876, grad_norm: 2.0566 2021-07-19 10:27:32,593 - mmaction - INFO - Epoch [48][1100/1879] lr: 1.543e-01, eta: 1 day, 10:25:52, time: 0.789, data_time: 0.003, memory: 6921, loss_aux: 1.7282, top1_acc: 0.3082, top5_acc: 0.5504, loss_cls: 3.2701, loss: 4.9983, grad_norm: 2.0658 2021-07-19 10:27:48,998 - mmaction - INFO - Epoch [48][1120/1879] lr: 1.543e-01, eta: 1 day, 10:25:47, time: 0.819, data_time: 0.003, memory: 6921, loss_aux: 1.7269, top1_acc: 0.2922, top5_acc: 0.5414, loss_cls: 3.3104, loss: 5.0373, grad_norm: 2.0601 2021-07-19 10:28:00,740 - mmaction - INFO - Epoch [48][1140/1879] lr: 1.543e-01, eta: 1 day, 10:25:32, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.7268, top1_acc: 0.2871, top5_acc: 0.5410, loss_cls: 3.3141, loss: 5.0409, grad_norm: 2.1024 2021-07-19 10:28:17,512 - mmaction - INFO - Epoch [48][1160/1879] lr: 1.543e-01, eta: 1 day, 10:25:27, time: 0.840, data_time: 0.005, memory: 6921, loss_aux: 1.7377, top1_acc: 0.2863, top5_acc: 0.5387, loss_cls: 3.3041, loss: 5.0419, grad_norm: 2.0930 2021-07-19 10:28:28,771 - mmaction - INFO - Epoch [48][1180/1879] lr: 1.542e-01, eta: 1 day, 10:25:11, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7410, top1_acc: 0.2969, top5_acc: 0.5285, loss_cls: 3.3411, loss: 5.0821, grad_norm: 2.0345 2021-07-19 10:28:40,276 - mmaction - INFO - Epoch [48][1200/1879] lr: 1.542e-01, eta: 1 day, 10:24:55, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.7194, top1_acc: 0.3125, top5_acc: 0.5535, loss_cls: 3.2192, loss: 4.9386, grad_norm: 2.0623 2021-07-19 10:28:52,966 - mmaction - INFO - Epoch [48][1220/1879] lr: 1.542e-01, eta: 1 day, 10:24:42, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.7666, top1_acc: 0.2824, top5_acc: 0.5180, loss_cls: 3.3650, loss: 5.1316, grad_norm: 2.0965 2021-07-19 10:29:05,138 - mmaction - INFO - Epoch [48][1240/1879] lr: 1.542e-01, eta: 1 day, 10:24:27, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6759, top1_acc: 0.3113, top5_acc: 0.5668, loss_cls: 3.1911, loss: 4.8670, grad_norm: 2.0421 2021-07-19 10:29:22,185 - mmaction - INFO - Epoch [48][1260/1879] lr: 1.542e-01, eta: 1 day, 10:24:23, time: 0.851, data_time: 0.005, memory: 6921, loss_aux: 1.7155, top1_acc: 0.2848, top5_acc: 0.5426, loss_cls: 3.2666, loss: 4.9821, grad_norm: 2.0906 2021-07-19 10:29:45,434 - mmaction - INFO - Epoch [48][1280/1879] lr: 1.541e-01, eta: 1 day, 10:24:33, time: 1.159, data_time: 0.053, memory: 6921, loss_aux: 1.7134, top1_acc: 0.2855, top5_acc: 0.5508, loss_cls: 3.2632, loss: 4.9766, grad_norm: 2.0135 2021-07-19 10:29:57,799 - mmaction - INFO - Epoch [48][1300/1879] lr: 1.541e-01, eta: 1 day, 10:24:19, time: 0.623, data_time: 0.008, memory: 6921, loss_aux: 1.6793, top1_acc: 0.2984, top5_acc: 0.5555, loss_cls: 3.1890, loss: 4.8684, grad_norm: 2.0373 2021-07-19 10:30:09,940 - mmaction - INFO - Epoch [48][1320/1879] lr: 1.541e-01, eta: 1 day, 10:24:04, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3027, top5_acc: 0.5543, loss_cls: 3.2279, loss: 4.9243, grad_norm: 2.0509 2021-07-19 10:30:21,605 - mmaction - INFO - Epoch [48][1340/1879] lr: 1.541e-01, eta: 1 day, 10:23:49, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.7081, top1_acc: 0.3113, top5_acc: 0.5555, loss_cls: 3.2309, loss: 4.9390, grad_norm: 2.0580 2021-07-19 10:30:33,038 - mmaction - INFO - Epoch [48][1360/1879] lr: 1.541e-01, eta: 1 day, 10:23:33, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7011, top1_acc: 0.3055, top5_acc: 0.5586, loss_cls: 3.2230, loss: 4.9241, grad_norm: 2.1030 2021-07-19 10:30:46,058 - mmaction - INFO - Epoch [48][1380/1879] lr: 1.541e-01, eta: 1 day, 10:23:20, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.6933, top1_acc: 0.3141, top5_acc: 0.5566, loss_cls: 3.2437, loss: 4.9371, grad_norm: 2.0922 2021-07-19 10:31:05,913 - mmaction - INFO - Epoch [48][1400/1879] lr: 1.540e-01, eta: 1 day, 10:23:22, time: 0.992, data_time: 0.003, memory: 6921, loss_aux: 1.6683, top1_acc: 0.3039, top5_acc: 0.5531, loss_cls: 3.1887, loss: 4.8570, grad_norm: 2.1122 2021-07-19 10:31:17,191 - mmaction - INFO - Epoch [48][1420/1879] lr: 1.540e-01, eta: 1 day, 10:23:06, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6998, top1_acc: 0.2910, top5_acc: 0.5570, loss_cls: 3.2484, loss: 4.9483, grad_norm: 2.1402 2021-07-19 10:31:30,212 - mmaction - INFO - Epoch [48][1440/1879] lr: 1.540e-01, eta: 1 day, 10:22:53, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.7068, top1_acc: 0.2852, top5_acc: 0.5441, loss_cls: 3.2794, loss: 4.9861, grad_norm: 2.0987 2021-07-19 10:31:41,355 - mmaction - INFO - Epoch [48][1460/1879] lr: 1.540e-01, eta: 1 day, 10:22:37, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7071, top1_acc: 0.2953, top5_acc: 0.5523, loss_cls: 3.2471, loss: 4.9542, grad_norm: 2.1013 2021-07-19 10:31:53,639 - mmaction - INFO - Epoch [48][1480/1879] lr: 1.540e-01, eta: 1 day, 10:22:22, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.7129, top1_acc: 0.2926, top5_acc: 0.5512, loss_cls: 3.2456, loss: 4.9585, grad_norm: 2.1254 2021-07-19 10:32:07,154 - mmaction - INFO - Epoch [48][1500/1879] lr: 1.539e-01, eta: 1 day, 10:22:11, time: 0.676, data_time: 0.003, memory: 6921, loss_aux: 1.7179, top1_acc: 0.2902, top5_acc: 0.5414, loss_cls: 3.2433, loss: 4.9612, grad_norm: 2.0685 2021-07-19 10:32:19,841 - mmaction - INFO - Epoch [48][1520/1879] lr: 1.539e-01, eta: 1 day, 10:21:58, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.7083, top1_acc: 0.2949, top5_acc: 0.5375, loss_cls: 3.2571, loss: 4.9655, grad_norm: 2.1130 2021-07-19 10:32:31,679 - mmaction - INFO - Epoch [48][1540/1879] lr: 1.539e-01, eta: 1 day, 10:21:42, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7250, top1_acc: 0.2961, top5_acc: 0.5301, loss_cls: 3.2930, loss: 5.0180, grad_norm: 2.0981 2021-07-19 10:32:43,522 - mmaction - INFO - Epoch [48][1560/1879] lr: 1.539e-01, eta: 1 day, 10:21:27, time: 0.597, data_time: 0.007, memory: 6921, loss_aux: 1.6618, top1_acc: 0.3039, top5_acc: 0.5711, loss_cls: 3.1456, loss: 4.8074, grad_norm: 2.0941 2021-07-19 10:32:55,344 - mmaction - INFO - Epoch [48][1580/1879] lr: 1.539e-01, eta: 1 day, 10:21:12, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.7387, top1_acc: 0.2852, top5_acc: 0.5230, loss_cls: 3.3430, loss: 5.0817, grad_norm: 2.1195 2021-07-19 10:33:06,963 - mmaction - INFO - Epoch [48][1600/1879] lr: 1.538e-01, eta: 1 day, 10:20:57, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6950, top1_acc: 0.2984, top5_acc: 0.5617, loss_cls: 3.2184, loss: 4.9134, grad_norm: 2.0761 2021-07-19 10:33:18,983 - mmaction - INFO - Epoch [48][1620/1879] lr: 1.538e-01, eta: 1 day, 10:20:42, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.6813, top1_acc: 0.3262, top5_acc: 0.5543, loss_cls: 3.2124, loss: 4.8938, grad_norm: 2.0933 2021-07-19 10:33:30,950 - mmaction - INFO - Epoch [48][1640/1879] lr: 1.538e-01, eta: 1 day, 10:20:27, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.7034, top1_acc: 0.3023, top5_acc: 0.5492, loss_cls: 3.2337, loss: 4.9371, grad_norm: 2.1274 2021-07-19 10:33:43,130 - mmaction - INFO - Epoch [48][1660/1879] lr: 1.538e-01, eta: 1 day, 10:20:12, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.7336, top1_acc: 0.3102, top5_acc: 0.5398, loss_cls: 3.3069, loss: 5.0404, grad_norm: 2.0954 2021-07-19 10:33:56,743 - mmaction - INFO - Epoch [48][1680/1879] lr: 1.538e-01, eta: 1 day, 10:20:01, time: 0.705, data_time: 0.027, memory: 6921, loss_aux: 1.7004, top1_acc: 0.2992, top5_acc: 0.5453, loss_cls: 3.2550, loss: 4.9554, grad_norm: 2.0913 2021-07-19 10:34:08,837 - mmaction - INFO - Epoch [48][1700/1879] lr: 1.538e-01, eta: 1 day, 10:19:47, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.7083, top1_acc: 0.2988, top5_acc: 0.5371, loss_cls: 3.2703, loss: 4.9786, grad_norm: 2.0702 2021-07-19 10:34:24,400 - mmaction - INFO - Epoch [48][1720/1879] lr: 1.537e-01, eta: 1 day, 10:19:39, time: 0.774, data_time: 0.002, memory: 6921, loss_aux: 1.7133, top1_acc: 0.2883, top5_acc: 0.5473, loss_cls: 3.2898, loss: 5.0031, grad_norm: 2.1599 2021-07-19 10:34:39,139 - mmaction - INFO - Epoch [48][1740/1879] lr: 1.537e-01, eta: 1 day, 10:19:31, time: 0.741, data_time: 0.008, memory: 6921, loss_aux: 1.6792, top1_acc: 0.3141, top5_acc: 0.5523, loss_cls: 3.2211, loss: 4.9003, grad_norm: 2.0673 2021-07-19 10:34:50,534 - mmaction - INFO - Epoch [48][1760/1879] lr: 1.537e-01, eta: 1 day, 10:19:15, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.7126, top1_acc: 0.3074, top5_acc: 0.5449, loss_cls: 3.2606, loss: 4.9732, grad_norm: 2.0283 2021-07-19 10:35:02,857 - mmaction - INFO - Epoch [48][1780/1879] lr: 1.537e-01, eta: 1 day, 10:19:01, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.7303, top1_acc: 0.2918, top5_acc: 0.5402, loss_cls: 3.2716, loss: 5.0018, grad_norm: 2.0813 2021-07-19 10:35:14,158 - mmaction - INFO - Epoch [48][1800/1879] lr: 1.537e-01, eta: 1 day, 10:18:44, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.7069, top1_acc: 0.2949, top5_acc: 0.5488, loss_cls: 3.2413, loss: 4.9482, grad_norm: 2.0923 2021-07-19 10:35:26,828 - mmaction - INFO - Epoch [48][1820/1879] lr: 1.536e-01, eta: 1 day, 10:18:31, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.7065, top1_acc: 0.3090, top5_acc: 0.5465, loss_cls: 3.2307, loss: 4.9372, grad_norm: 2.0801 2021-07-19 10:35:38,306 - mmaction - INFO - Epoch [48][1840/1879] lr: 1.536e-01, eta: 1 day, 10:18:15, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.7243, top1_acc: 0.2988, top5_acc: 0.5383, loss_cls: 3.2963, loss: 5.0206, grad_norm: 2.1367 2021-07-19 10:35:49,734 - mmaction - INFO - Epoch [48][1860/1879] lr: 1.536e-01, eta: 1 day, 10:17:59, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.7071, top1_acc: 0.2941, top5_acc: 0.5559, loss_cls: 3.2339, loss: 4.9410, grad_norm: 2.0446 2021-07-19 10:36:00,128 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-07-19 10:36:25,115 - mmaction - INFO - Epoch [49][20/1879] lr: 1.536e-01, eta: 1 day, 10:17:30, time: 1.152, data_time: 0.382, memory: 6921, loss_aux: 1.6766, top1_acc: 0.3184, top5_acc: 0.5609, loss_cls: 3.1520, loss: 4.8287, grad_norm: 2.0995 2021-07-19 10:36:36,337 - mmaction - INFO - Epoch [49][40/1879] lr: 1.535e-01, eta: 1 day, 10:17:13, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.6973, top1_acc: 0.2961, top5_acc: 0.5551, loss_cls: 3.2250, loss: 4.9222, grad_norm: 2.1155 2021-07-19 10:36:49,011 - mmaction - INFO - Epoch [49][60/1879] lr: 1.535e-01, eta: 1 day, 10:16:57, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.7165, top1_acc: 0.2980, top5_acc: 0.5453, loss_cls: 3.2760, loss: 4.9924, grad_norm: 2.1221 2021-07-19 10:37:01,601 - mmaction - INFO - Epoch [49][80/1879] lr: 1.535e-01, eta: 1 day, 10:16:46, time: 0.687, data_time: 0.060, memory: 6921, loss_aux: 1.6993, top1_acc: 0.3105, top5_acc: 0.5488, loss_cls: 3.2185, loss: 4.9178, grad_norm: 2.0938 2021-07-19 10:37:15,008 - mmaction - INFO - Epoch [49][100/1879] lr: 1.535e-01, eta: 1 day, 10:16:35, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.6791, top1_acc: 0.3211, top5_acc: 0.5602, loss_cls: 3.1552, loss: 4.8343, grad_norm: 2.0973 2021-07-19 10:37:27,367 - mmaction - INFO - Epoch [49][120/1879] lr: 1.535e-01, eta: 1 day, 10:16:21, time: 0.619, data_time: 0.006, memory: 6921, loss_aux: 1.6717, top1_acc: 0.3168, top5_acc: 0.5719, loss_cls: 3.1468, loss: 4.8185, grad_norm: 2.0648 2021-07-19 10:37:38,784 - mmaction - INFO - Epoch [49][140/1879] lr: 1.535e-01, eta: 1 day, 10:16:05, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.6922, top1_acc: 0.3145, top5_acc: 0.5687, loss_cls: 3.1720, loss: 4.8643, grad_norm: 2.1280 2021-07-19 10:37:50,641 - mmaction - INFO - Epoch [49][160/1879] lr: 1.534e-01, eta: 1 day, 10:15:50, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6984, top1_acc: 0.2945, top5_acc: 0.5539, loss_cls: 3.2554, loss: 4.9539, grad_norm: 2.1568 2021-07-19 10:38:08,523 - mmaction - INFO - Epoch [49][180/1879] lr: 1.534e-01, eta: 1 day, 10:15:47, time: 0.893, data_time: 0.002, memory: 6921, loss_aux: 1.7132, top1_acc: 0.2969, top5_acc: 0.5445, loss_cls: 3.2688, loss: 4.9820, grad_norm: 2.1229 2021-07-19 10:38:20,741 - mmaction - INFO - Epoch [49][200/1879] lr: 1.534e-01, eta: 1 day, 10:15:32, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.6993, top1_acc: 0.2930, top5_acc: 0.5551, loss_cls: 3.2288, loss: 4.9281, grad_norm: 2.1254 2021-07-19 10:38:32,375 - mmaction - INFO - Epoch [49][220/1879] lr: 1.534e-01, eta: 1 day, 10:15:17, time: 0.608, data_time: 0.033, memory: 6921, loss_aux: 1.7038, top1_acc: 0.2867, top5_acc: 0.5418, loss_cls: 3.2709, loss: 4.9747, grad_norm: 2.0634 2021-07-19 10:38:45,352 - mmaction - INFO - Epoch [49][240/1879] lr: 1.534e-01, eta: 1 day, 10:15:05, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.7234, top1_acc: 0.2934, top5_acc: 0.5496, loss_cls: 3.2781, loss: 5.0015, grad_norm: 2.0720 2021-07-19 10:38:56,586 - mmaction - INFO - Epoch [49][260/1879] lr: 1.533e-01, eta: 1 day, 10:14:48, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.7166, top1_acc: 0.2949, top5_acc: 0.5437, loss_cls: 3.2683, loss: 4.9848, grad_norm: 2.1067 2021-07-19 10:39:07,721 - mmaction - INFO - Epoch [49][280/1879] lr: 1.533e-01, eta: 1 day, 10:14:32, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6838, top1_acc: 0.3043, top5_acc: 0.5359, loss_cls: 3.1987, loss: 4.8825, grad_norm: 2.1041 2021-07-19 10:39:19,392 - mmaction - INFO - Epoch [49][300/1879] lr: 1.533e-01, eta: 1 day, 10:14:16, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7063, top1_acc: 0.3023, top5_acc: 0.5582, loss_cls: 3.2196, loss: 4.9259, grad_norm: 2.1330 2021-07-19 10:39:32,665 - mmaction - INFO - Epoch [49][320/1879] lr: 1.533e-01, eta: 1 day, 10:14:04, time: 0.663, data_time: 0.001, memory: 6921, loss_aux: 1.7148, top1_acc: 0.3055, top5_acc: 0.5543, loss_cls: 3.2446, loss: 4.9594, grad_norm: 2.0773 2021-07-19 10:39:44,960 - mmaction - INFO - Epoch [49][340/1879] lr: 1.533e-01, eta: 1 day, 10:13:50, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.7406, top1_acc: 0.2910, top5_acc: 0.5328, loss_cls: 3.3435, loss: 5.0841, grad_norm: 2.1006 2021-07-19 10:39:57,534 - mmaction - INFO - Epoch [49][360/1879] lr: 1.532e-01, eta: 1 day, 10:13:37, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.7166, top1_acc: 0.3035, top5_acc: 0.5555, loss_cls: 3.2415, loss: 4.9581, grad_norm: 2.0664 2021-07-19 10:40:09,440 - mmaction - INFO - Epoch [49][380/1879] lr: 1.532e-01, eta: 1 day, 10:13:22, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.6940, top1_acc: 0.3191, top5_acc: 0.5617, loss_cls: 3.2211, loss: 4.9152, grad_norm: 2.0845 2021-07-19 10:40:21,200 - mmaction - INFO - Epoch [49][400/1879] lr: 1.532e-01, eta: 1 day, 10:13:05, time: 0.550, data_time: 0.003, memory: 6921, loss_aux: 1.7104, top1_acc: 0.3051, top5_acc: 0.5527, loss_cls: 3.2286, loss: 4.9390, grad_norm: 2.1086 2021-07-19 10:40:32,596 - mmaction - INFO - Epoch [49][420/1879] lr: 1.532e-01, eta: 1 day, 10:12:50, time: 0.609, data_time: 0.041, memory: 6921, loss_aux: 1.7067, top1_acc: 0.2875, top5_acc: 0.5398, loss_cls: 3.2957, loss: 5.0024, grad_norm: 2.1167 2021-07-19 10:40:44,082 - mmaction - INFO - Epoch [49][440/1879] lr: 1.532e-01, eta: 1 day, 10:12:34, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.7062, top1_acc: 0.2926, top5_acc: 0.5469, loss_cls: 3.2739, loss: 4.9802, grad_norm: 2.1341 2021-07-19 10:40:55,534 - mmaction - INFO - Epoch [49][460/1879] lr: 1.532e-01, eta: 1 day, 10:12:19, time: 0.594, data_time: 0.026, memory: 6921, loss_aux: 1.7122, top1_acc: 0.2906, top5_acc: 0.5340, loss_cls: 3.3109, loss: 5.0231, grad_norm: 2.0788 2021-07-19 10:41:07,475 - mmaction - INFO - Epoch [49][480/1879] lr: 1.531e-01, eta: 1 day, 10:12:04, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.6709, top1_acc: 0.3320, top5_acc: 0.5551, loss_cls: 3.1713, loss: 4.8421, grad_norm: 2.0316 2021-07-19 10:41:18,547 - mmaction - INFO - Epoch [49][500/1879] lr: 1.531e-01, eta: 1 day, 10:11:47, time: 0.553, data_time: 0.004, memory: 6921, loss_aux: 1.7010, top1_acc: 0.3035, top5_acc: 0.5547, loss_cls: 3.2602, loss: 4.9612, grad_norm: 2.0768 2021-07-19 10:41:29,585 - mmaction - INFO - Epoch [49][520/1879] lr: 1.531e-01, eta: 1 day, 10:11:30, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.7681, top1_acc: 0.2750, top5_acc: 0.5289, loss_cls: 3.3701, loss: 5.1382, grad_norm: 2.1087 2021-07-19 10:41:41,281 - mmaction - INFO - Epoch [49][540/1879] lr: 1.531e-01, eta: 1 day, 10:11:15, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.7013, top1_acc: 0.3031, top5_acc: 0.5566, loss_cls: 3.2071, loss: 4.9084, grad_norm: 2.0546 2021-07-19 10:41:52,721 - mmaction - INFO - Epoch [49][560/1879] lr: 1.531e-01, eta: 1 day, 10:10:59, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6669, top1_acc: 0.3187, top5_acc: 0.5590, loss_cls: 3.1745, loss: 4.8414, grad_norm: 2.0766 2021-07-19 10:42:04,013 - mmaction - INFO - Epoch [49][580/1879] lr: 1.530e-01, eta: 1 day, 10:10:43, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.6939, top1_acc: 0.3051, top5_acc: 0.5520, loss_cls: 3.2099, loss: 4.9038, grad_norm: 2.0665 2021-07-19 10:42:15,871 - mmaction - INFO - Epoch [49][600/1879] lr: 1.530e-01, eta: 1 day, 10:10:28, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.6871, top1_acc: 0.2977, top5_acc: 0.5547, loss_cls: 3.2190, loss: 4.9061, grad_norm: 2.1048 2021-07-19 10:42:27,286 - mmaction - INFO - Epoch [49][620/1879] lr: 1.530e-01, eta: 1 day, 10:10:12, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6811, top1_acc: 0.3094, top5_acc: 0.5527, loss_cls: 3.1976, loss: 4.8787, grad_norm: 2.1395 2021-07-19 10:42:39,442 - mmaction - INFO - Epoch [49][640/1879] lr: 1.530e-01, eta: 1 day, 10:09:57, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.7127, top1_acc: 0.2938, top5_acc: 0.5445, loss_cls: 3.2656, loss: 4.9783, grad_norm: 2.0905 2021-07-19 10:42:51,437 - mmaction - INFO - Epoch [49][660/1879] lr: 1.530e-01, eta: 1 day, 10:09:43, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6812, top1_acc: 0.3207, top5_acc: 0.5613, loss_cls: 3.1711, loss: 4.8523, grad_norm: 2.0772 2021-07-19 10:43:02,986 - mmaction - INFO - Epoch [49][680/1879] lr: 1.529e-01, eta: 1 day, 10:09:27, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.7555, top1_acc: 0.2789, top5_acc: 0.5266, loss_cls: 3.3618, loss: 5.1173, grad_norm: 2.0773 2021-07-19 10:43:18,141 - mmaction - INFO - Epoch [49][700/1879] lr: 1.529e-01, eta: 1 day, 10:09:19, time: 0.757, data_time: 0.003, memory: 6921, loss_aux: 1.6965, top1_acc: 0.2965, top5_acc: 0.5430, loss_cls: 3.2534, loss: 4.9498, grad_norm: 2.0495 2021-07-19 10:43:29,417 - mmaction - INFO - Epoch [49][720/1879] lr: 1.529e-01, eta: 1 day, 10:09:03, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.6865, top1_acc: 0.3148, top5_acc: 0.5547, loss_cls: 3.2150, loss: 4.9015, grad_norm: 2.0541 2021-07-19 10:43:45,544 - mmaction - INFO - Epoch [49][740/1879] lr: 1.529e-01, eta: 1 day, 10:08:57, time: 0.805, data_time: 0.003, memory: 6921, loss_aux: 1.7593, top1_acc: 0.2855, top5_acc: 0.5316, loss_cls: 3.3340, loss: 5.0933, grad_norm: 2.0649 2021-07-19 10:43:57,675 - mmaction - INFO - Epoch [49][760/1879] lr: 1.529e-01, eta: 1 day, 10:08:42, time: 0.609, data_time: 0.005, memory: 6921, loss_aux: 1.7044, top1_acc: 0.3063, top5_acc: 0.5426, loss_cls: 3.2560, loss: 4.9604, grad_norm: 2.0739 2021-07-19 10:44:11,092 - mmaction - INFO - Epoch [49][780/1879] lr: 1.528e-01, eta: 1 day, 10:08:29, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.6629, top1_acc: 0.3086, top5_acc: 0.5684, loss_cls: 3.1674, loss: 4.8303, grad_norm: 2.0849 2021-07-19 10:44:25,915 - mmaction - INFO - Epoch [49][800/1879] lr: 1.528e-01, eta: 1 day, 10:08:19, time: 0.704, data_time: 0.036, memory: 6921, loss_aux: 1.6936, top1_acc: 0.3051, top5_acc: 0.5527, loss_cls: 3.2343, loss: 4.9279, grad_norm: 2.0681 2021-07-19 10:44:37,316 - mmaction - INFO - Epoch [49][820/1879] lr: 1.528e-01, eta: 1 day, 10:08:06, time: 0.641, data_time: 0.073, memory: 6921, loss_aux: 1.7092, top1_acc: 0.3012, top5_acc: 0.5508, loss_cls: 3.2641, loss: 4.9733, grad_norm: 2.0687 2021-07-19 10:44:52,163 - mmaction - INFO - Epoch [49][840/1879] lr: 1.528e-01, eta: 1 day, 10:07:57, time: 0.740, data_time: 0.003, memory: 6921, loss_aux: 1.6951, top1_acc: 0.3195, top5_acc: 0.5496, loss_cls: 3.2139, loss: 4.9090, grad_norm: 2.0931 2021-07-19 10:45:04,266 - mmaction - INFO - Epoch [49][860/1879] lr: 1.528e-01, eta: 1 day, 10:07:42, time: 0.607, data_time: 0.005, memory: 6921, loss_aux: 1.6984, top1_acc: 0.2953, top5_acc: 0.5535, loss_cls: 3.2260, loss: 4.9244, grad_norm: 2.0520 2021-07-19 10:45:16,348 - mmaction - INFO - Epoch [49][880/1879] lr: 1.528e-01, eta: 1 day, 10:07:28, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.7090, top1_acc: 0.2891, top5_acc: 0.5496, loss_cls: 3.2508, loss: 4.9598, grad_norm: 2.0882 2021-07-19 10:45:27,720 - mmaction - INFO - Epoch [49][900/1879] lr: 1.527e-01, eta: 1 day, 10:07:12, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6707, top1_acc: 0.3289, top5_acc: 0.5754, loss_cls: 3.1598, loss: 4.8305, grad_norm: 2.0525 2021-07-19 10:45:40,101 - mmaction - INFO - Epoch [49][920/1879] lr: 1.527e-01, eta: 1 day, 10:06:58, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.7117, top1_acc: 0.3086, top5_acc: 0.5590, loss_cls: 3.2778, loss: 4.9895, grad_norm: 2.1217 2021-07-19 10:45:55,057 - mmaction - INFO - Epoch [49][940/1879] lr: 1.527e-01, eta: 1 day, 10:06:49, time: 0.748, data_time: 0.003, memory: 6921, loss_aux: 1.6986, top1_acc: 0.3078, top5_acc: 0.5645, loss_cls: 3.2119, loss: 4.9104, grad_norm: 2.0960 2021-07-19 10:46:06,713 - mmaction - INFO - Epoch [49][960/1879] lr: 1.527e-01, eta: 1 day, 10:06:34, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.7134, top1_acc: 0.2961, top5_acc: 0.5480, loss_cls: 3.2861, loss: 4.9995, grad_norm: 2.0891 2021-07-19 10:46:18,227 - mmaction - INFO - Epoch [49][980/1879] lr: 1.527e-01, eta: 1 day, 10:06:18, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.7010, top1_acc: 0.2988, top5_acc: 0.5535, loss_cls: 3.2482, loss: 4.9492, grad_norm: 2.0632 2021-07-19 10:46:31,480 - mmaction - INFO - Epoch [49][1000/1879] lr: 1.526e-01, eta: 1 day, 10:06:06, time: 0.662, data_time: 0.005, memory: 6921, loss_aux: 1.7466, top1_acc: 0.2895, top5_acc: 0.5254, loss_cls: 3.3401, loss: 5.0867, grad_norm: 2.0888 2021-07-19 10:46:43,031 - mmaction - INFO - Epoch [49][1020/1879] lr: 1.526e-01, eta: 1 day, 10:05:50, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.7042, top1_acc: 0.3063, top5_acc: 0.5547, loss_cls: 3.2234, loss: 4.9275, grad_norm: 2.0313 2021-07-19 10:46:55,917 - mmaction - INFO - Epoch [49][1040/1879] lr: 1.526e-01, eta: 1 day, 10:05:38, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.7114, top1_acc: 0.3160, top5_acc: 0.5578, loss_cls: 3.2437, loss: 4.9551, grad_norm: 2.1169 2021-07-19 10:47:07,717 - mmaction - INFO - Epoch [49][1060/1879] lr: 1.526e-01, eta: 1 day, 10:05:23, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.6916, top1_acc: 0.3098, top5_acc: 0.5602, loss_cls: 3.2251, loss: 4.9167, grad_norm: 2.0876 2021-07-19 10:47:18,992 - mmaction - INFO - Epoch [49][1080/1879] lr: 1.526e-01, eta: 1 day, 10:05:06, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.7066, top1_acc: 0.3004, top5_acc: 0.5473, loss_cls: 3.2207, loss: 4.9274, grad_norm: 2.0690 2021-07-19 10:47:30,527 - mmaction - INFO - Epoch [49][1100/1879] lr: 1.525e-01, eta: 1 day, 10:04:51, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.7097, top1_acc: 0.3000, top5_acc: 0.5441, loss_cls: 3.2762, loss: 4.9859, grad_norm: 2.0964 2021-07-19 10:47:42,908 - mmaction - INFO - Epoch [49][1120/1879] lr: 1.525e-01, eta: 1 day, 10:04:37, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.7059, top1_acc: 0.2996, top5_acc: 0.5473, loss_cls: 3.2736, loss: 4.9795, grad_norm: 2.0418 2021-07-19 10:47:54,482 - mmaction - INFO - Epoch [49][1140/1879] lr: 1.525e-01, eta: 1 day, 10:04:21, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7486, top1_acc: 0.2867, top5_acc: 0.5359, loss_cls: 3.3171, loss: 5.0657, grad_norm: 2.0575 2021-07-19 10:48:08,680 - mmaction - INFO - Epoch [49][1160/1879] lr: 1.525e-01, eta: 1 day, 10:04:11, time: 0.706, data_time: 0.003, memory: 6921, loss_aux: 1.7356, top1_acc: 0.3082, top5_acc: 0.5480, loss_cls: 3.2791, loss: 5.0147, grad_norm: 2.0469 2021-07-19 10:48:19,722 - mmaction - INFO - Epoch [49][1180/1879] lr: 1.525e-01, eta: 1 day, 10:03:54, time: 0.555, data_time: 0.006, memory: 6921, loss_aux: 1.7267, top1_acc: 0.2988, top5_acc: 0.5445, loss_cls: 3.2770, loss: 5.0037, grad_norm: 2.0803 2021-07-19 10:48:32,522 - mmaction - INFO - Epoch [49][1200/1879] lr: 1.524e-01, eta: 1 day, 10:03:41, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.7122, top1_acc: 0.3016, top5_acc: 0.5449, loss_cls: 3.2658, loss: 4.9780, grad_norm: 2.0459 2021-07-19 10:48:49,704 - mmaction - INFO - Epoch [49][1220/1879] lr: 1.524e-01, eta: 1 day, 10:03:36, time: 0.832, data_time: 0.002, memory: 6921, loss_aux: 1.6791, top1_acc: 0.3129, top5_acc: 0.5496, loss_cls: 3.1983, loss: 4.8774, grad_norm: 2.1019 2021-07-19 10:49:02,525 - mmaction - INFO - Epoch [49][1240/1879] lr: 1.524e-01, eta: 1 day, 10:03:24, time: 0.668, data_time: 0.029, memory: 6921, loss_aux: 1.7244, top1_acc: 0.2855, top5_acc: 0.5469, loss_cls: 3.2612, loss: 4.9856, grad_norm: 2.1096 2021-07-19 10:49:13,809 - mmaction - INFO - Epoch [49][1260/1879] lr: 1.524e-01, eta: 1 day, 10:03:08, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.6983, top1_acc: 0.3055, top5_acc: 0.5527, loss_cls: 3.2008, loss: 4.8991, grad_norm: 2.0590 2021-07-19 10:49:26,083 - mmaction - INFO - Epoch [49][1280/1879] lr: 1.524e-01, eta: 1 day, 10:02:54, time: 0.616, data_time: 0.021, memory: 6921, loss_aux: 1.7267, top1_acc: 0.2941, top5_acc: 0.5426, loss_cls: 3.2822, loss: 5.0090, grad_norm: 2.0902 2021-07-19 10:49:38,015 - mmaction - INFO - Epoch [49][1300/1879] lr: 1.524e-01, eta: 1 day, 10:02:39, time: 0.596, data_time: 0.017, memory: 6921, loss_aux: 1.7298, top1_acc: 0.2980, top5_acc: 0.5316, loss_cls: 3.3080, loss: 5.0378, grad_norm: 2.0854 2021-07-19 10:49:49,452 - mmaction - INFO - Epoch [49][1320/1879] lr: 1.523e-01, eta: 1 day, 10:02:23, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7265, top1_acc: 0.2918, top5_acc: 0.5395, loss_cls: 3.2932, loss: 5.0198, grad_norm: 2.0873 2021-07-19 10:50:00,490 - mmaction - INFO - Epoch [49][1340/1879] lr: 1.523e-01, eta: 1 day, 10:02:07, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.6974, top1_acc: 0.2918, top5_acc: 0.5535, loss_cls: 3.2408, loss: 4.9382, grad_norm: 2.0815 2021-07-19 10:50:11,688 - mmaction - INFO - Epoch [49][1360/1879] lr: 1.523e-01, eta: 1 day, 10:01:50, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6961, top1_acc: 0.3148, top5_acc: 0.5555, loss_cls: 3.2381, loss: 4.9341, grad_norm: 2.0701 2021-07-19 10:50:25,937 - mmaction - INFO - Epoch [49][1380/1879] lr: 1.523e-01, eta: 1 day, 10:01:40, time: 0.712, data_time: 0.004, memory: 6921, loss_aux: 1.7310, top1_acc: 0.2961, top5_acc: 0.5379, loss_cls: 3.3044, loss: 5.0354, grad_norm: 2.0578 2021-07-19 10:50:38,280 - mmaction - INFO - Epoch [49][1400/1879] lr: 1.523e-01, eta: 1 day, 10:01:26, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.6875, top1_acc: 0.3102, top5_acc: 0.5594, loss_cls: 3.2032, loss: 4.8907, grad_norm: 2.0669 2021-07-19 10:50:49,822 - mmaction - INFO - Epoch [49][1420/1879] lr: 1.522e-01, eta: 1 day, 10:01:11, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.7231, top1_acc: 0.2855, top5_acc: 0.5434, loss_cls: 3.2940, loss: 5.0171, grad_norm: 2.0698 2021-07-19 10:51:01,258 - mmaction - INFO - Epoch [49][1440/1879] lr: 1.522e-01, eta: 1 day, 10:00:55, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6974, top1_acc: 0.3039, top5_acc: 0.5465, loss_cls: 3.2369, loss: 4.9342, grad_norm: 2.0427 2021-07-19 10:51:12,619 - mmaction - INFO - Epoch [49][1460/1879] lr: 1.522e-01, eta: 1 day, 10:00:39, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6908, top1_acc: 0.3020, top5_acc: 0.5613, loss_cls: 3.2125, loss: 4.9032, grad_norm: 2.0833 2021-07-19 10:51:23,936 - mmaction - INFO - Epoch [49][1480/1879] lr: 1.522e-01, eta: 1 day, 10:00:23, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.7028, top1_acc: 0.2957, top5_acc: 0.5508, loss_cls: 3.2375, loss: 4.9403, grad_norm: 2.0801 2021-07-19 10:51:36,038 - mmaction - INFO - Epoch [49][1500/1879] lr: 1.522e-01, eta: 1 day, 10:00:08, time: 0.601, data_time: 0.009, memory: 6921, loss_aux: 1.7310, top1_acc: 0.3027, top5_acc: 0.5398, loss_cls: 3.2810, loss: 5.0120, grad_norm: 2.0648 2021-07-19 10:51:47,264 - mmaction - INFO - Epoch [49][1520/1879] lr: 1.521e-01, eta: 1 day, 9:59:52, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2824, top5_acc: 0.5340, loss_cls: 3.3197, loss: 5.0531, grad_norm: 2.0742 2021-07-19 10:51:58,488 - mmaction - INFO - Epoch [49][1540/1879] lr: 1.521e-01, eta: 1 day, 9:59:36, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.7204, top1_acc: 0.2945, top5_acc: 0.5488, loss_cls: 3.2699, loss: 4.9902, grad_norm: 2.0837 2021-07-19 10:52:10,091 - mmaction - INFO - Epoch [49][1560/1879] lr: 1.521e-01, eta: 1 day, 9:59:20, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6842, top1_acc: 0.3078, top5_acc: 0.5492, loss_cls: 3.1972, loss: 4.8813, grad_norm: 2.1177 2021-07-19 10:52:22,496 - mmaction - INFO - Epoch [49][1580/1879] lr: 1.521e-01, eta: 1 day, 9:59:06, time: 0.618, data_time: 0.009, memory: 6921, loss_aux: 1.7081, top1_acc: 0.2980, top5_acc: 0.5492, loss_cls: 3.2854, loss: 4.9936, grad_norm: 2.0770 2021-07-19 10:52:35,172 - mmaction - INFO - Epoch [49][1600/1879] lr: 1.521e-01, eta: 1 day, 9:58:52, time: 0.617, data_time: 0.006, memory: 6921, loss_aux: 1.7334, top1_acc: 0.2980, top5_acc: 0.5410, loss_cls: 3.2870, loss: 5.0204, grad_norm: 2.1474 2021-07-19 10:52:53,534 - mmaction - INFO - Epoch [49][1620/1879] lr: 1.521e-01, eta: 1 day, 9:58:51, time: 0.937, data_time: 0.020, memory: 6921, loss_aux: 1.7191, top1_acc: 0.2977, top5_acc: 0.5453, loss_cls: 3.2958, loss: 5.0149, grad_norm: 2.0549 2021-07-19 10:53:05,565 - mmaction - INFO - Epoch [49][1640/1879] lr: 1.520e-01, eta: 1 day, 9:58:37, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.7053, top1_acc: 0.3043, top5_acc: 0.5539, loss_cls: 3.2509, loss: 4.9562, grad_norm: 2.0546 2021-07-19 10:53:17,020 - mmaction - INFO - Epoch [49][1660/1879] lr: 1.520e-01, eta: 1 day, 9:58:21, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6947, top1_acc: 0.3121, top5_acc: 0.5566, loss_cls: 3.2246, loss: 4.9194, grad_norm: 2.0868 2021-07-19 10:53:28,222 - mmaction - INFO - Epoch [49][1680/1879] lr: 1.520e-01, eta: 1 day, 9:58:05, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.7076, top1_acc: 0.3070, top5_acc: 0.5410, loss_cls: 3.2435, loss: 4.9511, grad_norm: 2.0860 2021-07-19 10:53:39,249 - mmaction - INFO - Epoch [49][1700/1879] lr: 1.520e-01, eta: 1 day, 9:57:48, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.7310, top1_acc: 0.3000, top5_acc: 0.5434, loss_cls: 3.2841, loss: 5.0151, grad_norm: 2.0477 2021-07-19 10:53:51,175 - mmaction - INFO - Epoch [49][1720/1879] lr: 1.520e-01, eta: 1 day, 9:57:33, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.6855, top1_acc: 0.2891, top5_acc: 0.5551, loss_cls: 3.2429, loss: 4.9283, grad_norm: 2.0908 2021-07-19 10:54:02,431 - mmaction - INFO - Epoch [49][1740/1879] lr: 1.519e-01, eta: 1 day, 9:57:17, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7286, top1_acc: 0.2926, top5_acc: 0.5340, loss_cls: 3.2941, loss: 5.0227, grad_norm: 2.0833 2021-07-19 10:54:13,594 - mmaction - INFO - Epoch [49][1760/1879] lr: 1.519e-01, eta: 1 day, 9:57:01, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.7070, top1_acc: 0.3059, top5_acc: 0.5574, loss_cls: 3.2185, loss: 4.9255, grad_norm: 2.0596 2021-07-19 10:54:25,413 - mmaction - INFO - Epoch [49][1780/1879] lr: 1.519e-01, eta: 1 day, 9:56:45, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.7114, top1_acc: 0.3066, top5_acc: 0.5359, loss_cls: 3.2576, loss: 4.9691, grad_norm: 2.0511 2021-07-19 10:54:36,697 - mmaction - INFO - Epoch [49][1800/1879] lr: 1.519e-01, eta: 1 day, 9:56:29, time: 0.566, data_time: 0.006, memory: 6921, loss_aux: 1.7229, top1_acc: 0.2777, top5_acc: 0.5312, loss_cls: 3.3146, loss: 5.0375, grad_norm: 2.0876 2021-07-19 10:54:49,722 - mmaction - INFO - Epoch [49][1820/1879] lr: 1.519e-01, eta: 1 day, 9:56:17, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.7032, top1_acc: 0.2965, top5_acc: 0.5523, loss_cls: 3.2388, loss: 4.9420, grad_norm: 2.0606 2021-07-19 10:55:01,020 - mmaction - INFO - Epoch [49][1840/1879] lr: 1.518e-01, eta: 1 day, 9:56:01, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.7129, top1_acc: 0.2969, top5_acc: 0.5484, loss_cls: 3.2476, loss: 4.9605, grad_norm: 2.0830 2021-07-19 10:55:16,758 - mmaction - INFO - Epoch [49][1860/1879] lr: 1.518e-01, eta: 1 day, 9:55:54, time: 0.787, data_time: 0.001, memory: 6921, loss_aux: 1.7098, top1_acc: 0.3082, top5_acc: 0.5504, loss_cls: 3.2659, loss: 4.9757, grad_norm: 2.1039 2021-07-19 10:55:27,230 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-07-19 10:55:46,367 - mmaction - INFO - Epoch [50][20/1879] lr: 1.518e-01, eta: 1 day, 9:55:12, time: 0.859, data_time: 0.241, memory: 6921, loss_aux: 1.7236, top1_acc: 0.2973, top5_acc: 0.5387, loss_cls: 3.2713, loss: 4.9949, grad_norm: 2.1304 2021-07-19 10:55:58,158 - mmaction - INFO - Epoch [50][40/1879] lr: 1.518e-01, eta: 1 day, 9:54:57, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.6829, top1_acc: 0.3098, top5_acc: 0.5723, loss_cls: 3.2022, loss: 4.8851, grad_norm: 2.1189 2021-07-19 10:56:12,276 - mmaction - INFO - Epoch [50][60/1879] lr: 1.517e-01, eta: 1 day, 9:54:47, time: 0.704, data_time: 0.003, memory: 6921, loss_aux: 1.6956, top1_acc: 0.3043, top5_acc: 0.5500, loss_cls: 3.2225, loss: 4.9181, grad_norm: 2.0950 2021-07-19 10:56:23,799 - mmaction - INFO - Epoch [50][80/1879] lr: 1.517e-01, eta: 1 day, 9:54:31, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 1.7112, top1_acc: 0.2992, top5_acc: 0.5512, loss_cls: 3.2667, loss: 4.9779, grad_norm: 2.0806 2021-07-19 10:56:34,898 - mmaction - INFO - Epoch [50][100/1879] lr: 1.517e-01, eta: 1 day, 9:54:15, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.6556, top1_acc: 0.3129, top5_acc: 0.5676, loss_cls: 3.1224, loss: 4.7780, grad_norm: 2.0763 2021-07-19 10:56:46,424 - mmaction - INFO - Epoch [50][120/1879] lr: 1.517e-01, eta: 1 day, 9:53:59, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.6831, top1_acc: 0.3117, top5_acc: 0.5602, loss_cls: 3.2031, loss: 4.8862, grad_norm: 2.1136 2021-07-19 10:56:58,301 - mmaction - INFO - Epoch [50][140/1879] lr: 1.517e-01, eta: 1 day, 9:53:44, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.7110, top1_acc: 0.2926, top5_acc: 0.5543, loss_cls: 3.2730, loss: 4.9840, grad_norm: 2.1009 2021-07-19 10:57:15,945 - mmaction - INFO - Epoch [50][160/1879] lr: 1.517e-01, eta: 1 day, 9:53:41, time: 0.879, data_time: 0.004, memory: 6921, loss_aux: 1.6806, top1_acc: 0.3074, top5_acc: 0.5687, loss_cls: 3.1984, loss: 4.8790, grad_norm: 2.0892 2021-07-19 10:57:27,576 - mmaction - INFO - Epoch [50][180/1879] lr: 1.516e-01, eta: 1 day, 9:53:25, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 1.6760, top1_acc: 0.3195, top5_acc: 0.5687, loss_cls: 3.1386, loss: 4.8146, grad_norm: 2.0729 2021-07-19 10:57:39,274 - mmaction - INFO - Epoch [50][200/1879] lr: 1.516e-01, eta: 1 day, 9:53:10, time: 0.590, data_time: 0.010, memory: 6921, loss_aux: 1.7146, top1_acc: 0.2965, top5_acc: 0.5449, loss_cls: 3.2668, loss: 4.9813, grad_norm: 2.1490 2021-07-19 10:57:51,101 - mmaction - INFO - Epoch [50][220/1879] lr: 1.516e-01, eta: 1 day, 9:52:55, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.7330, top1_acc: 0.3066, top5_acc: 0.5492, loss_cls: 3.2627, loss: 4.9957, grad_norm: 2.0636 2021-07-19 10:58:02,513 - mmaction - INFO - Epoch [50][240/1879] lr: 1.516e-01, eta: 1 day, 9:52:40, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.7187, top1_acc: 0.3047, top5_acc: 0.5437, loss_cls: 3.2765, loss: 4.9953, grad_norm: 2.1192 2021-07-19 10:58:14,483 - mmaction - INFO - Epoch [50][260/1879] lr: 1.516e-01, eta: 1 day, 9:52:25, time: 0.598, data_time: 0.001, memory: 6921, loss_aux: 1.7114, top1_acc: 0.2902, top5_acc: 0.5449, loss_cls: 3.2787, loss: 4.9901, grad_norm: 2.1114 2021-07-19 10:58:25,716 - mmaction - INFO - Epoch [50][280/1879] lr: 1.515e-01, eta: 1 day, 9:52:09, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7359, top1_acc: 0.2910, top5_acc: 0.5406, loss_cls: 3.3093, loss: 5.0452, grad_norm: 2.1213 2021-07-19 10:58:37,449 - mmaction - INFO - Epoch [50][300/1879] lr: 1.515e-01, eta: 1 day, 9:51:53, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.7073, top1_acc: 0.2902, top5_acc: 0.5406, loss_cls: 3.2640, loss: 4.9713, grad_norm: 2.1112 2021-07-19 10:58:51,414 - mmaction - INFO - Epoch [50][320/1879] lr: 1.515e-01, eta: 1 day, 9:51:43, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.7000, top1_acc: 0.2992, top5_acc: 0.5488, loss_cls: 3.2344, loss: 4.9344, grad_norm: 2.0970 2021-07-19 10:59:03,057 - mmaction - INFO - Epoch [50][340/1879] lr: 1.515e-01, eta: 1 day, 9:51:27, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3035, top5_acc: 0.5512, loss_cls: 3.1905, loss: 4.8626, grad_norm: 2.0552 2021-07-19 10:59:15,043 - mmaction - INFO - Epoch [50][360/1879] lr: 1.515e-01, eta: 1 day, 9:51:13, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.7264, top1_acc: 0.2941, top5_acc: 0.5410, loss_cls: 3.2672, loss: 4.9936, grad_norm: 2.1018 2021-07-19 10:59:27,449 - mmaction - INFO - Epoch [50][380/1879] lr: 1.514e-01, eta: 1 day, 9:50:59, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.7107, top1_acc: 0.3016, top5_acc: 0.5473, loss_cls: 3.2526, loss: 4.9632, grad_norm: 2.0784 2021-07-19 10:59:40,310 - mmaction - INFO - Epoch [50][400/1879] lr: 1.514e-01, eta: 1 day, 9:50:46, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.6699, top1_acc: 0.3164, top5_acc: 0.5527, loss_cls: 3.1688, loss: 4.8388, grad_norm: 2.0899 2021-07-19 10:59:53,256 - mmaction - INFO - Epoch [50][420/1879] lr: 1.514e-01, eta: 1 day, 9:50:33, time: 0.649, data_time: 0.006, memory: 6921, loss_aux: 1.7377, top1_acc: 0.2859, top5_acc: 0.5398, loss_cls: 3.3298, loss: 5.0676, grad_norm: 2.0813 2021-07-19 11:00:05,611 - mmaction - INFO - Epoch [50][440/1879] lr: 1.514e-01, eta: 1 day, 9:50:19, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.7452, top1_acc: 0.2832, top5_acc: 0.5383, loss_cls: 3.3264, loss: 5.0716, grad_norm: 2.0575 2021-07-19 11:00:17,302 - mmaction - INFO - Epoch [50][460/1879] lr: 1.514e-01, eta: 1 day, 9:50:04, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.6886, top1_acc: 0.2949, top5_acc: 0.5473, loss_cls: 3.2257, loss: 4.9142, grad_norm: 2.0839 2021-07-19 11:00:28,828 - mmaction - INFO - Epoch [50][480/1879] lr: 1.513e-01, eta: 1 day, 9:49:48, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6935, top1_acc: 0.3098, top5_acc: 0.5500, loss_cls: 3.1937, loss: 4.8872, grad_norm: 2.0759 2021-07-19 11:00:42,260 - mmaction - INFO - Epoch [50][500/1879] lr: 1.513e-01, eta: 1 day, 9:49:37, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.7111, top1_acc: 0.2973, top5_acc: 0.5395, loss_cls: 3.2623, loss: 4.9734, grad_norm: 2.1223 2021-07-19 11:00:53,524 - mmaction - INFO - Epoch [50][520/1879] lr: 1.513e-01, eta: 1 day, 9:49:21, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6978, top1_acc: 0.3035, top5_acc: 0.5500, loss_cls: 3.2342, loss: 4.9320, grad_norm: 2.0597 2021-07-19 11:01:06,192 - mmaction - INFO - Epoch [50][540/1879] lr: 1.513e-01, eta: 1 day, 9:49:07, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.6950, top1_acc: 0.3055, top5_acc: 0.5480, loss_cls: 3.2428, loss: 4.9378, grad_norm: 2.0947 2021-07-19 11:01:17,635 - mmaction - INFO - Epoch [50][560/1879] lr: 1.513e-01, eta: 1 day, 9:48:52, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6766, top1_acc: 0.3187, top5_acc: 0.5516, loss_cls: 3.1918, loss: 4.8684, grad_norm: 2.0938 2021-07-19 11:01:29,854 - mmaction - INFO - Epoch [50][580/1879] lr: 1.512e-01, eta: 1 day, 9:48:37, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.7223, top1_acc: 0.2961, top5_acc: 0.5359, loss_cls: 3.2779, loss: 5.0002, grad_norm: 2.1208 2021-07-19 11:01:41,858 - mmaction - INFO - Epoch [50][600/1879] lr: 1.512e-01, eta: 1 day, 9:48:23, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6877, top1_acc: 0.3035, top5_acc: 0.5461, loss_cls: 3.2289, loss: 4.9165, grad_norm: 2.1021 2021-07-19 11:01:53,869 - mmaction - INFO - Epoch [50][620/1879] lr: 1.512e-01, eta: 1 day, 9:48:08, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.7258, top1_acc: 0.3055, top5_acc: 0.5402, loss_cls: 3.2861, loss: 5.0119, grad_norm: 2.0930 2021-07-19 11:02:06,318 - mmaction - INFO - Epoch [50][640/1879] lr: 1.512e-01, eta: 1 day, 9:47:54, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.6584, top1_acc: 0.3129, top5_acc: 0.5730, loss_cls: 3.1350, loss: 4.7934, grad_norm: 2.0542 2021-07-19 11:02:18,084 - mmaction - INFO - Epoch [50][660/1879] lr: 1.512e-01, eta: 1 day, 9:47:39, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.6950, top1_acc: 0.3066, top5_acc: 0.5508, loss_cls: 3.2263, loss: 4.9213, grad_norm: 2.0908 2021-07-19 11:02:29,797 - mmaction - INFO - Epoch [50][680/1879] lr: 1.512e-01, eta: 1 day, 9:47:24, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6762, top1_acc: 0.3113, top5_acc: 0.5512, loss_cls: 3.2030, loss: 4.8792, grad_norm: 2.1110 2021-07-19 11:02:41,303 - mmaction - INFO - Epoch [50][700/1879] lr: 1.511e-01, eta: 1 day, 9:47:08, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.7265, top1_acc: 0.2906, top5_acc: 0.5496, loss_cls: 3.2897, loss: 5.0162, grad_norm: 2.0767 2021-07-19 11:02:55,519 - mmaction - INFO - Epoch [50][720/1879] lr: 1.511e-01, eta: 1 day, 9:46:58, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.6954, top1_acc: 0.3051, top5_acc: 0.5461, loss_cls: 3.2171, loss: 4.9125, grad_norm: 2.0894 2021-07-19 11:03:08,239 - mmaction - INFO - Epoch [50][740/1879] lr: 1.511e-01, eta: 1 day, 9:46:45, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.6906, top1_acc: 0.2980, top5_acc: 0.5613, loss_cls: 3.2369, loss: 4.9275, grad_norm: 2.1308 2021-07-19 11:03:20,044 - mmaction - INFO - Epoch [50][760/1879] lr: 1.511e-01, eta: 1 day, 9:46:30, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.7168, top1_acc: 0.2965, top5_acc: 0.5496, loss_cls: 3.2612, loss: 4.9780, grad_norm: 2.0875 2021-07-19 11:03:31,051 - mmaction - INFO - Epoch [50][780/1879] lr: 1.511e-01, eta: 1 day, 9:46:13, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.6844, top1_acc: 0.3008, top5_acc: 0.5602, loss_cls: 3.2070, loss: 4.8915, grad_norm: 2.0804 2021-07-19 11:03:42,283 - mmaction - INFO - Epoch [50][800/1879] lr: 1.510e-01, eta: 1 day, 9:45:57, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.7293, top1_acc: 0.2938, top5_acc: 0.5441, loss_cls: 3.2973, loss: 5.0266, grad_norm: 2.1068 2021-07-19 11:03:54,295 - mmaction - INFO - Epoch [50][820/1879] lr: 1.510e-01, eta: 1 day, 9:45:42, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.6732, top1_acc: 0.3086, top5_acc: 0.5512, loss_cls: 3.1909, loss: 4.8641, grad_norm: 2.1062 2021-07-19 11:04:07,155 - mmaction - INFO - Epoch [50][840/1879] lr: 1.510e-01, eta: 1 day, 9:45:30, time: 0.653, data_time: 0.013, memory: 6921, loss_aux: 1.7357, top1_acc: 0.2871, top5_acc: 0.5418, loss_cls: 3.2974, loss: 5.0330, grad_norm: 2.1201 2021-07-19 11:04:20,597 - mmaction - INFO - Epoch [50][860/1879] lr: 1.510e-01, eta: 1 day, 9:45:18, time: 0.672, data_time: 0.004, memory: 6921, loss_aux: 1.7312, top1_acc: 0.3012, top5_acc: 0.5422, loss_cls: 3.2943, loss: 5.0255, grad_norm: 2.0721 2021-07-19 11:04:32,495 - mmaction - INFO - Epoch [50][880/1879] lr: 1.510e-01, eta: 1 day, 9:45:03, time: 0.595, data_time: 0.007, memory: 6921, loss_aux: 1.7082, top1_acc: 0.3039, top5_acc: 0.5570, loss_cls: 3.2336, loss: 4.9418, grad_norm: 2.1185 2021-07-19 11:04:46,429 - mmaction - INFO - Epoch [50][900/1879] lr: 1.509e-01, eta: 1 day, 9:44:53, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.6718, top1_acc: 0.3070, top5_acc: 0.5676, loss_cls: 3.1863, loss: 4.8580, grad_norm: 2.0626 2021-07-19 11:04:59,849 - mmaction - INFO - Epoch [50][920/1879] lr: 1.509e-01, eta: 1 day, 9:44:41, time: 0.673, data_time: 0.005, memory: 6921, loss_aux: 1.6932, top1_acc: 0.3066, top5_acc: 0.5508, loss_cls: 3.2125, loss: 4.9057, grad_norm: 2.1220 2021-07-19 11:05:16,783 - mmaction - INFO - Epoch [50][940/1879] lr: 1.509e-01, eta: 1 day, 9:44:36, time: 0.847, data_time: 0.003, memory: 6921, loss_aux: 1.6793, top1_acc: 0.3078, top5_acc: 0.5656, loss_cls: 3.1850, loss: 4.8643, grad_norm: 2.1034 2021-07-19 11:05:28,023 - mmaction - INFO - Epoch [50][960/1879] lr: 1.509e-01, eta: 1 day, 9:44:20, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.6859, top1_acc: 0.3137, top5_acc: 0.5602, loss_cls: 3.2086, loss: 4.8945, grad_norm: 2.0927 2021-07-19 11:05:41,070 - mmaction - INFO - Epoch [50][980/1879] lr: 1.509e-01, eta: 1 day, 9:44:08, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.6810, top1_acc: 0.3121, top5_acc: 0.5437, loss_cls: 3.2130, loss: 4.8940, grad_norm: 2.0772 2021-07-19 11:05:57,354 - mmaction - INFO - Epoch [50][1000/1879] lr: 1.508e-01, eta: 1 day, 9:44:02, time: 0.812, data_time: 0.002, memory: 6921, loss_aux: 1.7308, top1_acc: 0.2898, top5_acc: 0.5457, loss_cls: 3.2901, loss: 5.0209, grad_norm: 2.0990 2021-07-19 11:06:10,896 - mmaction - INFO - Epoch [50][1020/1879] lr: 1.508e-01, eta: 1 day, 9:43:50, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 1.6860, top1_acc: 0.3113, top5_acc: 0.5691, loss_cls: 3.1591, loss: 4.8451, grad_norm: 2.0495 2021-07-19 11:06:23,578 - mmaction - INFO - Epoch [50][1040/1879] lr: 1.508e-01, eta: 1 day, 9:43:37, time: 0.637, data_time: 0.006, memory: 6921, loss_aux: 1.7190, top1_acc: 0.2938, top5_acc: 0.5344, loss_cls: 3.2903, loss: 5.0094, grad_norm: 2.1341 2021-07-19 11:06:35,192 - mmaction - INFO - Epoch [50][1060/1879] lr: 1.508e-01, eta: 1 day, 9:43:22, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.6957, top1_acc: 0.3078, top5_acc: 0.5691, loss_cls: 3.2194, loss: 4.9150, grad_norm: 2.0545 2021-07-19 11:06:46,494 - mmaction - INFO - Epoch [50][1080/1879] lr: 1.508e-01, eta: 1 day, 9:43:05, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.6840, top1_acc: 0.3168, top5_acc: 0.5598, loss_cls: 3.1976, loss: 4.8816, grad_norm: 2.0912 2021-07-19 11:06:59,475 - mmaction - INFO - Epoch [50][1100/1879] lr: 1.508e-01, eta: 1 day, 9:42:53, time: 0.655, data_time: 0.012, memory: 6921, loss_aux: 1.7249, top1_acc: 0.2953, top5_acc: 0.5336, loss_cls: 3.2849, loss: 5.0098, grad_norm: 2.1144 2021-07-19 11:07:12,453 - mmaction - INFO - Epoch [50][1120/1879] lr: 1.507e-01, eta: 1 day, 9:42:40, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.6907, top1_acc: 0.3125, top5_acc: 0.5648, loss_cls: 3.2126, loss: 4.9034, grad_norm: 2.1077 2021-07-19 11:07:23,575 - mmaction - INFO - Epoch [50][1140/1879] lr: 1.507e-01, eta: 1 day, 9:42:24, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.7153, top1_acc: 0.2934, top5_acc: 0.5391, loss_cls: 3.2887, loss: 5.0040, grad_norm: 2.0874 2021-07-19 11:07:37,485 - mmaction - INFO - Epoch [50][1160/1879] lr: 1.507e-01, eta: 1 day, 9:42:13, time: 0.693, data_time: 0.002, memory: 6921, loss_aux: 1.7097, top1_acc: 0.3074, top5_acc: 0.5430, loss_cls: 3.2435, loss: 4.9532, grad_norm: 2.0304 2021-07-19 11:07:48,897 - mmaction - INFO - Epoch [50][1180/1879] lr: 1.507e-01, eta: 1 day, 9:41:57, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.6674, top1_acc: 0.3195, top5_acc: 0.5707, loss_cls: 3.1653, loss: 4.8327, grad_norm: 2.0671 2021-07-19 11:08:00,565 - mmaction - INFO - Epoch [50][1200/1879] lr: 1.507e-01, eta: 1 day, 9:41:42, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.6936, top1_acc: 0.3035, top5_acc: 0.5563, loss_cls: 3.2111, loss: 4.9047, grad_norm: 2.0984 2021-07-19 11:08:13,265 - mmaction - INFO - Epoch [50][1220/1879] lr: 1.506e-01, eta: 1 day, 9:41:29, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.6888, top1_acc: 0.3043, top5_acc: 0.5563, loss_cls: 3.2215, loss: 4.9103, grad_norm: 2.0892 2021-07-19 11:08:24,605 - mmaction - INFO - Epoch [50][1240/1879] lr: 1.506e-01, eta: 1 day, 9:41:13, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.7047, top1_acc: 0.2945, top5_acc: 0.5484, loss_cls: 3.2459, loss: 4.9506, grad_norm: 2.1056 2021-07-19 11:08:36,165 - mmaction - INFO - Epoch [50][1260/1879] lr: 1.506e-01, eta: 1 day, 9:40:57, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7050, top1_acc: 0.3016, top5_acc: 0.5539, loss_cls: 3.2331, loss: 4.9381, grad_norm: 2.0485 2021-07-19 11:08:48,275 - mmaction - INFO - Epoch [50][1280/1879] lr: 1.506e-01, eta: 1 day, 9:40:43, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.7094, top1_acc: 0.3090, top5_acc: 0.5473, loss_cls: 3.2630, loss: 4.9724, grad_norm: 2.0873 2021-07-19 11:08:59,688 - mmaction - INFO - Epoch [50][1300/1879] lr: 1.506e-01, eta: 1 day, 9:40:27, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.7316, top1_acc: 0.2926, top5_acc: 0.5359, loss_cls: 3.3050, loss: 5.0366, grad_norm: 2.1393 2021-07-19 11:09:15,517 - mmaction - INFO - Epoch [50][1320/1879] lr: 1.505e-01, eta: 1 day, 9:40:20, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.6827, top1_acc: 0.3078, top5_acc: 0.5613, loss_cls: 3.1973, loss: 4.8801, grad_norm: 2.0953 2021-07-19 11:09:30,630 - mmaction - INFO - Epoch [50][1340/1879] lr: 1.505e-01, eta: 1 day, 9:40:12, time: 0.775, data_time: 0.022, memory: 6921, loss_aux: 1.7147, top1_acc: 0.2957, top5_acc: 0.5480, loss_cls: 3.2621, loss: 4.9769, grad_norm: 2.0836 2021-07-19 11:09:42,354 - mmaction - INFO - Epoch [50][1360/1879] lr: 1.505e-01, eta: 1 day, 9:39:57, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.7089, top1_acc: 0.2930, top5_acc: 0.5496, loss_cls: 3.2444, loss: 4.9533, grad_norm: 2.0887 2021-07-19 11:09:53,833 - mmaction - INFO - Epoch [50][1380/1879] lr: 1.505e-01, eta: 1 day, 9:39:41, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6990, top1_acc: 0.3020, top5_acc: 0.5461, loss_cls: 3.2612, loss: 4.9602, grad_norm: 2.0876 2021-07-19 11:10:05,178 - mmaction - INFO - Epoch [50][1400/1879] lr: 1.505e-01, eta: 1 day, 9:39:25, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.6828, top1_acc: 0.3090, top5_acc: 0.5531, loss_cls: 3.2079, loss: 4.8906, grad_norm: 2.1197 2021-07-19 11:10:16,420 - mmaction - INFO - Epoch [50][1420/1879] lr: 1.504e-01, eta: 1 day, 9:39:09, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.7082, top1_acc: 0.3043, top5_acc: 0.5488, loss_cls: 3.2341, loss: 4.9423, grad_norm: 2.1221 2021-07-19 11:10:30,394 - mmaction - INFO - Epoch [50][1440/1879] lr: 1.504e-01, eta: 1 day, 9:38:58, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.7192, top1_acc: 0.2938, top5_acc: 0.5504, loss_cls: 3.2943, loss: 5.0135, grad_norm: 2.0872 2021-07-19 11:10:46,562 - mmaction - INFO - Epoch [50][1460/1879] lr: 1.504e-01, eta: 1 day, 9:38:52, time: 0.810, data_time: 0.005, memory: 6921, loss_aux: 1.7083, top1_acc: 0.3035, top5_acc: 0.5496, loss_cls: 3.2143, loss: 4.9226, grad_norm: 2.0797 2021-07-19 11:10:58,242 - mmaction - INFO - Epoch [50][1480/1879] lr: 1.504e-01, eta: 1 day, 9:38:37, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.6892, top1_acc: 0.3047, top5_acc: 0.5426, loss_cls: 3.2411, loss: 4.9303, grad_norm: 2.1468 2021-07-19 11:11:10,804 - mmaction - INFO - Epoch [50][1500/1879] lr: 1.504e-01, eta: 1 day, 9:38:24, time: 0.626, data_time: 0.001, memory: 6921, loss_aux: 1.7205, top1_acc: 0.2902, top5_acc: 0.5402, loss_cls: 3.3063, loss: 5.0268, grad_norm: 2.1256 2021-07-19 11:11:22,184 - mmaction - INFO - Epoch [50][1520/1879] lr: 1.503e-01, eta: 1 day, 9:38:08, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6833, top1_acc: 0.3059, top5_acc: 0.5566, loss_cls: 3.1917, loss: 4.8750, grad_norm: 2.1011 2021-07-19 11:11:34,681 - mmaction - INFO - Epoch [50][1540/1879] lr: 1.503e-01, eta: 1 day, 9:37:54, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.7042, top1_acc: 0.3090, top5_acc: 0.5492, loss_cls: 3.2150, loss: 4.9192, grad_norm: 2.0805 2021-07-19 11:11:48,852 - mmaction - INFO - Epoch [50][1560/1879] lr: 1.503e-01, eta: 1 day, 9:37:44, time: 0.708, data_time: 0.003, memory: 6921, loss_aux: 1.7190, top1_acc: 0.2926, top5_acc: 0.5387, loss_cls: 3.2844, loss: 5.0034, grad_norm: 2.1056 2021-07-19 11:12:00,576 - mmaction - INFO - Epoch [50][1580/1879] lr: 1.503e-01, eta: 1 day, 9:37:29, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.6695, top1_acc: 0.3254, top5_acc: 0.5797, loss_cls: 3.1423, loss: 4.8118, grad_norm: 2.0397 2021-07-19 11:12:15,100 - mmaction - INFO - Epoch [50][1600/1879] lr: 1.503e-01, eta: 1 day, 9:37:19, time: 0.725, data_time: 0.004, memory: 6921, loss_aux: 1.6712, top1_acc: 0.3105, top5_acc: 0.5516, loss_cls: 3.1877, loss: 4.8589, grad_norm: 2.1195 2021-07-19 11:12:26,561 - mmaction - INFO - Epoch [50][1620/1879] lr: 1.503e-01, eta: 1 day, 9:37:04, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.6880, top1_acc: 0.3145, top5_acc: 0.5602, loss_cls: 3.1927, loss: 4.8807, grad_norm: 2.1154 2021-07-19 11:12:40,097 - mmaction - INFO - Epoch [50][1640/1879] lr: 1.502e-01, eta: 1 day, 9:36:52, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.6958, top1_acc: 0.2996, top5_acc: 0.5406, loss_cls: 3.2504, loss: 4.9463, grad_norm: 2.1046 2021-07-19 11:12:51,290 - mmaction - INFO - Epoch [50][1660/1879] lr: 1.502e-01, eta: 1 day, 9:36:36, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.7050, top1_acc: 0.3008, top5_acc: 0.5402, loss_cls: 3.2561, loss: 4.9611, grad_norm: 2.0914 2021-07-19 11:13:02,948 - mmaction - INFO - Epoch [50][1680/1879] lr: 1.502e-01, eta: 1 day, 9:36:20, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.7090, top1_acc: 0.2898, top5_acc: 0.5633, loss_cls: 3.2374, loss: 4.9464, grad_norm: 2.0660 2021-07-19 11:13:16,240 - mmaction - INFO - Epoch [50][1700/1879] lr: 1.502e-01, eta: 1 day, 9:36:08, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.6981, top1_acc: 0.2852, top5_acc: 0.5500, loss_cls: 3.2538, loss: 4.9520, grad_norm: 2.0699 2021-07-19 11:13:27,674 - mmaction - INFO - Epoch [50][1720/1879] lr: 1.502e-01, eta: 1 day, 9:35:53, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.6788, top1_acc: 0.3156, top5_acc: 0.5590, loss_cls: 3.1540, loss: 4.8328, grad_norm: 2.1307 2021-07-19 11:13:40,566 - mmaction - INFO - Epoch [50][1740/1879] lr: 1.501e-01, eta: 1 day, 9:35:40, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.6534, top1_acc: 0.3328, top5_acc: 0.5809, loss_cls: 3.1083, loss: 4.7617, grad_norm: 2.1185 2021-07-19 11:13:54,370 - mmaction - INFO - Epoch [50][1760/1879] lr: 1.501e-01, eta: 1 day, 9:35:29, time: 0.690, data_time: 0.004, memory: 6921, loss_aux: 1.6852, top1_acc: 0.3117, top5_acc: 0.5652, loss_cls: 3.2101, loss: 4.8953, grad_norm: 2.0946 2021-07-19 11:14:06,443 - mmaction - INFO - Epoch [50][1780/1879] lr: 1.501e-01, eta: 1 day, 9:35:15, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.7179, top1_acc: 0.2930, top5_acc: 0.5500, loss_cls: 3.2510, loss: 4.9689, grad_norm: 2.1509 2021-07-19 11:14:18,520 - mmaction - INFO - Epoch [50][1800/1879] lr: 1.501e-01, eta: 1 day, 9:35:00, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.7110, top1_acc: 0.3074, top5_acc: 0.5582, loss_cls: 3.2272, loss: 4.9381, grad_norm: 2.1297 2021-07-19 11:14:31,919 - mmaction - INFO - Epoch [50][1820/1879] lr: 1.501e-01, eta: 1 day, 9:34:45, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6764, top1_acc: 0.3035, top5_acc: 0.5570, loss_cls: 3.2041, loss: 4.8805, grad_norm: 2.1164 2021-07-19 11:14:45,483 - mmaction - INFO - Epoch [50][1840/1879] lr: 1.500e-01, eta: 1 day, 9:34:37, time: 0.768, data_time: 0.093, memory: 6921, loss_aux: 1.7598, top1_acc: 0.2824, top5_acc: 0.5215, loss_cls: 3.3527, loss: 5.1125, grad_norm: 2.1099 2021-07-19 11:14:59,878 - mmaction - INFO - Epoch [50][1860/1879] lr: 1.500e-01, eta: 1 day, 9:34:27, time: 0.719, data_time: 0.003, memory: 6921, loss_aux: 1.6741, top1_acc: 0.3125, top5_acc: 0.5586, loss_cls: 3.1690, loss: 4.8431, grad_norm: 2.0923 2021-07-19 11:15:10,835 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-07-19 11:15:33,200 - mmaction - INFO - Epoch [51][20/1879] lr: 1.500e-01, eta: 1 day, 9:33:48, time: 0.919, data_time: 0.277, memory: 6921, loss_aux: 1.6684, top1_acc: 0.2922, top5_acc: 0.5492, loss_cls: 3.2090, loss: 4.8775, grad_norm: 2.1142 2021-07-19 11:15:47,260 - mmaction - INFO - Epoch [51][40/1879] lr: 1.500e-01, eta: 1 day, 9:33:38, time: 0.704, data_time: 0.010, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3117, top5_acc: 0.5570, loss_cls: 3.2093, loss: 4.9056, grad_norm: 2.0574 2021-07-19 11:15:58,423 - mmaction - INFO - Epoch [51][60/1879] lr: 1.499e-01, eta: 1 day, 9:33:22, time: 0.562, data_time: 0.007, memory: 6921, loss_aux: 1.6562, top1_acc: 0.3141, top5_acc: 0.5676, loss_cls: 3.1562, loss: 4.8125, grad_norm: 2.0798 2021-07-19 11:16:10,993 - mmaction - INFO - Epoch [51][80/1879] lr: 1.499e-01, eta: 1 day, 9:33:08, time: 0.627, data_time: 0.001, memory: 6921, loss_aux: 1.6882, top1_acc: 0.3063, top5_acc: 0.5488, loss_cls: 3.2167, loss: 4.9048, grad_norm: 2.0775 2021-07-19 11:16:22,674 - mmaction - INFO - Epoch [51][100/1879] lr: 1.499e-01, eta: 1 day, 9:32:53, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.6557, top1_acc: 0.3098, top5_acc: 0.5598, loss_cls: 3.1579, loss: 4.8136, grad_norm: 2.0828 2021-07-19 11:16:37,029 - mmaction - INFO - Epoch [51][120/1879] lr: 1.499e-01, eta: 1 day, 9:32:43, time: 0.716, data_time: 0.005, memory: 6921, loss_aux: 1.6873, top1_acc: 0.2992, top5_acc: 0.5453, loss_cls: 3.2512, loss: 4.9385, grad_norm: 2.1109 2021-07-19 11:16:53,342 - mmaction - INFO - Epoch [51][140/1879] lr: 1.499e-01, eta: 1 day, 9:32:37, time: 0.811, data_time: 0.004, memory: 6921, loss_aux: 1.7026, top1_acc: 0.2902, top5_acc: 0.5453, loss_cls: 3.2558, loss: 4.9583, grad_norm: 2.1245 2021-07-19 11:17:04,758 - mmaction - INFO - Epoch [51][160/1879] lr: 1.498e-01, eta: 1 day, 9:32:22, time: 0.578, data_time: 0.014, memory: 6921, loss_aux: 1.6939, top1_acc: 0.3012, top5_acc: 0.5652, loss_cls: 3.1919, loss: 4.8858, grad_norm: 2.1520 2021-07-19 11:17:20,203 - mmaction - INFO - Epoch [51][180/1879] lr: 1.498e-01, eta: 1 day, 9:32:14, time: 0.770, data_time: 0.018, memory: 6921, loss_aux: 1.7159, top1_acc: 0.2918, top5_acc: 0.5418, loss_cls: 3.2744, loss: 4.9904, grad_norm: 2.1144 2021-07-19 11:17:32,919 - mmaction - INFO - Epoch [51][200/1879] lr: 1.498e-01, eta: 1 day, 9:32:01, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.6889, top1_acc: 0.3016, top5_acc: 0.5578, loss_cls: 3.2264, loss: 4.9152, grad_norm: 2.1422 2021-07-19 11:17:49,624 - mmaction - INFO - Epoch [51][220/1879] lr: 1.498e-01, eta: 1 day, 9:31:55, time: 0.832, data_time: 0.003, memory: 6921, loss_aux: 1.6817, top1_acc: 0.3055, top5_acc: 0.5531, loss_cls: 3.2153, loss: 4.8970, grad_norm: 2.0633 2021-07-19 11:18:07,383 - mmaction - INFO - Epoch [51][240/1879] lr: 1.498e-01, eta: 1 day, 9:31:52, time: 0.888, data_time: 0.006, memory: 6921, loss_aux: 1.6968, top1_acc: 0.3078, top5_acc: 0.5469, loss_cls: 3.2085, loss: 4.9054, grad_norm: 2.0777 2021-07-19 11:18:18,296 - mmaction - INFO - Epoch [51][260/1879] lr: 1.497e-01, eta: 1 day, 9:31:36, time: 0.550, data_time: 0.006, memory: 6921, loss_aux: 1.6957, top1_acc: 0.2918, top5_acc: 0.5566, loss_cls: 3.2331, loss: 4.9288, grad_norm: 2.1193 2021-07-19 11:18:31,171 - mmaction - INFO - Epoch [51][280/1879] lr: 1.497e-01, eta: 1 day, 9:31:23, time: 0.642, data_time: 0.001, memory: 6921, loss_aux: 1.6728, top1_acc: 0.3078, top5_acc: 0.5578, loss_cls: 3.1853, loss: 4.8581, grad_norm: 2.1152 2021-07-19 11:18:46,137 - mmaction - INFO - Epoch [51][300/1879] lr: 1.497e-01, eta: 1 day, 9:31:14, time: 0.740, data_time: 0.006, memory: 6921, loss_aux: 1.6755, top1_acc: 0.3148, top5_acc: 0.5617, loss_cls: 3.1742, loss: 4.8497, grad_norm: 2.1383 2021-07-19 11:18:57,590 - mmaction - INFO - Epoch [51][320/1879] lr: 1.497e-01, eta: 1 day, 9:30:59, time: 0.582, data_time: 0.013, memory: 6921, loss_aux: 1.7499, top1_acc: 0.2895, top5_acc: 0.5230, loss_cls: 3.3093, loss: 5.0592, grad_norm: 2.1120 2021-07-19 11:19:13,110 - mmaction - INFO - Epoch [51][340/1879] lr: 1.497e-01, eta: 1 day, 9:30:51, time: 0.772, data_time: 0.002, memory: 6921, loss_aux: 1.6986, top1_acc: 0.3000, top5_acc: 0.5395, loss_cls: 3.2398, loss: 4.9384, grad_norm: 2.0794 2021-07-19 11:19:37,320 - mmaction - INFO - Epoch [51][360/1879] lr: 1.497e-01, eta: 1 day, 9:31:01, time: 1.213, data_time: 0.019, memory: 6921, loss_aux: 1.6793, top1_acc: 0.3137, top5_acc: 0.5520, loss_cls: 3.1701, loss: 4.8495, grad_norm: 2.0837 2021-07-19 11:19:48,830 - mmaction - INFO - Epoch [51][380/1879] lr: 1.496e-01, eta: 1 day, 9:30:45, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.7108, top1_acc: 0.2996, top5_acc: 0.5441, loss_cls: 3.2685, loss: 4.9794, grad_norm: 2.0890 2021-07-19 11:20:02,194 - mmaction - INFO - Epoch [51][400/1879] lr: 1.496e-01, eta: 1 day, 9:30:33, time: 0.665, data_time: 0.024, memory: 6921, loss_aux: 1.7121, top1_acc: 0.3012, top5_acc: 0.5344, loss_cls: 3.2941, loss: 5.0062, grad_norm: 2.1194 2021-07-19 11:20:19,251 - mmaction - INFO - Epoch [51][420/1879] lr: 1.496e-01, eta: 1 day, 9:30:28, time: 0.852, data_time: 0.012, memory: 6921, loss_aux: 1.6852, top1_acc: 0.3211, top5_acc: 0.5535, loss_cls: 3.1911, loss: 4.8763, grad_norm: 2.1110 2021-07-19 11:20:30,782 - mmaction - INFO - Epoch [51][440/1879] lr: 1.496e-01, eta: 1 day, 9:30:13, time: 0.580, data_time: 0.007, memory: 6921, loss_aux: 1.6921, top1_acc: 0.3102, top5_acc: 0.5516, loss_cls: 3.1987, loss: 4.8908, grad_norm: 2.0808 2021-07-19 11:20:44,473 - mmaction - INFO - Epoch [51][460/1879] lr: 1.496e-01, eta: 1 day, 9:30:02, time: 0.682, data_time: 0.003, memory: 6921, loss_aux: 1.6994, top1_acc: 0.3070, top5_acc: 0.5484, loss_cls: 3.1977, loss: 4.8971, grad_norm: 2.0960 2021-07-19 11:20:56,432 - mmaction - INFO - Epoch [51][480/1879] lr: 1.495e-01, eta: 1 day, 9:29:47, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.7077, top1_acc: 0.3102, top5_acc: 0.5547, loss_cls: 3.2326, loss: 4.9404, grad_norm: 2.1222 2021-07-19 11:21:08,258 - mmaction - INFO - Epoch [51][500/1879] lr: 1.495e-01, eta: 1 day, 9:29:32, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.7280, top1_acc: 0.2918, top5_acc: 0.5445, loss_cls: 3.2973, loss: 5.0252, grad_norm: 2.0762 2021-07-19 11:21:21,069 - mmaction - INFO - Epoch [51][520/1879] lr: 1.495e-01, eta: 1 day, 9:29:19, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.7072, top1_acc: 0.3016, top5_acc: 0.5539, loss_cls: 3.2467, loss: 4.9539, grad_norm: 2.1199 2021-07-19 11:21:34,903 - mmaction - INFO - Epoch [51][540/1879] lr: 1.495e-01, eta: 1 day, 9:29:08, time: 0.691, data_time: 0.004, memory: 6921, loss_aux: 1.6596, top1_acc: 0.3266, top5_acc: 0.5707, loss_cls: 3.1320, loss: 4.7916, grad_norm: 2.0648 2021-07-19 11:21:46,417 - mmaction - INFO - Epoch [51][560/1879] lr: 1.495e-01, eta: 1 day, 9:28:53, time: 0.579, data_time: 0.007, memory: 6921, loss_aux: 1.7248, top1_acc: 0.2973, top5_acc: 0.5426, loss_cls: 3.2611, loss: 4.9859, grad_norm: 2.1469 2021-07-19 11:22:03,933 - mmaction - INFO - Epoch [51][580/1879] lr: 1.494e-01, eta: 1 day, 9:28:49, time: 0.874, data_time: 0.012, memory: 6921, loss_aux: 1.6878, top1_acc: 0.3012, top5_acc: 0.5437, loss_cls: 3.2341, loss: 4.9219, grad_norm: 2.1260 2021-07-19 11:22:17,290 - mmaction - INFO - Epoch [51][600/1879] lr: 1.494e-01, eta: 1 day, 9:28:37, time: 0.666, data_time: 0.006, memory: 6921, loss_aux: 1.6933, top1_acc: 0.3199, top5_acc: 0.5582, loss_cls: 3.2222, loss: 4.9155, grad_norm: 2.1128 2021-07-19 11:22:32,522 - mmaction - INFO - Epoch [51][620/1879] lr: 1.494e-01, eta: 1 day, 9:28:29, time: 0.762, data_time: 0.012, memory: 6921, loss_aux: 1.6836, top1_acc: 0.3047, top5_acc: 0.5535, loss_cls: 3.2021, loss: 4.8857, grad_norm: 2.1529 2021-07-19 11:22:44,354 - mmaction - INFO - Epoch [51][640/1879] lr: 1.494e-01, eta: 1 day, 9:28:14, time: 0.594, data_time: 0.006, memory: 6921, loss_aux: 1.7112, top1_acc: 0.3125, top5_acc: 0.5496, loss_cls: 3.2600, loss: 4.9712, grad_norm: 2.1511 2021-07-19 11:22:59,883 - mmaction - INFO - Epoch [51][660/1879] lr: 1.494e-01, eta: 1 day, 9:28:06, time: 0.775, data_time: 0.002, memory: 6921, loss_aux: 1.6976, top1_acc: 0.2949, top5_acc: 0.5441, loss_cls: 3.2253, loss: 4.9229, grad_norm: 2.1332 2021-07-19 11:23:16,544 - mmaction - INFO - Epoch [51][680/1879] lr: 1.493e-01, eta: 1 day, 9:28:01, time: 0.833, data_time: 0.004, memory: 6921, loss_aux: 1.6917, top1_acc: 0.3199, top5_acc: 0.5586, loss_cls: 3.1839, loss: 4.8756, grad_norm: 2.1047 2021-07-19 11:23:28,777 - mmaction - INFO - Epoch [51][700/1879] lr: 1.493e-01, eta: 1 day, 9:27:47, time: 0.613, data_time: 0.007, memory: 6921, loss_aux: 1.6905, top1_acc: 0.3195, top5_acc: 0.5570, loss_cls: 3.2133, loss: 4.9037, grad_norm: 2.1430 2021-07-19 11:23:40,905 - mmaction - INFO - Epoch [51][720/1879] lr: 1.493e-01, eta: 1 day, 9:27:33, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.6926, top1_acc: 0.2969, top5_acc: 0.5547, loss_cls: 3.2333, loss: 4.9260, grad_norm: 2.2108 2021-07-19 11:23:52,442 - mmaction - INFO - Epoch [51][740/1879] lr: 1.493e-01, eta: 1 day, 9:27:17, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.6914, top1_acc: 0.3020, top5_acc: 0.5563, loss_cls: 3.2223, loss: 4.9138, grad_norm: 2.0972 2021-07-19 11:24:07,721 - mmaction - INFO - Epoch [51][760/1879] lr: 1.493e-01, eta: 1 day, 9:27:09, time: 0.766, data_time: 0.004, memory: 6921, loss_aux: 1.7037, top1_acc: 0.2922, top5_acc: 0.5500, loss_cls: 3.2621, loss: 4.9658, grad_norm: 2.1527 2021-07-19 11:24:19,844 - mmaction - INFO - Epoch [51][780/1879] lr: 1.492e-01, eta: 1 day, 9:26:55, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.6941, top1_acc: 0.3102, top5_acc: 0.5523, loss_cls: 3.2187, loss: 4.9128, grad_norm: 2.0803 2021-07-19 11:24:32,970 - mmaction - INFO - Epoch [51][800/1879] lr: 1.492e-01, eta: 1 day, 9:26:42, time: 0.657, data_time: 0.004, memory: 6921, loss_aux: 1.6886, top1_acc: 0.3063, top5_acc: 0.5590, loss_cls: 3.2191, loss: 4.9077, grad_norm: 2.1229 2021-07-19 11:24:45,445 - mmaction - INFO - Epoch [51][820/1879] lr: 1.492e-01, eta: 1 day, 9:26:29, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.7087, top1_acc: 0.2980, top5_acc: 0.5609, loss_cls: 3.2526, loss: 4.9613, grad_norm: 2.0953 2021-07-19 11:24:56,954 - mmaction - INFO - Epoch [51][840/1879] lr: 1.492e-01, eta: 1 day, 9:26:13, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.6986, top1_acc: 0.2910, top5_acc: 0.5430, loss_cls: 3.2546, loss: 4.9532, grad_norm: 2.0991 2021-07-19 11:25:08,960 - mmaction - INFO - Epoch [51][860/1879] lr: 1.492e-01, eta: 1 day, 9:25:59, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.7000, top1_acc: 0.3094, top5_acc: 0.5531, loss_cls: 3.2275, loss: 4.9275, grad_norm: 2.1467 2021-07-19 11:25:20,717 - mmaction - INFO - Epoch [51][880/1879] lr: 1.491e-01, eta: 1 day, 9:25:43, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6974, top1_acc: 0.3023, top5_acc: 0.5387, loss_cls: 3.2414, loss: 4.9388, grad_norm: 2.1215 2021-07-19 11:25:32,217 - mmaction - INFO - Epoch [51][900/1879] lr: 1.491e-01, eta: 1 day, 9:25:28, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.7084, top1_acc: 0.2910, top5_acc: 0.5437, loss_cls: 3.2581, loss: 4.9664, grad_norm: 2.1162 2021-07-19 11:25:46,936 - mmaction - INFO - Epoch [51][920/1879] lr: 1.491e-01, eta: 1 day, 9:25:19, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.6919, top1_acc: 0.3090, top5_acc: 0.5512, loss_cls: 3.2167, loss: 4.9087, grad_norm: 2.0928 2021-07-19 11:25:59,040 - mmaction - INFO - Epoch [51][940/1879] lr: 1.491e-01, eta: 1 day, 9:25:04, time: 0.609, data_time: 0.006, memory: 6921, loss_aux: 1.6984, top1_acc: 0.3141, top5_acc: 0.5566, loss_cls: 3.2222, loss: 4.9206, grad_norm: 2.1262 2021-07-19 11:26:10,331 - mmaction - INFO - Epoch [51][960/1879] lr: 1.491e-01, eta: 1 day, 9:24:48, time: 0.563, data_time: 0.001, memory: 6921, loss_aux: 1.7080, top1_acc: 0.3059, top5_acc: 0.5492, loss_cls: 3.2522, loss: 4.9602, grad_norm: 2.1026 2021-07-19 11:26:29,204 - mmaction - INFO - Epoch [51][980/1879] lr: 1.491e-01, eta: 1 day, 9:24:47, time: 0.942, data_time: 0.004, memory: 6921, loss_aux: 1.6619, top1_acc: 0.3133, top5_acc: 0.5625, loss_cls: 3.1613, loss: 4.8232, grad_norm: 2.1131 2021-07-19 11:26:40,383 - mmaction - INFO - Epoch [51][1000/1879] lr: 1.490e-01, eta: 1 day, 9:24:31, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.7170, top1_acc: 0.2934, top5_acc: 0.5445, loss_cls: 3.2624, loss: 4.9794, grad_norm: 2.1105 2021-07-19 11:26:53,126 - mmaction - INFO - Epoch [51][1020/1879] lr: 1.490e-01, eta: 1 day, 9:24:18, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.6901, top1_acc: 0.3141, top5_acc: 0.5512, loss_cls: 3.2168, loss: 4.9069, grad_norm: 2.0845 2021-07-19 11:27:06,258 - mmaction - INFO - Epoch [51][1040/1879] lr: 1.490e-01, eta: 1 day, 9:24:06, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.6966, top1_acc: 0.3117, top5_acc: 0.5543, loss_cls: 3.2042, loss: 4.9008, grad_norm: 2.0890 2021-07-19 11:27:17,315 - mmaction - INFO - Epoch [51][1060/1879] lr: 1.490e-01, eta: 1 day, 9:23:49, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.6816, top1_acc: 0.3059, top5_acc: 0.5547, loss_cls: 3.1861, loss: 4.8677, grad_norm: 2.1057 2021-07-19 11:27:29,419 - mmaction - INFO - Epoch [51][1080/1879] lr: 1.490e-01, eta: 1 day, 9:23:35, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.7056, top1_acc: 0.3125, top5_acc: 0.5531, loss_cls: 3.2321, loss: 4.9377, grad_norm: 2.1246 2021-07-19 11:27:42,077 - mmaction - INFO - Epoch [51][1100/1879] lr: 1.489e-01, eta: 1 day, 9:23:22, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.6706, top1_acc: 0.3234, top5_acc: 0.5641, loss_cls: 3.1784, loss: 4.8490, grad_norm: 2.0860 2021-07-19 11:27:56,521 - mmaction - INFO - Epoch [51][1120/1879] lr: 1.489e-01, eta: 1 day, 9:23:12, time: 0.720, data_time: 0.002, memory: 6921, loss_aux: 1.7092, top1_acc: 0.3016, top5_acc: 0.5523, loss_cls: 3.2358, loss: 4.9450, grad_norm: 2.1095 2021-07-19 11:28:11,905 - mmaction - INFO - Epoch [51][1140/1879] lr: 1.489e-01, eta: 1 day, 9:23:04, time: 0.771, data_time: 0.007, memory: 6921, loss_aux: 1.7046, top1_acc: 0.3047, top5_acc: 0.5582, loss_cls: 3.2293, loss: 4.9339, grad_norm: 2.0979 2021-07-19 11:28:24,642 - mmaction - INFO - Epoch [51][1160/1879] lr: 1.489e-01, eta: 1 day, 9:22:51, time: 0.636, data_time: 0.005, memory: 6921, loss_aux: 1.7084, top1_acc: 0.2992, top5_acc: 0.5594, loss_cls: 3.2422, loss: 4.9507, grad_norm: 2.1184 2021-07-19 11:28:36,657 - mmaction - INFO - Epoch [51][1180/1879] lr: 1.489e-01, eta: 1 day, 9:22:36, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.7116, top1_acc: 0.3023, top5_acc: 0.5441, loss_cls: 3.2698, loss: 4.9814, grad_norm: 2.1201 2021-07-19 11:28:49,351 - mmaction - INFO - Epoch [51][1200/1879] lr: 1.488e-01, eta: 1 day, 9:22:23, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.6936, top1_acc: 0.3059, top5_acc: 0.5551, loss_cls: 3.1929, loss: 4.8866, grad_norm: 2.1023 2021-07-19 11:29:00,980 - mmaction - INFO - Epoch [51][1220/1879] lr: 1.488e-01, eta: 1 day, 9:22:08, time: 0.587, data_time: 0.009, memory: 6921, loss_aux: 1.6742, top1_acc: 0.3137, top5_acc: 0.5668, loss_cls: 3.1644, loss: 4.8386, grad_norm: 2.1067 2021-07-19 11:29:13,921 - mmaction - INFO - Epoch [51][1240/1879] lr: 1.488e-01, eta: 1 day, 9:21:55, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.7176, top1_acc: 0.2992, top5_acc: 0.5445, loss_cls: 3.2677, loss: 4.9854, grad_norm: 2.0796 2021-07-19 11:29:25,255 - mmaction - INFO - Epoch [51][1260/1879] lr: 1.488e-01, eta: 1 day, 9:21:39, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.7131, top1_acc: 0.3020, top5_acc: 0.5445, loss_cls: 3.2697, loss: 4.9828, grad_norm: 2.1196 2021-07-19 11:29:39,211 - mmaction - INFO - Epoch [51][1280/1879] lr: 1.488e-01, eta: 1 day, 9:21:28, time: 0.697, data_time: 0.115, memory: 6921, loss_aux: 1.7318, top1_acc: 0.2906, top5_acc: 0.5352, loss_cls: 3.2787, loss: 5.0105, grad_norm: 2.1314 2021-07-19 11:29:52,376 - mmaction - INFO - Epoch [51][1300/1879] lr: 1.487e-01, eta: 1 day, 9:21:16, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 1.7000, top1_acc: 0.3016, top5_acc: 0.5547, loss_cls: 3.2141, loss: 4.9141, grad_norm: 2.0371 2021-07-19 11:30:06,928 - mmaction - INFO - Epoch [51][1320/1879] lr: 1.487e-01, eta: 1 day, 9:21:06, time: 0.728, data_time: 0.003, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3012, top5_acc: 0.5434, loss_cls: 3.2325, loss: 4.9288, grad_norm: 2.1358 2021-07-19 11:30:19,275 - mmaction - INFO - Epoch [51][1340/1879] lr: 1.487e-01, eta: 1 day, 9:20:52, time: 0.617, data_time: 0.004, memory: 6921, loss_aux: 1.6621, top1_acc: 0.2957, top5_acc: 0.5695, loss_cls: 3.1629, loss: 4.8249, grad_norm: 2.1262 2021-07-19 11:30:30,479 - mmaction - INFO - Epoch [51][1360/1879] lr: 1.487e-01, eta: 1 day, 9:20:36, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6786, top1_acc: 0.3102, top5_acc: 0.5539, loss_cls: 3.1867, loss: 4.8653, grad_norm: 2.1248 2021-07-19 11:30:46,475 - mmaction - INFO - Epoch [51][1380/1879] lr: 1.487e-01, eta: 1 day, 9:20:30, time: 0.798, data_time: 0.003, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3223, top5_acc: 0.5500, loss_cls: 3.1461, loss: 4.8181, grad_norm: 2.1273 2021-07-19 11:30:58,044 - mmaction - INFO - Epoch [51][1400/1879] lr: 1.486e-01, eta: 1 day, 9:20:14, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.6911, top1_acc: 0.3105, top5_acc: 0.5590, loss_cls: 3.1977, loss: 4.8889, grad_norm: 2.1162 2021-07-19 11:31:09,464 - mmaction - INFO - Epoch [51][1420/1879] lr: 1.486e-01, eta: 1 day, 9:19:59, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.7178, top1_acc: 0.2961, top5_acc: 0.5340, loss_cls: 3.2902, loss: 5.0080, grad_norm: 2.1085 2021-07-19 11:31:20,625 - mmaction - INFO - Epoch [51][1440/1879] lr: 1.486e-01, eta: 1 day, 9:19:42, time: 0.556, data_time: 0.001, memory: 6921, loss_aux: 1.7406, top1_acc: 0.2887, top5_acc: 0.5387, loss_cls: 3.2983, loss: 5.0389, grad_norm: 2.1281 2021-07-19 11:31:32,178 - mmaction - INFO - Epoch [51][1460/1879] lr: 1.486e-01, eta: 1 day, 9:19:27, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.7214, top1_acc: 0.3000, top5_acc: 0.5344, loss_cls: 3.2564, loss: 4.9778, grad_norm: 2.1033 2021-07-19 11:31:50,155 - mmaction - INFO - Epoch [51][1480/1879] lr: 1.486e-01, eta: 1 day, 9:19:24, time: 0.898, data_time: 0.002, memory: 6921, loss_aux: 1.7375, top1_acc: 0.3012, top5_acc: 0.5406, loss_cls: 3.2984, loss: 5.0359, grad_norm: 2.0930 2021-07-19 11:32:02,171 - mmaction - INFO - Epoch [51][1500/1879] lr: 1.485e-01, eta: 1 day, 9:19:09, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6613, top1_acc: 0.3297, top5_acc: 0.5695, loss_cls: 3.1415, loss: 4.8028, grad_norm: 2.0957 2021-07-19 11:32:16,515 - mmaction - INFO - Epoch [51][1520/1879] lr: 1.485e-01, eta: 1 day, 9:18:59, time: 0.717, data_time: 0.003, memory: 6921, loss_aux: 1.6807, top1_acc: 0.3133, top5_acc: 0.5578, loss_cls: 3.2131, loss: 4.8938, grad_norm: 2.1351 2021-07-19 11:32:27,996 - mmaction - INFO - Epoch [51][1540/1879] lr: 1.485e-01, eta: 1 day, 9:18:44, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.7028, top1_acc: 0.3063, top5_acc: 0.5543, loss_cls: 3.2402, loss: 4.9430, grad_norm: 2.1124 2021-07-19 11:32:39,966 - mmaction - INFO - Epoch [51][1560/1879] lr: 1.485e-01, eta: 1 day, 9:18:29, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.7013, top1_acc: 0.3012, top5_acc: 0.5543, loss_cls: 3.2399, loss: 4.9412, grad_norm: 2.1070 2021-07-19 11:32:51,901 - mmaction - INFO - Epoch [51][1580/1879] lr: 1.485e-01, eta: 1 day, 9:18:14, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.7219, top1_acc: 0.2957, top5_acc: 0.5332, loss_cls: 3.2940, loss: 5.0158, grad_norm: 2.1218 2021-07-19 11:33:08,815 - mmaction - INFO - Epoch [51][1600/1879] lr: 1.484e-01, eta: 1 day, 9:18:09, time: 0.847, data_time: 0.005, memory: 6921, loss_aux: 1.7216, top1_acc: 0.3039, top5_acc: 0.5445, loss_cls: 3.2921, loss: 5.0137, grad_norm: 2.0983 2021-07-19 11:33:23,437 - mmaction - INFO - Epoch [51][1620/1879] lr: 1.484e-01, eta: 1 day, 9:17:58, time: 0.687, data_time: 0.004, memory: 6921, loss_aux: 1.6956, top1_acc: 0.3117, top5_acc: 0.5605, loss_cls: 3.2245, loss: 4.9200, grad_norm: 2.0817 2021-07-19 11:33:36,727 - mmaction - INFO - Epoch [51][1640/1879] lr: 1.484e-01, eta: 1 day, 9:17:48, time: 0.704, data_time: 0.051, memory: 6921, loss_aux: 1.6945, top1_acc: 0.3043, top5_acc: 0.5492, loss_cls: 3.2616, loss: 4.9561, grad_norm: 2.0649 2021-07-19 11:33:47,869 - mmaction - INFO - Epoch [51][1660/1879] lr: 1.484e-01, eta: 1 day, 9:17:32, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.6582, top1_acc: 0.3254, top5_acc: 0.5633, loss_cls: 3.1597, loss: 4.8179, grad_norm: 2.0759 2021-07-19 11:34:06,091 - mmaction - INFO - Epoch [51][1680/1879] lr: 1.484e-01, eta: 1 day, 9:17:29, time: 0.907, data_time: 0.002, memory: 6921, loss_aux: 1.6817, top1_acc: 0.3109, top5_acc: 0.5520, loss_cls: 3.2224, loss: 4.9041, grad_norm: 2.1346 2021-07-19 11:34:18,817 - mmaction - INFO - Epoch [51][1700/1879] lr: 1.484e-01, eta: 1 day, 9:17:16, time: 0.637, data_time: 0.009, memory: 6921, loss_aux: 1.6979, top1_acc: 0.3078, top5_acc: 0.5594, loss_cls: 3.2090, loss: 4.9069, grad_norm: 2.1444 2021-07-19 11:34:31,061 - mmaction - INFO - Epoch [51][1720/1879] lr: 1.483e-01, eta: 1 day, 9:17:02, time: 0.616, data_time: 0.007, memory: 6921, loss_aux: 1.6931, top1_acc: 0.2996, top5_acc: 0.5512, loss_cls: 3.2246, loss: 4.9177, grad_norm: 2.1369 2021-07-19 11:34:45,682 - mmaction - INFO - Epoch [51][1740/1879] lr: 1.483e-01, eta: 1 day, 9:16:52, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.7070, top1_acc: 0.3078, top5_acc: 0.5527, loss_cls: 3.2393, loss: 4.9462, grad_norm: 2.0836 2021-07-19 11:35:00,331 - mmaction - INFO - Epoch [51][1760/1879] lr: 1.483e-01, eta: 1 day, 9:16:43, time: 0.734, data_time: 0.005, memory: 6921, loss_aux: 1.7158, top1_acc: 0.2980, top5_acc: 0.5375, loss_cls: 3.2792, loss: 4.9951, grad_norm: 2.1025 2021-07-19 11:35:13,417 - mmaction - INFO - Epoch [51][1780/1879] lr: 1.483e-01, eta: 1 day, 9:16:31, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.7168, top1_acc: 0.3059, top5_acc: 0.5359, loss_cls: 3.2634, loss: 4.9802, grad_norm: 2.0776 2021-07-19 11:35:25,982 - mmaction - INFO - Epoch [51][1800/1879] lr: 1.483e-01, eta: 1 day, 9:16:17, time: 0.630, data_time: 0.008, memory: 6921, loss_aux: 1.7309, top1_acc: 0.3012, top5_acc: 0.5402, loss_cls: 3.2679, loss: 4.9988, grad_norm: 2.1016 2021-07-19 11:35:37,585 - mmaction - INFO - Epoch [51][1820/1879] lr: 1.482e-01, eta: 1 day, 9:16:02, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6750, top1_acc: 0.3152, top5_acc: 0.5684, loss_cls: 3.1379, loss: 4.8128, grad_norm: 2.1401 2021-07-19 11:35:49,069 - mmaction - INFO - Epoch [51][1840/1879] lr: 1.482e-01, eta: 1 day, 9:15:46, time: 0.574, data_time: 0.005, memory: 6921, loss_aux: 1.6791, top1_acc: 0.3102, top5_acc: 0.5645, loss_cls: 3.1800, loss: 4.8591, grad_norm: 2.1522 2021-07-19 11:36:01,044 - mmaction - INFO - Epoch [51][1860/1879] lr: 1.482e-01, eta: 1 day, 9:15:32, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6800, top1_acc: 0.3086, top5_acc: 0.5547, loss_cls: 3.2018, loss: 4.8817, grad_norm: 2.0930 2021-07-19 11:36:11,283 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-07-19 11:36:31,498 - mmaction - INFO - Epoch [52][20/1879] lr: 1.482e-01, eta: 1 day, 9:14:52, time: 0.877, data_time: 0.271, memory: 6921, loss_aux: 1.6664, top1_acc: 0.3180, top5_acc: 0.5613, loss_cls: 3.1713, loss: 4.8377, grad_norm: 2.0956 2021-07-19 11:36:44,025 - mmaction - INFO - Epoch [52][40/1879] lr: 1.481e-01, eta: 1 day, 9:14:38, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.6595, top1_acc: 0.3063, top5_acc: 0.5602, loss_cls: 3.1689, loss: 4.8284, grad_norm: 2.1328 2021-07-19 11:36:55,761 - mmaction - INFO - Epoch [52][60/1879] lr: 1.481e-01, eta: 1 day, 9:14:23, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6623, top1_acc: 0.3145, top5_acc: 0.5500, loss_cls: 3.1626, loss: 4.8249, grad_norm: 2.1462 2021-07-19 11:37:07,265 - mmaction - INFO - Epoch [52][80/1879] lr: 1.481e-01, eta: 1 day, 9:14:08, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.7259, top1_acc: 0.3047, top5_acc: 0.5441, loss_cls: 3.2686, loss: 4.9945, grad_norm: 2.1099 2021-07-19 11:37:22,172 - mmaction - INFO - Epoch [52][100/1879] lr: 1.481e-01, eta: 1 day, 9:13:59, time: 0.740, data_time: 0.001, memory: 6921, loss_aux: 1.6954, top1_acc: 0.3051, top5_acc: 0.5574, loss_cls: 3.2221, loss: 4.9175, grad_norm: 2.1472 2021-07-19 11:37:33,753 - mmaction - INFO - Epoch [52][120/1879] lr: 1.481e-01, eta: 1 day, 9:13:44, time: 0.583, data_time: 0.008, memory: 6921, loss_aux: 1.7098, top1_acc: 0.2914, top5_acc: 0.5387, loss_cls: 3.2496, loss: 4.9593, grad_norm: 2.1261 2021-07-19 11:37:49,005 - mmaction - INFO - Epoch [52][140/1879] lr: 1.480e-01, eta: 1 day, 9:13:35, time: 0.763, data_time: 0.004, memory: 6921, loss_aux: 1.6979, top1_acc: 0.3078, top5_acc: 0.5570, loss_cls: 3.1782, loss: 4.8761, grad_norm: 2.0732 2021-07-19 11:38:01,038 - mmaction - INFO - Epoch [52][160/1879] lr: 1.480e-01, eta: 1 day, 9:13:21, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.6813, top1_acc: 0.3023, top5_acc: 0.5551, loss_cls: 3.1936, loss: 4.8748, grad_norm: 2.1255 2021-07-19 11:38:13,981 - mmaction - INFO - Epoch [52][180/1879] lr: 1.480e-01, eta: 1 day, 9:13:08, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.7039, top1_acc: 0.3023, top5_acc: 0.5645, loss_cls: 3.1897, loss: 4.8936, grad_norm: 2.1714 2021-07-19 11:38:25,466 - mmaction - INFO - Epoch [52][200/1879] lr: 1.480e-01, eta: 1 day, 9:12:53, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.6825, top1_acc: 0.2918, top5_acc: 0.5488, loss_cls: 3.2390, loss: 4.9215, grad_norm: 2.0994 2021-07-19 11:38:42,864 - mmaction - INFO - Epoch [52][220/1879] lr: 1.480e-01, eta: 1 day, 9:12:48, time: 0.850, data_time: 0.003, memory: 6921, loss_aux: 1.7051, top1_acc: 0.3004, top5_acc: 0.5426, loss_cls: 3.2357, loss: 4.9409, grad_norm: 2.0720 2021-07-19 11:38:54,542 - mmaction - INFO - Epoch [52][240/1879] lr: 1.479e-01, eta: 1 day, 9:12:33, time: 0.603, data_time: 0.022, memory: 6921, loss_aux: 1.6955, top1_acc: 0.3090, top5_acc: 0.5520, loss_cls: 3.2013, loss: 4.8968, grad_norm: 2.1705 2021-07-19 11:39:08,286 - mmaction - INFO - Epoch [52][260/1879] lr: 1.479e-01, eta: 1 day, 9:12:22, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.7025, top1_acc: 0.3012, top5_acc: 0.5391, loss_cls: 3.2476, loss: 4.9501, grad_norm: 2.0965 2021-07-19 11:39:19,466 - mmaction - INFO - Epoch [52][280/1879] lr: 1.479e-01, eta: 1 day, 9:12:06, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6785, top1_acc: 0.3203, top5_acc: 0.5770, loss_cls: 3.1733, loss: 4.8518, grad_norm: 2.1227 2021-07-19 11:39:35,054 - mmaction - INFO - Epoch [52][300/1879] lr: 1.479e-01, eta: 1 day, 9:11:58, time: 0.776, data_time: 0.002, memory: 6921, loss_aux: 1.6808, top1_acc: 0.3051, top5_acc: 0.5441, loss_cls: 3.2068, loss: 4.8876, grad_norm: 2.0913 2021-07-19 11:39:46,959 - mmaction - INFO - Epoch [52][320/1879] lr: 1.479e-01, eta: 1 day, 9:11:44, time: 0.599, data_time: 0.009, memory: 6921, loss_aux: 1.7130, top1_acc: 0.2973, top5_acc: 0.5563, loss_cls: 3.2353, loss: 4.9483, grad_norm: 2.1287 2021-07-19 11:40:01,293 - mmaction - INFO - Epoch [52][340/1879] lr: 1.478e-01, eta: 1 day, 9:11:33, time: 0.715, data_time: 0.066, memory: 6921, loss_aux: 1.7297, top1_acc: 0.3082, top5_acc: 0.5449, loss_cls: 3.2616, loss: 4.9913, grad_norm: 2.1201 2021-07-19 11:40:12,297 - mmaction - INFO - Epoch [52][360/1879] lr: 1.478e-01, eta: 1 day, 9:11:17, time: 0.551, data_time: 0.005, memory: 6921, loss_aux: 1.7029, top1_acc: 0.3047, top5_acc: 0.5547, loss_cls: 3.2602, loss: 4.9631, grad_norm: 2.1196 2021-07-19 11:40:25,619 - mmaction - INFO - Epoch [52][380/1879] lr: 1.478e-01, eta: 1 day, 9:11:05, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.6735, top1_acc: 0.2984, top5_acc: 0.5539, loss_cls: 3.2117, loss: 4.8852, grad_norm: 2.1237 2021-07-19 11:40:37,176 - mmaction - INFO - Epoch [52][400/1879] lr: 1.478e-01, eta: 1 day, 9:10:50, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.7353, top1_acc: 0.3000, top5_acc: 0.5422, loss_cls: 3.3033, loss: 5.0387, grad_norm: 2.1518 2021-07-19 11:40:48,455 - mmaction - INFO - Epoch [52][420/1879] lr: 1.478e-01, eta: 1 day, 9:10:34, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.6961, top1_acc: 0.3066, top5_acc: 0.5512, loss_cls: 3.2011, loss: 4.8972, grad_norm: 2.0631 2021-07-19 11:41:02,453 - mmaction - INFO - Epoch [52][440/1879] lr: 1.477e-01, eta: 1 day, 9:10:22, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.6812, top1_acc: 0.3160, top5_acc: 0.5656, loss_cls: 3.1902, loss: 4.8714, grad_norm: 2.1067 2021-07-19 11:41:14,416 - mmaction - INFO - Epoch [52][460/1879] lr: 1.477e-01, eta: 1 day, 9:10:08, time: 0.625, data_time: 0.032, memory: 6921, loss_aux: 1.7042, top1_acc: 0.3090, top5_acc: 0.5582, loss_cls: 3.2475, loss: 4.9517, grad_norm: 2.0637 2021-07-19 11:41:29,479 - mmaction - INFO - Epoch [52][480/1879] lr: 1.477e-01, eta: 1 day, 9:10:00, time: 0.752, data_time: 0.005, memory: 6921, loss_aux: 1.6870, top1_acc: 0.3035, top5_acc: 0.5559, loss_cls: 3.2021, loss: 4.8891, grad_norm: 2.1632 2021-07-19 11:41:42,878 - mmaction - INFO - Epoch [52][500/1879] lr: 1.477e-01, eta: 1 day, 9:09:48, time: 0.673, data_time: 0.005, memory: 6921, loss_aux: 1.7115, top1_acc: 0.2828, top5_acc: 0.5363, loss_cls: 3.2915, loss: 5.0030, grad_norm: 2.1604 2021-07-19 11:41:59,051 - mmaction - INFO - Epoch [52][520/1879] lr: 1.477e-01, eta: 1 day, 9:09:41, time: 0.805, data_time: 0.003, memory: 6921, loss_aux: 1.6954, top1_acc: 0.3105, top5_acc: 0.5500, loss_cls: 3.2160, loss: 4.9114, grad_norm: 2.0909 2021-07-19 11:42:10,207 - mmaction - INFO - Epoch [52][540/1879] lr: 1.476e-01, eta: 1 day, 9:09:25, time: 0.562, data_time: 0.008, memory: 6921, loss_aux: 1.6890, top1_acc: 0.3191, top5_acc: 0.5613, loss_cls: 3.1852, loss: 4.8742, grad_norm: 2.1239 2021-07-19 11:42:21,395 - mmaction - INFO - Epoch [52][560/1879] lr: 1.476e-01, eta: 1 day, 9:09:09, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.6849, top1_acc: 0.3070, top5_acc: 0.5500, loss_cls: 3.2198, loss: 4.9047, grad_norm: 2.1715 2021-07-19 11:42:33,126 - mmaction - INFO - Epoch [52][580/1879] lr: 1.476e-01, eta: 1 day, 9:08:54, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.7042, top1_acc: 0.3031, top5_acc: 0.5543, loss_cls: 3.2416, loss: 4.9459, grad_norm: 2.1354 2021-07-19 11:42:45,096 - mmaction - INFO - Epoch [52][600/1879] lr: 1.476e-01, eta: 1 day, 9:08:39, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.6921, top1_acc: 0.3027, top5_acc: 0.5469, loss_cls: 3.2246, loss: 4.9167, grad_norm: 2.1407 2021-07-19 11:42:57,094 - mmaction - INFO - Epoch [52][620/1879] lr: 1.476e-01, eta: 1 day, 9:08:25, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.6452, top1_acc: 0.3199, top5_acc: 0.5836, loss_cls: 3.0945, loss: 4.7398, grad_norm: 2.1261 2021-07-19 11:43:08,663 - mmaction - INFO - Epoch [52][640/1879] lr: 1.476e-01, eta: 1 day, 9:08:10, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6679, top1_acc: 0.3074, top5_acc: 0.5719, loss_cls: 3.1715, loss: 4.8395, grad_norm: 2.1651 2021-07-19 11:43:21,461 - mmaction - INFO - Epoch [52][660/1879] lr: 1.475e-01, eta: 1 day, 9:07:56, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.6763, top1_acc: 0.3051, top5_acc: 0.5555, loss_cls: 3.2212, loss: 4.8974, grad_norm: 2.1652 2021-07-19 11:43:33,096 - mmaction - INFO - Epoch [52][680/1879] lr: 1.475e-01, eta: 1 day, 9:07:41, time: 0.585, data_time: 0.007, memory: 6921, loss_aux: 1.7032, top1_acc: 0.2953, top5_acc: 0.5441, loss_cls: 3.2628, loss: 4.9660, grad_norm: 2.1080 2021-07-19 11:43:47,645 - mmaction - INFO - Epoch [52][700/1879] lr: 1.475e-01, eta: 1 day, 9:07:32, time: 0.725, data_time: 0.002, memory: 6921, loss_aux: 1.6982, top1_acc: 0.3105, top5_acc: 0.5617, loss_cls: 3.1985, loss: 4.8967, grad_norm: 2.1387 2021-07-19 11:44:02,340 - mmaction - INFO - Epoch [52][720/1879] lr: 1.475e-01, eta: 1 day, 9:07:22, time: 0.734, data_time: 0.007, memory: 6921, loss_aux: 1.6614, top1_acc: 0.3133, top5_acc: 0.5590, loss_cls: 3.1822, loss: 4.8435, grad_norm: 2.1691 2021-07-19 11:44:13,663 - mmaction - INFO - Epoch [52][740/1879] lr: 1.475e-01, eta: 1 day, 9:07:06, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 1.7045, top1_acc: 0.2941, top5_acc: 0.5477, loss_cls: 3.2372, loss: 4.9418, grad_norm: 2.0982 2021-07-19 11:44:27,138 - mmaction - INFO - Epoch [52][760/1879] lr: 1.474e-01, eta: 1 day, 9:06:55, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.6788, top1_acc: 0.2977, top5_acc: 0.5488, loss_cls: 3.2375, loss: 4.9163, grad_norm: 2.1341 2021-07-19 11:44:38,769 - mmaction - INFO - Epoch [52][780/1879] lr: 1.474e-01, eta: 1 day, 9:06:39, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.6774, top1_acc: 0.3008, top5_acc: 0.5598, loss_cls: 3.1995, loss: 4.8769, grad_norm: 2.0951 2021-07-19 11:44:50,223 - mmaction - INFO - Epoch [52][800/1879] lr: 1.474e-01, eta: 1 day, 9:06:24, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6860, top1_acc: 0.3031, top5_acc: 0.5543, loss_cls: 3.2164, loss: 4.9024, grad_norm: 2.1115 2021-07-19 11:45:01,704 - mmaction - INFO - Epoch [52][820/1879] lr: 1.474e-01, eta: 1 day, 9:06:08, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6564, top1_acc: 0.3156, top5_acc: 0.5605, loss_cls: 3.1361, loss: 4.7925, grad_norm: 2.1314 2021-07-19 11:45:14,960 - mmaction - INFO - Epoch [52][840/1879] lr: 1.474e-01, eta: 1 day, 9:05:56, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.6930, top1_acc: 0.3055, top5_acc: 0.5617, loss_cls: 3.1890, loss: 4.8820, grad_norm: 2.1483 2021-07-19 11:45:29,698 - mmaction - INFO - Epoch [52][860/1879] lr: 1.473e-01, eta: 1 day, 9:05:47, time: 0.736, data_time: 0.005, memory: 6921, loss_aux: 1.6901, top1_acc: 0.3020, top5_acc: 0.5516, loss_cls: 3.2037, loss: 4.8938, grad_norm: 2.1613 2021-07-19 11:45:48,879 - mmaction - INFO - Epoch [52][880/1879] lr: 1.473e-01, eta: 1 day, 9:05:46, time: 0.961, data_time: 0.006, memory: 6921, loss_aux: 1.6786, top1_acc: 0.3141, top5_acc: 0.5531, loss_cls: 3.1591, loss: 4.8376, grad_norm: 2.1322 2021-07-19 11:46:01,330 - mmaction - INFO - Epoch [52][900/1879] lr: 1.473e-01, eta: 1 day, 9:05:32, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.6886, top1_acc: 0.2957, top5_acc: 0.5590, loss_cls: 3.2505, loss: 4.9391, grad_norm: 2.1355 2021-07-19 11:46:13,253 - mmaction - INFO - Epoch [52][920/1879] lr: 1.473e-01, eta: 1 day, 9:05:18, time: 0.595, data_time: 0.006, memory: 6921, loss_aux: 1.6803, top1_acc: 0.3172, top5_acc: 0.5602, loss_cls: 3.2190, loss: 4.8993, grad_norm: 2.1499 2021-07-19 11:46:25,175 - mmaction - INFO - Epoch [52][940/1879] lr: 1.473e-01, eta: 1 day, 9:05:03, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.7564, top1_acc: 0.2910, top5_acc: 0.5355, loss_cls: 3.3417, loss: 5.0982, grad_norm: 2.0863 2021-07-19 11:46:36,393 - mmaction - INFO - Epoch [52][960/1879] lr: 1.472e-01, eta: 1 day, 9:04:47, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.6924, top1_acc: 0.3141, top5_acc: 0.5477, loss_cls: 3.1899, loss: 4.8823, grad_norm: 2.0997 2021-07-19 11:46:48,055 - mmaction - INFO - Epoch [52][980/1879] lr: 1.472e-01, eta: 1 day, 9:04:32, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.6509, top1_acc: 0.3125, top5_acc: 0.5547, loss_cls: 3.1527, loss: 4.8036, grad_norm: 2.1482 2021-07-19 11:47:00,649 - mmaction - INFO - Epoch [52][1000/1879] lr: 1.472e-01, eta: 1 day, 9:04:18, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.7253, top1_acc: 0.2891, top5_acc: 0.5426, loss_cls: 3.2964, loss: 5.0217, grad_norm: 2.1107 2021-07-19 11:47:12,425 - mmaction - INFO - Epoch [52][1020/1879] lr: 1.472e-01, eta: 1 day, 9:04:04, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.7074, top1_acc: 0.3055, top5_acc: 0.5641, loss_cls: 3.2285, loss: 4.9359, grad_norm: 2.0855 2021-07-19 11:47:24,147 - mmaction - INFO - Epoch [52][1040/1879] lr: 1.472e-01, eta: 1 day, 9:03:48, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6756, top1_acc: 0.3105, top5_acc: 0.5617, loss_cls: 3.1825, loss: 4.8582, grad_norm: 2.0919 2021-07-19 11:47:35,404 - mmaction - INFO - Epoch [52][1060/1879] lr: 1.471e-01, eta: 1 day, 9:03:33, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.7008, top1_acc: 0.3055, top5_acc: 0.5457, loss_cls: 3.2650, loss: 4.9658, grad_norm: 2.1494 2021-07-19 11:47:47,498 - mmaction - INFO - Epoch [52][1080/1879] lr: 1.471e-01, eta: 1 day, 9:03:18, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.6841, top1_acc: 0.3070, top5_acc: 0.5660, loss_cls: 3.2044, loss: 4.8885, grad_norm: 2.1347 2021-07-19 11:47:59,138 - mmaction - INFO - Epoch [52][1100/1879] lr: 1.471e-01, eta: 1 day, 9:03:03, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6729, top1_acc: 0.3078, top5_acc: 0.5672, loss_cls: 3.1758, loss: 4.8487, grad_norm: 2.1292 2021-07-19 11:48:11,157 - mmaction - INFO - Epoch [52][1120/1879] lr: 1.471e-01, eta: 1 day, 9:02:48, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.7342, top1_acc: 0.2879, top5_acc: 0.5426, loss_cls: 3.2935, loss: 5.0276, grad_norm: 2.1430 2021-07-19 11:48:24,494 - mmaction - INFO - Epoch [52][1140/1879] lr: 1.471e-01, eta: 1 day, 9:02:36, time: 0.667, data_time: 0.005, memory: 6921, loss_aux: 1.6975, top1_acc: 0.3195, top5_acc: 0.5488, loss_cls: 3.2167, loss: 4.9142, grad_norm: 2.0766 2021-07-19 11:48:36,170 - mmaction - INFO - Epoch [52][1160/1879] lr: 1.470e-01, eta: 1 day, 9:02:21, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.7349, top1_acc: 0.2855, top5_acc: 0.5293, loss_cls: 3.3195, loss: 5.0543, grad_norm: 2.1192 2021-07-19 11:48:47,297 - mmaction - INFO - Epoch [52][1180/1879] lr: 1.470e-01, eta: 1 day, 9:02:05, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6986, top1_acc: 0.3082, top5_acc: 0.5500, loss_cls: 3.2337, loss: 4.9323, grad_norm: 2.0811 2021-07-19 11:49:01,018 - mmaction - INFO - Epoch [52][1200/1879] lr: 1.470e-01, eta: 1 day, 9:01:54, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.6703, top1_acc: 0.3047, top5_acc: 0.5574, loss_cls: 3.1654, loss: 4.8357, grad_norm: 2.1360 2021-07-19 11:49:12,304 - mmaction - INFO - Epoch [52][1220/1879] lr: 1.470e-01, eta: 1 day, 9:01:38, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.6449, top1_acc: 0.3297, top5_acc: 0.5754, loss_cls: 3.1019, loss: 4.7468, grad_norm: 2.1193 2021-07-19 11:49:32,634 - mmaction - INFO - Epoch [52][1240/1879] lr: 1.470e-01, eta: 1 day, 9:01:39, time: 1.017, data_time: 0.003, memory: 6921, loss_aux: 1.6725, top1_acc: 0.3148, top5_acc: 0.5676, loss_cls: 3.1876, loss: 4.8602, grad_norm: 2.1688 2021-07-19 11:49:43,626 - mmaction - INFO - Epoch [52][1260/1879] lr: 1.469e-01, eta: 1 day, 9:01:23, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.6820, top1_acc: 0.3043, top5_acc: 0.5484, loss_cls: 3.2108, loss: 4.8928, grad_norm: 2.1260 2021-07-19 11:49:55,254 - mmaction - INFO - Epoch [52][1280/1879] lr: 1.469e-01, eta: 1 day, 9:01:08, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.7064, top1_acc: 0.2957, top5_acc: 0.5551, loss_cls: 3.2476, loss: 4.9541, grad_norm: 2.1130 2021-07-19 11:50:09,349 - mmaction - INFO - Epoch [52][1300/1879] lr: 1.469e-01, eta: 1 day, 9:00:57, time: 0.701, data_time: 0.017, memory: 6921, loss_aux: 1.6904, top1_acc: 0.3219, top5_acc: 0.5563, loss_cls: 3.2179, loss: 4.9083, grad_norm: 2.1036 2021-07-19 11:50:21,412 - mmaction - INFO - Epoch [52][1320/1879] lr: 1.469e-01, eta: 1 day, 9:00:43, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.7080, top1_acc: 0.3039, top5_acc: 0.5516, loss_cls: 3.2345, loss: 4.9425, grad_norm: 2.0935 2021-07-19 11:50:33,467 - mmaction - INFO - Epoch [52][1340/1879] lr: 1.469e-01, eta: 1 day, 9:00:28, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.6975, top1_acc: 0.3102, top5_acc: 0.5523, loss_cls: 3.2377, loss: 4.9352, grad_norm: 2.1102 2021-07-19 11:50:45,400 - mmaction - INFO - Epoch [52][1360/1879] lr: 1.468e-01, eta: 1 day, 9:00:14, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.7096, top1_acc: 0.3035, top5_acc: 0.5402, loss_cls: 3.2661, loss: 4.9757, grad_norm: 2.1197 2021-07-19 11:50:59,030 - mmaction - INFO - Epoch [52][1380/1879] lr: 1.468e-01, eta: 1 day, 9:00:02, time: 0.680, data_time: 0.009, memory: 6921, loss_aux: 1.6357, top1_acc: 0.3113, top5_acc: 0.5648, loss_cls: 3.1197, loss: 4.7555, grad_norm: 2.0944 2021-07-19 11:51:10,752 - mmaction - INFO - Epoch [52][1400/1879] lr: 1.468e-01, eta: 1 day, 8:59:47, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 1.7102, top1_acc: 0.2992, top5_acc: 0.5465, loss_cls: 3.2631, loss: 4.9734, grad_norm: 2.1136 2021-07-19 11:51:22,342 - mmaction - INFO - Epoch [52][1420/1879] lr: 1.468e-01, eta: 1 day, 8:59:32, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6693, top1_acc: 0.3168, top5_acc: 0.5574, loss_cls: 3.1643, loss: 4.8336, grad_norm: 2.1091 2021-07-19 11:51:35,228 - mmaction - INFO - Epoch [52][1440/1879] lr: 1.468e-01, eta: 1 day, 8:59:19, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.6674, top1_acc: 0.3234, top5_acc: 0.5727, loss_cls: 3.1494, loss: 4.8168, grad_norm: 2.1127 2021-07-19 11:51:47,206 - mmaction - INFO - Epoch [52][1460/1879] lr: 1.467e-01, eta: 1 day, 8:59:05, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.6682, top1_acc: 0.3145, top5_acc: 0.5516, loss_cls: 3.1814, loss: 4.8496, grad_norm: 2.1090 2021-07-19 11:52:00,061 - mmaction - INFO - Epoch [52][1480/1879] lr: 1.467e-01, eta: 1 day, 8:58:49, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.7088, top1_acc: 0.2934, top5_acc: 0.5508, loss_cls: 3.2686, loss: 4.9773, grad_norm: 2.1407 2021-07-19 11:52:13,134 - mmaction - INFO - Epoch [52][1500/1879] lr: 1.467e-01, eta: 1 day, 8:58:39, time: 0.722, data_time: 0.072, memory: 6921, loss_aux: 1.7087, top1_acc: 0.2926, top5_acc: 0.5410, loss_cls: 3.2622, loss: 4.9708, grad_norm: 2.1029 2021-07-19 11:52:24,943 - mmaction - INFO - Epoch [52][1520/1879] lr: 1.467e-01, eta: 1 day, 8:58:24, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.7472, top1_acc: 0.2820, top5_acc: 0.5281, loss_cls: 3.3178, loss: 5.0651, grad_norm: 2.1130 2021-07-19 11:52:38,400 - mmaction - INFO - Epoch [52][1540/1879] lr: 1.467e-01, eta: 1 day, 8:58:12, time: 0.672, data_time: 0.005, memory: 6921, loss_aux: 1.6683, top1_acc: 0.3207, top5_acc: 0.5594, loss_cls: 3.1742, loss: 4.8425, grad_norm: 2.1142 2021-07-19 11:52:52,257 - mmaction - INFO - Epoch [52][1560/1879] lr: 1.466e-01, eta: 1 day, 8:58:02, time: 0.695, data_time: 0.005, memory: 6921, loss_aux: 1.7110, top1_acc: 0.2906, top5_acc: 0.5578, loss_cls: 3.2550, loss: 4.9659, grad_norm: 2.1414 2021-07-19 11:53:04,435 - mmaction - INFO - Epoch [52][1580/1879] lr: 1.466e-01, eta: 1 day, 8:57:47, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.6834, top1_acc: 0.3090, top5_acc: 0.5676, loss_cls: 3.1664, loss: 4.8498, grad_norm: 2.1207 2021-07-19 11:53:15,829 - mmaction - INFO - Epoch [52][1600/1879] lr: 1.466e-01, eta: 1 day, 8:57:32, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.6896, top1_acc: 0.3035, top5_acc: 0.5500, loss_cls: 3.2104, loss: 4.8999, grad_norm: 2.0852 2021-07-19 11:53:29,651 - mmaction - INFO - Epoch [52][1620/1879] lr: 1.466e-01, eta: 1 day, 8:57:21, time: 0.690, data_time: 0.004, memory: 6921, loss_aux: 1.6708, top1_acc: 0.3168, top5_acc: 0.5477, loss_cls: 3.1815, loss: 4.8524, grad_norm: 2.1000 2021-07-19 11:53:41,208 - mmaction - INFO - Epoch [52][1640/1879] lr: 1.466e-01, eta: 1 day, 8:57:05, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.6562, top1_acc: 0.3293, top5_acc: 0.5813, loss_cls: 3.1274, loss: 4.7836, grad_norm: 2.1174 2021-07-19 11:53:58,165 - mmaction - INFO - Epoch [52][1660/1879] lr: 1.465e-01, eta: 1 day, 8:57:00, time: 0.846, data_time: 0.002, memory: 6921, loss_aux: 1.6835, top1_acc: 0.3109, top5_acc: 0.5461, loss_cls: 3.2032, loss: 4.8867, grad_norm: 2.1410 2021-07-19 11:54:10,416 - mmaction - INFO - Epoch [52][1680/1879] lr: 1.465e-01, eta: 1 day, 8:56:46, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.7089, top1_acc: 0.3035, top5_acc: 0.5488, loss_cls: 3.2431, loss: 4.9521, grad_norm: 2.1866 2021-07-19 11:54:26,915 - mmaction - INFO - Epoch [52][1700/1879] lr: 1.465e-01, eta: 1 day, 8:56:40, time: 0.822, data_time: 0.002, memory: 6921, loss_aux: 1.7153, top1_acc: 0.3020, top5_acc: 0.5437, loss_cls: 3.2517, loss: 4.9670, grad_norm: 2.1500 2021-07-19 11:54:38,394 - mmaction - INFO - Epoch [52][1720/1879] lr: 1.465e-01, eta: 1 day, 8:56:25, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.7256, top1_acc: 0.2871, top5_acc: 0.5352, loss_cls: 3.2912, loss: 5.0168, grad_norm: 2.0872 2021-07-19 11:54:49,737 - mmaction - INFO - Epoch [52][1740/1879] lr: 1.465e-01, eta: 1 day, 8:56:09, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7028, top1_acc: 0.2938, top5_acc: 0.5445, loss_cls: 3.2639, loss: 4.9666, grad_norm: 2.0958 2021-07-19 11:55:02,454 - mmaction - INFO - Epoch [52][1760/1879] lr: 1.464e-01, eta: 1 day, 8:55:56, time: 0.634, data_time: 0.001, memory: 6921, loss_aux: 1.7151, top1_acc: 0.2941, top5_acc: 0.5551, loss_cls: 3.2723, loss: 4.9874, grad_norm: 2.1874 2021-07-19 11:55:14,050 - mmaction - INFO - Epoch [52][1780/1879] lr: 1.464e-01, eta: 1 day, 8:55:40, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6860, top1_acc: 0.3105, top5_acc: 0.5582, loss_cls: 3.2019, loss: 4.8879, grad_norm: 2.1288 2021-07-19 11:55:29,105 - mmaction - INFO - Epoch [52][1800/1879] lr: 1.464e-01, eta: 1 day, 8:55:32, time: 0.751, data_time: 0.004, memory: 6921, loss_aux: 1.7314, top1_acc: 0.2902, top5_acc: 0.5387, loss_cls: 3.2922, loss: 5.0236, grad_norm: 2.0948 2021-07-19 11:55:41,031 - mmaction - INFO - Epoch [52][1820/1879] lr: 1.464e-01, eta: 1 day, 8:55:17, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.7256, top1_acc: 0.2875, top5_acc: 0.5512, loss_cls: 3.2681, loss: 4.9936, grad_norm: 2.1235 2021-07-19 11:55:55,269 - mmaction - INFO - Epoch [52][1840/1879] lr: 1.464e-01, eta: 1 day, 8:55:07, time: 0.719, data_time: 0.010, memory: 6921, loss_aux: 1.7085, top1_acc: 0.3031, top5_acc: 0.5520, loss_cls: 3.2381, loss: 4.9466, grad_norm: 2.1520 2021-07-19 11:56:06,547 - mmaction - INFO - Epoch [52][1860/1879] lr: 1.463e-01, eta: 1 day, 8:54:51, time: 0.564, data_time: 0.013, memory: 6921, loss_aux: 1.6886, top1_acc: 0.3012, top5_acc: 0.5492, loss_cls: 3.1965, loss: 4.8850, grad_norm: 2.1083 2021-07-19 11:56:16,880 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-07-19 11:56:41,067 - mmaction - INFO - Epoch [53][20/1879] lr: 1.463e-01, eta: 1 day, 8:54:09, time: 0.811, data_time: 0.144, memory: 6921, loss_aux: 1.6850, top1_acc: 0.3133, top5_acc: 0.5645, loss_cls: 3.1853, loss: 4.8703, grad_norm: 2.1029 2021-07-19 11:56:53,036 - mmaction - INFO - Epoch [53][40/1879] lr: 1.463e-01, eta: 1 day, 8:53:55, time: 0.601, data_time: 0.013, memory: 6921, loss_aux: 1.6760, top1_acc: 0.3223, top5_acc: 0.5711, loss_cls: 3.1801, loss: 4.8560, grad_norm: 2.0867 2021-07-19 11:57:04,238 - mmaction - INFO - Epoch [53][60/1879] lr: 1.463e-01, eta: 1 day, 8:53:39, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6629, top1_acc: 0.3082, top5_acc: 0.5715, loss_cls: 3.1466, loss: 4.8096, grad_norm: 2.0711 2021-07-19 11:57:17,292 - mmaction - INFO - Epoch [53][80/1879] lr: 1.463e-01, eta: 1 day, 8:53:26, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.6967, top1_acc: 0.2934, top5_acc: 0.5461, loss_cls: 3.2249, loss: 4.9217, grad_norm: 2.1478 2021-07-19 11:57:28,668 - mmaction - INFO - Epoch [53][100/1879] lr: 1.462e-01, eta: 1 day, 8:53:10, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3246, top5_acc: 0.5660, loss_cls: 3.1448, loss: 4.8014, grad_norm: 2.0814 2021-07-19 11:57:41,234 - mmaction - INFO - Epoch [53][120/1879] lr: 1.462e-01, eta: 1 day, 8:52:57, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.7133, top1_acc: 0.2973, top5_acc: 0.5426, loss_cls: 3.2903, loss: 5.0036, grad_norm: 2.1497 2021-07-19 11:57:53,726 - mmaction - INFO - Epoch [53][140/1879] lr: 1.462e-01, eta: 1 day, 8:52:43, time: 0.623, data_time: 0.001, memory: 6921, loss_aux: 1.6630, top1_acc: 0.3195, top5_acc: 0.5715, loss_cls: 3.1415, loss: 4.8045, grad_norm: 2.1099 2021-07-19 11:58:05,006 - mmaction - INFO - Epoch [53][160/1879] lr: 1.462e-01, eta: 1 day, 8:52:28, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.6914, top1_acc: 0.2934, top5_acc: 0.5512, loss_cls: 3.2320, loss: 4.9234, grad_norm: 2.1561 2021-07-19 11:58:20,760 - mmaction - INFO - Epoch [53][180/1879] lr: 1.462e-01, eta: 1 day, 8:52:20, time: 0.779, data_time: 0.002, memory: 6921, loss_aux: 1.6819, top1_acc: 0.3063, top5_acc: 0.5582, loss_cls: 3.1804, loss: 4.8623, grad_norm: 2.1181 2021-07-19 11:58:32,091 - mmaction - INFO - Epoch [53][200/1879] lr: 1.461e-01, eta: 1 day, 8:52:04, time: 0.575, data_time: 0.011, memory: 6921, loss_aux: 1.6654, top1_acc: 0.3180, top5_acc: 0.5695, loss_cls: 3.1617, loss: 4.8271, grad_norm: 2.1397 2021-07-19 11:58:48,065 - mmaction - INFO - Epoch [53][220/1879] lr: 1.461e-01, eta: 1 day, 8:51:57, time: 0.798, data_time: 0.003, memory: 6921, loss_aux: 1.7348, top1_acc: 0.2988, top5_acc: 0.5367, loss_cls: 3.2897, loss: 5.0245, grad_norm: 2.0984 2021-07-19 11:59:06,120 - mmaction - INFO - Epoch [53][240/1879] lr: 1.461e-01, eta: 1 day, 8:51:54, time: 0.898, data_time: 0.004, memory: 6921, loss_aux: 1.6760, top1_acc: 0.3094, top5_acc: 0.5555, loss_cls: 3.1792, loss: 4.8552, grad_norm: 2.1406 2021-07-19 11:59:20,804 - mmaction - INFO - Epoch [53][260/1879] lr: 1.461e-01, eta: 1 day, 8:51:45, time: 0.736, data_time: 0.013, memory: 6921, loss_aux: 1.6752, top1_acc: 0.3141, top5_acc: 0.5699, loss_cls: 3.1867, loss: 4.8619, grad_norm: 2.0876 2021-07-19 11:59:33,664 - mmaction - INFO - Epoch [53][280/1879] lr: 1.461e-01, eta: 1 day, 8:51:32, time: 0.644, data_time: 0.007, memory: 6921, loss_aux: 1.6778, top1_acc: 0.3121, top5_acc: 0.5582, loss_cls: 3.1696, loss: 4.8474, grad_norm: 2.1237 2021-07-19 11:59:46,680 - mmaction - INFO - Epoch [53][300/1879] lr: 1.460e-01, eta: 1 day, 8:51:19, time: 0.653, data_time: 0.008, memory: 6921, loss_aux: 1.6899, top1_acc: 0.3105, top5_acc: 0.5527, loss_cls: 3.2154, loss: 4.9053, grad_norm: 2.1200 2021-07-19 11:59:58,326 - mmaction - INFO - Epoch [53][320/1879] lr: 1.460e-01, eta: 1 day, 8:51:04, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.6758, top1_acc: 0.2980, top5_acc: 0.5520, loss_cls: 3.2100, loss: 4.8858, grad_norm: 2.1275 2021-07-19 12:00:16,321 - mmaction - INFO - Epoch [53][340/1879] lr: 1.460e-01, eta: 1 day, 8:51:01, time: 0.893, data_time: 0.003, memory: 6921, loss_aux: 1.6862, top1_acc: 0.3176, top5_acc: 0.5594, loss_cls: 3.2140, loss: 4.9002, grad_norm: 2.1018 2021-07-19 12:00:29,795 - mmaction - INFO - Epoch [53][360/1879] lr: 1.460e-01, eta: 1 day, 8:50:49, time: 0.678, data_time: 0.014, memory: 6921, loss_aux: 1.6924, top1_acc: 0.3020, top5_acc: 0.5594, loss_cls: 3.2593, loss: 4.9517, grad_norm: 2.0797 2021-07-19 12:00:43,109 - mmaction - INFO - Epoch [53][380/1879] lr: 1.460e-01, eta: 1 day, 8:50:37, time: 0.668, data_time: 0.006, memory: 6921, loss_aux: 1.6783, top1_acc: 0.3047, top5_acc: 0.5512, loss_cls: 3.2020, loss: 4.8803, grad_norm: 2.1126 2021-07-19 12:00:59,742 - mmaction - INFO - Epoch [53][400/1879] lr: 1.459e-01, eta: 1 day, 8:50:31, time: 0.832, data_time: 0.004, memory: 6921, loss_aux: 1.6901, top1_acc: 0.3043, top5_acc: 0.5594, loss_cls: 3.2109, loss: 4.9010, grad_norm: 2.1360 2021-07-19 12:01:13,493 - mmaction - INFO - Epoch [53][420/1879] lr: 1.459e-01, eta: 1 day, 8:50:20, time: 0.685, data_time: 0.003, memory: 6921, loss_aux: 1.7169, top1_acc: 0.2953, top5_acc: 0.5496, loss_cls: 3.2454, loss: 4.9623, grad_norm: 2.1727 2021-07-19 12:01:25,918 - mmaction - INFO - Epoch [53][440/1879] lr: 1.459e-01, eta: 1 day, 8:50:06, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.7024, top1_acc: 0.3047, top5_acc: 0.5520, loss_cls: 3.2661, loss: 4.9685, grad_norm: 2.1027 2021-07-19 12:01:37,843 - mmaction - INFO - Epoch [53][460/1879] lr: 1.459e-01, eta: 1 day, 8:49:52, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.6764, top1_acc: 0.3098, top5_acc: 0.5570, loss_cls: 3.1961, loss: 4.8725, grad_norm: 2.1553 2021-07-19 12:01:49,828 - mmaction - INFO - Epoch [53][480/1879] lr: 1.459e-01, eta: 1 day, 8:49:37, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.7189, top1_acc: 0.3074, top5_acc: 0.5430, loss_cls: 3.2539, loss: 4.9728, grad_norm: 2.1129 2021-07-19 12:02:03,406 - mmaction - INFO - Epoch [53][500/1879] lr: 1.458e-01, eta: 1 day, 8:49:26, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.6875, top1_acc: 0.3063, top5_acc: 0.5570, loss_cls: 3.2186, loss: 4.9060, grad_norm: 2.1074 2021-07-19 12:02:18,410 - mmaction - INFO - Epoch [53][520/1879] lr: 1.458e-01, eta: 1 day, 8:49:17, time: 0.754, data_time: 0.006, memory: 6921, loss_aux: 1.6707, top1_acc: 0.3207, top5_acc: 0.5699, loss_cls: 3.1520, loss: 4.8227, grad_norm: 2.1107 2021-07-19 12:02:30,376 - mmaction - INFO - Epoch [53][540/1879] lr: 1.458e-01, eta: 1 day, 8:49:01, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.6594, top1_acc: 0.3098, top5_acc: 0.5664, loss_cls: 3.1925, loss: 4.8519, grad_norm: 2.1294 2021-07-19 12:02:43,012 - mmaction - INFO - Epoch [53][560/1879] lr: 1.458e-01, eta: 1 day, 8:48:49, time: 0.667, data_time: 0.038, memory: 6921, loss_aux: 1.6371, top1_acc: 0.3219, top5_acc: 0.5637, loss_cls: 3.1126, loss: 4.7496, grad_norm: 2.1148 2021-07-19 12:02:54,824 - mmaction - INFO - Epoch [53][580/1879] lr: 1.458e-01, eta: 1 day, 8:48:34, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6966, top1_acc: 0.3090, top5_acc: 0.5523, loss_cls: 3.2244, loss: 4.9210, grad_norm: 2.1576 2021-07-19 12:03:06,618 - mmaction - INFO - Epoch [53][600/1879] lr: 1.457e-01, eta: 1 day, 8:48:19, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.6889, top1_acc: 0.3047, top5_acc: 0.5629, loss_cls: 3.1889, loss: 4.8778, grad_norm: 2.1302 2021-07-19 12:03:18,726 - mmaction - INFO - Epoch [53][620/1879] lr: 1.457e-01, eta: 1 day, 8:48:05, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.7057, top1_acc: 0.3109, top5_acc: 0.5512, loss_cls: 3.2128, loss: 4.9185, grad_norm: 2.1383 2021-07-19 12:03:30,038 - mmaction - INFO - Epoch [53][640/1879] lr: 1.457e-01, eta: 1 day, 8:47:49, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7595, top1_acc: 0.2832, top5_acc: 0.5242, loss_cls: 3.3514, loss: 5.1109, grad_norm: 2.1299 2021-07-19 12:03:41,458 - mmaction - INFO - Epoch [53][660/1879] lr: 1.457e-01, eta: 1 day, 8:47:34, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6858, top1_acc: 0.3086, top5_acc: 0.5617, loss_cls: 3.1765, loss: 4.8623, grad_norm: 2.1762 2021-07-19 12:03:52,831 - mmaction - INFO - Epoch [53][680/1879] lr: 1.457e-01, eta: 1 day, 8:47:18, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7067, top1_acc: 0.3086, top5_acc: 0.5477, loss_cls: 3.2325, loss: 4.9392, grad_norm: 2.1432 2021-07-19 12:04:04,165 - mmaction - INFO - Epoch [53][700/1879] lr: 1.456e-01, eta: 1 day, 8:47:02, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6630, top1_acc: 0.3137, top5_acc: 0.5695, loss_cls: 3.1273, loss: 4.7903, grad_norm: 2.1364 2021-07-19 12:04:15,774 - mmaction - INFO - Epoch [53][720/1879] lr: 1.456e-01, eta: 1 day, 8:46:47, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.6845, top1_acc: 0.3090, top5_acc: 0.5578, loss_cls: 3.1791, loss: 4.8637, grad_norm: 2.0656 2021-07-19 12:04:27,837 - mmaction - INFO - Epoch [53][740/1879] lr: 1.456e-01, eta: 1 day, 8:46:33, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.6946, top1_acc: 0.3078, top5_acc: 0.5559, loss_cls: 3.2023, loss: 4.8969, grad_norm: 2.1474 2021-07-19 12:04:42,043 - mmaction - INFO - Epoch [53][760/1879] lr: 1.456e-01, eta: 1 day, 8:46:22, time: 0.709, data_time: 0.013, memory: 6921, loss_aux: 1.6811, top1_acc: 0.3152, top5_acc: 0.5570, loss_cls: 3.2014, loss: 4.8825, grad_norm: 2.1719 2021-07-19 12:04:53,035 - mmaction - INFO - Epoch [53][780/1879] lr: 1.456e-01, eta: 1 day, 8:46:06, time: 0.551, data_time: 0.004, memory: 6921, loss_aux: 1.6821, top1_acc: 0.3090, top5_acc: 0.5609, loss_cls: 3.1756, loss: 4.8577, grad_norm: 2.1667 2021-07-19 12:05:04,403 - mmaction - INFO - Epoch [53][800/1879] lr: 1.455e-01, eta: 1 day, 8:45:50, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6862, top1_acc: 0.3180, top5_acc: 0.5641, loss_cls: 3.1928, loss: 4.8790, grad_norm: 2.1878 2021-07-19 12:05:16,933 - mmaction - INFO - Epoch [53][820/1879] lr: 1.455e-01, eta: 1 day, 8:45:37, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.7025, top1_acc: 0.2938, top5_acc: 0.5633, loss_cls: 3.2111, loss: 4.9136, grad_norm: 2.1668 2021-07-19 12:05:28,341 - mmaction - INFO - Epoch [53][840/1879] lr: 1.455e-01, eta: 1 day, 8:45:21, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6745, top1_acc: 0.3016, top5_acc: 0.5512, loss_cls: 3.1657, loss: 4.8402, grad_norm: 2.1412 2021-07-19 12:05:39,663 - mmaction - INFO - Epoch [53][860/1879] lr: 1.455e-01, eta: 1 day, 8:45:05, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.6977, top1_acc: 0.3059, top5_acc: 0.5484, loss_cls: 3.2427, loss: 4.9405, grad_norm: 2.1505 2021-07-19 12:05:51,023 - mmaction - INFO - Epoch [53][880/1879] lr: 1.455e-01, eta: 1 day, 8:44:50, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6852, top1_acc: 0.3063, top5_acc: 0.5602, loss_cls: 3.2092, loss: 4.8944, grad_norm: 2.1371 2021-07-19 12:06:02,724 - mmaction - INFO - Epoch [53][900/1879] lr: 1.454e-01, eta: 1 day, 8:44:35, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.6981, top1_acc: 0.3176, top5_acc: 0.5531, loss_cls: 3.1898, loss: 4.8879, grad_norm: 2.1008 2021-07-19 12:06:14,267 - mmaction - INFO - Epoch [53][920/1879] lr: 1.454e-01, eta: 1 day, 8:44:19, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6689, top1_acc: 0.3289, top5_acc: 0.5707, loss_cls: 3.1350, loss: 4.8039, grad_norm: 2.1375 2021-07-19 12:06:25,969 - mmaction - INFO - Epoch [53][940/1879] lr: 1.454e-01, eta: 1 day, 8:44:04, time: 0.589, data_time: 0.006, memory: 6921, loss_aux: 1.6771, top1_acc: 0.3141, top5_acc: 0.5641, loss_cls: 3.1432, loss: 4.8203, grad_norm: 2.1462 2021-07-19 12:06:37,404 - mmaction - INFO - Epoch [53][960/1879] lr: 1.454e-01, eta: 1 day, 8:43:49, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.7089, top1_acc: 0.3023, top5_acc: 0.5465, loss_cls: 3.2627, loss: 4.9717, grad_norm: 2.1640 2021-07-19 12:06:48,621 - mmaction - INFO - Epoch [53][980/1879] lr: 1.454e-01, eta: 1 day, 8:43:33, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.6850, top1_acc: 0.3035, top5_acc: 0.5496, loss_cls: 3.2535, loss: 4.9385, grad_norm: 2.1543 2021-07-19 12:07:02,096 - mmaction - INFO - Epoch [53][1000/1879] lr: 1.453e-01, eta: 1 day, 8:43:21, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.6985, top1_acc: 0.2883, top5_acc: 0.5437, loss_cls: 3.2448, loss: 4.9434, grad_norm: 2.1558 2021-07-19 12:07:13,717 - mmaction - INFO - Epoch [53][1020/1879] lr: 1.453e-01, eta: 1 day, 8:43:06, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.6784, top1_acc: 0.3047, top5_acc: 0.5586, loss_cls: 3.1850, loss: 4.8634, grad_norm: 2.1219 2021-07-19 12:07:25,495 - mmaction - INFO - Epoch [53][1040/1879] lr: 1.453e-01, eta: 1 day, 8:42:51, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.7313, top1_acc: 0.2910, top5_acc: 0.5332, loss_cls: 3.3007, loss: 5.0321, grad_norm: 2.1567 2021-07-19 12:07:37,329 - mmaction - INFO - Epoch [53][1060/1879] lr: 1.453e-01, eta: 1 day, 8:42:36, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.7136, top1_acc: 0.3027, top5_acc: 0.5465, loss_cls: 3.2493, loss: 4.9629, grad_norm: 2.1333 2021-07-19 12:07:50,644 - mmaction - INFO - Epoch [53][1080/1879] lr: 1.453e-01, eta: 1 day, 8:42:24, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.7009, top1_acc: 0.3125, top5_acc: 0.5594, loss_cls: 3.2174, loss: 4.9184, grad_norm: 2.1055 2021-07-19 12:08:01,963 - mmaction - INFO - Epoch [53][1100/1879] lr: 1.452e-01, eta: 1 day, 8:42:09, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7063, top1_acc: 0.2980, top5_acc: 0.5426, loss_cls: 3.2376, loss: 4.9439, grad_norm: 2.0969 2021-07-19 12:08:14,200 - mmaction - INFO - Epoch [53][1120/1879] lr: 1.452e-01, eta: 1 day, 8:41:55, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6836, top1_acc: 0.3156, top5_acc: 0.5617, loss_cls: 3.1688, loss: 4.8524, grad_norm: 2.1056 2021-07-19 12:08:26,336 - mmaction - INFO - Epoch [53][1140/1879] lr: 1.452e-01, eta: 1 day, 8:41:40, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6946, top1_acc: 0.2945, top5_acc: 0.5645, loss_cls: 3.2273, loss: 4.9219, grad_norm: 2.1689 2021-07-19 12:08:37,481 - mmaction - INFO - Epoch [53][1160/1879] lr: 1.452e-01, eta: 1 day, 8:41:24, time: 0.571, data_time: 0.016, memory: 6921, loss_aux: 1.6989, top1_acc: 0.3184, top5_acc: 0.5547, loss_cls: 3.2260, loss: 4.9248, grad_norm: 2.1480 2021-07-19 12:08:49,615 - mmaction - INFO - Epoch [53][1180/1879] lr: 1.452e-01, eta: 1 day, 8:41:10, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.6933, top1_acc: 0.3098, top5_acc: 0.5598, loss_cls: 3.2165, loss: 4.9098, grad_norm: 2.0762 2021-07-19 12:09:00,921 - mmaction - INFO - Epoch [53][1200/1879] lr: 1.451e-01, eta: 1 day, 8:40:54, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.6848, top1_acc: 0.3086, top5_acc: 0.5484, loss_cls: 3.2063, loss: 4.8911, grad_norm: 2.1255 2021-07-19 12:09:12,796 - mmaction - INFO - Epoch [53][1220/1879] lr: 1.451e-01, eta: 1 day, 8:40:40, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.6932, top1_acc: 0.3152, top5_acc: 0.5504, loss_cls: 3.2345, loss: 4.9277, grad_norm: 2.1308 2021-07-19 12:09:24,767 - mmaction - INFO - Epoch [53][1240/1879] lr: 1.451e-01, eta: 1 day, 8:40:25, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.6617, top1_acc: 0.3094, top5_acc: 0.5648, loss_cls: 3.1743, loss: 4.8360, grad_norm: 2.1382 2021-07-19 12:09:38,460 - mmaction - INFO - Epoch [53][1260/1879] lr: 1.451e-01, eta: 1 day, 8:40:14, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.6970, top1_acc: 0.3141, top5_acc: 0.5602, loss_cls: 3.1861, loss: 4.8831, grad_norm: 2.1495 2021-07-19 12:09:50,108 - mmaction - INFO - Epoch [53][1280/1879] lr: 1.451e-01, eta: 1 day, 8:39:59, time: 0.583, data_time: 0.006, memory: 6921, loss_aux: 1.6792, top1_acc: 0.3070, top5_acc: 0.5520, loss_cls: 3.1909, loss: 4.8701, grad_norm: 2.1319 2021-07-19 12:10:03,270 - mmaction - INFO - Epoch [53][1300/1879] lr: 1.450e-01, eta: 1 day, 8:39:46, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 1.6494, top1_acc: 0.3191, top5_acc: 0.5664, loss_cls: 3.1365, loss: 4.7859, grad_norm: 2.1314 2021-07-19 12:10:16,435 - mmaction - INFO - Epoch [53][1320/1879] lr: 1.450e-01, eta: 1 day, 8:39:33, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.7021, top1_acc: 0.3070, top5_acc: 0.5555, loss_cls: 3.2230, loss: 4.9251, grad_norm: 2.1292 2021-07-19 12:10:32,510 - mmaction - INFO - Epoch [53][1340/1879] lr: 1.450e-01, eta: 1 day, 8:39:27, time: 0.830, data_time: 0.028, memory: 6921, loss_aux: 1.6617, top1_acc: 0.3195, top5_acc: 0.5664, loss_cls: 3.1777, loss: 4.8394, grad_norm: 2.0799 2021-07-19 12:10:48,114 - mmaction - INFO - Epoch [53][1360/1879] lr: 1.450e-01, eta: 1 day, 8:39:19, time: 0.778, data_time: 0.008, memory: 6921, loss_aux: 1.6797, top1_acc: 0.3035, top5_acc: 0.5527, loss_cls: 3.2051, loss: 4.8848, grad_norm: 2.1047 2021-07-19 12:10:59,721 - mmaction - INFO - Epoch [53][1380/1879] lr: 1.450e-01, eta: 1 day, 8:39:04, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.6650, top1_acc: 0.3184, top5_acc: 0.5559, loss_cls: 3.1776, loss: 4.8427, grad_norm: 2.1653 2021-07-19 12:11:11,489 - mmaction - INFO - Epoch [53][1400/1879] lr: 1.449e-01, eta: 1 day, 8:38:49, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.7315, top1_acc: 0.2867, top5_acc: 0.5367, loss_cls: 3.2919, loss: 5.0234, grad_norm: 2.1530 2021-07-19 12:11:24,529 - mmaction - INFO - Epoch [53][1420/1879] lr: 1.449e-01, eta: 1 day, 8:38:37, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.6923, top1_acc: 0.3020, top5_acc: 0.5555, loss_cls: 3.1950, loss: 4.8873, grad_norm: 2.1227 2021-07-19 12:11:38,037 - mmaction - INFO - Epoch [53][1440/1879] lr: 1.449e-01, eta: 1 day, 8:38:25, time: 0.677, data_time: 0.004, memory: 6921, loss_aux: 1.7236, top1_acc: 0.2914, top5_acc: 0.5445, loss_cls: 3.2834, loss: 5.0069, grad_norm: 2.1383 2021-07-19 12:11:52,012 - mmaction - INFO - Epoch [53][1460/1879] lr: 1.449e-01, eta: 1 day, 8:38:14, time: 0.694, data_time: 0.002, memory: 6921, loss_aux: 1.6903, top1_acc: 0.3094, top5_acc: 0.5492, loss_cls: 3.2091, loss: 4.8995, grad_norm: 2.0868 2021-07-19 12:12:04,023 - mmaction - INFO - Epoch [53][1480/1879] lr: 1.449e-01, eta: 1 day, 8:38:00, time: 0.604, data_time: 0.009, memory: 6921, loss_aux: 1.6598, top1_acc: 0.3125, top5_acc: 0.5656, loss_cls: 3.1428, loss: 4.8026, grad_norm: 2.1405 2021-07-19 12:12:15,870 - mmaction - INFO - Epoch [53][1500/1879] lr: 1.448e-01, eta: 1 day, 8:37:45, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6736, top1_acc: 0.3086, top5_acc: 0.5563, loss_cls: 3.1804, loss: 4.8540, grad_norm: 2.1576 2021-07-19 12:12:28,758 - mmaction - INFO - Epoch [53][1520/1879] lr: 1.448e-01, eta: 1 day, 8:37:32, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.7049, top1_acc: 0.2988, top5_acc: 0.5531, loss_cls: 3.2563, loss: 4.9612, grad_norm: 2.0850 2021-07-19 12:12:43,608 - mmaction - INFO - Epoch [53][1540/1879] lr: 1.448e-01, eta: 1 day, 8:37:23, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.6964, top1_acc: 0.3070, top5_acc: 0.5437, loss_cls: 3.2290, loss: 4.9254, grad_norm: 2.1294 2021-07-19 12:12:55,013 - mmaction - INFO - Epoch [53][1560/1879] lr: 1.448e-01, eta: 1 day, 8:37:08, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6790, top1_acc: 0.3098, top5_acc: 0.5473, loss_cls: 3.2162, loss: 4.8952, grad_norm: 2.1101 2021-07-19 12:13:09,749 - mmaction - INFO - Epoch [53][1580/1879] lr: 1.448e-01, eta: 1 day, 8:36:58, time: 0.739, data_time: 0.005, memory: 6921, loss_aux: 1.6728, top1_acc: 0.3133, top5_acc: 0.5598, loss_cls: 3.1629, loss: 4.8357, grad_norm: 2.1038 2021-07-19 12:13:24,543 - mmaction - INFO - Epoch [53][1600/1879] lr: 1.447e-01, eta: 1 day, 8:36:49, time: 0.737, data_time: 0.008, memory: 6921, loss_aux: 1.7270, top1_acc: 0.2918, top5_acc: 0.5391, loss_cls: 3.2739, loss: 5.0009, grad_norm: 2.1318 2021-07-19 12:13:36,718 - mmaction - INFO - Epoch [53][1620/1879] lr: 1.447e-01, eta: 1 day, 8:36:35, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.6866, top1_acc: 0.3160, top5_acc: 0.5586, loss_cls: 3.1785, loss: 4.8651, grad_norm: 2.1356 2021-07-19 12:13:49,784 - mmaction - INFO - Epoch [53][1640/1879] lr: 1.447e-01, eta: 1 day, 8:36:22, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.6961, top1_acc: 0.3191, top5_acc: 0.5629, loss_cls: 3.1978, loss: 4.8938, grad_norm: 2.1287 2021-07-19 12:14:02,714 - mmaction - INFO - Epoch [53][1660/1879] lr: 1.447e-01, eta: 1 day, 8:36:09, time: 0.645, data_time: 0.005, memory: 6921, loss_aux: 1.6790, top1_acc: 0.3187, top5_acc: 0.5492, loss_cls: 3.1999, loss: 4.8789, grad_norm: 2.1395 2021-07-19 12:14:14,641 - mmaction - INFO - Epoch [53][1680/1879] lr: 1.447e-01, eta: 1 day, 8:35:55, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.6981, top1_acc: 0.3047, top5_acc: 0.5465, loss_cls: 3.2518, loss: 4.9498, grad_norm: 2.1724 2021-07-19 12:14:29,841 - mmaction - INFO - Epoch [53][1700/1879] lr: 1.446e-01, eta: 1 day, 8:35:46, time: 0.760, data_time: 0.004, memory: 6921, loss_aux: 1.7216, top1_acc: 0.3168, top5_acc: 0.5551, loss_cls: 3.2572, loss: 4.9788, grad_norm: 2.1298 2021-07-19 12:14:41,115 - mmaction - INFO - Epoch [53][1720/1879] lr: 1.446e-01, eta: 1 day, 8:35:31, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.6879, top1_acc: 0.3051, top5_acc: 0.5508, loss_cls: 3.2229, loss: 4.9108, grad_norm: 2.0962 2021-07-19 12:14:52,681 - mmaction - INFO - Epoch [53][1740/1879] lr: 1.446e-01, eta: 1 day, 8:35:15, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.6728, top1_acc: 0.3094, top5_acc: 0.5742, loss_cls: 3.1576, loss: 4.8304, grad_norm: 2.1775 2021-07-19 12:15:08,588 - mmaction - INFO - Epoch [53][1760/1879] lr: 1.446e-01, eta: 1 day, 8:35:08, time: 0.792, data_time: 0.004, memory: 6921, loss_aux: 1.7046, top1_acc: 0.3008, top5_acc: 0.5523, loss_cls: 3.2379, loss: 4.9425, grad_norm: 2.1398 2021-07-19 12:15:21,962 - mmaction - INFO - Epoch [53][1780/1879] lr: 1.446e-01, eta: 1 day, 8:34:55, time: 0.652, data_time: 0.011, memory: 6921, loss_aux: 1.6874, top1_acc: 0.3027, top5_acc: 0.5504, loss_cls: 3.2207, loss: 4.9081, grad_norm: 2.1131 2021-07-19 12:15:38,623 - mmaction - INFO - Epoch [53][1800/1879] lr: 1.445e-01, eta: 1 day, 8:34:50, time: 0.853, data_time: 0.040, memory: 6921, loss_aux: 1.6793, top1_acc: 0.3094, top5_acc: 0.5586, loss_cls: 3.1806, loss: 4.8599, grad_norm: 2.1275 2021-07-19 12:15:51,921 - mmaction - INFO - Epoch [53][1820/1879] lr: 1.445e-01, eta: 1 day, 8:34:38, time: 0.664, data_time: 0.011, memory: 6921, loss_aux: 1.6921, top1_acc: 0.3156, top5_acc: 0.5719, loss_cls: 3.2098, loss: 4.9019, grad_norm: 2.1141 2021-07-19 12:16:03,213 - mmaction - INFO - Epoch [53][1840/1879] lr: 1.445e-01, eta: 1 day, 8:34:22, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.6976, top1_acc: 0.2969, top5_acc: 0.5594, loss_cls: 3.2552, loss: 4.9528, grad_norm: 2.1281 2021-07-19 12:16:14,532 - mmaction - INFO - Epoch [53][1860/1879] lr: 1.445e-01, eta: 1 day, 8:34:07, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6941, top1_acc: 0.3016, top5_acc: 0.5465, loss_cls: 3.2373, loss: 4.9314, grad_norm: 2.1447 2021-07-19 12:16:24,660 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-07-19 12:16:48,145 - mmaction - INFO - Epoch [54][20/1879] lr: 1.444e-01, eta: 1 day, 8:33:25, time: 0.793, data_time: 0.158, memory: 6921, loss_aux: 1.7231, top1_acc: 0.2973, top5_acc: 0.5402, loss_cls: 3.2918, loss: 5.0150, grad_norm: 2.1152 2021-07-19 12:17:00,385 - mmaction - INFO - Epoch [54][40/1879] lr: 1.444e-01, eta: 1 day, 8:33:11, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.6841, top1_acc: 0.3094, top5_acc: 0.5598, loss_cls: 3.2138, loss: 4.8980, grad_norm: 2.1225 2021-07-19 12:17:13,060 - mmaction - INFO - Epoch [54][60/1879] lr: 1.444e-01, eta: 1 day, 8:32:56, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6555, top1_acc: 0.3176, top5_acc: 0.5734, loss_cls: 3.1496, loss: 4.8051, grad_norm: 2.1456 2021-07-19 12:17:24,753 - mmaction - INFO - Epoch [54][80/1879] lr: 1.444e-01, eta: 1 day, 8:32:43, time: 0.629, data_time: 0.046, memory: 6921, loss_aux: 1.6805, top1_acc: 0.3215, top5_acc: 0.5508, loss_cls: 3.1950, loss: 4.8755, grad_norm: 2.0851 2021-07-19 12:17:36,968 - mmaction - INFO - Epoch [54][100/1879] lr: 1.444e-01, eta: 1 day, 8:32:29, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6790, top1_acc: 0.3086, top5_acc: 0.5645, loss_cls: 3.1734, loss: 4.8524, grad_norm: 2.1326 2021-07-19 12:17:48,517 - mmaction - INFO - Epoch [54][120/1879] lr: 1.443e-01, eta: 1 day, 8:32:13, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6654, top1_acc: 0.3160, top5_acc: 0.5672, loss_cls: 3.1649, loss: 4.8304, grad_norm: 2.1938 2021-07-19 12:18:01,825 - mmaction - INFO - Epoch [54][140/1879] lr: 1.443e-01, eta: 1 day, 8:32:01, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.6927, top1_acc: 0.3184, top5_acc: 0.5543, loss_cls: 3.2159, loss: 4.9086, grad_norm: 2.1425 2021-07-19 12:18:12,870 - mmaction - INFO - Epoch [54][160/1879] lr: 1.443e-01, eta: 1 day, 8:31:45, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.7251, top1_acc: 0.2891, top5_acc: 0.5410, loss_cls: 3.2928, loss: 5.0179, grad_norm: 2.1346 2021-07-19 12:18:31,064 - mmaction - INFO - Epoch [54][180/1879] lr: 1.443e-01, eta: 1 day, 8:31:42, time: 0.908, data_time: 0.003, memory: 6921, loss_aux: 1.6701, top1_acc: 0.3047, top5_acc: 0.5551, loss_cls: 3.1842, loss: 4.8543, grad_norm: 2.1312 2021-07-19 12:18:42,058 - mmaction - INFO - Epoch [54][200/1879] lr: 1.443e-01, eta: 1 day, 8:31:26, time: 0.550, data_time: 0.005, memory: 6921, loss_aux: 1.6885, top1_acc: 0.3219, top5_acc: 0.5535, loss_cls: 3.1949, loss: 4.8834, grad_norm: 2.1152 2021-07-19 12:18:53,406 - mmaction - INFO - Epoch [54][220/1879] lr: 1.442e-01, eta: 1 day, 8:31:10, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6934, top1_acc: 0.2992, top5_acc: 0.5496, loss_cls: 3.2396, loss: 4.9330, grad_norm: 2.1666 2021-07-19 12:19:06,919 - mmaction - INFO - Epoch [54][240/1879] lr: 1.442e-01, eta: 1 day, 8:30:58, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.6832, top1_acc: 0.3145, top5_acc: 0.5574, loss_cls: 3.1918, loss: 4.8750, grad_norm: 2.1737 2021-07-19 12:19:28,602 - mmaction - INFO - Epoch [54][260/1879] lr: 1.442e-01, eta: 1 day, 8:30:59, time: 1.022, data_time: 0.004, memory: 6921, loss_aux: 1.6698, top1_acc: 0.3102, top5_acc: 0.5687, loss_cls: 3.1663, loss: 4.8361, grad_norm: 2.1717 2021-07-19 12:19:43,001 - mmaction - INFO - Epoch [54][280/1879] lr: 1.442e-01, eta: 1 day, 8:30:51, time: 0.783, data_time: 0.068, memory: 6921, loss_aux: 1.7010, top1_acc: 0.3258, top5_acc: 0.5523, loss_cls: 3.2000, loss: 4.9010, grad_norm: 2.0977 2021-07-19 12:19:55,810 - mmaction - INFO - Epoch [54][300/1879] lr: 1.442e-01, eta: 1 day, 8:30:39, time: 0.641, data_time: 0.004, memory: 6921, loss_aux: 1.6885, top1_acc: 0.3039, top5_acc: 0.5523, loss_cls: 3.2228, loss: 4.9113, grad_norm: 2.1250 2021-07-19 12:20:07,415 - mmaction - INFO - Epoch [54][320/1879] lr: 1.441e-01, eta: 1 day, 8:30:23, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.6823, top1_acc: 0.3184, top5_acc: 0.5461, loss_cls: 3.2005, loss: 4.8828, grad_norm: 2.0964 2021-07-19 12:20:22,259 - mmaction - INFO - Epoch [54][340/1879] lr: 1.441e-01, eta: 1 day, 8:30:14, time: 0.741, data_time: 0.003, memory: 6921, loss_aux: 1.6930, top1_acc: 0.3156, top5_acc: 0.5508, loss_cls: 3.2027, loss: 4.8956, grad_norm: 2.1392 2021-07-19 12:20:33,633 - mmaction - INFO - Epoch [54][360/1879] lr: 1.441e-01, eta: 1 day, 8:29:59, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.6895, top1_acc: 0.3137, top5_acc: 0.5477, loss_cls: 3.1996, loss: 4.8890, grad_norm: 2.1483 2021-07-19 12:20:45,335 - mmaction - INFO - Epoch [54][380/1879] lr: 1.441e-01, eta: 1 day, 8:29:44, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.6726, top1_acc: 0.3145, top5_acc: 0.5695, loss_cls: 3.1608, loss: 4.8334, grad_norm: 2.1257 2021-07-19 12:20:57,397 - mmaction - INFO - Epoch [54][400/1879] lr: 1.441e-01, eta: 1 day, 8:29:29, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.6657, top1_acc: 0.3184, top5_acc: 0.5555, loss_cls: 3.1844, loss: 4.8501, grad_norm: 2.1267 2021-07-19 12:21:10,196 - mmaction - INFO - Epoch [54][420/1879] lr: 1.440e-01, eta: 1 day, 8:29:16, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.6364, top1_acc: 0.3395, top5_acc: 0.5918, loss_cls: 3.0799, loss: 4.7163, grad_norm: 2.1234 2021-07-19 12:21:22,356 - mmaction - INFO - Epoch [54][440/1879] lr: 1.440e-01, eta: 1 day, 8:29:02, time: 0.610, data_time: 0.005, memory: 6921, loss_aux: 1.6594, top1_acc: 0.3215, top5_acc: 0.5578, loss_cls: 3.1430, loss: 4.8024, grad_norm: 2.1197 2021-07-19 12:21:33,744 - mmaction - INFO - Epoch [54][460/1879] lr: 1.440e-01, eta: 1 day, 8:28:47, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.7010, top1_acc: 0.2930, top5_acc: 0.5492, loss_cls: 3.2540, loss: 4.9551, grad_norm: 2.1379 2021-07-19 12:21:45,256 - mmaction - INFO - Epoch [54][480/1879] lr: 1.440e-01, eta: 1 day, 8:28:31, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.6749, top1_acc: 0.3117, top5_acc: 0.5652, loss_cls: 3.1628, loss: 4.8377, grad_norm: 2.0961 2021-07-19 12:21:57,153 - mmaction - INFO - Epoch [54][500/1879] lr: 1.440e-01, eta: 1 day, 8:28:17, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.6561, top1_acc: 0.3246, top5_acc: 0.5801, loss_cls: 3.1285, loss: 4.7846, grad_norm: 2.1626 2021-07-19 12:22:08,644 - mmaction - INFO - Epoch [54][520/1879] lr: 1.439e-01, eta: 1 day, 8:28:01, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.6955, top1_acc: 0.3020, top5_acc: 0.5570, loss_cls: 3.2206, loss: 4.9161, grad_norm: 2.2076 2021-07-19 12:22:20,650 - mmaction - INFO - Epoch [54][540/1879] lr: 1.439e-01, eta: 1 day, 8:27:47, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.7071, top1_acc: 0.3039, top5_acc: 0.5570, loss_cls: 3.2804, loss: 4.9875, grad_norm: 2.1404 2021-07-19 12:22:32,513 - mmaction - INFO - Epoch [54][560/1879] lr: 1.439e-01, eta: 1 day, 8:27:32, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6672, top1_acc: 0.3262, top5_acc: 0.5656, loss_cls: 3.1651, loss: 4.8323, grad_norm: 2.1246 2021-07-19 12:22:47,363 - mmaction - INFO - Epoch [54][580/1879] lr: 1.439e-01, eta: 1 day, 8:27:23, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 1.6850, top1_acc: 0.3043, top5_acc: 0.5492, loss_cls: 3.2281, loss: 4.9131, grad_norm: 2.0834 2021-07-19 12:22:58,713 - mmaction - INFO - Epoch [54][600/1879] lr: 1.439e-01, eta: 1 day, 8:27:07, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6559, top1_acc: 0.3230, top5_acc: 0.5629, loss_cls: 3.1387, loss: 4.7946, grad_norm: 2.1507 2021-07-19 12:23:09,921 - mmaction - INFO - Epoch [54][620/1879] lr: 1.438e-01, eta: 1 day, 8:26:51, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6863, top1_acc: 0.3008, top5_acc: 0.5582, loss_cls: 3.2091, loss: 4.8954, grad_norm: 2.1234 2021-07-19 12:23:24,144 - mmaction - INFO - Epoch [54][640/1879] lr: 1.438e-01, eta: 1 day, 8:26:41, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.7002, top1_acc: 0.3109, top5_acc: 0.5477, loss_cls: 3.2475, loss: 4.9476, grad_norm: 2.1512 2021-07-19 12:23:35,376 - mmaction - INFO - Epoch [54][660/1879] lr: 1.438e-01, eta: 1 day, 8:26:25, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6909, top1_acc: 0.3137, top5_acc: 0.5637, loss_cls: 3.2036, loss: 4.8945, grad_norm: 2.1731 2021-07-19 12:23:48,087 - mmaction - INFO - Epoch [54][680/1879] lr: 1.438e-01, eta: 1 day, 8:26:12, time: 0.634, data_time: 0.001, memory: 6921, loss_aux: 1.6597, top1_acc: 0.3148, top5_acc: 0.5656, loss_cls: 3.1657, loss: 4.8254, grad_norm: 2.1174 2021-07-19 12:24:00,191 - mmaction - INFO - Epoch [54][700/1879] lr: 1.438e-01, eta: 1 day, 8:25:58, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.6757, top1_acc: 0.3195, top5_acc: 0.5625, loss_cls: 3.1743, loss: 4.8501, grad_norm: 2.1479 2021-07-19 12:24:15,368 - mmaction - INFO - Epoch [54][720/1879] lr: 1.437e-01, eta: 1 day, 8:25:49, time: 0.765, data_time: 0.011, memory: 6921, loss_aux: 1.7149, top1_acc: 0.3094, top5_acc: 0.5434, loss_cls: 3.2710, loss: 4.9859, grad_norm: 2.1476 2021-07-19 12:24:26,894 - mmaction - INFO - Epoch [54][740/1879] lr: 1.437e-01, eta: 1 day, 8:25:34, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.6591, top1_acc: 0.3152, top5_acc: 0.5617, loss_cls: 3.1533, loss: 4.8124, grad_norm: 2.1322 2021-07-19 12:24:42,364 - mmaction - INFO - Epoch [54][760/1879] lr: 1.437e-01, eta: 1 day, 8:25:26, time: 0.769, data_time: 0.002, memory: 6921, loss_aux: 1.6807, top1_acc: 0.3148, top5_acc: 0.5555, loss_cls: 3.1846, loss: 4.8654, grad_norm: 2.1292 2021-07-19 12:24:53,854 - mmaction - INFO - Epoch [54][780/1879] lr: 1.437e-01, eta: 1 day, 8:25:10, time: 0.580, data_time: 0.007, memory: 6921, loss_aux: 1.6651, top1_acc: 0.3215, top5_acc: 0.5727, loss_cls: 3.1500, loss: 4.8152, grad_norm: 2.1741 2021-07-19 12:25:05,108 - mmaction - INFO - Epoch [54][800/1879] lr: 1.437e-01, eta: 1 day, 8:24:55, time: 0.562, data_time: 0.001, memory: 6921, loss_aux: 1.6893, top1_acc: 0.3121, top5_acc: 0.5531, loss_cls: 3.2169, loss: 4.9063, grad_norm: 2.1682 2021-07-19 12:25:17,798 - mmaction - INFO - Epoch [54][820/1879] lr: 1.436e-01, eta: 1 day, 8:24:42, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.7016, top1_acc: 0.3043, top5_acc: 0.5555, loss_cls: 3.2184, loss: 4.9200, grad_norm: 2.1677 2021-07-19 12:25:33,245 - mmaction - INFO - Epoch [54][840/1879] lr: 1.436e-01, eta: 1 day, 8:24:33, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.7011, top1_acc: 0.3035, top5_acc: 0.5492, loss_cls: 3.2468, loss: 4.9479, grad_norm: 2.1159 2021-07-19 12:25:44,575 - mmaction - INFO - Epoch [54][860/1879] lr: 1.436e-01, eta: 1 day, 8:24:18, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6691, top1_acc: 0.3156, top5_acc: 0.5594, loss_cls: 3.1769, loss: 4.8460, grad_norm: 2.1628 2021-07-19 12:25:58,357 - mmaction - INFO - Epoch [54][880/1879] lr: 1.436e-01, eta: 1 day, 8:24:06, time: 0.684, data_time: 0.001, memory: 6921, loss_aux: 1.7020, top1_acc: 0.3027, top5_acc: 0.5625, loss_cls: 3.1983, loss: 4.9003, grad_norm: 2.1761 2021-07-19 12:26:12,235 - mmaction - INFO - Epoch [54][900/1879] lr: 1.436e-01, eta: 1 day, 8:23:55, time: 0.698, data_time: 0.033, memory: 6921, loss_aux: 1.6849, top1_acc: 0.3145, top5_acc: 0.5625, loss_cls: 3.1812, loss: 4.8661, grad_norm: 2.1579 2021-07-19 12:26:25,468 - mmaction - INFO - Epoch [54][920/1879] lr: 1.435e-01, eta: 1 day, 8:23:43, time: 0.659, data_time: 0.008, memory: 6921, loss_aux: 1.7066, top1_acc: 0.2902, top5_acc: 0.5484, loss_cls: 3.2432, loss: 4.9498, grad_norm: 2.1496 2021-07-19 12:26:37,458 - mmaction - INFO - Epoch [54][940/1879] lr: 1.435e-01, eta: 1 day, 8:23:29, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.6862, top1_acc: 0.3215, top5_acc: 0.5543, loss_cls: 3.1887, loss: 4.8749, grad_norm: 2.1612 2021-07-19 12:26:49,580 - mmaction - INFO - Epoch [54][960/1879] lr: 1.435e-01, eta: 1 day, 8:23:15, time: 0.606, data_time: 0.001, memory: 6921, loss_aux: 1.7074, top1_acc: 0.3098, top5_acc: 0.5566, loss_cls: 3.2044, loss: 4.9118, grad_norm: 2.1457 2021-07-19 12:27:00,866 - mmaction - INFO - Epoch [54][980/1879] lr: 1.435e-01, eta: 1 day, 8:22:59, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.6600, top1_acc: 0.3133, top5_acc: 0.5539, loss_cls: 3.1758, loss: 4.8358, grad_norm: 2.1529 2021-07-19 12:27:12,596 - mmaction - INFO - Epoch [54][1000/1879] lr: 1.435e-01, eta: 1 day, 8:22:44, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6844, top1_acc: 0.3113, top5_acc: 0.5605, loss_cls: 3.1762, loss: 4.8606, grad_norm: 2.1503 2021-07-19 12:27:24,558 - mmaction - INFO - Epoch [54][1020/1879] lr: 1.434e-01, eta: 1 day, 8:22:30, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.7104, top1_acc: 0.3105, top5_acc: 0.5414, loss_cls: 3.2416, loss: 4.9521, grad_norm: 2.1333 2021-07-19 12:27:36,232 - mmaction - INFO - Epoch [54][1040/1879] lr: 1.434e-01, eta: 1 day, 8:22:15, time: 0.582, data_time: 0.001, memory: 6921, loss_aux: 1.7143, top1_acc: 0.2816, top5_acc: 0.5383, loss_cls: 3.2912, loss: 5.0054, grad_norm: 2.1422 2021-07-19 12:27:48,049 - mmaction - INFO - Epoch [54][1060/1879] lr: 1.434e-01, eta: 1 day, 8:22:00, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6739, top1_acc: 0.3238, top5_acc: 0.5695, loss_cls: 3.1604, loss: 4.8343, grad_norm: 2.1240 2021-07-19 12:27:59,672 - mmaction - INFO - Epoch [54][1080/1879] lr: 1.434e-01, eta: 1 day, 8:21:45, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.7144, top1_acc: 0.3090, top5_acc: 0.5441, loss_cls: 3.2570, loss: 4.9714, grad_norm: 2.1515 2021-07-19 12:28:10,857 - mmaction - INFO - Epoch [54][1100/1879] lr: 1.434e-01, eta: 1 day, 8:21:29, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7356, top1_acc: 0.2887, top5_acc: 0.5363, loss_cls: 3.3074, loss: 5.0430, grad_norm: 2.1075 2021-07-19 12:28:21,870 - mmaction - INFO - Epoch [54][1120/1879] lr: 1.433e-01, eta: 1 day, 8:21:13, time: 0.549, data_time: 0.003, memory: 6921, loss_aux: 1.6521, top1_acc: 0.3105, top5_acc: 0.5711, loss_cls: 3.1270, loss: 4.7791, grad_norm: 2.1856 2021-07-19 12:28:33,930 - mmaction - INFO - Epoch [54][1140/1879] lr: 1.433e-01, eta: 1 day, 8:20:58, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.6913, top1_acc: 0.3098, top5_acc: 0.5582, loss_cls: 3.2061, loss: 4.8974, grad_norm: 2.1133 2021-07-19 12:28:49,252 - mmaction - INFO - Epoch [54][1160/1879] lr: 1.433e-01, eta: 1 day, 8:20:50, time: 0.766, data_time: 0.004, memory: 6921, loss_aux: 1.6643, top1_acc: 0.3195, top5_acc: 0.5559, loss_cls: 3.1448, loss: 4.8091, grad_norm: 2.1143 2021-07-19 12:29:04,621 - mmaction - INFO - Epoch [54][1180/1879] lr: 1.433e-01, eta: 1 day, 8:20:42, time: 0.767, data_time: 0.005, memory: 6921, loss_aux: 1.7031, top1_acc: 0.2969, top5_acc: 0.5594, loss_cls: 3.2554, loss: 4.9585, grad_norm: 2.0950 2021-07-19 12:29:19,017 - mmaction - INFO - Epoch [54][1200/1879] lr: 1.433e-01, eta: 1 day, 8:20:31, time: 0.720, data_time: 0.005, memory: 6921, loss_aux: 1.6759, top1_acc: 0.3156, top5_acc: 0.5645, loss_cls: 3.1922, loss: 4.8681, grad_norm: 2.1963 2021-07-19 12:29:34,555 - mmaction - INFO - Epoch [54][1220/1879] lr: 1.432e-01, eta: 1 day, 8:20:23, time: 0.778, data_time: 0.020, memory: 6921, loss_aux: 1.6565, top1_acc: 0.3148, top5_acc: 0.5754, loss_cls: 3.1482, loss: 4.8046, grad_norm: 2.1231 2021-07-19 12:29:48,181 - mmaction - INFO - Epoch [54][1240/1879] lr: 1.432e-01, eta: 1 day, 8:20:12, time: 0.681, data_time: 0.004, memory: 6921, loss_aux: 1.6786, top1_acc: 0.3187, top5_acc: 0.5613, loss_cls: 3.1664, loss: 4.8450, grad_norm: 2.1688 2021-07-19 12:29:59,285 - mmaction - INFO - Epoch [54][1260/1879] lr: 1.432e-01, eta: 1 day, 8:19:56, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.6391, top1_acc: 0.3266, top5_acc: 0.5793, loss_cls: 3.1280, loss: 4.7671, grad_norm: 2.1475 2021-07-19 12:30:10,514 - mmaction - INFO - Epoch [54][1280/1879] lr: 1.432e-01, eta: 1 day, 8:19:40, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.7111, top1_acc: 0.3020, top5_acc: 0.5551, loss_cls: 3.2222, loss: 4.9333, grad_norm: 2.1874 2021-07-19 12:30:22,975 - mmaction - INFO - Epoch [54][1300/1879] lr: 1.432e-01, eta: 1 day, 8:19:27, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.6650, top1_acc: 0.3148, top5_acc: 0.5613, loss_cls: 3.1688, loss: 4.8338, grad_norm: 2.1470 2021-07-19 12:30:35,098 - mmaction - INFO - Epoch [54][1320/1879] lr: 1.431e-01, eta: 1 day, 8:19:12, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.7100, top1_acc: 0.3035, top5_acc: 0.5426, loss_cls: 3.2712, loss: 4.9813, grad_norm: 2.1280 2021-07-19 12:30:49,957 - mmaction - INFO - Epoch [54][1340/1879] lr: 1.431e-01, eta: 1 day, 8:19:03, time: 0.743, data_time: 0.003, memory: 6921, loss_aux: 1.6868, top1_acc: 0.3012, top5_acc: 0.5531, loss_cls: 3.2229, loss: 4.9097, grad_norm: 2.1933 2021-07-19 12:31:01,186 - mmaction - INFO - Epoch [54][1360/1879] lr: 1.431e-01, eta: 1 day, 8:18:47, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.6790, top1_acc: 0.2957, top5_acc: 0.5480, loss_cls: 3.2280, loss: 4.9070, grad_norm: 2.1649 2021-07-19 12:31:13,080 - mmaction - INFO - Epoch [54][1380/1879] lr: 1.431e-01, eta: 1 day, 8:18:33, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.7113, top1_acc: 0.2969, top5_acc: 0.5469, loss_cls: 3.2783, loss: 4.9897, grad_norm: 2.1217 2021-07-19 12:31:25,669 - mmaction - INFO - Epoch [54][1400/1879] lr: 1.431e-01, eta: 1 day, 8:18:19, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.6948, top1_acc: 0.3023, top5_acc: 0.5496, loss_cls: 3.2289, loss: 4.9237, grad_norm: 2.1169 2021-07-19 12:31:37,440 - mmaction - INFO - Epoch [54][1420/1879] lr: 1.430e-01, eta: 1 day, 8:18:05, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.6423, top1_acc: 0.3328, top5_acc: 0.5684, loss_cls: 3.1092, loss: 4.7514, grad_norm: 2.1435 2021-07-19 12:31:48,751 - mmaction - INFO - Epoch [54][1440/1879] lr: 1.430e-01, eta: 1 day, 8:17:49, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.7132, top1_acc: 0.3016, top5_acc: 0.5547, loss_cls: 3.2490, loss: 4.9622, grad_norm: 2.1305 2021-07-19 12:32:00,327 - mmaction - INFO - Epoch [54][1460/1879] lr: 1.430e-01, eta: 1 day, 8:17:34, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.7098, top1_acc: 0.2855, top5_acc: 0.5492, loss_cls: 3.2745, loss: 4.9843, grad_norm: 2.1939 2021-07-19 12:32:14,239 - mmaction - INFO - Epoch [54][1480/1879] lr: 1.430e-01, eta: 1 day, 8:17:23, time: 0.695, data_time: 0.001, memory: 6921, loss_aux: 1.6908, top1_acc: 0.3078, top5_acc: 0.5598, loss_cls: 3.1919, loss: 4.8828, grad_norm: 2.1434 2021-07-19 12:32:26,125 - mmaction - INFO - Epoch [54][1500/1879] lr: 1.430e-01, eta: 1 day, 8:17:08, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.6929, top1_acc: 0.2922, top5_acc: 0.5609, loss_cls: 3.2335, loss: 4.9264, grad_norm: 2.1569 2021-07-19 12:32:37,313 - mmaction - INFO - Epoch [54][1520/1879] lr: 1.429e-01, eta: 1 day, 8:16:52, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6930, top1_acc: 0.3094, top5_acc: 0.5590, loss_cls: 3.2091, loss: 4.9021, grad_norm: 2.1846 2021-07-19 12:32:54,103 - mmaction - INFO - Epoch [54][1540/1879] lr: 1.429e-01, eta: 1 day, 8:16:46, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 1.6956, top1_acc: 0.3156, top5_acc: 0.5574, loss_cls: 3.2115, loss: 4.9071, grad_norm: 2.1326 2021-07-19 12:33:05,835 - mmaction - INFO - Epoch [54][1560/1879] lr: 1.429e-01, eta: 1 day, 8:16:32, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.6517, top1_acc: 0.3070, top5_acc: 0.5668, loss_cls: 3.1521, loss: 4.8039, grad_norm: 2.0919 2021-07-19 12:33:17,315 - mmaction - INFO - Epoch [54][1580/1879] lr: 1.429e-01, eta: 1 day, 8:16:16, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6953, top1_acc: 0.3082, top5_acc: 0.5617, loss_cls: 3.1896, loss: 4.8849, grad_norm: 2.1747 2021-07-19 12:33:30,251 - mmaction - INFO - Epoch [54][1600/1879] lr: 1.429e-01, eta: 1 day, 8:16:04, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.6752, top1_acc: 0.3098, top5_acc: 0.5773, loss_cls: 3.1529, loss: 4.8280, grad_norm: 2.1470 2021-07-19 12:33:41,215 - mmaction - INFO - Epoch [54][1620/1879] lr: 1.428e-01, eta: 1 day, 8:15:47, time: 0.548, data_time: 0.005, memory: 6921, loss_aux: 1.6541, top1_acc: 0.3293, top5_acc: 0.5652, loss_cls: 3.1400, loss: 4.7941, grad_norm: 2.1799 2021-07-19 12:33:52,576 - mmaction - INFO - Epoch [54][1640/1879] lr: 1.428e-01, eta: 1 day, 8:15:32, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6873, top1_acc: 0.3121, top5_acc: 0.5555, loss_cls: 3.1981, loss: 4.8854, grad_norm: 2.1774 2021-07-19 12:34:07,507 - mmaction - INFO - Epoch [54][1660/1879] lr: 1.428e-01, eta: 1 day, 8:15:23, time: 0.745, data_time: 0.002, memory: 6921, loss_aux: 1.6994, top1_acc: 0.3117, top5_acc: 0.5684, loss_cls: 3.2257, loss: 4.9251, grad_norm: 2.1644 2021-07-19 12:34:19,638 - mmaction - INFO - Epoch [54][1680/1879] lr: 1.428e-01, eta: 1 day, 8:15:08, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.6605, top1_acc: 0.3082, top5_acc: 0.5516, loss_cls: 3.1649, loss: 4.8254, grad_norm: 2.1433 2021-07-19 12:34:31,043 - mmaction - INFO - Epoch [54][1700/1879] lr: 1.428e-01, eta: 1 day, 8:14:53, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.6835, top1_acc: 0.3105, top5_acc: 0.5645, loss_cls: 3.1899, loss: 4.8734, grad_norm: 2.1182 2021-07-19 12:34:43,610 - mmaction - INFO - Epoch [54][1720/1879] lr: 1.427e-01, eta: 1 day, 8:14:40, time: 0.629, data_time: 0.007, memory: 6921, loss_aux: 1.7096, top1_acc: 0.2945, top5_acc: 0.5473, loss_cls: 3.2711, loss: 4.9807, grad_norm: 2.1538 2021-07-19 12:34:57,902 - mmaction - INFO - Epoch [54][1740/1879] lr: 1.427e-01, eta: 1 day, 8:14:29, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.6762, top1_acc: 0.3164, top5_acc: 0.5750, loss_cls: 3.1724, loss: 4.8486, grad_norm: 2.0976 2021-07-19 12:35:10,695 - mmaction - INFO - Epoch [54][1760/1879] lr: 1.427e-01, eta: 1 day, 8:14:16, time: 0.643, data_time: 0.007, memory: 6921, loss_aux: 1.6710, top1_acc: 0.3250, top5_acc: 0.5652, loss_cls: 3.1483, loss: 4.8193, grad_norm: 2.1408 2021-07-19 12:35:22,001 - mmaction - INFO - Epoch [54][1780/1879] lr: 1.427e-01, eta: 1 day, 8:14:01, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6789, top1_acc: 0.3031, top5_acc: 0.5582, loss_cls: 3.1848, loss: 4.8637, grad_norm: 2.1696 2021-07-19 12:35:33,931 - mmaction - INFO - Epoch [54][1800/1879] lr: 1.427e-01, eta: 1 day, 8:13:46, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.6772, top1_acc: 0.3063, top5_acc: 0.5531, loss_cls: 3.1997, loss: 4.8770, grad_norm: 2.1789 2021-07-19 12:35:46,159 - mmaction - INFO - Epoch [54][1820/1879] lr: 1.426e-01, eta: 1 day, 8:13:32, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.6855, top1_acc: 0.3156, top5_acc: 0.5652, loss_cls: 3.2068, loss: 4.8922, grad_norm: 2.1424 2021-07-19 12:35:58,235 - mmaction - INFO - Epoch [54][1840/1879] lr: 1.426e-01, eta: 1 day, 8:13:18, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.6863, top1_acc: 0.3035, top5_acc: 0.5609, loss_cls: 3.2106, loss: 4.8970, grad_norm: 2.1929 2021-07-19 12:36:11,195 - mmaction - INFO - Epoch [54][1860/1879] lr: 1.426e-01, eta: 1 day, 8:13:05, time: 0.648, data_time: 0.002, memory: 6921, loss_aux: 1.6631, top1_acc: 0.3148, top5_acc: 0.5633, loss_cls: 3.1856, loss: 4.8487, grad_norm: 2.1219 2021-07-19 12:36:21,577 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-07-19 12:36:43,285 - mmaction - INFO - Epoch [55][20/1879] lr: 1.426e-01, eta: 1 day, 8:12:29, time: 0.936, data_time: 0.280, memory: 6921, loss_aux: 1.6668, top1_acc: 0.3125, top5_acc: 0.5594, loss_cls: 3.1827, loss: 4.8495, grad_norm: 2.1848 2021-07-19 12:36:54,418 - mmaction - INFO - Epoch [55][40/1879] lr: 1.425e-01, eta: 1 day, 8:12:13, time: 0.567, data_time: 0.013, memory: 6921, loss_aux: 1.6838, top1_acc: 0.3176, top5_acc: 0.5492, loss_cls: 3.1959, loss: 4.8797, grad_norm: 2.1089 2021-07-19 12:37:06,628 - mmaction - INFO - Epoch [55][60/1879] lr: 1.425e-01, eta: 1 day, 8:11:59, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6915, top1_acc: 0.3000, top5_acc: 0.5496, loss_cls: 3.2006, loss: 4.8921, grad_norm: 2.1572 2021-07-19 12:37:17,904 - mmaction - INFO - Epoch [55][80/1879] lr: 1.425e-01, eta: 1 day, 8:11:44, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.6728, top1_acc: 0.3113, top5_acc: 0.5512, loss_cls: 3.1950, loss: 4.8678, grad_norm: 2.1406 2021-07-19 12:37:28,932 - mmaction - INFO - Epoch [55][100/1879] lr: 1.425e-01, eta: 1 day, 8:11:28, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.6786, top1_acc: 0.3031, top5_acc: 0.5637, loss_cls: 3.1891, loss: 4.8676, grad_norm: 2.1532 2021-07-19 12:37:41,061 - mmaction - INFO - Epoch [55][120/1879] lr: 1.425e-01, eta: 1 day, 8:11:13, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.6693, top1_acc: 0.3172, top5_acc: 0.5652, loss_cls: 3.1620, loss: 4.8313, grad_norm: 2.1297 2021-07-19 12:37:55,827 - mmaction - INFO - Epoch [55][140/1879] lr: 1.424e-01, eta: 1 day, 8:11:04, time: 0.741, data_time: 0.008, memory: 6921, loss_aux: 1.6519, top1_acc: 0.3168, top5_acc: 0.5613, loss_cls: 3.1454, loss: 4.7973, grad_norm: 2.1299 2021-07-19 12:38:07,246 - mmaction - INFO - Epoch [55][160/1879] lr: 1.424e-01, eta: 1 day, 8:10:49, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.6792, top1_acc: 0.3145, top5_acc: 0.5613, loss_cls: 3.1950, loss: 4.8742, grad_norm: 2.1297 2021-07-19 12:38:19,600 - mmaction - INFO - Epoch [55][180/1879] lr: 1.424e-01, eta: 1 day, 8:10:35, time: 0.614, data_time: 0.001, memory: 6921, loss_aux: 1.6595, top1_acc: 0.3145, top5_acc: 0.5590, loss_cls: 3.1807, loss: 4.8401, grad_norm: 2.1553 2021-07-19 12:38:30,669 - mmaction - INFO - Epoch [55][200/1879] lr: 1.424e-01, eta: 1 day, 8:10:19, time: 0.556, data_time: 0.007, memory: 6921, loss_aux: 1.6719, top1_acc: 0.3219, top5_acc: 0.5793, loss_cls: 3.1372, loss: 4.8092, grad_norm: 2.1304 2021-07-19 12:38:46,306 - mmaction - INFO - Epoch [55][220/1879] lr: 1.424e-01, eta: 1 day, 8:10:11, time: 0.783, data_time: 0.003, memory: 6921, loss_aux: 1.6717, top1_acc: 0.3070, top5_acc: 0.5637, loss_cls: 3.1794, loss: 4.8511, grad_norm: 2.1952 2021-07-19 12:38:58,152 - mmaction - INFO - Epoch [55][240/1879] lr: 1.423e-01, eta: 1 day, 8:09:56, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.7065, top1_acc: 0.2941, top5_acc: 0.5496, loss_cls: 3.2485, loss: 4.9550, grad_norm: 2.1576 2021-07-19 12:39:12,081 - mmaction - INFO - Epoch [55][260/1879] lr: 1.423e-01, eta: 1 day, 8:09:45, time: 0.697, data_time: 0.003, memory: 6921, loss_aux: 1.6883, top1_acc: 0.3113, top5_acc: 0.5570, loss_cls: 3.2177, loss: 4.9059, grad_norm: 2.1098 2021-07-19 12:39:23,819 - mmaction - INFO - Epoch [55][280/1879] lr: 1.423e-01, eta: 1 day, 8:09:30, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.6612, top1_acc: 0.3121, top5_acc: 0.5687, loss_cls: 3.1780, loss: 4.8392, grad_norm: 2.1498 2021-07-19 12:39:35,425 - mmaction - INFO - Epoch [55][300/1879] lr: 1.423e-01, eta: 1 day, 8:09:15, time: 0.587, data_time: 0.009, memory: 6921, loss_aux: 1.6161, top1_acc: 0.3234, top5_acc: 0.5855, loss_cls: 3.0688, loss: 4.6849, grad_norm: 2.1668 2021-07-19 12:39:46,437 - mmaction - INFO - Epoch [55][320/1879] lr: 1.423e-01, eta: 1 day, 8:08:59, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.6740, top1_acc: 0.3043, top5_acc: 0.5559, loss_cls: 3.1659, loss: 4.8399, grad_norm: 2.1558 2021-07-19 12:39:57,925 - mmaction - INFO - Epoch [55][340/1879] lr: 1.422e-01, eta: 1 day, 8:08:44, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.7299, top1_acc: 0.2883, top5_acc: 0.5480, loss_cls: 3.2783, loss: 5.0082, grad_norm: 2.1720 2021-07-19 12:40:10,430 - mmaction - INFO - Epoch [55][360/1879] lr: 1.422e-01, eta: 1 day, 8:08:31, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.6869, top1_acc: 0.3148, top5_acc: 0.5586, loss_cls: 3.2155, loss: 4.9024, grad_norm: 2.1378 2021-07-19 12:40:26,578 - mmaction - INFO - Epoch [55][380/1879] lr: 1.422e-01, eta: 1 day, 8:08:23, time: 0.806, data_time: 0.002, memory: 6921, loss_aux: 1.7177, top1_acc: 0.3078, top5_acc: 0.5441, loss_cls: 3.2440, loss: 4.9616, grad_norm: 2.1510 2021-07-19 12:40:40,960 - mmaction - INFO - Epoch [55][400/1879] lr: 1.422e-01, eta: 1 day, 8:08:13, time: 0.717, data_time: 0.004, memory: 6921, loss_aux: 1.6724, top1_acc: 0.3125, top5_acc: 0.5504, loss_cls: 3.1858, loss: 4.8583, grad_norm: 2.1169 2021-07-19 12:40:52,493 - mmaction - INFO - Epoch [55][420/1879] lr: 1.422e-01, eta: 1 day, 8:07:58, time: 0.581, data_time: 0.008, memory: 6921, loss_aux: 1.6824, top1_acc: 0.3055, top5_acc: 0.5656, loss_cls: 3.1732, loss: 4.8556, grad_norm: 2.1393 2021-07-19 12:41:03,639 - mmaction - INFO - Epoch [55][440/1879] lr: 1.421e-01, eta: 1 day, 8:07:42, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.6679, top1_acc: 0.3027, top5_acc: 0.5547, loss_cls: 3.1839, loss: 4.8518, grad_norm: 2.1494 2021-07-19 12:41:19,116 - mmaction - INFO - Epoch [55][460/1879] lr: 1.421e-01, eta: 1 day, 8:07:34, time: 0.774, data_time: 0.002, memory: 6921, loss_aux: 1.6497, top1_acc: 0.3195, top5_acc: 0.5617, loss_cls: 3.1355, loss: 4.7852, grad_norm: 2.1521 2021-07-19 12:41:31,328 - mmaction - INFO - Epoch [55][480/1879] lr: 1.421e-01, eta: 1 day, 8:07:20, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.6530, top1_acc: 0.3289, top5_acc: 0.5754, loss_cls: 3.1118, loss: 4.7648, grad_norm: 2.1823 2021-07-19 12:41:46,197 - mmaction - INFO - Epoch [55][500/1879] lr: 1.421e-01, eta: 1 day, 8:07:11, time: 0.741, data_time: 0.003, memory: 6921, loss_aux: 1.6738, top1_acc: 0.3254, top5_acc: 0.5680, loss_cls: 3.1367, loss: 4.8105, grad_norm: 2.1566 2021-07-19 12:41:57,512 - mmaction - INFO - Epoch [55][520/1879] lr: 1.421e-01, eta: 1 day, 8:06:55, time: 0.570, data_time: 0.008, memory: 6921, loss_aux: 1.6839, top1_acc: 0.3098, top5_acc: 0.5457, loss_cls: 3.1916, loss: 4.8755, grad_norm: 2.1519 2021-07-19 12:42:09,495 - mmaction - INFO - Epoch [55][540/1879] lr: 1.420e-01, eta: 1 day, 8:06:41, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.6777, top1_acc: 0.3145, top5_acc: 0.5547, loss_cls: 3.2078, loss: 4.8855, grad_norm: 2.1977 2021-07-19 12:42:20,576 - mmaction - INFO - Epoch [55][560/1879] lr: 1.420e-01, eta: 1 day, 8:06:25, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.6857, top1_acc: 0.3043, top5_acc: 0.5656, loss_cls: 3.1993, loss: 4.8850, grad_norm: 2.1762 2021-07-19 12:42:32,171 - mmaction - INFO - Epoch [55][580/1879] lr: 1.420e-01, eta: 1 day, 8:06:10, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.6737, top1_acc: 0.3098, top5_acc: 0.5609, loss_cls: 3.1743, loss: 4.8480, grad_norm: 2.1834 2021-07-19 12:42:47,107 - mmaction - INFO - Epoch [55][600/1879] lr: 1.420e-01, eta: 1 day, 8:06:00, time: 0.745, data_time: 0.003, memory: 6921, loss_aux: 1.6569, top1_acc: 0.3070, top5_acc: 0.5660, loss_cls: 3.1462, loss: 4.8031, grad_norm: 2.1664 2021-07-19 12:42:58,983 - mmaction - INFO - Epoch [55][620/1879] lr: 1.420e-01, eta: 1 day, 8:05:46, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.7116, top1_acc: 0.3055, top5_acc: 0.5461, loss_cls: 3.2575, loss: 4.9691, grad_norm: 2.1364 2021-07-19 12:43:12,535 - mmaction - INFO - Epoch [55][640/1879] lr: 1.419e-01, eta: 1 day, 8:05:34, time: 0.683, data_time: 0.007, memory: 6921, loss_aux: 1.6779, top1_acc: 0.3262, top5_acc: 0.5570, loss_cls: 3.1662, loss: 4.8441, grad_norm: 2.1444 2021-07-19 12:43:25,998 - mmaction - INFO - Epoch [55][660/1879] lr: 1.419e-01, eta: 1 day, 8:05:23, time: 0.674, data_time: 0.002, memory: 6921, loss_aux: 1.6850, top1_acc: 0.3023, top5_acc: 0.5535, loss_cls: 3.2102, loss: 4.8952, grad_norm: 2.1198 2021-07-19 12:43:36,989 - mmaction - INFO - Epoch [55][680/1879] lr: 1.419e-01, eta: 1 day, 8:05:06, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.6718, top1_acc: 0.3078, top5_acc: 0.5570, loss_cls: 3.1802, loss: 4.8520, grad_norm: 2.1486 2021-07-19 12:43:50,570 - mmaction - INFO - Epoch [55][700/1879] lr: 1.419e-01, eta: 1 day, 8:04:55, time: 0.678, data_time: 0.004, memory: 6921, loss_aux: 1.7075, top1_acc: 0.3023, top5_acc: 0.5547, loss_cls: 3.2008, loss: 4.9083, grad_norm: 2.1847 2021-07-19 12:44:01,985 - mmaction - INFO - Epoch [55][720/1879] lr: 1.419e-01, eta: 1 day, 8:04:39, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.6827, top1_acc: 0.3266, top5_acc: 0.5551, loss_cls: 3.1937, loss: 4.8763, grad_norm: 2.1531 2021-07-19 12:44:13,447 - mmaction - INFO - Epoch [55][740/1879] lr: 1.418e-01, eta: 1 day, 8:04:24, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.6760, top1_acc: 0.3086, top5_acc: 0.5551, loss_cls: 3.2035, loss: 4.8795, grad_norm: 2.1063 2021-07-19 12:44:24,725 - mmaction - INFO - Epoch [55][760/1879] lr: 1.418e-01, eta: 1 day, 8:04:08, time: 0.562, data_time: 0.001, memory: 6921, loss_aux: 1.6820, top1_acc: 0.3113, top5_acc: 0.5625, loss_cls: 3.1753, loss: 4.8573, grad_norm: 2.1349 2021-07-19 12:44:36,406 - mmaction - INFO - Epoch [55][780/1879] lr: 1.418e-01, eta: 1 day, 8:03:54, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.6659, top1_acc: 0.3137, top5_acc: 0.5566, loss_cls: 3.1630, loss: 4.8290, grad_norm: 2.1524 2021-07-19 12:44:51,072 - mmaction - INFO - Epoch [55][800/1879] lr: 1.418e-01, eta: 1 day, 8:03:44, time: 0.725, data_time: 0.005, memory: 6921, loss_aux: 1.6993, top1_acc: 0.3098, top5_acc: 0.5555, loss_cls: 3.2353, loss: 4.9345, grad_norm: 2.1347 2021-07-19 12:45:05,230 - mmaction - INFO - Epoch [55][820/1879] lr: 1.418e-01, eta: 1 day, 8:03:33, time: 0.711, data_time: 0.016, memory: 6921, loss_aux: 1.7094, top1_acc: 0.2918, top5_acc: 0.5492, loss_cls: 3.2555, loss: 4.9649, grad_norm: 2.1014 2021-07-19 12:45:16,501 - mmaction - INFO - Epoch [55][840/1879] lr: 1.417e-01, eta: 1 day, 8:03:18, time: 0.569, data_time: 0.009, memory: 6921, loss_aux: 1.6765, top1_acc: 0.3113, top5_acc: 0.5652, loss_cls: 3.1964, loss: 4.8729, grad_norm: 2.1229 2021-07-19 12:45:30,517 - mmaction - INFO - Epoch [55][860/1879] lr: 1.417e-01, eta: 1 day, 8:03:07, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.6767, top1_acc: 0.3113, top5_acc: 0.5602, loss_cls: 3.1535, loss: 4.8302, grad_norm: 2.1299 2021-07-19 12:45:42,182 - mmaction - INFO - Epoch [55][880/1879] lr: 1.417e-01, eta: 1 day, 8:02:52, time: 0.587, data_time: 0.007, memory: 6921, loss_aux: 1.6601, top1_acc: 0.3184, top5_acc: 0.5625, loss_cls: 3.1480, loss: 4.8081, grad_norm: 2.1414 2021-07-19 12:45:57,959 - mmaction - INFO - Epoch [55][900/1879] lr: 1.417e-01, eta: 1 day, 8:02:44, time: 0.789, data_time: 0.003, memory: 6921, loss_aux: 1.6777, top1_acc: 0.3078, top5_acc: 0.5648, loss_cls: 3.1803, loss: 4.8580, grad_norm: 2.1765 2021-07-19 12:46:10,166 - mmaction - INFO - Epoch [55][920/1879] lr: 1.416e-01, eta: 1 day, 8:02:30, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.6872, top1_acc: 0.3117, top5_acc: 0.5543, loss_cls: 3.1742, loss: 4.8614, grad_norm: 2.1752 2021-07-19 12:46:21,742 - mmaction - INFO - Epoch [55][940/1879] lr: 1.416e-01, eta: 1 day, 8:02:15, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.6661, top1_acc: 0.3102, top5_acc: 0.5742, loss_cls: 3.1597, loss: 4.8258, grad_norm: 2.1277 2021-07-19 12:46:34,105 - mmaction - INFO - Epoch [55][960/1879] lr: 1.416e-01, eta: 1 day, 8:02:01, time: 0.618, data_time: 0.005, memory: 6921, loss_aux: 1.6651, top1_acc: 0.3145, top5_acc: 0.5715, loss_cls: 3.1610, loss: 4.8261, grad_norm: 2.1296 2021-07-19 12:46:45,497 - mmaction - INFO - Epoch [55][980/1879] lr: 1.416e-01, eta: 1 day, 8:01:46, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6939, top1_acc: 0.3055, top5_acc: 0.5523, loss_cls: 3.2008, loss: 4.8946, grad_norm: 2.1678 2021-07-19 12:46:57,712 - mmaction - INFO - Epoch [55][1000/1879] lr: 1.416e-01, eta: 1 day, 8:01:32, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.6573, top1_acc: 0.3234, top5_acc: 0.5816, loss_cls: 3.1360, loss: 4.7933, grad_norm: 2.1677 2021-07-19 12:47:10,269 - mmaction - INFO - Epoch [55][1020/1879] lr: 1.415e-01, eta: 1 day, 8:01:19, time: 0.631, data_time: 0.006, memory: 6921, loss_aux: 1.6765, top1_acc: 0.3152, top5_acc: 0.5719, loss_cls: 3.1341, loss: 4.8106, grad_norm: 2.1834 2021-07-19 12:47:21,772 - mmaction - INFO - Epoch [55][1040/1879] lr: 1.415e-01, eta: 1 day, 8:01:03, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.6871, top1_acc: 0.3184, top5_acc: 0.5520, loss_cls: 3.2218, loss: 4.9089, grad_norm: 2.1498 2021-07-19 12:47:33,100 - mmaction - INFO - Epoch [55][1060/1879] lr: 1.415e-01, eta: 1 day, 8:00:48, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.6688, top1_acc: 0.3211, top5_acc: 0.5730, loss_cls: 3.1632, loss: 4.8320, grad_norm: 2.1584 2021-07-19 12:47:46,316 - mmaction - INFO - Epoch [55][1080/1879] lr: 1.415e-01, eta: 1 day, 8:00:36, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.6887, top1_acc: 0.3078, top5_acc: 0.5551, loss_cls: 3.2169, loss: 4.9056, grad_norm: 2.2092 2021-07-19 12:47:57,616 - mmaction - INFO - Epoch [55][1100/1879] lr: 1.415e-01, eta: 1 day, 8:00:20, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.6784, top1_acc: 0.3105, top5_acc: 0.5578, loss_cls: 3.2255, loss: 4.9040, grad_norm: 2.1589 2021-07-19 12:48:09,650 - mmaction - INFO - Epoch [55][1120/1879] lr: 1.414e-01, eta: 1 day, 8:00:06, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.6663, top1_acc: 0.3215, top5_acc: 0.5613, loss_cls: 3.1641, loss: 4.8304, grad_norm: 2.1606 2021-07-19 12:48:22,544 - mmaction - INFO - Epoch [55][1140/1879] lr: 1.414e-01, eta: 1 day, 7:59:53, time: 0.644, data_time: 0.006, memory: 6921, loss_aux: 1.6481, top1_acc: 0.3309, top5_acc: 0.5637, loss_cls: 3.1178, loss: 4.7659, grad_norm: 2.1293 2021-07-19 12:48:33,859 - mmaction - INFO - Epoch [55][1160/1879] lr: 1.414e-01, eta: 1 day, 7:59:38, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.6548, top1_acc: 0.3187, top5_acc: 0.5691, loss_cls: 3.1251, loss: 4.7799, grad_norm: 2.1321 2021-07-19 12:48:46,238 - mmaction - INFO - Epoch [55][1180/1879] lr: 1.414e-01, eta: 1 day, 7:59:24, time: 0.618, data_time: 0.001, memory: 6921, loss_aux: 1.7032, top1_acc: 0.2996, top5_acc: 0.5527, loss_cls: 3.2611, loss: 4.9643, grad_norm: 2.1596 2021-07-19 12:48:57,450 - mmaction - INFO - Epoch [55][1200/1879] lr: 1.414e-01, eta: 1 day, 7:59:08, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.6888, top1_acc: 0.3227, top5_acc: 0.5563, loss_cls: 3.1986, loss: 4.8874, grad_norm: 2.1895 2021-07-19 12:49:10,468 - mmaction - INFO - Epoch [55][1220/1879] lr: 1.413e-01, eta: 1 day, 7:58:56, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 1.6676, top1_acc: 0.2965, top5_acc: 0.5434, loss_cls: 3.2399, loss: 4.9075, grad_norm: 2.1827 2021-07-19 12:49:22,952 - mmaction - INFO - Epoch [55][1240/1879] lr: 1.413e-01, eta: 1 day, 7:58:42, time: 0.625, data_time: 0.026, memory: 6921, loss_aux: 1.7088, top1_acc: 0.3137, top5_acc: 0.5523, loss_cls: 3.2496, loss: 4.9584, grad_norm: 2.1357 2021-07-19 12:49:34,476 - mmaction - INFO - Epoch [55][1260/1879] lr: 1.413e-01, eta: 1 day, 7:58:27, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.6776, top1_acc: 0.3090, top5_acc: 0.5461, loss_cls: 3.2019, loss: 4.8796, grad_norm: 2.1124 2021-07-19 12:49:45,566 - mmaction - INFO - Epoch [55][1280/1879] lr: 1.413e-01, eta: 1 day, 7:58:11, time: 0.554, data_time: 0.001, memory: 6921, loss_aux: 1.6606, top1_acc: 0.3066, top5_acc: 0.5590, loss_cls: 3.1958, loss: 4.8565, grad_norm: 2.1154 2021-07-19 12:50:02,651 - mmaction - INFO - Epoch [55][1300/1879] lr: 1.413e-01, eta: 1 day, 7:58:05, time: 0.832, data_time: 0.002, memory: 6921, loss_aux: 1.6592, top1_acc: 0.3367, top5_acc: 0.5641, loss_cls: 3.1512, loss: 4.8105, grad_norm: 2.1399 2021-07-19 12:50:13,942 - mmaction - INFO - Epoch [55][1320/1879] lr: 1.412e-01, eta: 1 day, 7:57:50, time: 0.587, data_time: 0.024, memory: 6921, loss_aux: 1.7331, top1_acc: 0.3023, top5_acc: 0.5363, loss_cls: 3.2891, loss: 5.0222, grad_norm: 2.1612 2021-07-19 12:50:25,904 - mmaction - INFO - Epoch [55][1340/1879] lr: 1.412e-01, eta: 1 day, 7:57:35, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.7077, top1_acc: 0.3129, top5_acc: 0.5527, loss_cls: 3.2190, loss: 4.9267, grad_norm: 2.1652 2021-07-19 12:50:40,395 - mmaction - INFO - Epoch [55][1360/1879] lr: 1.412e-01, eta: 1 day, 7:57:26, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.6822, top1_acc: 0.3094, top5_acc: 0.5656, loss_cls: 3.1899, loss: 4.8722, grad_norm: 2.1898 2021-07-19 12:50:53,038 - mmaction - INFO - Epoch [55][1380/1879] lr: 1.412e-01, eta: 1 day, 7:57:12, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.6899, top1_acc: 0.3047, top5_acc: 0.5484, loss_cls: 3.2202, loss: 4.9101, grad_norm: 2.0787 2021-07-19 12:51:04,448 - mmaction - INFO - Epoch [55][1400/1879] lr: 1.412e-01, eta: 1 day, 7:56:57, time: 0.566, data_time: 0.006, memory: 6921, loss_aux: 1.6525, top1_acc: 0.3187, top5_acc: 0.5699, loss_cls: 3.1183, loss: 4.7709, grad_norm: 2.1617 2021-07-19 12:51:15,908 - mmaction - INFO - Epoch [55][1420/1879] lr: 1.411e-01, eta: 1 day, 7:56:42, time: 0.579, data_time: 0.010, memory: 6921, loss_aux: 1.6814, top1_acc: 0.3246, top5_acc: 0.5594, loss_cls: 3.1814, loss: 4.8628, grad_norm: 2.1094 2021-07-19 12:51:28,109 - mmaction - INFO - Epoch [55][1440/1879] lr: 1.411e-01, eta: 1 day, 7:56:28, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.7015, top1_acc: 0.3063, top5_acc: 0.5586, loss_cls: 3.2159, loss: 4.9174, grad_norm: 2.1850 2021-07-19 12:51:39,973 - mmaction - INFO - Epoch [55][1460/1879] lr: 1.411e-01, eta: 1 day, 7:56:13, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.6508, top1_acc: 0.3129, top5_acc: 0.5695, loss_cls: 3.1561, loss: 4.8070, grad_norm: 2.1439 2021-07-19 12:51:51,740 - mmaction - INFO - Epoch [55][1480/1879] lr: 1.411e-01, eta: 1 day, 7:55:58, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.7025, top1_acc: 0.3086, top5_acc: 0.5602, loss_cls: 3.1985, loss: 4.9010, grad_norm: 2.1413 2021-07-19 12:52:03,359 - mmaction - INFO - Epoch [55][1500/1879] lr: 1.411e-01, eta: 1 day, 7:55:43, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6460, top1_acc: 0.3266, top5_acc: 0.5695, loss_cls: 3.1199, loss: 4.7659, grad_norm: 2.1582 2021-07-19 12:52:15,056 - mmaction - INFO - Epoch [55][1520/1879] lr: 1.410e-01, eta: 1 day, 7:55:28, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.6902, top1_acc: 0.3066, top5_acc: 0.5578, loss_cls: 3.1948, loss: 4.8851, grad_norm: 2.1334 2021-07-19 12:52:26,102 - mmaction - INFO - Epoch [55][1540/1879] lr: 1.410e-01, eta: 1 day, 7:55:13, time: 0.558, data_time: 0.008, memory: 6921, loss_aux: 1.6716, top1_acc: 0.3227, top5_acc: 0.5723, loss_cls: 3.1403, loss: 4.8119, grad_norm: 2.1557 2021-07-19 12:52:39,869 - mmaction - INFO - Epoch [55][1560/1879] lr: 1.410e-01, eta: 1 day, 7:55:01, time: 0.689, data_time: 0.003, memory: 6921, loss_aux: 1.7063, top1_acc: 0.3141, top5_acc: 0.5445, loss_cls: 3.2545, loss: 4.9609, grad_norm: 2.1456 2021-07-19 12:52:52,427 - mmaction - INFO - Epoch [55][1580/1879] lr: 1.410e-01, eta: 1 day, 7:54:48, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.6452, top1_acc: 0.3203, top5_acc: 0.5719, loss_cls: 3.1363, loss: 4.7816, grad_norm: 2.1182 2021-07-19 12:53:03,418 - mmaction - INFO - Epoch [55][1600/1879] lr: 1.410e-01, eta: 1 day, 7:54:32, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.6731, top1_acc: 0.3098, top5_acc: 0.5633, loss_cls: 3.1388, loss: 4.8119, grad_norm: 2.1900 2021-07-19 12:53:14,754 - mmaction - INFO - Epoch [55][1620/1879] lr: 1.409e-01, eta: 1 day, 7:54:16, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.6474, top1_acc: 0.3180, top5_acc: 0.5813, loss_cls: 3.1246, loss: 4.7720, grad_norm: 2.1459 2021-07-19 12:53:26,208 - mmaction - INFO - Epoch [55][1640/1879] lr: 1.409e-01, eta: 1 day, 7:54:01, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.6895, top1_acc: 0.3117, top5_acc: 0.5695, loss_cls: 3.1539, loss: 4.8434, grad_norm: 2.1899 2021-07-19 12:53:38,301 - mmaction - INFO - Epoch [55][1660/1879] lr: 1.409e-01, eta: 1 day, 7:53:47, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.6691, top1_acc: 0.3215, top5_acc: 0.5652, loss_cls: 3.1665, loss: 4.8356, grad_norm: 2.2109 2021-07-19 12:53:54,158 - mmaction - INFO - Epoch [55][1680/1879] lr: 1.409e-01, eta: 1 day, 7:53:39, time: 0.785, data_time: 0.002, memory: 6921, loss_aux: 1.7148, top1_acc: 0.2906, top5_acc: 0.5422, loss_cls: 3.2767, loss: 4.9915, grad_norm: 2.2029 2021-07-19 12:54:06,225 - mmaction - INFO - Epoch [55][1700/1879] lr: 1.409e-01, eta: 1 day, 7:53:24, time: 0.590, data_time: 0.009, memory: 6921, loss_aux: 1.6903, top1_acc: 0.3020, top5_acc: 0.5516, loss_cls: 3.2402, loss: 4.9304, grad_norm: 2.2036 2021-07-19 12:54:18,567 - mmaction - INFO - Epoch [55][1720/1879] lr: 1.408e-01, eta: 1 day, 7:53:11, time: 0.637, data_time: 0.023, memory: 6921, loss_aux: 1.7062, top1_acc: 0.2949, top5_acc: 0.5395, loss_cls: 3.2588, loss: 4.9650, grad_norm: 2.1823 2021-07-19 12:54:30,412 - mmaction - INFO - Epoch [55][1740/1879] lr: 1.408e-01, eta: 1 day, 7:52:57, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.6932, top1_acc: 0.3070, top5_acc: 0.5621, loss_cls: 3.2061, loss: 4.8993, grad_norm: 2.1281 2021-07-19 12:54:42,439 - mmaction - INFO - Epoch [55][1760/1879] lr: 1.408e-01, eta: 1 day, 7:52:42, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.6993, top1_acc: 0.2988, top5_acc: 0.5492, loss_cls: 3.2507, loss: 4.9501, grad_norm: 2.2071 2021-07-19 12:54:54,060 - mmaction - INFO - Epoch [55][1780/1879] lr: 1.408e-01, eta: 1 day, 7:52:28, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6976, top1_acc: 0.3129, top5_acc: 0.5508, loss_cls: 3.2220, loss: 4.9197, grad_norm: 2.1496 2021-07-19 12:55:05,852 - mmaction - INFO - Epoch [55][1800/1879] lr: 1.408e-01, eta: 1 day, 7:52:13, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.7075, top1_acc: 0.3063, top5_acc: 0.5543, loss_cls: 3.2252, loss: 4.9327, grad_norm: 2.1974 2021-07-19 12:55:18,529 - mmaction - INFO - Epoch [55][1820/1879] lr: 1.407e-01, eta: 1 day, 7:52:00, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.6490, top1_acc: 0.3305, top5_acc: 0.5738, loss_cls: 3.0910, loss: 4.7400, grad_norm: 2.1341 2021-07-19 12:55:30,700 - mmaction - INFO - Epoch [55][1840/1879] lr: 1.407e-01, eta: 1 day, 7:51:46, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.6560, top1_acc: 0.3203, top5_acc: 0.5723, loss_cls: 3.1256, loss: 4.7816, grad_norm: 2.1743 2021-07-19 12:55:42,150 - mmaction - INFO - Epoch [55][1860/1879] lr: 1.407e-01, eta: 1 day, 7:51:30, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.6962, top1_acc: 0.3145, top5_acc: 0.5582, loss_cls: 3.2091, loss: 4.9053, grad_norm: 2.1685 2021-07-19 12:55:52,353 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-07-19 12:56:16,496 - mmaction - INFO - Epoch [56][20/1879] lr: 1.407e-01, eta: 1 day, 7:50:59, time: 1.059, data_time: 0.259, memory: 6921, loss_aux: 1.6621, top1_acc: 0.3223, top5_acc: 0.5648, loss_cls: 3.1480, loss: 4.8101, grad_norm: 2.1830 2021-07-19 12:56:36,227 - mmaction - INFO - Epoch [56][40/1879] lr: 1.406e-01, eta: 1 day, 7:50:57, time: 0.979, data_time: 0.014, memory: 6921, loss_aux: 1.6803, top1_acc: 0.3168, top5_acc: 0.5461, loss_cls: 3.1978, loss: 4.8781, grad_norm: 2.1396 2021-07-19 12:56:48,968 - mmaction - INFO - Epoch [56][60/1879] lr: 1.406e-01, eta: 1 day, 7:50:45, time: 0.648, data_time: 0.037, memory: 6921, loss_aux: 1.6364, top1_acc: 0.3187, top5_acc: 0.5652, loss_cls: 3.1459, loss: 4.7823, grad_norm: 2.1360 2021-07-19 12:57:00,356 - mmaction - INFO - Epoch [56][80/1879] lr: 1.406e-01, eta: 1 day, 7:50:29, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.6662, top1_acc: 0.3082, top5_acc: 0.5676, loss_cls: 3.1508, loss: 4.8170, grad_norm: 2.1874 2021-07-19 12:57:11,544 - mmaction - INFO - Epoch [56][100/1879] lr: 1.406e-01, eta: 1 day, 7:50:14, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6225, top1_acc: 0.3258, top5_acc: 0.5816, loss_cls: 3.0944, loss: 4.7168, grad_norm: 2.1787 2021-07-19 12:57:23,152 - mmaction - INFO - Epoch [56][120/1879] lr: 1.406e-01, eta: 1 day, 7:49:59, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.6427, top1_acc: 0.3207, top5_acc: 0.5734, loss_cls: 3.0904, loss: 4.7331, grad_norm: 2.1773 2021-07-19 12:57:39,907 - mmaction - INFO - Epoch [56][140/1879] lr: 1.405e-01, eta: 1 day, 7:49:53, time: 0.834, data_time: 0.004, memory: 6921, loss_aux: 1.6898, top1_acc: 0.3008, top5_acc: 0.5566, loss_cls: 3.2236, loss: 4.9134, grad_norm: 2.1948 2021-07-19 12:57:52,236 - mmaction - INFO - Epoch [56][160/1879] lr: 1.405e-01, eta: 1 day, 7:49:39, time: 0.618, data_time: 0.007, memory: 6921, loss_aux: 1.6841, top1_acc: 0.3078, top5_acc: 0.5613, loss_cls: 3.1788, loss: 4.8629, grad_norm: 2.1992 2021-07-19 12:58:05,907 - mmaction - INFO - Epoch [56][180/1879] lr: 1.405e-01, eta: 1 day, 7:49:27, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 1.6546, top1_acc: 0.3227, top5_acc: 0.5687, loss_cls: 3.1475, loss: 4.8021, grad_norm: 2.1450 2021-07-19 12:58:20,749 - mmaction - INFO - Epoch [56][200/1879] lr: 1.405e-01, eta: 1 day, 7:49:18, time: 0.743, data_time: 0.007, memory: 6921, loss_aux: 1.6621, top1_acc: 0.3117, top5_acc: 0.5727, loss_cls: 3.1512, loss: 4.8133, grad_norm: 2.1998 2021-07-19 12:58:31,828 - mmaction - INFO - Epoch [56][220/1879] lr: 1.405e-01, eta: 1 day, 7:49:02, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3051, top5_acc: 0.5543, loss_cls: 3.2389, loss: 4.9352, grad_norm: 2.1565 2021-07-19 12:58:43,256 - mmaction - INFO - Epoch [56][240/1879] lr: 1.404e-01, eta: 1 day, 7:48:47, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6498, top1_acc: 0.3102, top5_acc: 0.5641, loss_cls: 3.1486, loss: 4.7984, grad_norm: 2.1631 2021-07-19 12:58:54,906 - mmaction - INFO - Epoch [56][260/1879] lr: 1.404e-01, eta: 1 day, 7:48:32, time: 0.588, data_time: 0.010, memory: 6921, loss_aux: 1.6697, top1_acc: 0.3195, top5_acc: 0.5551, loss_cls: 3.1834, loss: 4.8531, grad_norm: 2.1354 2021-07-19 12:59:06,727 - mmaction - INFO - Epoch [56][280/1879] lr: 1.404e-01, eta: 1 day, 7:48:17, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.6412, top1_acc: 0.3187, top5_acc: 0.5703, loss_cls: 3.1067, loss: 4.7479, grad_norm: 2.1321 2021-07-19 12:59:18,184 - mmaction - INFO - Epoch [56][300/1879] lr: 1.404e-01, eta: 1 day, 7:48:02, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6549, top1_acc: 0.3219, top5_acc: 0.5590, loss_cls: 3.1502, loss: 4.8051, grad_norm: 2.1815 2021-07-19 12:59:33,466 - mmaction - INFO - Epoch [56][320/1879] lr: 1.403e-01, eta: 1 day, 7:47:53, time: 0.774, data_time: 0.016, memory: 6921, loss_aux: 1.6768, top1_acc: 0.3172, top5_acc: 0.5535, loss_cls: 3.1925, loss: 4.8693, grad_norm: 2.1705 2021-07-19 12:59:45,502 - mmaction - INFO - Epoch [56][340/1879] lr: 1.403e-01, eta: 1 day, 7:47:39, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.7017, top1_acc: 0.3152, top5_acc: 0.5520, loss_cls: 3.2177, loss: 4.9193, grad_norm: 2.1812 2021-07-19 12:59:58,113 - mmaction - INFO - Epoch [56][360/1879] lr: 1.403e-01, eta: 1 day, 7:47:24, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.6515, top1_acc: 0.3164, top5_acc: 0.5789, loss_cls: 3.1283, loss: 4.7799, grad_norm: 2.1797 2021-07-19 13:00:09,957 - mmaction - INFO - Epoch [56][380/1879] lr: 1.403e-01, eta: 1 day, 7:47:11, time: 0.647, data_time: 0.057, memory: 6921, loss_aux: 1.6964, top1_acc: 0.3035, top5_acc: 0.5434, loss_cls: 3.2291, loss: 4.9255, grad_norm: 2.1778 2021-07-19 13:00:24,157 - mmaction - INFO - Epoch [56][400/1879] lr: 1.403e-01, eta: 1 day, 7:47:01, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.6792, top1_acc: 0.3059, top5_acc: 0.5535, loss_cls: 3.2004, loss: 4.8796, grad_norm: 2.1687 2021-07-19 13:00:35,955 - mmaction - INFO - Epoch [56][420/1879] lr: 1.402e-01, eta: 1 day, 7:46:46, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.6980, top1_acc: 0.3074, top5_acc: 0.5566, loss_cls: 3.2183, loss: 4.9163, grad_norm: 2.1741 2021-07-19 13:00:48,315 - mmaction - INFO - Epoch [56][440/1879] lr: 1.402e-01, eta: 1 day, 7:46:32, time: 0.620, data_time: 0.006, memory: 6921, loss_aux: 1.6542, top1_acc: 0.3234, top5_acc: 0.5793, loss_cls: 3.0970, loss: 4.7512, grad_norm: 2.1375 2021-07-19 13:01:00,531 - mmaction - INFO - Epoch [56][460/1879] lr: 1.402e-01, eta: 1 day, 7:46:19, time: 0.609, data_time: 0.001, memory: 6921, loss_aux: 1.6898, top1_acc: 0.3098, top5_acc: 0.5578, loss_cls: 3.2052, loss: 4.8949, grad_norm: 2.1829 2021-07-19 13:01:12,463 - mmaction - INFO - Epoch [56][480/1879] lr: 1.402e-01, eta: 1 day, 7:46:04, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.7003, top1_acc: 0.2992, top5_acc: 0.5355, loss_cls: 3.2481, loss: 4.9484, grad_norm: 2.1975 2021-07-19 13:01:24,155 - mmaction - INFO - Epoch [56][500/1879] lr: 1.402e-01, eta: 1 day, 7:45:49, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.6711, top1_acc: 0.3199, top5_acc: 0.5645, loss_cls: 3.1798, loss: 4.8509, grad_norm: 2.1315 2021-07-19 13:01:35,695 - mmaction - INFO - Epoch [56][520/1879] lr: 1.401e-01, eta: 1 day, 7:45:34, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.6565, top1_acc: 0.3207, top5_acc: 0.5699, loss_cls: 3.1412, loss: 4.7977, grad_norm: 2.1459 2021-07-19 13:01:47,527 - mmaction - INFO - Epoch [56][540/1879] lr: 1.401e-01, eta: 1 day, 7:45:20, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.6508, top1_acc: 0.3242, top5_acc: 0.5727, loss_cls: 3.1252, loss: 4.7759, grad_norm: 2.1596 2021-07-19 13:02:06,676 - mmaction - INFO - Epoch [56][560/1879] lr: 1.401e-01, eta: 1 day, 7:45:17, time: 0.957, data_time: 0.005, memory: 6921, loss_aux: 1.6739, top1_acc: 0.3223, top5_acc: 0.5594, loss_cls: 3.1734, loss: 4.8472, grad_norm: 2.1718 2021-07-19 13:02:18,297 - mmaction - INFO - Epoch [56][580/1879] lr: 1.401e-01, eta: 1 day, 7:45:03, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.6674, top1_acc: 0.3168, top5_acc: 0.5570, loss_cls: 3.1878, loss: 4.8552, grad_norm: 2.1615 2021-07-19 13:02:30,256 - mmaction - INFO - Epoch [56][600/1879] lr: 1.401e-01, eta: 1 day, 7:44:48, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.6359, top1_acc: 0.3195, top5_acc: 0.5727, loss_cls: 3.1180, loss: 4.7539, grad_norm: 2.1166 2021-07-19 13:02:42,375 - mmaction - INFO - Epoch [56][620/1879] lr: 1.400e-01, eta: 1 day, 7:44:34, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.6508, top1_acc: 0.3141, top5_acc: 0.5727, loss_cls: 3.1365, loss: 4.7873, grad_norm: 2.2181 2021-07-19 13:02:55,447 - mmaction - INFO - Epoch [56][640/1879] lr: 1.400e-01, eta: 1 day, 7:44:22, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.6656, top1_acc: 0.3055, top5_acc: 0.5566, loss_cls: 3.1636, loss: 4.8293, grad_norm: 2.1972 2021-07-19 13:03:08,098 - mmaction - INFO - Epoch [56][660/1879] lr: 1.400e-01, eta: 1 day, 7:44:07, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3137, top5_acc: 0.5703, loss_cls: 3.1868, loss: 4.8434, grad_norm: 2.1577 2021-07-19 13:03:24,232 - mmaction - INFO - Epoch [56][680/1879] lr: 1.400e-01, eta: 1 day, 7:44:01, time: 0.845, data_time: 0.043, memory: 6921, loss_aux: 1.6718, top1_acc: 0.3199, top5_acc: 0.5551, loss_cls: 3.1824, loss: 4.8542, grad_norm: 2.1686 2021-07-19 13:03:36,442 - mmaction - INFO - Epoch [56][700/1879] lr: 1.400e-01, eta: 1 day, 7:43:47, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.6580, top1_acc: 0.3230, top5_acc: 0.5625, loss_cls: 3.1731, loss: 4.8311, grad_norm: 2.1444 2021-07-19 13:03:49,333 - mmaction - INFO - Epoch [56][720/1879] lr: 1.399e-01, eta: 1 day, 7:43:34, time: 0.646, data_time: 0.006, memory: 6921, loss_aux: 1.6736, top1_acc: 0.3109, top5_acc: 0.5687, loss_cls: 3.1520, loss: 4.8256, grad_norm: 2.1565 2021-07-19 13:04:01,951 - mmaction - INFO - Epoch [56][740/1879] lr: 1.399e-01, eta: 1 day, 7:43:21, time: 0.629, data_time: 0.006, memory: 6921, loss_aux: 1.7028, top1_acc: 0.3047, top5_acc: 0.5543, loss_cls: 3.2250, loss: 4.9279, grad_norm: 2.1533 2021-07-19 13:04:19,536 - mmaction - INFO - Epoch [56][760/1879] lr: 1.399e-01, eta: 1 day, 7:43:16, time: 0.877, data_time: 0.005, memory: 6921, loss_aux: 1.6685, top1_acc: 0.3254, top5_acc: 0.5715, loss_cls: 3.1428, loss: 4.8113, grad_norm: 2.1558 2021-07-19 13:04:31,489 - mmaction - INFO - Epoch [56][780/1879] lr: 1.399e-01, eta: 1 day, 7:43:02, time: 0.603, data_time: 0.015, memory: 6921, loss_aux: 1.6729, top1_acc: 0.3051, top5_acc: 0.5734, loss_cls: 3.1544, loss: 4.8272, grad_norm: 2.1876 2021-07-19 13:04:42,843 - mmaction - INFO - Epoch [56][800/1879] lr: 1.399e-01, eta: 1 day, 7:42:47, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6886, top1_acc: 0.3059, top5_acc: 0.5590, loss_cls: 3.2375, loss: 4.9262, grad_norm: 2.2374 2021-07-19 13:04:55,915 - mmaction - INFO - Epoch [56][820/1879] lr: 1.398e-01, eta: 1 day, 7:42:34, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.6960, top1_acc: 0.3051, top5_acc: 0.5555, loss_cls: 3.2265, loss: 4.9226, grad_norm: 2.1785 2021-07-19 13:05:12,362 - mmaction - INFO - Epoch [56][840/1879] lr: 1.398e-01, eta: 1 day, 7:42:28, time: 0.825, data_time: 0.006, memory: 6921, loss_aux: 1.6742, top1_acc: 0.3145, top5_acc: 0.5578, loss_cls: 3.1665, loss: 4.8407, grad_norm: 2.2126 2021-07-19 13:05:23,813 - mmaction - INFO - Epoch [56][860/1879] lr: 1.398e-01, eta: 1 day, 7:42:12, time: 0.573, data_time: 0.007, memory: 6921, loss_aux: 1.6795, top1_acc: 0.3121, top5_acc: 0.5563, loss_cls: 3.2148, loss: 4.8944, grad_norm: 2.1360 2021-07-19 13:05:35,100 - mmaction - INFO - Epoch [56][880/1879] lr: 1.398e-01, eta: 1 day, 7:41:57, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6753, top1_acc: 0.3172, top5_acc: 0.5590, loss_cls: 3.1708, loss: 4.8461, grad_norm: 2.2070 2021-07-19 13:05:47,102 - mmaction - INFO - Epoch [56][900/1879] lr: 1.398e-01, eta: 1 day, 7:41:42, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.6855, top1_acc: 0.2984, top5_acc: 0.5586, loss_cls: 3.1963, loss: 4.8818, grad_norm: 2.2023 2021-07-19 13:06:02,065 - mmaction - INFO - Epoch [56][920/1879] lr: 1.397e-01, eta: 1 day, 7:41:33, time: 0.749, data_time: 0.003, memory: 6921, loss_aux: 1.6740, top1_acc: 0.3063, top5_acc: 0.5652, loss_cls: 3.1897, loss: 4.8637, grad_norm: 2.1981 2021-07-19 13:06:14,516 - mmaction - INFO - Epoch [56][940/1879] lr: 1.397e-01, eta: 1 day, 7:41:20, time: 0.622, data_time: 0.007, memory: 6921, loss_aux: 1.6855, top1_acc: 0.3203, top5_acc: 0.5480, loss_cls: 3.1907, loss: 4.8762, grad_norm: 2.1335 2021-07-19 13:06:26,429 - mmaction - INFO - Epoch [56][960/1879] lr: 1.397e-01, eta: 1 day, 7:41:05, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.7035, top1_acc: 0.3105, top5_acc: 0.5578, loss_cls: 3.2109, loss: 4.9144, grad_norm: 2.2048 2021-07-19 13:06:42,241 - mmaction - INFO - Epoch [56][980/1879] lr: 1.397e-01, eta: 1 day, 7:40:57, time: 0.790, data_time: 0.004, memory: 6921, loss_aux: 1.6534, top1_acc: 0.3203, top5_acc: 0.5723, loss_cls: 3.1311, loss: 4.7845, grad_norm: 2.2041 2021-07-19 13:06:59,189 - mmaction - INFO - Epoch [56][1000/1879] lr: 1.397e-01, eta: 1 day, 7:40:52, time: 0.845, data_time: 0.007, memory: 6921, loss_aux: 1.6789, top1_acc: 0.2973, top5_acc: 0.5488, loss_cls: 3.2385, loss: 4.9175, grad_norm: 2.1630 2021-07-19 13:07:11,162 - mmaction - INFO - Epoch [56][1020/1879] lr: 1.396e-01, eta: 1 day, 7:40:37, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.7316, top1_acc: 0.3109, top5_acc: 0.5398, loss_cls: 3.2996, loss: 5.0312, grad_norm: 2.1953 2021-07-19 13:07:22,816 - mmaction - INFO - Epoch [56][1040/1879] lr: 1.396e-01, eta: 1 day, 7:40:22, time: 0.582, data_time: 0.001, memory: 6921, loss_aux: 1.7099, top1_acc: 0.3082, top5_acc: 0.5387, loss_cls: 3.2589, loss: 4.9689, grad_norm: 2.2047 2021-07-19 13:07:34,823 - mmaction - INFO - Epoch [56][1060/1879] lr: 1.396e-01, eta: 1 day, 7:40:08, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6943, top1_acc: 0.3070, top5_acc: 0.5605, loss_cls: 3.2089, loss: 4.9033, grad_norm: 2.1609 2021-07-19 13:07:46,490 - mmaction - INFO - Epoch [56][1080/1879] lr: 1.396e-01, eta: 1 day, 7:39:53, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6382, top1_acc: 0.3187, top5_acc: 0.5723, loss_cls: 3.1203, loss: 4.7585, grad_norm: 2.1619 2021-07-19 13:07:58,519 - mmaction - INFO - Epoch [56][1100/1879] lr: 1.396e-01, eta: 1 day, 7:39:39, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.6648, top1_acc: 0.3223, top5_acc: 0.5715, loss_cls: 3.1411, loss: 4.8059, grad_norm: 2.1732 2021-07-19 13:08:10,388 - mmaction - INFO - Epoch [56][1120/1879] lr: 1.395e-01, eta: 1 day, 7:39:24, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6795, top1_acc: 0.3031, top5_acc: 0.5527, loss_cls: 3.1819, loss: 4.8614, grad_norm: 2.2143 2021-07-19 13:08:21,847 - mmaction - INFO - Epoch [56][1140/1879] lr: 1.395e-01, eta: 1 day, 7:39:09, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6984, top1_acc: 0.3094, top5_acc: 0.5508, loss_cls: 3.2268, loss: 4.9252, grad_norm: 2.1257 2021-07-19 13:08:36,032 - mmaction - INFO - Epoch [56][1160/1879] lr: 1.395e-01, eta: 1 day, 7:38:59, time: 0.708, data_time: 0.004, memory: 6921, loss_aux: 1.6753, top1_acc: 0.2988, top5_acc: 0.5664, loss_cls: 3.1969, loss: 4.8722, grad_norm: 2.1643 2021-07-19 13:08:47,440 - mmaction - INFO - Epoch [56][1180/1879] lr: 1.395e-01, eta: 1 day, 7:38:43, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.6848, top1_acc: 0.3043, top5_acc: 0.5563, loss_cls: 3.2259, loss: 4.9107, grad_norm: 2.2087 2021-07-19 13:08:59,223 - mmaction - INFO - Epoch [56][1200/1879] lr: 1.394e-01, eta: 1 day, 7:38:29, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.6495, top1_acc: 0.3273, top5_acc: 0.5637, loss_cls: 3.1350, loss: 4.7844, grad_norm: 2.1673 2021-07-19 13:09:11,162 - mmaction - INFO - Epoch [56][1220/1879] lr: 1.394e-01, eta: 1 day, 7:38:14, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.6758, top1_acc: 0.3137, top5_acc: 0.5672, loss_cls: 3.1679, loss: 4.8437, grad_norm: 2.1608 2021-07-19 13:09:26,449 - mmaction - INFO - Epoch [56][1240/1879] lr: 1.394e-01, eta: 1 day, 7:38:04, time: 0.719, data_time: 0.001, memory: 6921, loss_aux: 1.6715, top1_acc: 0.3098, top5_acc: 0.5664, loss_cls: 3.1636, loss: 4.8352, grad_norm: 2.1505 2021-07-19 13:09:37,405 - mmaction - INFO - Epoch [56][1260/1879] lr: 1.394e-01, eta: 1 day, 7:37:50, time: 0.592, data_time: 0.047, memory: 6921, loss_aux: 1.6669, top1_acc: 0.3105, top5_acc: 0.5609, loss_cls: 3.1839, loss: 4.8508, grad_norm: 2.2124 2021-07-19 13:09:51,190 - mmaction - INFO - Epoch [56][1280/1879] lr: 1.394e-01, eta: 1 day, 7:37:38, time: 0.689, data_time: 0.006, memory: 6921, loss_aux: 1.7105, top1_acc: 0.3086, top5_acc: 0.5484, loss_cls: 3.2453, loss: 4.9557, grad_norm: 2.1365 2021-07-19 13:10:04,288 - mmaction - INFO - Epoch [56][1300/1879] lr: 1.393e-01, eta: 1 day, 7:37:26, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.6580, top1_acc: 0.3277, top5_acc: 0.5711, loss_cls: 3.1151, loss: 4.7730, grad_norm: 2.1058 2021-07-19 13:10:20,684 - mmaction - INFO - Epoch [56][1320/1879] lr: 1.393e-01, eta: 1 day, 7:37:19, time: 0.820, data_time: 0.003, memory: 6921, loss_aux: 1.7025, top1_acc: 0.3020, top5_acc: 0.5453, loss_cls: 3.2141, loss: 4.9166, grad_norm: 2.1660 2021-07-19 13:10:33,169 - mmaction - INFO - Epoch [56][1340/1879] lr: 1.393e-01, eta: 1 day, 7:37:06, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.6675, top1_acc: 0.3273, top5_acc: 0.5598, loss_cls: 3.1614, loss: 4.8288, grad_norm: 2.1573 2021-07-19 13:10:44,530 - mmaction - INFO - Epoch [56][1360/1879] lr: 1.393e-01, eta: 1 day, 7:36:50, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6750, top1_acc: 0.3187, top5_acc: 0.5695, loss_cls: 3.1858, loss: 4.8609, grad_norm: 2.1803 2021-07-19 13:10:55,961 - mmaction - INFO - Epoch [56][1380/1879] lr: 1.393e-01, eta: 1 day, 7:36:35, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6727, top1_acc: 0.3082, top5_acc: 0.5687, loss_cls: 3.1704, loss: 4.8431, grad_norm: 2.1920 2021-07-19 13:11:07,320 - mmaction - INFO - Epoch [56][1400/1879] lr: 1.392e-01, eta: 1 day, 7:36:20, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.7076, top1_acc: 0.2848, top5_acc: 0.5473, loss_cls: 3.2690, loss: 4.9766, grad_norm: 2.1135 2021-07-19 13:11:20,249 - mmaction - INFO - Epoch [56][1420/1879] lr: 1.392e-01, eta: 1 day, 7:36:07, time: 0.647, data_time: 0.006, memory: 6921, loss_aux: 1.7098, top1_acc: 0.3133, top5_acc: 0.5621, loss_cls: 3.2310, loss: 4.9408, grad_norm: 2.1719 2021-07-19 13:11:33,116 - mmaction - INFO - Epoch [56][1440/1879] lr: 1.392e-01, eta: 1 day, 7:35:54, time: 0.644, data_time: 0.003, memory: 6921, loss_aux: 1.6916, top1_acc: 0.3090, top5_acc: 0.5500, loss_cls: 3.2205, loss: 4.9120, grad_norm: 2.1026 2021-07-19 13:11:49,899 - mmaction - INFO - Epoch [56][1460/1879] lr: 1.392e-01, eta: 1 day, 7:35:48, time: 0.839, data_time: 0.003, memory: 6921, loss_aux: 1.6648, top1_acc: 0.3266, top5_acc: 0.5820, loss_cls: 3.1439, loss: 4.8088, grad_norm: 2.1702 2021-07-19 13:12:01,633 - mmaction - INFO - Epoch [56][1480/1879] lr: 1.392e-01, eta: 1 day, 7:35:33, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.6585, top1_acc: 0.3109, top5_acc: 0.5656, loss_cls: 3.1498, loss: 4.8083, grad_norm: 2.1935 2021-07-19 13:12:13,541 - mmaction - INFO - Epoch [56][1500/1879] lr: 1.391e-01, eta: 1 day, 7:35:19, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6866, top1_acc: 0.3121, top5_acc: 0.5523, loss_cls: 3.2152, loss: 4.9018, grad_norm: 2.1873 2021-07-19 13:12:24,807 - mmaction - INFO - Epoch [56][1520/1879] lr: 1.391e-01, eta: 1 day, 7:35:03, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6673, top1_acc: 0.3180, top5_acc: 0.5621, loss_cls: 3.1360, loss: 4.8033, grad_norm: 2.1820 2021-07-19 13:12:37,972 - mmaction - INFO - Epoch [56][1540/1879] lr: 1.391e-01, eta: 1 day, 7:34:51, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.6671, top1_acc: 0.3211, top5_acc: 0.5516, loss_cls: 3.1814, loss: 4.8485, grad_norm: 2.1591 2021-07-19 13:12:51,508 - mmaction - INFO - Epoch [56][1560/1879] lr: 1.391e-01, eta: 1 day, 7:34:39, time: 0.675, data_time: 0.004, memory: 6921, loss_aux: 1.6625, top1_acc: 0.3281, top5_acc: 0.5734, loss_cls: 3.1404, loss: 4.8029, grad_norm: 2.1463 2021-07-19 13:13:03,084 - mmaction - INFO - Epoch [56][1580/1879] lr: 1.391e-01, eta: 1 day, 7:34:24, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.6979, top1_acc: 0.3012, top5_acc: 0.5617, loss_cls: 3.2118, loss: 4.9097, grad_norm: 2.2188 2021-07-19 13:13:18,695 - mmaction - INFO - Epoch [56][1600/1879] lr: 1.390e-01, eta: 1 day, 7:34:16, time: 0.779, data_time: 0.002, memory: 6921, loss_aux: 1.6907, top1_acc: 0.3145, top5_acc: 0.5527, loss_cls: 3.2019, loss: 4.8926, grad_norm: 2.1598 2021-07-19 13:13:30,527 - mmaction - INFO - Epoch [56][1620/1879] lr: 1.390e-01, eta: 1 day, 7:34:01, time: 0.593, data_time: 0.007, memory: 6921, loss_aux: 1.6836, top1_acc: 0.3172, top5_acc: 0.5496, loss_cls: 3.2035, loss: 4.8871, grad_norm: 2.2927 2021-07-19 13:13:48,708 - mmaction - INFO - Epoch [56][1640/1879] lr: 1.390e-01, eta: 1 day, 7:33:57, time: 0.907, data_time: 0.003, memory: 6921, loss_aux: 1.6941, top1_acc: 0.3074, top5_acc: 0.5625, loss_cls: 3.1838, loss: 4.8779, grad_norm: 2.1525 2021-07-19 13:14:00,279 - mmaction - INFO - Epoch [56][1660/1879] lr: 1.390e-01, eta: 1 day, 7:33:42, time: 0.575, data_time: 0.007, memory: 6921, loss_aux: 1.6719, top1_acc: 0.3172, top5_acc: 0.5543, loss_cls: 3.1628, loss: 4.8347, grad_norm: 2.1511 2021-07-19 13:14:11,400 - mmaction - INFO - Epoch [56][1680/1879] lr: 1.390e-01, eta: 1 day, 7:33:27, time: 0.563, data_time: 0.008, memory: 6921, loss_aux: 1.6867, top1_acc: 0.3086, top5_acc: 0.5457, loss_cls: 3.2079, loss: 4.8946, grad_norm: 2.2060 2021-07-19 13:14:22,987 - mmaction - INFO - Epoch [56][1700/1879] lr: 1.389e-01, eta: 1 day, 7:33:12, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.6799, top1_acc: 0.3164, top5_acc: 0.5551, loss_cls: 3.1746, loss: 4.8545, grad_norm: 2.1729 2021-07-19 13:14:35,601 - mmaction - INFO - Epoch [56][1720/1879] lr: 1.389e-01, eta: 1 day, 7:32:59, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 1.6973, top1_acc: 0.3141, top5_acc: 0.5641, loss_cls: 3.2023, loss: 4.8996, grad_norm: 2.1777 2021-07-19 13:14:47,050 - mmaction - INFO - Epoch [56][1740/1879] lr: 1.389e-01, eta: 1 day, 7:32:43, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6666, top1_acc: 0.3184, top5_acc: 0.5691, loss_cls: 3.1633, loss: 4.8299, grad_norm: 2.1633 2021-07-19 13:14:59,633 - mmaction - INFO - Epoch [56][1760/1879] lr: 1.389e-01, eta: 1 day, 7:32:30, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6586, top1_acc: 0.3094, top5_acc: 0.5641, loss_cls: 3.1709, loss: 4.8295, grad_norm: 2.1669 2021-07-19 13:15:11,388 - mmaction - INFO - Epoch [56][1780/1879] lr: 1.389e-01, eta: 1 day, 7:32:15, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.6460, top1_acc: 0.3195, top5_acc: 0.5703, loss_cls: 3.1198, loss: 4.7659, grad_norm: 2.1752 2021-07-19 13:15:22,652 - mmaction - INFO - Epoch [56][1800/1879] lr: 1.388e-01, eta: 1 day, 7:32:00, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6919, top1_acc: 0.3121, top5_acc: 0.5457, loss_cls: 3.2387, loss: 4.9306, grad_norm: 2.1686 2021-07-19 13:15:34,561 - mmaction - INFO - Epoch [56][1820/1879] lr: 1.388e-01, eta: 1 day, 7:31:45, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.6867, top1_acc: 0.3129, top5_acc: 0.5566, loss_cls: 3.1842, loss: 4.8709, grad_norm: 2.1746 2021-07-19 13:15:46,681 - mmaction - INFO - Epoch [56][1840/1879] lr: 1.388e-01, eta: 1 day, 7:31:31, time: 0.613, data_time: 0.014, memory: 6921, loss_aux: 1.6995, top1_acc: 0.3051, top5_acc: 0.5516, loss_cls: 3.2218, loss: 4.9213, grad_norm: 2.1793 2021-07-19 13:15:58,847 - mmaction - INFO - Epoch [56][1860/1879] lr: 1.388e-01, eta: 1 day, 7:31:17, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.6915, top1_acc: 0.3105, top5_acc: 0.5570, loss_cls: 3.2217, loss: 4.9132, grad_norm: 2.1895 2021-07-19 13:16:12,293 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-07-19 13:16:34,363 - mmaction - INFO - Epoch [57][20/1879] lr: 1.387e-01, eta: 1 day, 7:30:35, time: 0.739, data_time: 0.189, memory: 6921, loss_aux: 1.6804, top1_acc: 0.3191, top5_acc: 0.5711, loss_cls: 3.1272, loss: 4.8076, grad_norm: 2.1714 2021-07-19 13:16:47,942 - mmaction - INFO - Epoch [57][40/1879] lr: 1.387e-01, eta: 1 day, 7:30:23, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 1.6777, top1_acc: 0.3184, top5_acc: 0.5605, loss_cls: 3.1630, loss: 4.8406, grad_norm: 2.1921 2021-07-19 13:16:59,243 - mmaction - INFO - Epoch [57][60/1879] lr: 1.387e-01, eta: 1 day, 7:30:08, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3246, top5_acc: 0.5805, loss_cls: 3.1226, loss: 4.7792, grad_norm: 2.1500 2021-07-19 13:17:11,454 - mmaction - INFO - Epoch [57][80/1879] lr: 1.387e-01, eta: 1 day, 7:29:54, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.7045, top1_acc: 0.3035, top5_acc: 0.5492, loss_cls: 3.2468, loss: 4.9514, grad_norm: 2.1183 2021-07-19 13:17:24,288 - mmaction - INFO - Epoch [57][100/1879] lr: 1.386e-01, eta: 1 day, 7:29:41, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 1.6588, top1_acc: 0.3176, top5_acc: 0.5703, loss_cls: 3.1509, loss: 4.8097, grad_norm: 2.1939 2021-07-19 13:17:35,243 - mmaction - INFO - Epoch [57][120/1879] lr: 1.386e-01, eta: 1 day, 7:29:25, time: 0.550, data_time: 0.005, memory: 6921, loss_aux: 1.6546, top1_acc: 0.3312, top5_acc: 0.5711, loss_cls: 3.1407, loss: 4.7953, grad_norm: 2.1624 2021-07-19 13:17:47,960 - mmaction - INFO - Epoch [57][140/1879] lr: 1.386e-01, eta: 1 day, 7:29:12, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.6631, top1_acc: 0.3148, top5_acc: 0.5625, loss_cls: 3.1604, loss: 4.8235, grad_norm: 2.1877 2021-07-19 13:18:00,190 - mmaction - INFO - Epoch [57][160/1879] lr: 1.386e-01, eta: 1 day, 7:28:58, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6538, top1_acc: 0.3223, top5_acc: 0.5785, loss_cls: 3.1286, loss: 4.7824, grad_norm: 2.1683 2021-07-19 13:18:11,460 - mmaction - INFO - Epoch [57][180/1879] lr: 1.386e-01, eta: 1 day, 7:28:43, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6971, top1_acc: 0.3012, top5_acc: 0.5543, loss_cls: 3.2323, loss: 4.9294, grad_norm: 2.1380 2021-07-19 13:18:28,235 - mmaction - INFO - Epoch [57][200/1879] lr: 1.385e-01, eta: 1 day, 7:28:35, time: 0.794, data_time: 0.008, memory: 6921, loss_aux: 1.6692, top1_acc: 0.3227, top5_acc: 0.5668, loss_cls: 3.1426, loss: 4.8118, grad_norm: 2.1746 2021-07-19 13:18:41,521 - mmaction - INFO - Epoch [57][220/1879] lr: 1.385e-01, eta: 1 day, 7:28:24, time: 0.706, data_time: 0.047, memory: 6921, loss_aux: 1.6576, top1_acc: 0.3309, top5_acc: 0.5633, loss_cls: 3.1606, loss: 4.8182, grad_norm: 2.1442 2021-07-19 13:18:53,284 - mmaction - INFO - Epoch [57][240/1879] lr: 1.385e-01, eta: 1 day, 7:28:10, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.6678, top1_acc: 0.3289, top5_acc: 0.5691, loss_cls: 3.1435, loss: 4.8113, grad_norm: 2.2154 2021-07-19 13:19:06,369 - mmaction - INFO - Epoch [57][260/1879] lr: 1.385e-01, eta: 1 day, 7:27:57, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.6744, top1_acc: 0.2965, top5_acc: 0.5445, loss_cls: 3.2414, loss: 4.9158, grad_norm: 2.1722 2021-07-19 13:19:17,658 - mmaction - INFO - Epoch [57][280/1879] lr: 1.385e-01, eta: 1 day, 7:27:42, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6637, top1_acc: 0.3187, top5_acc: 0.5602, loss_cls: 3.1627, loss: 4.8264, grad_norm: 2.1232 2021-07-19 13:19:34,332 - mmaction - INFO - Epoch [57][300/1879] lr: 1.384e-01, eta: 1 day, 7:27:35, time: 0.833, data_time: 0.003, memory: 6921, loss_aux: 1.6322, top1_acc: 0.3250, top5_acc: 0.5785, loss_cls: 3.0857, loss: 4.7179, grad_norm: 2.2084 2021-07-19 13:19:48,205 - mmaction - INFO - Epoch [57][320/1879] lr: 1.384e-01, eta: 1 day, 7:27:24, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.6615, top1_acc: 0.3289, top5_acc: 0.5605, loss_cls: 3.1401, loss: 4.8016, grad_norm: 2.1617 2021-07-19 13:19:59,236 - mmaction - INFO - Epoch [57][340/1879] lr: 1.384e-01, eta: 1 day, 7:27:08, time: 0.553, data_time: 0.004, memory: 6921, loss_aux: 1.6782, top1_acc: 0.3055, top5_acc: 0.5582, loss_cls: 3.1918, loss: 4.8701, grad_norm: 2.2277 2021-07-19 13:20:10,266 - mmaction - INFO - Epoch [57][360/1879] lr: 1.384e-01, eta: 1 day, 7:26:52, time: 0.550, data_time: 0.001, memory: 6921, loss_aux: 1.6763, top1_acc: 0.3246, top5_acc: 0.5687, loss_cls: 3.1617, loss: 4.8380, grad_norm: 2.1887 2021-07-19 13:20:21,648 - mmaction - INFO - Epoch [57][380/1879] lr: 1.384e-01, eta: 1 day, 7:26:37, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.6834, top1_acc: 0.3047, top5_acc: 0.5555, loss_cls: 3.1908, loss: 4.8741, grad_norm: 2.1497 2021-07-19 13:20:35,947 - mmaction - INFO - Epoch [57][400/1879] lr: 1.383e-01, eta: 1 day, 7:26:26, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.6726, top1_acc: 0.3137, top5_acc: 0.5625, loss_cls: 3.1542, loss: 4.8268, grad_norm: 2.1832 2021-07-19 13:20:47,547 - mmaction - INFO - Epoch [57][420/1879] lr: 1.383e-01, eta: 1 day, 7:26:12, time: 0.611, data_time: 0.034, memory: 6921, loss_aux: 1.6969, top1_acc: 0.3082, top5_acc: 0.5516, loss_cls: 3.2336, loss: 4.9306, grad_norm: 2.1401 2021-07-19 13:20:59,643 - mmaction - INFO - Epoch [57][440/1879] lr: 1.383e-01, eta: 1 day, 7:25:58, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.6827, top1_acc: 0.3234, top5_acc: 0.5547, loss_cls: 3.1402, loss: 4.8229, grad_norm: 2.1699 2021-07-19 13:21:12,748 - mmaction - INFO - Epoch [57][460/1879] lr: 1.383e-01, eta: 1 day, 7:25:45, time: 0.655, data_time: 0.005, memory: 6921, loss_aux: 1.6527, top1_acc: 0.3195, top5_acc: 0.5699, loss_cls: 3.1407, loss: 4.7934, grad_norm: 2.1807 2021-07-19 13:21:24,482 - mmaction - INFO - Epoch [57][480/1879] lr: 1.383e-01, eta: 1 day, 7:25:31, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.6940, top1_acc: 0.3070, top5_acc: 0.5582, loss_cls: 3.2266, loss: 4.9206, grad_norm: 2.1873 2021-07-19 13:21:36,029 - mmaction - INFO - Epoch [57][500/1879] lr: 1.382e-01, eta: 1 day, 7:25:16, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6740, top1_acc: 0.3098, top5_acc: 0.5691, loss_cls: 3.1546, loss: 4.8286, grad_norm: 2.1407 2021-07-19 13:21:47,423 - mmaction - INFO - Epoch [57][520/1879] lr: 1.382e-01, eta: 1 day, 7:25:00, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6462, top1_acc: 0.3180, top5_acc: 0.5754, loss_cls: 3.1058, loss: 4.7519, grad_norm: 2.2210 2021-07-19 13:21:59,281 - mmaction - INFO - Epoch [57][540/1879] lr: 1.382e-01, eta: 1 day, 7:24:46, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.6751, top1_acc: 0.3133, top5_acc: 0.5691, loss_cls: 3.1767, loss: 4.8517, grad_norm: 2.1794 2021-07-19 13:22:13,375 - mmaction - INFO - Epoch [57][560/1879] lr: 1.382e-01, eta: 1 day, 7:24:35, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.6712, top1_acc: 0.3187, top5_acc: 0.5613, loss_cls: 3.1620, loss: 4.8332, grad_norm: 2.2224 2021-07-19 13:22:27,503 - mmaction - INFO - Epoch [57][580/1879] lr: 1.382e-01, eta: 1 day, 7:24:24, time: 0.707, data_time: 0.005, memory: 6921, loss_aux: 1.6578, top1_acc: 0.3098, top5_acc: 0.5695, loss_cls: 3.1577, loss: 4.8155, grad_norm: 2.2299 2021-07-19 13:22:40,383 - mmaction - INFO - Epoch [57][600/1879] lr: 1.381e-01, eta: 1 day, 7:24:12, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.6481, top1_acc: 0.3277, top5_acc: 0.5699, loss_cls: 3.1272, loss: 4.7753, grad_norm: 2.1597 2021-07-19 13:22:52,793 - mmaction - INFO - Epoch [57][620/1879] lr: 1.381e-01, eta: 1 day, 7:23:58, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.6625, top1_acc: 0.3047, top5_acc: 0.5602, loss_cls: 3.1896, loss: 4.8521, grad_norm: 2.1896 2021-07-19 13:23:04,245 - mmaction - INFO - Epoch [57][640/1879] lr: 1.381e-01, eta: 1 day, 7:23:43, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6713, top1_acc: 0.3090, top5_acc: 0.5680, loss_cls: 3.1791, loss: 4.8504, grad_norm: 2.1677 2021-07-19 13:23:15,200 - mmaction - INFO - Epoch [57][660/1879] lr: 1.381e-01, eta: 1 day, 7:23:27, time: 0.549, data_time: 0.004, memory: 6921, loss_aux: 1.6721, top1_acc: 0.3152, top5_acc: 0.5633, loss_cls: 3.1493, loss: 4.8213, grad_norm: 2.1999 2021-07-19 13:23:28,266 - mmaction - INFO - Epoch [57][680/1879] lr: 1.381e-01, eta: 1 day, 7:23:14, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.6840, top1_acc: 0.3059, top5_acc: 0.5488, loss_cls: 3.2204, loss: 4.9044, grad_norm: 2.1873 2021-07-19 13:23:40,113 - mmaction - INFO - Epoch [57][700/1879] lr: 1.380e-01, eta: 1 day, 7:23:00, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.6358, top1_acc: 0.3293, top5_acc: 0.5707, loss_cls: 3.1006, loss: 4.7364, grad_norm: 2.1636 2021-07-19 13:23:51,494 - mmaction - INFO - Epoch [57][720/1879] lr: 1.380e-01, eta: 1 day, 7:22:45, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6822, top1_acc: 0.3090, top5_acc: 0.5555, loss_cls: 3.2261, loss: 4.9082, grad_norm: 2.1901 2021-07-19 13:24:03,466 - mmaction - INFO - Epoch [57][740/1879] lr: 1.380e-01, eta: 1 day, 7:22:30, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.6826, top1_acc: 0.3195, top5_acc: 0.5754, loss_cls: 3.1446, loss: 4.8272, grad_norm: 2.1862 2021-07-19 13:24:15,381 - mmaction - INFO - Epoch [57][760/1879] lr: 1.380e-01, eta: 1 day, 7:22:16, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.6610, top1_acc: 0.3184, top5_acc: 0.5680, loss_cls: 3.1495, loss: 4.8105, grad_norm: 2.1728 2021-07-19 13:24:26,460 - mmaction - INFO - Epoch [57][780/1879] lr: 1.379e-01, eta: 1 day, 7:22:00, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.6509, top1_acc: 0.3242, top5_acc: 0.5703, loss_cls: 3.1270, loss: 4.7779, grad_norm: 2.1978 2021-07-19 13:24:37,730 - mmaction - INFO - Epoch [57][800/1879] lr: 1.379e-01, eta: 1 day, 7:21:45, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6715, top1_acc: 0.3195, top5_acc: 0.5566, loss_cls: 3.1597, loss: 4.8311, grad_norm: 2.1766 2021-07-19 13:24:51,455 - mmaction - INFO - Epoch [57][820/1879] lr: 1.379e-01, eta: 1 day, 7:21:33, time: 0.686, data_time: 0.002, memory: 6921, loss_aux: 1.6686, top1_acc: 0.3102, top5_acc: 0.5590, loss_cls: 3.1491, loss: 4.8177, grad_norm: 2.1631 2021-07-19 13:25:02,618 - mmaction - INFO - Epoch [57][840/1879] lr: 1.379e-01, eta: 1 day, 7:21:18, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6816, top1_acc: 0.3039, top5_acc: 0.5652, loss_cls: 3.1972, loss: 4.8788, grad_norm: 2.1502 2021-07-19 13:25:15,109 - mmaction - INFO - Epoch [57][860/1879] lr: 1.379e-01, eta: 1 day, 7:21:04, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.6845, top1_acc: 0.3145, top5_acc: 0.5641, loss_cls: 3.2209, loss: 4.9054, grad_norm: 2.2193 2021-07-19 13:25:28,172 - mmaction - INFO - Epoch [57][880/1879] lr: 1.378e-01, eta: 1 day, 7:20:52, time: 0.654, data_time: 0.006, memory: 6921, loss_aux: 1.6900, top1_acc: 0.3121, top5_acc: 0.5527, loss_cls: 3.2068, loss: 4.8967, grad_norm: 2.1720 2021-07-19 13:25:39,636 - mmaction - INFO - Epoch [57][900/1879] lr: 1.378e-01, eta: 1 day, 7:20:37, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.6645, top1_acc: 0.3273, top5_acc: 0.5609, loss_cls: 3.1478, loss: 4.8123, grad_norm: 2.1231 2021-07-19 13:25:52,672 - mmaction - INFO - Epoch [57][920/1879] lr: 1.378e-01, eta: 1 day, 7:20:24, time: 0.650, data_time: 0.005, memory: 6921, loss_aux: 1.6196, top1_acc: 0.3430, top5_acc: 0.5887, loss_cls: 3.0635, loss: 4.6831, grad_norm: 2.1473 2021-07-19 13:26:04,577 - mmaction - INFO - Epoch [57][940/1879] lr: 1.378e-01, eta: 1 day, 7:20:10, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.6705, top1_acc: 0.3199, top5_acc: 0.5750, loss_cls: 3.1415, loss: 4.8120, grad_norm: 2.1774 2021-07-19 13:26:15,949 - mmaction - INFO - Epoch [57][960/1879] lr: 1.378e-01, eta: 1 day, 7:19:55, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6803, top1_acc: 0.3141, top5_acc: 0.5488, loss_cls: 3.1976, loss: 4.8779, grad_norm: 2.1993 2021-07-19 13:26:28,361 - mmaction - INFO - Epoch [57][980/1879] lr: 1.377e-01, eta: 1 day, 7:19:41, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.6545, top1_acc: 0.3187, top5_acc: 0.5723, loss_cls: 3.1578, loss: 4.8122, grad_norm: 2.1804 2021-07-19 13:26:40,426 - mmaction - INFO - Epoch [57][1000/1879] lr: 1.377e-01, eta: 1 day, 7:19:27, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.6643, top1_acc: 0.3137, top5_acc: 0.5766, loss_cls: 3.1386, loss: 4.8029, grad_norm: 2.1790 2021-07-19 13:26:53,103 - mmaction - INFO - Epoch [57][1020/1879] lr: 1.377e-01, eta: 1 day, 7:19:14, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.6491, top1_acc: 0.3293, top5_acc: 0.5680, loss_cls: 3.1356, loss: 4.7846, grad_norm: 2.1617 2021-07-19 13:27:04,674 - mmaction - INFO - Epoch [57][1040/1879] lr: 1.377e-01, eta: 1 day, 7:18:59, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.7018, top1_acc: 0.3090, top5_acc: 0.5602, loss_cls: 3.2038, loss: 4.9055, grad_norm: 2.1601 2021-07-19 13:27:23,147 - mmaction - INFO - Epoch [57][1060/1879] lr: 1.377e-01, eta: 1 day, 7:18:55, time: 0.917, data_time: 0.002, memory: 6921, loss_aux: 1.6741, top1_acc: 0.3281, top5_acc: 0.5648, loss_cls: 3.1689, loss: 4.8430, grad_norm: 2.2182 2021-07-19 13:27:34,702 - mmaction - INFO - Epoch [57][1080/1879] lr: 1.376e-01, eta: 1 day, 7:18:40, time: 0.583, data_time: 0.011, memory: 6921, loss_aux: 1.7162, top1_acc: 0.3059, top5_acc: 0.5426, loss_cls: 3.2566, loss: 4.9727, grad_norm: 2.2152 2021-07-19 13:27:47,643 - mmaction - INFO - Epoch [57][1100/1879] lr: 1.376e-01, eta: 1 day, 7:18:27, time: 0.641, data_time: 0.005, memory: 6921, loss_aux: 1.6536, top1_acc: 0.3238, top5_acc: 0.5711, loss_cls: 3.1327, loss: 4.7863, grad_norm: 2.1878 2021-07-19 13:27:59,444 - mmaction - INFO - Epoch [57][1120/1879] lr: 1.376e-01, eta: 1 day, 7:18:13, time: 0.598, data_time: 0.009, memory: 6921, loss_aux: 1.6885, top1_acc: 0.2914, top5_acc: 0.5551, loss_cls: 3.2076, loss: 4.8960, grad_norm: 2.1916 2021-07-19 13:28:12,970 - mmaction - INFO - Epoch [57][1140/1879] lr: 1.376e-01, eta: 1 day, 7:18:01, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.6654, top1_acc: 0.3141, top5_acc: 0.5613, loss_cls: 3.1290, loss: 4.7944, grad_norm: 2.1493 2021-07-19 13:28:25,581 - mmaction - INFO - Epoch [57][1160/1879] lr: 1.376e-01, eta: 1 day, 7:17:48, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.6601, top1_acc: 0.3082, top5_acc: 0.5547, loss_cls: 3.1349, loss: 4.7950, grad_norm: 2.1847 2021-07-19 13:28:38,138 - mmaction - INFO - Epoch [57][1180/1879] lr: 1.375e-01, eta: 1 day, 7:17:35, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.6666, top1_acc: 0.3043, top5_acc: 0.5598, loss_cls: 3.1648, loss: 4.8314, grad_norm: 2.1726 2021-07-19 13:28:49,345 - mmaction - INFO - Epoch [57][1200/1879] lr: 1.375e-01, eta: 1 day, 7:17:19, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.7158, top1_acc: 0.3172, top5_acc: 0.5457, loss_cls: 3.2229, loss: 4.9386, grad_norm: 2.2270 2021-07-19 13:29:01,621 - mmaction - INFO - Epoch [57][1220/1879] lr: 1.375e-01, eta: 1 day, 7:17:05, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.6604, top1_acc: 0.3168, top5_acc: 0.5785, loss_cls: 3.1322, loss: 4.7926, grad_norm: 2.1938 2021-07-19 13:29:13,186 - mmaction - INFO - Epoch [57][1240/1879] lr: 1.375e-01, eta: 1 day, 7:16:51, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.7168, top1_acc: 0.3129, top5_acc: 0.5523, loss_cls: 3.2527, loss: 4.9695, grad_norm: 2.1819 2021-07-19 13:29:26,647 - mmaction - INFO - Epoch [57][1260/1879] lr: 1.375e-01, eta: 1 day, 7:16:37, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.6678, top1_acc: 0.3063, top5_acc: 0.5598, loss_cls: 3.1610, loss: 4.8289, grad_norm: 2.1809 2021-07-19 13:29:39,733 - mmaction - INFO - Epoch [57][1280/1879] lr: 1.374e-01, eta: 1 day, 7:16:26, time: 0.690, data_time: 0.042, memory: 6921, loss_aux: 1.6554, top1_acc: 0.3125, top5_acc: 0.5641, loss_cls: 3.1704, loss: 4.8258, grad_norm: 2.1833 2021-07-19 13:29:51,596 - mmaction - INFO - Epoch [57][1300/1879] lr: 1.374e-01, eta: 1 day, 7:16:12, time: 0.595, data_time: 0.006, memory: 6921, loss_aux: 1.6699, top1_acc: 0.3199, top5_acc: 0.5512, loss_cls: 3.1824, loss: 4.8522, grad_norm: 2.1674 2021-07-19 13:30:03,911 - mmaction - INFO - Epoch [57][1320/1879] lr: 1.374e-01, eta: 1 day, 7:15:58, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 1.6536, top1_acc: 0.3137, top5_acc: 0.5645, loss_cls: 3.1004, loss: 4.7540, grad_norm: 2.1972 2021-07-19 13:30:15,528 - mmaction - INFO - Epoch [57][1340/1879] lr: 1.374e-01, eta: 1 day, 7:15:43, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6317, top1_acc: 0.3406, top5_acc: 0.5676, loss_cls: 3.1082, loss: 4.7400, grad_norm: 2.1684 2021-07-19 13:30:28,404 - mmaction - INFO - Epoch [57][1360/1879] lr: 1.374e-01, eta: 1 day, 7:15:30, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.6893, top1_acc: 0.3215, top5_acc: 0.5496, loss_cls: 3.2234, loss: 4.9127, grad_norm: 2.1690 2021-07-19 13:30:42,222 - mmaction - INFO - Epoch [57][1380/1879] lr: 1.373e-01, eta: 1 day, 7:15:19, time: 0.690, data_time: 0.003, memory: 6921, loss_aux: 1.6798, top1_acc: 0.3172, top5_acc: 0.5605, loss_cls: 3.1844, loss: 4.8642, grad_norm: 2.2004 2021-07-19 13:30:53,958 - mmaction - INFO - Epoch [57][1400/1879] lr: 1.373e-01, eta: 1 day, 7:15:05, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.7254, top1_acc: 0.2949, top5_acc: 0.5504, loss_cls: 3.2674, loss: 4.9927, grad_norm: 2.1632 2021-07-19 13:31:05,395 - mmaction - INFO - Epoch [57][1420/1879] lr: 1.373e-01, eta: 1 day, 7:14:49, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6737, top1_acc: 0.3199, top5_acc: 0.5574, loss_cls: 3.1578, loss: 4.8315, grad_norm: 2.1830 2021-07-19 13:31:17,744 - mmaction - INFO - Epoch [57][1440/1879] lr: 1.373e-01, eta: 1 day, 7:14:36, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.7093, top1_acc: 0.3023, top5_acc: 0.5516, loss_cls: 3.2277, loss: 4.9370, grad_norm: 2.2120 2021-07-19 13:31:31,924 - mmaction - INFO - Epoch [57][1460/1879] lr: 1.372e-01, eta: 1 day, 7:14:25, time: 0.706, data_time: 0.003, memory: 6921, loss_aux: 1.6631, top1_acc: 0.3098, top5_acc: 0.5668, loss_cls: 3.1595, loss: 4.8226, grad_norm: 2.2218 2021-07-19 13:31:45,968 - mmaction - INFO - Epoch [57][1480/1879] lr: 1.372e-01, eta: 1 day, 7:14:14, time: 0.705, data_time: 0.005, memory: 6921, loss_aux: 1.7118, top1_acc: 0.3105, top5_acc: 0.5430, loss_cls: 3.2568, loss: 4.9685, grad_norm: 2.2066 2021-07-19 13:31:58,066 - mmaction - INFO - Epoch [57][1500/1879] lr: 1.372e-01, eta: 1 day, 7:14:00, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.6881, top1_acc: 0.3004, top5_acc: 0.5590, loss_cls: 3.1970, loss: 4.8851, grad_norm: 2.1959 2021-07-19 13:32:09,717 - mmaction - INFO - Epoch [57][1520/1879] lr: 1.372e-01, eta: 1 day, 7:13:45, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.6504, top1_acc: 0.3262, top5_acc: 0.5664, loss_cls: 3.1300, loss: 4.7805, grad_norm: 2.1856 2021-07-19 13:32:23,141 - mmaction - INFO - Epoch [57][1540/1879] lr: 1.372e-01, eta: 1 day, 7:13:33, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.6766, top1_acc: 0.3125, top5_acc: 0.5574, loss_cls: 3.1853, loss: 4.8619, grad_norm: 2.1918 2021-07-19 13:32:36,751 - mmaction - INFO - Epoch [57][1560/1879] lr: 1.371e-01, eta: 1 day, 7:13:22, time: 0.681, data_time: 0.005, memory: 6921, loss_aux: 1.6296, top1_acc: 0.3227, top5_acc: 0.5777, loss_cls: 3.0995, loss: 4.7291, grad_norm: 2.1556 2021-07-19 13:32:48,283 - mmaction - INFO - Epoch [57][1580/1879] lr: 1.371e-01, eta: 1 day, 7:13:07, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.6365, top1_acc: 0.3215, top5_acc: 0.5738, loss_cls: 3.0903, loss: 4.7268, grad_norm: 2.1486 2021-07-19 13:33:01,517 - mmaction - INFO - Epoch [57][1600/1879] lr: 1.371e-01, eta: 1 day, 7:12:55, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.6482, top1_acc: 0.3258, top5_acc: 0.5656, loss_cls: 3.1383, loss: 4.7865, grad_norm: 2.1790 2021-07-19 13:33:13,045 - mmaction - INFO - Epoch [57][1620/1879] lr: 1.371e-01, eta: 1 day, 7:12:40, time: 0.582, data_time: 0.009, memory: 6921, loss_aux: 1.6520, top1_acc: 0.3195, top5_acc: 0.5777, loss_cls: 3.1080, loss: 4.7600, grad_norm: 2.1769 2021-07-19 13:33:24,681 - mmaction - INFO - Epoch [57][1640/1879] lr: 1.371e-01, eta: 1 day, 7:12:25, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.7140, top1_acc: 0.3012, top5_acc: 0.5492, loss_cls: 3.2547, loss: 4.9687, grad_norm: 2.1984 2021-07-19 13:33:36,716 - mmaction - INFO - Epoch [57][1660/1879] lr: 1.370e-01, eta: 1 day, 7:12:11, time: 0.605, data_time: 0.008, memory: 6921, loss_aux: 1.7100, top1_acc: 0.3035, top5_acc: 0.5469, loss_cls: 3.2526, loss: 4.9626, grad_norm: 2.1730 2021-07-19 13:33:49,308 - mmaction - INFO - Epoch [57][1680/1879] lr: 1.370e-01, eta: 1 day, 7:11:58, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 1.6997, top1_acc: 0.3031, top5_acc: 0.5543, loss_cls: 3.2159, loss: 4.9155, grad_norm: 2.1760 2021-07-19 13:34:00,562 - mmaction - INFO - Epoch [57][1700/1879] lr: 1.370e-01, eta: 1 day, 7:11:42, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6636, top1_acc: 0.3027, top5_acc: 0.5707, loss_cls: 3.1417, loss: 4.8054, grad_norm: 2.1589 2021-07-19 13:34:12,659 - mmaction - INFO - Epoch [57][1720/1879] lr: 1.370e-01, eta: 1 day, 7:11:28, time: 0.604, data_time: 0.009, memory: 6921, loss_aux: 1.6937, top1_acc: 0.3035, top5_acc: 0.5512, loss_cls: 3.2020, loss: 4.8957, grad_norm: 2.2128 2021-07-19 13:34:25,183 - mmaction - INFO - Epoch [57][1740/1879] lr: 1.370e-01, eta: 1 day, 7:11:15, time: 0.628, data_time: 0.010, memory: 6921, loss_aux: 1.6592, top1_acc: 0.3199, top5_acc: 0.5594, loss_cls: 3.1435, loss: 4.8027, grad_norm: 2.1309 2021-07-19 13:34:36,764 - mmaction - INFO - Epoch [57][1760/1879] lr: 1.369e-01, eta: 1 day, 7:11:00, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.6719, top1_acc: 0.3152, top5_acc: 0.5648, loss_cls: 3.1882, loss: 4.8602, grad_norm: 2.1166 2021-07-19 13:34:50,652 - mmaction - INFO - Epoch [57][1780/1879] lr: 1.369e-01, eta: 1 day, 7:10:49, time: 0.694, data_time: 0.005, memory: 6921, loss_aux: 1.6814, top1_acc: 0.3078, top5_acc: 0.5574, loss_cls: 3.1589, loss: 4.8403, grad_norm: 2.1833 2021-07-19 13:35:03,375 - mmaction - INFO - Epoch [57][1800/1879] lr: 1.369e-01, eta: 1 day, 7:10:36, time: 0.639, data_time: 0.006, memory: 6921, loss_aux: 1.7119, top1_acc: 0.3023, top5_acc: 0.5543, loss_cls: 3.2024, loss: 4.9143, grad_norm: 2.2074 2021-07-19 13:35:15,971 - mmaction - INFO - Epoch [57][1820/1879] lr: 1.369e-01, eta: 1 day, 7:10:22, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.6627, top1_acc: 0.3180, top5_acc: 0.5637, loss_cls: 3.1501, loss: 4.8127, grad_norm: 2.1712 2021-07-19 13:35:31,043 - mmaction - INFO - Epoch [57][1840/1879] lr: 1.369e-01, eta: 1 day, 7:10:13, time: 0.754, data_time: 0.003, memory: 6921, loss_aux: 1.6649, top1_acc: 0.3234, top5_acc: 0.5609, loss_cls: 3.1479, loss: 4.8128, grad_norm: 2.1901 2021-07-19 13:35:42,663 - mmaction - INFO - Epoch [57][1860/1879] lr: 1.368e-01, eta: 1 day, 7:09:58, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.6663, top1_acc: 0.3191, top5_acc: 0.5754, loss_cls: 3.1305, loss: 4.7968, grad_norm: 2.1971 2021-07-19 13:35:53,201 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-07-19 13:36:12,752 - mmaction - INFO - Epoch [58][20/1879] lr: 1.368e-01, eta: 1 day, 7:09:21, time: 0.880, data_time: 0.278, memory: 6921, loss_aux: 1.6602, top1_acc: 0.3187, top5_acc: 0.5691, loss_cls: 3.1629, loss: 4.8232, grad_norm: 2.2163 2021-07-19 13:36:25,740 - mmaction - INFO - Epoch [58][40/1879] lr: 1.368e-01, eta: 1 day, 7:09:09, time: 0.649, data_time: 0.005, memory: 6921, loss_aux: 1.6478, top1_acc: 0.3187, top5_acc: 0.5707, loss_cls: 3.1360, loss: 4.7838, grad_norm: 2.2108 2021-07-19 13:36:36,973 - mmaction - INFO - Epoch [58][60/1879] lr: 1.368e-01, eta: 1 day, 7:08:53, time: 0.564, data_time: 0.006, memory: 6921, loss_aux: 1.6675, top1_acc: 0.3168, top5_acc: 0.5613, loss_cls: 3.1832, loss: 4.8507, grad_norm: 2.1881 2021-07-19 13:36:48,162 - mmaction - INFO - Epoch [58][80/1879] lr: 1.367e-01, eta: 1 day, 7:08:38, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 1.6690, top1_acc: 0.3184, top5_acc: 0.5652, loss_cls: 3.1536, loss: 4.8227, grad_norm: 2.1788 2021-07-19 13:37:00,056 - mmaction - INFO - Epoch [58][100/1879] lr: 1.367e-01, eta: 1 day, 7:08:23, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.6717, top1_acc: 0.3168, top5_acc: 0.5598, loss_cls: 3.1363, loss: 4.8080, grad_norm: 2.1582 2021-07-19 13:37:12,889 - mmaction - INFO - Epoch [58][120/1879] lr: 1.367e-01, eta: 1 day, 7:08:10, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.6552, top1_acc: 0.3184, top5_acc: 0.5664, loss_cls: 3.1338, loss: 4.7890, grad_norm: 2.1926 2021-07-19 13:37:24,802 - mmaction - INFO - Epoch [58][140/1879] lr: 1.367e-01, eta: 1 day, 7:07:56, time: 0.591, data_time: 0.006, memory: 6921, loss_aux: 1.6906, top1_acc: 0.3262, top5_acc: 0.5719, loss_cls: 3.1956, loss: 4.8862, grad_norm: 2.1679 2021-07-19 13:37:40,071 - mmaction - INFO - Epoch [58][160/1879] lr: 1.366e-01, eta: 1 day, 7:07:47, time: 0.772, data_time: 0.013, memory: 6921, loss_aux: 1.6624, top1_acc: 0.3070, top5_acc: 0.5609, loss_cls: 3.1655, loss: 4.8279, grad_norm: 2.1902 2021-07-19 13:37:54,576 - mmaction - INFO - Epoch [58][180/1879] lr: 1.366e-01, eta: 1 day, 7:07:37, time: 0.723, data_time: 0.004, memory: 6921, loss_aux: 1.7046, top1_acc: 0.3055, top5_acc: 0.5590, loss_cls: 3.2441, loss: 4.9487, grad_norm: 2.1978 2021-07-19 13:38:06,965 - mmaction - INFO - Epoch [58][200/1879] lr: 1.366e-01, eta: 1 day, 7:07:23, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.6615, top1_acc: 0.3262, top5_acc: 0.5727, loss_cls: 3.1289, loss: 4.7904, grad_norm: 2.1594 2021-07-19 13:38:19,693 - mmaction - INFO - Epoch [58][220/1879] lr: 1.366e-01, eta: 1 day, 7:07:10, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.6906, top1_acc: 0.3098, top5_acc: 0.5500, loss_cls: 3.1896, loss: 4.8802, grad_norm: 2.2420 2021-07-19 13:38:32,283 - mmaction - INFO - Epoch [58][240/1879] lr: 1.366e-01, eta: 1 day, 7:06:57, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6707, top1_acc: 0.3117, top5_acc: 0.5664, loss_cls: 3.1618, loss: 4.8325, grad_norm: 2.2297 2021-07-19 13:38:43,781 - mmaction - INFO - Epoch [58][260/1879] lr: 1.365e-01, eta: 1 day, 7:06:42, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.6821, top1_acc: 0.2922, top5_acc: 0.5527, loss_cls: 3.2134, loss: 4.8954, grad_norm: 2.2206 2021-07-19 13:38:56,240 - mmaction - INFO - Epoch [58][280/1879] lr: 1.365e-01, eta: 1 day, 7:06:29, time: 0.622, data_time: 0.007, memory: 6921, loss_aux: 1.6472, top1_acc: 0.3238, top5_acc: 0.5543, loss_cls: 3.1430, loss: 4.7903, grad_norm: 2.1546 2021-07-19 13:39:07,395 - mmaction - INFO - Epoch [58][300/1879] lr: 1.365e-01, eta: 1 day, 7:06:13, time: 0.559, data_time: 0.007, memory: 6921, loss_aux: 1.6662, top1_acc: 0.3211, top5_acc: 0.5617, loss_cls: 3.1633, loss: 4.8295, grad_norm: 2.1789 2021-07-19 13:39:21,091 - mmaction - INFO - Epoch [58][320/1879] lr: 1.365e-01, eta: 1 day, 7:06:02, time: 0.685, data_time: 0.003, memory: 6921, loss_aux: 1.6894, top1_acc: 0.3090, top5_acc: 0.5473, loss_cls: 3.2085, loss: 4.8979, grad_norm: 2.1713 2021-07-19 13:39:36,647 - mmaction - INFO - Epoch [58][340/1879] lr: 1.365e-01, eta: 1 day, 7:05:53, time: 0.775, data_time: 0.003, memory: 6921, loss_aux: 1.6865, top1_acc: 0.3187, top5_acc: 0.5480, loss_cls: 3.2392, loss: 4.9256, grad_norm: 2.1178 2021-07-19 13:39:50,209 - mmaction - INFO - Epoch [58][360/1879] lr: 1.364e-01, eta: 1 day, 7:05:42, time: 0.678, data_time: 0.009, memory: 6921, loss_aux: 1.6880, top1_acc: 0.3000, top5_acc: 0.5488, loss_cls: 3.2290, loss: 4.9170, grad_norm: 2.1500 2021-07-19 13:40:05,603 - mmaction - INFO - Epoch [58][380/1879] lr: 1.364e-01, eta: 1 day, 7:05:33, time: 0.764, data_time: 0.011, memory: 6921, loss_aux: 1.6469, top1_acc: 0.3234, top5_acc: 0.5652, loss_cls: 3.1236, loss: 4.7705, grad_norm: 2.1881 2021-07-19 13:40:17,016 - mmaction - INFO - Epoch [58][400/1879] lr: 1.364e-01, eta: 1 day, 7:05:18, time: 0.581, data_time: 0.012, memory: 6921, loss_aux: 1.6029, top1_acc: 0.3445, top5_acc: 0.5781, loss_cls: 3.0367, loss: 4.6396, grad_norm: 2.1441 2021-07-19 13:40:28,546 - mmaction - INFO - Epoch [58][420/1879] lr: 1.364e-01, eta: 1 day, 7:05:03, time: 0.575, data_time: 0.010, memory: 6921, loss_aux: 1.6668, top1_acc: 0.3238, top5_acc: 0.5500, loss_cls: 3.1726, loss: 4.8394, grad_norm: 2.1829 2021-07-19 13:40:40,157 - mmaction - INFO - Epoch [58][440/1879] lr: 1.364e-01, eta: 1 day, 7:04:48, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.7122, top1_acc: 0.2898, top5_acc: 0.5320, loss_cls: 3.2973, loss: 5.0095, grad_norm: 2.1871 2021-07-19 13:40:51,242 - mmaction - INFO - Epoch [58][460/1879] lr: 1.363e-01, eta: 1 day, 7:04:32, time: 0.561, data_time: 0.010, memory: 6921, loss_aux: 1.6950, top1_acc: 0.3031, top5_acc: 0.5492, loss_cls: 3.2467, loss: 4.9417, grad_norm: 2.2008 2021-07-19 13:41:04,342 - mmaction - INFO - Epoch [58][480/1879] lr: 1.363e-01, eta: 1 day, 7:04:20, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.6821, top1_acc: 0.3117, top5_acc: 0.5617, loss_cls: 3.1943, loss: 4.8764, grad_norm: 2.1624 2021-07-19 13:41:16,615 - mmaction - INFO - Epoch [58][500/1879] lr: 1.363e-01, eta: 1 day, 7:04:06, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 1.6551, top1_acc: 0.3125, top5_acc: 0.5684, loss_cls: 3.1143, loss: 4.7695, grad_norm: 2.2006 2021-07-19 13:41:28,959 - mmaction - INFO - Epoch [58][520/1879] lr: 1.363e-01, eta: 1 day, 7:03:52, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.6889, top1_acc: 0.3004, top5_acc: 0.5418, loss_cls: 3.2342, loss: 4.9231, grad_norm: 2.2347 2021-07-19 13:41:42,354 - mmaction - INFO - Epoch [58][540/1879] lr: 1.363e-01, eta: 1 day, 7:03:41, time: 0.672, data_time: 0.011, memory: 6921, loss_aux: 1.6608, top1_acc: 0.3164, top5_acc: 0.5684, loss_cls: 3.1393, loss: 4.8001, grad_norm: 2.1685 2021-07-19 13:41:54,959 - mmaction - INFO - Epoch [58][560/1879] lr: 1.362e-01, eta: 1 day, 7:03:27, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.6378, top1_acc: 0.3348, top5_acc: 0.5766, loss_cls: 3.1431, loss: 4.7810, grad_norm: 2.1897 2021-07-19 13:42:08,517 - mmaction - INFO - Epoch [58][580/1879] lr: 1.362e-01, eta: 1 day, 7:03:16, time: 0.677, data_time: 0.022, memory: 6921, loss_aux: 1.6691, top1_acc: 0.3113, top5_acc: 0.5574, loss_cls: 3.1933, loss: 4.8624, grad_norm: 2.1507 2021-07-19 13:42:21,054 - mmaction - INFO - Epoch [58][600/1879] lr: 1.362e-01, eta: 1 day, 7:03:02, time: 0.628, data_time: 0.017, memory: 6921, loss_aux: 1.6428, top1_acc: 0.3281, top5_acc: 0.5746, loss_cls: 3.1309, loss: 4.7736, grad_norm: 2.1664 2021-07-19 13:42:33,022 - mmaction - INFO - Epoch [58][620/1879] lr: 1.362e-01, eta: 1 day, 7:02:48, time: 0.599, data_time: 0.016, memory: 6921, loss_aux: 1.7126, top1_acc: 0.2996, top5_acc: 0.5441, loss_cls: 3.2370, loss: 4.9496, grad_norm: 2.2660 2021-07-19 13:42:45,458 - mmaction - INFO - Epoch [58][640/1879] lr: 1.361e-01, eta: 1 day, 7:02:35, time: 0.622, data_time: 0.005, memory: 6921, loss_aux: 1.6714, top1_acc: 0.3164, top5_acc: 0.5582, loss_cls: 3.1910, loss: 4.8623, grad_norm: 2.1729 2021-07-19 13:42:56,718 - mmaction - INFO - Epoch [58][660/1879] lr: 1.361e-01, eta: 1 day, 7:02:19, time: 0.562, data_time: 0.010, memory: 6921, loss_aux: 1.6682, top1_acc: 0.3230, top5_acc: 0.5801, loss_cls: 3.1392, loss: 4.8074, grad_norm: 2.1813 2021-07-19 13:43:08,964 - mmaction - INFO - Epoch [58][680/1879] lr: 1.361e-01, eta: 1 day, 7:02:05, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.7003, top1_acc: 0.3113, top5_acc: 0.5570, loss_cls: 3.1962, loss: 4.8965, grad_norm: 2.1721 2021-07-19 13:43:20,745 - mmaction - INFO - Epoch [58][700/1879] lr: 1.361e-01, eta: 1 day, 7:01:51, time: 0.604, data_time: 0.019, memory: 6921, loss_aux: 1.6535, top1_acc: 0.3129, top5_acc: 0.5625, loss_cls: 3.1411, loss: 4.7946, grad_norm: 2.1825 2021-07-19 13:43:38,616 - mmaction - INFO - Epoch [58][720/1879] lr: 1.361e-01, eta: 1 day, 7:01:46, time: 0.889, data_time: 0.004, memory: 6921, loss_aux: 1.6724, top1_acc: 0.3000, top5_acc: 0.5695, loss_cls: 3.1798, loss: 4.8521, grad_norm: 2.2095 2021-07-19 13:43:52,071 - mmaction - INFO - Epoch [58][740/1879] lr: 1.360e-01, eta: 1 day, 7:01:34, time: 0.678, data_time: 0.009, memory: 6921, loss_aux: 1.6776, top1_acc: 0.3156, top5_acc: 0.5559, loss_cls: 3.1873, loss: 4.8650, grad_norm: 2.1664 2021-07-19 13:44:04,897 - mmaction - INFO - Epoch [58][760/1879] lr: 1.360e-01, eta: 1 day, 7:01:21, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.6630, top1_acc: 0.3125, top5_acc: 0.5641, loss_cls: 3.1891, loss: 4.8522, grad_norm: 2.1971 2021-07-19 13:44:21,720 - mmaction - INFO - Epoch [58][780/1879] lr: 1.360e-01, eta: 1 day, 7:01:15, time: 0.846, data_time: 0.008, memory: 6921, loss_aux: 1.6662, top1_acc: 0.3242, top5_acc: 0.5695, loss_cls: 3.1584, loss: 4.8246, grad_norm: 2.2042 2021-07-19 13:44:33,400 - mmaction - INFO - Epoch [58][800/1879] lr: 1.360e-01, eta: 1 day, 7:01:00, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.6636, top1_acc: 0.3293, top5_acc: 0.5754, loss_cls: 3.1371, loss: 4.8006, grad_norm: 2.1932 2021-07-19 13:44:46,860 - mmaction - INFO - Epoch [58][820/1879] lr: 1.360e-01, eta: 1 day, 7:00:49, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.6725, top1_acc: 0.3035, top5_acc: 0.5570, loss_cls: 3.1696, loss: 4.8421, grad_norm: 2.2788 2021-07-19 13:44:58,746 - mmaction - INFO - Epoch [58][840/1879] lr: 1.359e-01, eta: 1 day, 7:00:34, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.7113, top1_acc: 0.2953, top5_acc: 0.5598, loss_cls: 3.2481, loss: 4.9594, grad_norm: 2.2211 2021-07-19 13:45:10,289 - mmaction - INFO - Epoch [58][860/1879] lr: 1.359e-01, eta: 1 day, 7:00:19, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6766, top1_acc: 0.3309, top5_acc: 0.5590, loss_cls: 3.1686, loss: 4.8452, grad_norm: 2.1716 2021-07-19 13:45:22,122 - mmaction - INFO - Epoch [58][880/1879] lr: 1.359e-01, eta: 1 day, 7:00:05, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.6499, top1_acc: 0.3039, top5_acc: 0.5621, loss_cls: 3.1579, loss: 4.8079, grad_norm: 2.1655 2021-07-19 13:45:34,083 - mmaction - INFO - Epoch [58][900/1879] lr: 1.359e-01, eta: 1 day, 6:59:50, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.6634, top1_acc: 0.3348, top5_acc: 0.5754, loss_cls: 3.1312, loss: 4.7946, grad_norm: 2.2015 2021-07-19 13:45:46,888 - mmaction - INFO - Epoch [58][920/1879] lr: 1.359e-01, eta: 1 day, 6:59:38, time: 0.644, data_time: 0.011, memory: 6921, loss_aux: 1.7035, top1_acc: 0.3016, top5_acc: 0.5410, loss_cls: 3.2281, loss: 4.9316, grad_norm: 2.2194 2021-07-19 13:46:00,724 - mmaction - INFO - Epoch [58][940/1879] lr: 1.358e-01, eta: 1 day, 6:59:26, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.6628, top1_acc: 0.3109, top5_acc: 0.5758, loss_cls: 3.1631, loss: 4.8259, grad_norm: 2.2215 2021-07-19 13:46:13,360 - mmaction - INFO - Epoch [58][960/1879] lr: 1.358e-01, eta: 1 day, 6:59:13, time: 0.623, data_time: 0.008, memory: 6921, loss_aux: 1.6593, top1_acc: 0.3098, top5_acc: 0.5621, loss_cls: 3.1375, loss: 4.7968, grad_norm: 2.1983 2021-07-19 13:46:25,139 - mmaction - INFO - Epoch [58][980/1879] lr: 1.358e-01, eta: 1 day, 6:58:59, time: 0.599, data_time: 0.013, memory: 6921, loss_aux: 1.6572, top1_acc: 0.3176, top5_acc: 0.5695, loss_cls: 3.1253, loss: 4.7825, grad_norm: 2.2222 2021-07-19 13:46:36,485 - mmaction - INFO - Epoch [58][1000/1879] lr: 1.358e-01, eta: 1 day, 6:58:44, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.6480, top1_acc: 0.3309, top5_acc: 0.5719, loss_cls: 3.1208, loss: 4.7688, grad_norm: 2.2398 2021-07-19 13:46:47,911 - mmaction - INFO - Epoch [58][1020/1879] lr: 1.358e-01, eta: 1 day, 6:58:28, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6713, top1_acc: 0.3273, top5_acc: 0.5598, loss_cls: 3.1444, loss: 4.8157, grad_norm: 2.1541 2021-07-19 13:46:59,117 - mmaction - INFO - Epoch [58][1040/1879] lr: 1.357e-01, eta: 1 day, 6:58:13, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.6654, top1_acc: 0.3168, top5_acc: 0.5781, loss_cls: 3.1383, loss: 4.8037, grad_norm: 2.2418 2021-07-19 13:47:10,410 - mmaction - INFO - Epoch [58][1060/1879] lr: 1.357e-01, eta: 1 day, 6:57:58, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.6334, top1_acc: 0.3340, top5_acc: 0.5816, loss_cls: 3.0691, loss: 4.7025, grad_norm: 2.2032 2021-07-19 13:47:21,387 - mmaction - INFO - Epoch [58][1080/1879] lr: 1.357e-01, eta: 1 day, 6:57:42, time: 0.548, data_time: 0.002, memory: 6921, loss_aux: 1.6361, top1_acc: 0.3266, top5_acc: 0.5750, loss_cls: 3.0761, loss: 4.7122, grad_norm: 2.1838 2021-07-19 13:47:33,937 - mmaction - INFO - Epoch [58][1100/1879] lr: 1.357e-01, eta: 1 day, 6:57:27, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6605, top1_acc: 0.3277, top5_acc: 0.5641, loss_cls: 3.1458, loss: 4.8063, grad_norm: 2.2198 2021-07-19 13:47:49,615 - mmaction - INFO - Epoch [58][1120/1879] lr: 1.356e-01, eta: 1 day, 6:57:20, time: 0.828, data_time: 0.050, memory: 6921, loss_aux: 1.7083, top1_acc: 0.2930, top5_acc: 0.5441, loss_cls: 3.2477, loss: 4.9559, grad_norm: 2.2243 2021-07-19 13:48:01,540 - mmaction - INFO - Epoch [58][1140/1879] lr: 1.356e-01, eta: 1 day, 6:57:06, time: 0.600, data_time: 0.012, memory: 6921, loss_aux: 1.6541, top1_acc: 0.3152, top5_acc: 0.5730, loss_cls: 3.1313, loss: 4.7854, grad_norm: 2.1748 2021-07-19 13:48:12,802 - mmaction - INFO - Epoch [58][1160/1879] lr: 1.356e-01, eta: 1 day, 6:56:51, time: 0.561, data_time: 0.001, memory: 6921, loss_aux: 1.6517, top1_acc: 0.3242, top5_acc: 0.5750, loss_cls: 3.1451, loss: 4.7968, grad_norm: 2.1899 2021-07-19 13:48:26,445 - mmaction - INFO - Epoch [58][1180/1879] lr: 1.356e-01, eta: 1 day, 6:56:39, time: 0.683, data_time: 0.006, memory: 6921, loss_aux: 1.6362, top1_acc: 0.3250, top5_acc: 0.5863, loss_cls: 3.0827, loss: 4.7189, grad_norm: 2.2066 2021-07-19 13:48:39,568 - mmaction - INFO - Epoch [58][1200/1879] lr: 1.356e-01, eta: 1 day, 6:56:27, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.6558, top1_acc: 0.3148, top5_acc: 0.5594, loss_cls: 3.1718, loss: 4.8275, grad_norm: 2.1731 2021-07-19 13:48:52,867 - mmaction - INFO - Epoch [58][1220/1879] lr: 1.355e-01, eta: 1 day, 6:56:15, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.7058, top1_acc: 0.3070, top5_acc: 0.5531, loss_cls: 3.2351, loss: 4.9409, grad_norm: 2.1971 2021-07-19 13:49:06,393 - mmaction - INFO - Epoch [58][1240/1879] lr: 1.355e-01, eta: 1 day, 6:56:03, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.6794, top1_acc: 0.3234, top5_acc: 0.5680, loss_cls: 3.1796, loss: 4.8589, grad_norm: 2.1933 2021-07-19 13:49:22,215 - mmaction - INFO - Epoch [58][1260/1879] lr: 1.355e-01, eta: 1 day, 6:55:55, time: 0.790, data_time: 0.005, memory: 6921, loss_aux: 1.6907, top1_acc: 0.2984, top5_acc: 0.5500, loss_cls: 3.2138, loss: 4.9045, grad_norm: 2.2160 2021-07-19 13:49:36,552 - mmaction - INFO - Epoch [58][1280/1879] lr: 1.355e-01, eta: 1 day, 6:55:44, time: 0.718, data_time: 0.023, memory: 6921, loss_aux: 1.6768, top1_acc: 0.3187, top5_acc: 0.5641, loss_cls: 3.1677, loss: 4.8445, grad_norm: 2.2012 2021-07-19 13:49:48,016 - mmaction - INFO - Epoch [58][1300/1879] lr: 1.355e-01, eta: 1 day, 6:55:29, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.6866, top1_acc: 0.3156, top5_acc: 0.5625, loss_cls: 3.1921, loss: 4.8787, grad_norm: 2.2121 2021-07-19 13:49:59,890 - mmaction - INFO - Epoch [58][1320/1879] lr: 1.354e-01, eta: 1 day, 6:55:15, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6873, top1_acc: 0.3137, top5_acc: 0.5570, loss_cls: 3.1893, loss: 4.8767, grad_norm: 2.1594 2021-07-19 13:50:11,784 - mmaction - INFO - Epoch [58][1340/1879] lr: 1.354e-01, eta: 1 day, 6:55:01, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.6587, top1_acc: 0.3246, top5_acc: 0.5645, loss_cls: 3.1541, loss: 4.8128, grad_norm: 2.1810 2021-07-19 13:50:23,689 - mmaction - INFO - Epoch [58][1360/1879] lr: 1.354e-01, eta: 1 day, 6:54:46, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.6593, top1_acc: 0.3145, top5_acc: 0.5590, loss_cls: 3.1814, loss: 4.8408, grad_norm: 2.1798 2021-07-19 13:50:35,122 - mmaction - INFO - Epoch [58][1380/1879] lr: 1.354e-01, eta: 1 day, 6:54:31, time: 0.574, data_time: 0.005, memory: 6921, loss_aux: 1.6661, top1_acc: 0.3207, top5_acc: 0.5723, loss_cls: 3.1382, loss: 4.8043, grad_norm: 2.2175 2021-07-19 13:50:47,909 - mmaction - INFO - Epoch [58][1400/1879] lr: 1.354e-01, eta: 1 day, 6:54:17, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.6654, top1_acc: 0.3285, top5_acc: 0.5645, loss_cls: 3.1656, loss: 4.8310, grad_norm: 2.1796 2021-07-19 13:51:00,817 - mmaction - INFO - Epoch [58][1420/1879] lr: 1.353e-01, eta: 1 day, 6:54:06, time: 0.669, data_time: 0.026, memory: 6921, loss_aux: 1.6775, top1_acc: 0.3102, top5_acc: 0.5469, loss_cls: 3.2166, loss: 4.8940, grad_norm: 2.2024 2021-07-19 13:51:14,029 - mmaction - INFO - Epoch [58][1440/1879] lr: 1.353e-01, eta: 1 day, 6:53:53, time: 0.661, data_time: 0.004, memory: 6921, loss_aux: 1.6928, top1_acc: 0.3137, top5_acc: 0.5492, loss_cls: 3.2032, loss: 4.8961, grad_norm: 2.1896 2021-07-19 13:51:29,311 - mmaction - INFO - Epoch [58][1460/1879] lr: 1.353e-01, eta: 1 day, 6:53:44, time: 0.764, data_time: 0.002, memory: 6921, loss_aux: 1.6672, top1_acc: 0.3094, top5_acc: 0.5680, loss_cls: 3.1820, loss: 4.8491, grad_norm: 2.1863 2021-07-19 13:51:41,175 - mmaction - INFO - Epoch [58][1480/1879] lr: 1.353e-01, eta: 1 day, 6:53:30, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.6786, top1_acc: 0.3082, top5_acc: 0.5555, loss_cls: 3.1976, loss: 4.8761, grad_norm: 2.1622 2021-07-19 13:51:52,409 - mmaction - INFO - Epoch [58][1500/1879] lr: 1.353e-01, eta: 1 day, 6:53:15, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6516, top1_acc: 0.3094, top5_acc: 0.5723, loss_cls: 3.1484, loss: 4.8000, grad_norm: 2.2024 2021-07-19 13:52:04,743 - mmaction - INFO - Epoch [58][1520/1879] lr: 1.352e-01, eta: 1 day, 6:53:01, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.7283, top1_acc: 0.3027, top5_acc: 0.5434, loss_cls: 3.2840, loss: 5.0123, grad_norm: 2.2148 2021-07-19 13:52:16,600 - mmaction - INFO - Epoch [58][1540/1879] lr: 1.352e-01, eta: 1 day, 6:52:47, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.6791, top1_acc: 0.3141, top5_acc: 0.5574, loss_cls: 3.1971, loss: 4.8762, grad_norm: 2.1797 2021-07-19 13:52:28,998 - mmaction - INFO - Epoch [58][1560/1879] lr: 1.352e-01, eta: 1 day, 6:52:33, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.6655, top1_acc: 0.3250, top5_acc: 0.5609, loss_cls: 3.1534, loss: 4.8189, grad_norm: 2.1577 2021-07-19 13:52:40,984 - mmaction - INFO - Epoch [58][1580/1879] lr: 1.352e-01, eta: 1 day, 6:52:19, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.6406, top1_acc: 0.3230, top5_acc: 0.5656, loss_cls: 3.1183, loss: 4.7590, grad_norm: 2.1843 2021-07-19 13:52:56,982 - mmaction - INFO - Epoch [58][1600/1879] lr: 1.351e-01, eta: 1 day, 6:52:11, time: 0.802, data_time: 0.007, memory: 6921, loss_aux: 1.6965, top1_acc: 0.3129, top5_acc: 0.5543, loss_cls: 3.2063, loss: 4.9028, grad_norm: 2.2613 2021-07-19 13:53:09,208 - mmaction - INFO - Epoch [58][1620/1879] lr: 1.351e-01, eta: 1 day, 6:51:57, time: 0.613, data_time: 0.007, memory: 6921, loss_aux: 1.6894, top1_acc: 0.3066, top5_acc: 0.5484, loss_cls: 3.2227, loss: 4.9122, grad_norm: 2.1962 2021-07-19 13:53:20,303 - mmaction - INFO - Epoch [58][1640/1879] lr: 1.351e-01, eta: 1 day, 6:51:42, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.6699, top1_acc: 0.3078, top5_acc: 0.5602, loss_cls: 3.1952, loss: 4.8651, grad_norm: 2.1414 2021-07-19 13:53:32,801 - mmaction - INFO - Epoch [58][1660/1879] lr: 1.351e-01, eta: 1 day, 6:51:28, time: 0.626, data_time: 0.004, memory: 6921, loss_aux: 1.7000, top1_acc: 0.3063, top5_acc: 0.5559, loss_cls: 3.2024, loss: 4.9024, grad_norm: 2.2183 2021-07-19 13:53:44,852 - mmaction - INFO - Epoch [58][1680/1879] lr: 1.351e-01, eta: 1 day, 6:51:14, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.6615, top1_acc: 0.3141, top5_acc: 0.5703, loss_cls: 3.1397, loss: 4.8012, grad_norm: 2.1808 2021-07-19 13:53:56,140 - mmaction - INFO - Epoch [58][1700/1879] lr: 1.350e-01, eta: 1 day, 6:50:59, time: 0.572, data_time: 0.010, memory: 6921, loss_aux: 1.6298, top1_acc: 0.3254, top5_acc: 0.5766, loss_cls: 3.1021, loss: 4.7319, grad_norm: 2.1739 2021-07-19 13:54:08,032 - mmaction - INFO - Epoch [58][1720/1879] lr: 1.350e-01, eta: 1 day, 6:50:45, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.6909, top1_acc: 0.3098, top5_acc: 0.5547, loss_cls: 3.2032, loss: 4.8941, grad_norm: 2.1882 2021-07-19 13:54:19,859 - mmaction - INFO - Epoch [58][1740/1879] lr: 1.350e-01, eta: 1 day, 6:50:30, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.6910, top1_acc: 0.3148, top5_acc: 0.5590, loss_cls: 3.2252, loss: 4.9162, grad_norm: 2.1997 2021-07-19 13:54:35,200 - mmaction - INFO - Epoch [58][1760/1879] lr: 1.350e-01, eta: 1 day, 6:50:21, time: 0.764, data_time: 0.002, memory: 6921, loss_aux: 1.6785, top1_acc: 0.3074, top5_acc: 0.5547, loss_cls: 3.1952, loss: 4.8737, grad_norm: 2.2420 2021-07-19 13:54:46,288 - mmaction - INFO - Epoch [58][1780/1879] lr: 1.350e-01, eta: 1 day, 6:50:06, time: 0.558, data_time: 0.006, memory: 6921, loss_aux: 1.6664, top1_acc: 0.3098, top5_acc: 0.5660, loss_cls: 3.1671, loss: 4.8335, grad_norm: 2.1843 2021-07-19 13:54:57,865 - mmaction - INFO - Epoch [58][1800/1879] lr: 1.349e-01, eta: 1 day, 6:49:51, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.6798, top1_acc: 0.3152, top5_acc: 0.5641, loss_cls: 3.1886, loss: 4.8684, grad_norm: 2.2202 2021-07-19 13:55:10,269 - mmaction - INFO - Epoch [58][1820/1879] lr: 1.349e-01, eta: 1 day, 6:49:37, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.6730, top1_acc: 0.3137, top5_acc: 0.5617, loss_cls: 3.1850, loss: 4.8580, grad_norm: 2.1908 2021-07-19 13:55:25,449 - mmaction - INFO - Epoch [58][1840/1879] lr: 1.349e-01, eta: 1 day, 6:49:28, time: 0.759, data_time: 0.004, memory: 6921, loss_aux: 1.6508, top1_acc: 0.3242, top5_acc: 0.5793, loss_cls: 3.1169, loss: 4.7677, grad_norm: 2.1602 2021-07-19 13:55:37,035 - mmaction - INFO - Epoch [58][1860/1879] lr: 1.349e-01, eta: 1 day, 6:49:13, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.6806, top1_acc: 0.3129, top5_acc: 0.5609, loss_cls: 3.1671, loss: 4.8477, grad_norm: 2.2278 2021-07-19 13:55:47,169 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-07-19 13:56:07,306 - mmaction - INFO - Epoch [59][20/1879] lr: 1.348e-01, eta: 1 day, 6:48:37, time: 0.907, data_time: 0.246, memory: 6921, loss_aux: 1.6957, top1_acc: 0.3105, top5_acc: 0.5516, loss_cls: 3.2358, loss: 4.9316, grad_norm: 2.2202 2021-07-19 13:56:20,010 - mmaction - INFO - Epoch [59][40/1879] lr: 1.348e-01, eta: 1 day, 6:48:24, time: 0.639, data_time: 0.012, memory: 6921, loss_aux: 1.6746, top1_acc: 0.3066, top5_acc: 0.5578, loss_cls: 3.1770, loss: 4.8516, grad_norm: 2.2037 2021-07-19 13:56:31,521 - mmaction - INFO - Epoch [59][60/1879] lr: 1.348e-01, eta: 1 day, 6:48:09, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6772, top1_acc: 0.3168, top5_acc: 0.5633, loss_cls: 3.1666, loss: 4.8437, grad_norm: 2.2075 2021-07-19 13:56:43,043 - mmaction - INFO - Epoch [59][80/1879] lr: 1.348e-01, eta: 1 day, 6:47:55, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6722, top1_acc: 0.3039, top5_acc: 0.5563, loss_cls: 3.1608, loss: 4.8329, grad_norm: 2.2084 2021-07-19 13:56:54,452 - mmaction - INFO - Epoch [59][100/1879] lr: 1.348e-01, eta: 1 day, 6:47:39, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.6541, top1_acc: 0.3262, top5_acc: 0.5742, loss_cls: 3.1251, loss: 4.7792, grad_norm: 2.2015 2021-07-19 13:57:05,658 - mmaction - INFO - Epoch [59][120/1879] lr: 1.347e-01, eta: 1 day, 6:47:24, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6456, top1_acc: 0.3125, top5_acc: 0.5734, loss_cls: 3.1183, loss: 4.7639, grad_norm: 2.2180 2021-07-19 13:57:17,491 - mmaction - INFO - Epoch [59][140/1879] lr: 1.347e-01, eta: 1 day, 6:47:10, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6570, top1_acc: 0.3172, top5_acc: 0.5695, loss_cls: 3.1286, loss: 4.7857, grad_norm: 2.2004 2021-07-19 13:57:29,121 - mmaction - INFO - Epoch [59][160/1879] lr: 1.347e-01, eta: 1 day, 6:46:55, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.6688, top1_acc: 0.3180, top5_acc: 0.5684, loss_cls: 3.1772, loss: 4.8460, grad_norm: 2.2276 2021-07-19 13:57:41,639 - mmaction - INFO - Epoch [59][180/1879] lr: 1.347e-01, eta: 1 day, 6:46:42, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.6784, top1_acc: 0.3063, top5_acc: 0.5621, loss_cls: 3.2009, loss: 4.8793, grad_norm: 2.1757 2021-07-19 13:57:53,200 - mmaction - INFO - Epoch [59][200/1879] lr: 1.346e-01, eta: 1 day, 6:46:27, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.6329, top1_acc: 0.3312, top5_acc: 0.5742, loss_cls: 3.1054, loss: 4.7383, grad_norm: 2.1733 2021-07-19 13:58:06,464 - mmaction - INFO - Epoch [59][220/1879] lr: 1.346e-01, eta: 1 day, 6:46:15, time: 0.660, data_time: 0.001, memory: 6921, loss_aux: 1.6471, top1_acc: 0.3180, top5_acc: 0.5687, loss_cls: 3.1424, loss: 4.7895, grad_norm: 2.2662 2021-07-19 13:58:18,281 - mmaction - INFO - Epoch [59][240/1879] lr: 1.346e-01, eta: 1 day, 6:46:00, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.6478, top1_acc: 0.3348, top5_acc: 0.5738, loss_cls: 3.1062, loss: 4.7540, grad_norm: 2.2030 2021-07-19 13:58:32,475 - mmaction - INFO - Epoch [59][260/1879] lr: 1.346e-01, eta: 1 day, 6:45:49, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 1.6500, top1_acc: 0.3273, top5_acc: 0.5723, loss_cls: 3.1224, loss: 4.7724, grad_norm: 2.1888 2021-07-19 13:58:44,200 - mmaction - INFO - Epoch [59][280/1879] lr: 1.346e-01, eta: 1 day, 6:45:35, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6496, top1_acc: 0.3227, top5_acc: 0.5766, loss_cls: 3.1173, loss: 4.7668, grad_norm: 2.2506 2021-07-19 13:58:56,680 - mmaction - INFO - Epoch [59][300/1879] lr: 1.345e-01, eta: 1 day, 6:45:21, time: 0.622, data_time: 0.005, memory: 6921, loss_aux: 1.6356, top1_acc: 0.3180, top5_acc: 0.5715, loss_cls: 3.0994, loss: 4.7350, grad_norm: 2.2078 2021-07-19 13:59:10,337 - mmaction - INFO - Epoch [59][320/1879] lr: 1.345e-01, eta: 1 day, 6:45:10, time: 0.685, data_time: 0.004, memory: 6921, loss_aux: 1.6542, top1_acc: 0.3277, top5_acc: 0.5676, loss_cls: 3.1309, loss: 4.7850, grad_norm: 2.2317 2021-07-19 13:59:21,657 - mmaction - INFO - Epoch [59][340/1879] lr: 1.345e-01, eta: 1 day, 6:44:55, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.6711, top1_acc: 0.3277, top5_acc: 0.5699, loss_cls: 3.1588, loss: 4.8299, grad_norm: 2.1651 2021-07-19 13:59:33,280 - mmaction - INFO - Epoch [59][360/1879] lr: 1.345e-01, eta: 1 day, 6:44:40, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.6641, top1_acc: 0.3254, top5_acc: 0.5684, loss_cls: 3.1390, loss: 4.8032, grad_norm: 2.2263 2021-07-19 13:59:44,807 - mmaction - INFO - Epoch [59][380/1879] lr: 1.345e-01, eta: 1 day, 6:44:25, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6796, top1_acc: 0.3082, top5_acc: 0.5586, loss_cls: 3.2115, loss: 4.8911, grad_norm: 2.2505 2021-07-19 13:59:56,208 - mmaction - INFO - Epoch [59][400/1879] lr: 1.344e-01, eta: 1 day, 6:44:10, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.6834, top1_acc: 0.3059, top5_acc: 0.5512, loss_cls: 3.2130, loss: 4.8963, grad_norm: 2.2352 2021-07-19 14:00:09,471 - mmaction - INFO - Epoch [59][420/1879] lr: 1.344e-01, eta: 1 day, 6:43:58, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.6473, top1_acc: 0.3250, top5_acc: 0.5789, loss_cls: 3.1528, loss: 4.8001, grad_norm: 2.1752 2021-07-19 14:00:20,616 - mmaction - INFO - Epoch [59][440/1879] lr: 1.344e-01, eta: 1 day, 6:43:42, time: 0.553, data_time: 0.004, memory: 6921, loss_aux: 1.6683, top1_acc: 0.3199, top5_acc: 0.5711, loss_cls: 3.1349, loss: 4.8032, grad_norm: 2.2467 2021-07-19 14:00:31,737 - mmaction - INFO - Epoch [59][460/1879] lr: 1.344e-01, eta: 1 day, 6:43:27, time: 0.562, data_time: 0.007, memory: 6921, loss_aux: 1.6176, top1_acc: 0.3328, top5_acc: 0.5785, loss_cls: 3.0559, loss: 4.6735, grad_norm: 2.1905 2021-07-19 14:00:44,293 - mmaction - INFO - Epoch [59][480/1879] lr: 1.344e-01, eta: 1 day, 6:43:14, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.6919, top1_acc: 0.2992, top5_acc: 0.5410, loss_cls: 3.2306, loss: 4.9225, grad_norm: 2.2307 2021-07-19 14:00:55,696 - mmaction - INFO - Epoch [59][500/1879] lr: 1.343e-01, eta: 1 day, 6:42:59, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.7113, top1_acc: 0.3055, top5_acc: 0.5523, loss_cls: 3.2140, loss: 4.9253, grad_norm: 2.2321 2021-07-19 14:01:08,549 - mmaction - INFO - Epoch [59][520/1879] lr: 1.343e-01, eta: 1 day, 6:42:46, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.6569, top1_acc: 0.3230, top5_acc: 0.5684, loss_cls: 3.1577, loss: 4.8146, grad_norm: 2.2082 2021-07-19 14:01:20,057 - mmaction - INFO - Epoch [59][540/1879] lr: 1.343e-01, eta: 1 day, 6:42:30, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.6845, top1_acc: 0.3168, top5_acc: 0.5637, loss_cls: 3.1875, loss: 4.8720, grad_norm: 2.2088 2021-07-19 14:01:31,835 - mmaction - INFO - Epoch [59][560/1879] lr: 1.343e-01, eta: 1 day, 6:42:16, time: 0.607, data_time: 0.020, memory: 6921, loss_aux: 1.6661, top1_acc: 0.3125, top5_acc: 0.5648, loss_cls: 3.1598, loss: 4.8260, grad_norm: 2.2408 2021-07-19 14:01:44,929 - mmaction - INFO - Epoch [59][580/1879] lr: 1.343e-01, eta: 1 day, 6:42:03, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.6845, top1_acc: 0.3121, top5_acc: 0.5578, loss_cls: 3.1970, loss: 4.8815, grad_norm: 2.2050 2021-07-19 14:01:58,987 - mmaction - INFO - Epoch [59][600/1879] lr: 1.342e-01, eta: 1 day, 6:41:53, time: 0.722, data_time: 0.027, memory: 6921, loss_aux: 1.6642, top1_acc: 0.3160, top5_acc: 0.5586, loss_cls: 3.1839, loss: 4.8481, grad_norm: 2.1637 2021-07-19 14:02:11,526 - mmaction - INFO - Epoch [59][620/1879] lr: 1.342e-01, eta: 1 day, 6:41:40, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.6266, top1_acc: 0.3410, top5_acc: 0.5723, loss_cls: 3.0468, loss: 4.6735, grad_norm: 2.1560 2021-07-19 14:02:23,299 - mmaction - INFO - Epoch [59][640/1879] lr: 1.342e-01, eta: 1 day, 6:41:25, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.6702, top1_acc: 0.3133, top5_acc: 0.5531, loss_cls: 3.1770, loss: 4.8472, grad_norm: 2.2391 2021-07-19 14:02:35,575 - mmaction - INFO - Epoch [59][660/1879] lr: 1.342e-01, eta: 1 day, 6:41:12, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.6776, top1_acc: 0.3309, top5_acc: 0.5699, loss_cls: 3.1715, loss: 4.8491, grad_norm: 2.1925 2021-07-19 14:02:46,505 - mmaction - INFO - Epoch [59][680/1879] lr: 1.341e-01, eta: 1 day, 6:40:56, time: 0.548, data_time: 0.003, memory: 6921, loss_aux: 1.6987, top1_acc: 0.3008, top5_acc: 0.5637, loss_cls: 3.2380, loss: 4.9367, grad_norm: 2.2370 2021-07-19 14:02:58,428 - mmaction - INFO - Epoch [59][700/1879] lr: 1.341e-01, eta: 1 day, 6:40:41, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 1.6963, top1_acc: 0.3035, top5_acc: 0.5398, loss_cls: 3.2426, loss: 4.9389, grad_norm: 2.1855 2021-07-19 14:03:09,959 - mmaction - INFO - Epoch [59][720/1879] lr: 1.341e-01, eta: 1 day, 6:40:27, time: 0.589, data_time: 0.014, memory: 6921, loss_aux: 1.6729, top1_acc: 0.3234, top5_acc: 0.5672, loss_cls: 3.1518, loss: 4.8246, grad_norm: 2.1274 2021-07-19 14:03:24,455 - mmaction - INFO - Epoch [59][740/1879] lr: 1.341e-01, eta: 1 day, 6:40:16, time: 0.724, data_time: 0.001, memory: 6921, loss_aux: 1.6612, top1_acc: 0.3309, top5_acc: 0.5719, loss_cls: 3.1206, loss: 4.7818, grad_norm: 2.1892 2021-07-19 14:03:35,663 - mmaction - INFO - Epoch [59][760/1879] lr: 1.341e-01, eta: 1 day, 6:40:01, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6167, top1_acc: 0.3289, top5_acc: 0.5762, loss_cls: 3.0785, loss: 4.6952, grad_norm: 2.2177 2021-07-19 14:03:48,511 - mmaction - INFO - Epoch [59][780/1879] lr: 1.340e-01, eta: 1 day, 6:39:48, time: 0.631, data_time: 0.007, memory: 6921, loss_aux: 1.6872, top1_acc: 0.3125, top5_acc: 0.5590, loss_cls: 3.2146, loss: 4.9018, grad_norm: 2.2366 2021-07-19 14:04:02,423 - mmaction - INFO - Epoch [59][800/1879] lr: 1.340e-01, eta: 1 day, 6:39:37, time: 0.706, data_time: 0.014, memory: 6921, loss_aux: 1.6595, top1_acc: 0.3289, top5_acc: 0.5656, loss_cls: 3.1281, loss: 4.7876, grad_norm: 2.1384 2021-07-19 14:04:13,508 - mmaction - INFO - Epoch [59][820/1879] lr: 1.340e-01, eta: 1 day, 6:39:22, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.6908, top1_acc: 0.3059, top5_acc: 0.5578, loss_cls: 3.2006, loss: 4.8914, grad_norm: 2.1873 2021-07-19 14:04:25,543 - mmaction - INFO - Epoch [59][840/1879] lr: 1.340e-01, eta: 1 day, 6:39:07, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.6672, top1_acc: 0.3199, top5_acc: 0.5687, loss_cls: 3.1668, loss: 4.8340, grad_norm: 2.1476 2021-07-19 14:04:37,082 - mmaction - INFO - Epoch [59][860/1879] lr: 1.340e-01, eta: 1 day, 6:38:53, time: 0.578, data_time: 0.006, memory: 6921, loss_aux: 1.6338, top1_acc: 0.3164, top5_acc: 0.5672, loss_cls: 3.1344, loss: 4.7682, grad_norm: 2.2201 2021-07-19 14:04:50,706 - mmaction - INFO - Epoch [59][880/1879] lr: 1.339e-01, eta: 1 day, 6:38:41, time: 0.681, data_time: 0.004, memory: 6921, loss_aux: 1.6602, top1_acc: 0.3148, top5_acc: 0.5586, loss_cls: 3.1724, loss: 4.8326, grad_norm: 2.1841 2021-07-19 14:05:02,717 - mmaction - INFO - Epoch [59][900/1879] lr: 1.339e-01, eta: 1 day, 6:38:27, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6568, top1_acc: 0.3250, top5_acc: 0.5668, loss_cls: 3.1384, loss: 4.7951, grad_norm: 2.1549 2021-07-19 14:05:14,349 - mmaction - INFO - Epoch [59][920/1879] lr: 1.339e-01, eta: 1 day, 6:38:12, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.6563, top1_acc: 0.3289, top5_acc: 0.5668, loss_cls: 3.1453, loss: 4.8016, grad_norm: 2.1754 2021-07-19 14:05:26,826 - mmaction - INFO - Epoch [59][940/1879] lr: 1.339e-01, eta: 1 day, 6:37:59, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.6799, top1_acc: 0.3141, top5_acc: 0.5449, loss_cls: 3.2104, loss: 4.8903, grad_norm: 2.2403 2021-07-19 14:05:38,393 - mmaction - INFO - Epoch [59][960/1879] lr: 1.339e-01, eta: 1 day, 6:37:44, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.6545, top1_acc: 0.3187, top5_acc: 0.5758, loss_cls: 3.1382, loss: 4.7928, grad_norm: 2.1646 2021-07-19 14:05:51,077 - mmaction - INFO - Epoch [59][980/1879] lr: 1.338e-01, eta: 1 day, 6:37:31, time: 0.633, data_time: 0.006, memory: 6921, loss_aux: 1.6548, top1_acc: 0.3145, top5_acc: 0.5695, loss_cls: 3.1438, loss: 4.7986, grad_norm: 2.2369 2021-07-19 14:06:03,027 - mmaction - INFO - Epoch [59][1000/1879] lr: 1.338e-01, eta: 1 day, 6:37:17, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.6346, top1_acc: 0.3211, top5_acc: 0.5801, loss_cls: 3.1089, loss: 4.7435, grad_norm: 2.2188 2021-07-19 14:06:14,662 - mmaction - INFO - Epoch [59][1020/1879] lr: 1.338e-01, eta: 1 day, 6:37:02, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6624, top1_acc: 0.3051, top5_acc: 0.5625, loss_cls: 3.1474, loss: 4.8098, grad_norm: 2.2037 2021-07-19 14:06:26,174 - mmaction - INFO - Epoch [59][1040/1879] lr: 1.338e-01, eta: 1 day, 6:36:47, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.6879, top1_acc: 0.3078, top5_acc: 0.5492, loss_cls: 3.1922, loss: 4.8801, grad_norm: 2.1728 2021-07-19 14:06:38,710 - mmaction - INFO - Epoch [59][1060/1879] lr: 1.337e-01, eta: 1 day, 6:36:34, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.6277, top1_acc: 0.3344, top5_acc: 0.5789, loss_cls: 3.0844, loss: 4.7122, grad_norm: 2.2133 2021-07-19 14:06:50,301 - mmaction - INFO - Epoch [59][1080/1879] lr: 1.337e-01, eta: 1 day, 6:36:19, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6682, top1_acc: 0.3305, top5_acc: 0.5797, loss_cls: 3.1263, loss: 4.7946, grad_norm: 2.2390 2021-07-19 14:07:02,702 - mmaction - INFO - Epoch [59][1100/1879] lr: 1.337e-01, eta: 1 day, 6:36:06, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.6618, top1_acc: 0.3184, top5_acc: 0.5781, loss_cls: 3.1808, loss: 4.8425, grad_norm: 2.2072 2021-07-19 14:07:14,749 - mmaction - INFO - Epoch [59][1120/1879] lr: 1.337e-01, eta: 1 day, 6:35:52, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.6513, top1_acc: 0.3160, top5_acc: 0.5547, loss_cls: 3.1564, loss: 4.8077, grad_norm: 2.1814 2021-07-19 14:07:26,017 - mmaction - INFO - Epoch [59][1140/1879] lr: 1.337e-01, eta: 1 day, 6:35:36, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6632, top1_acc: 0.3211, top5_acc: 0.5684, loss_cls: 3.1534, loss: 4.8166, grad_norm: 2.2287 2021-07-19 14:07:39,576 - mmaction - INFO - Epoch [59][1160/1879] lr: 1.336e-01, eta: 1 day, 6:35:25, time: 0.678, data_time: 0.003, memory: 6921, loss_aux: 1.6681, top1_acc: 0.3176, top5_acc: 0.5621, loss_cls: 3.1488, loss: 4.8169, grad_norm: 2.1961 2021-07-19 14:07:50,898 - mmaction - INFO - Epoch [59][1180/1879] lr: 1.336e-01, eta: 1 day, 6:35:10, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6738, top1_acc: 0.3109, top5_acc: 0.5484, loss_cls: 3.1832, loss: 4.8570, grad_norm: 2.1818 2021-07-19 14:08:02,121 - mmaction - INFO - Epoch [59][1200/1879] lr: 1.336e-01, eta: 1 day, 6:34:54, time: 0.561, data_time: 0.001, memory: 6921, loss_aux: 1.6758, top1_acc: 0.3070, top5_acc: 0.5559, loss_cls: 3.1880, loss: 4.8638, grad_norm: 2.2311 2021-07-19 14:08:18,103 - mmaction - INFO - Epoch [59][1220/1879] lr: 1.336e-01, eta: 1 day, 6:34:46, time: 0.796, data_time: 0.002, memory: 6921, loss_aux: 1.6825, top1_acc: 0.3199, top5_acc: 0.5570, loss_cls: 3.1846, loss: 4.8671, grad_norm: 2.2128 2021-07-19 14:08:31,609 - mmaction - INFO - Epoch [59][1240/1879] lr: 1.336e-01, eta: 1 day, 6:34:34, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 1.6709, top1_acc: 0.3168, top5_acc: 0.5629, loss_cls: 3.1767, loss: 4.8476, grad_norm: 2.1659 2021-07-19 14:08:44,256 - mmaction - INFO - Epoch [59][1260/1879] lr: 1.335e-01, eta: 1 day, 6:34:21, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.6949, top1_acc: 0.3203, top5_acc: 0.5594, loss_cls: 3.1897, loss: 4.8846, grad_norm: 2.2138 2021-07-19 14:08:56,439 - mmaction - INFO - Epoch [59][1280/1879] lr: 1.335e-01, eta: 1 day, 6:34:08, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.6298, top1_acc: 0.3289, top5_acc: 0.5789, loss_cls: 3.0555, loss: 4.6853, grad_norm: 2.2295 2021-07-19 14:09:07,817 - mmaction - INFO - Epoch [59][1300/1879] lr: 1.335e-01, eta: 1 day, 6:33:52, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6519, top1_acc: 0.3270, top5_acc: 0.5676, loss_cls: 3.1144, loss: 4.7664, grad_norm: 2.2455 2021-07-19 14:09:19,315 - mmaction - INFO - Epoch [59][1320/1879] lr: 1.335e-01, eta: 1 day, 6:33:38, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.6972, top1_acc: 0.3121, top5_acc: 0.5520, loss_cls: 3.2168, loss: 4.9140, grad_norm: 2.2248 2021-07-19 14:09:33,941 - mmaction - INFO - Epoch [59][1340/1879] lr: 1.335e-01, eta: 1 day, 6:33:28, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.6982, top1_acc: 0.3098, top5_acc: 0.5480, loss_cls: 3.2395, loss: 4.9377, grad_norm: 2.2329 2021-07-19 14:09:46,497 - mmaction - INFO - Epoch [59][1360/1879] lr: 1.334e-01, eta: 1 day, 6:33:14, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.6670, top1_acc: 0.3180, top5_acc: 0.5641, loss_cls: 3.1301, loss: 4.7971, grad_norm: 2.1929 2021-07-19 14:10:01,827 - mmaction - INFO - Epoch [59][1380/1879] lr: 1.334e-01, eta: 1 day, 6:33:05, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.6295, top1_acc: 0.3297, top5_acc: 0.5805, loss_cls: 3.0800, loss: 4.7094, grad_norm: 2.1607 2021-07-19 14:10:16,018 - mmaction - INFO - Epoch [59][1400/1879] lr: 1.334e-01, eta: 1 day, 6:32:55, time: 0.714, data_time: 0.014, memory: 6921, loss_aux: 1.6919, top1_acc: 0.3160, top5_acc: 0.5469, loss_cls: 3.2295, loss: 4.9214, grad_norm: 2.1816 2021-07-19 14:10:27,242 - mmaction - INFO - Epoch [59][1420/1879] lr: 1.334e-01, eta: 1 day, 6:32:39, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3180, top5_acc: 0.5684, loss_cls: 3.1482, loss: 4.8048, grad_norm: 2.1641 2021-07-19 14:10:38,787 - mmaction - INFO - Epoch [59][1440/1879] lr: 1.333e-01, eta: 1 day, 6:32:25, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.6451, top1_acc: 0.3223, top5_acc: 0.5711, loss_cls: 3.1194, loss: 4.7644, grad_norm: 2.2249 2021-07-19 14:10:50,202 - mmaction - INFO - Epoch [59][1460/1879] lr: 1.333e-01, eta: 1 day, 6:32:10, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6486, top1_acc: 0.3160, top5_acc: 0.5590, loss_cls: 3.1329, loss: 4.7814, grad_norm: 2.1943 2021-07-19 14:11:01,932 - mmaction - INFO - Epoch [59][1480/1879] lr: 1.333e-01, eta: 1 day, 6:31:55, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.6613, top1_acc: 0.3195, top5_acc: 0.5574, loss_cls: 3.1550, loss: 4.8163, grad_norm: 2.2135 2021-07-19 14:11:14,558 - mmaction - INFO - Epoch [59][1500/1879] lr: 1.333e-01, eta: 1 day, 6:31:42, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.6882, top1_acc: 0.3004, top5_acc: 0.5723, loss_cls: 3.1999, loss: 4.8881, grad_norm: 2.1592 2021-07-19 14:11:26,161 - mmaction - INFO - Epoch [59][1520/1879] lr: 1.333e-01, eta: 1 day, 6:31:27, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6343, top1_acc: 0.3184, top5_acc: 0.5707, loss_cls: 3.1134, loss: 4.7478, grad_norm: 2.1896 2021-07-19 14:11:37,886 - mmaction - INFO - Epoch [59][1540/1879] lr: 1.332e-01, eta: 1 day, 6:31:13, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.6413, top1_acc: 0.3234, top5_acc: 0.5711, loss_cls: 3.0979, loss: 4.7391, grad_norm: 2.1779 2021-07-19 14:11:49,673 - mmaction - INFO - Epoch [59][1560/1879] lr: 1.332e-01, eta: 1 day, 6:30:58, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.6584, top1_acc: 0.3180, top5_acc: 0.5641, loss_cls: 3.1498, loss: 4.8083, grad_norm: 2.2036 2021-07-19 14:12:05,875 - mmaction - INFO - Epoch [59][1580/1879] lr: 1.332e-01, eta: 1 day, 6:30:51, time: 0.811, data_time: 0.005, memory: 6921, loss_aux: 1.6900, top1_acc: 0.3039, top5_acc: 0.5609, loss_cls: 3.1891, loss: 4.8791, grad_norm: 2.2504 2021-07-19 14:12:16,719 - mmaction - INFO - Epoch [59][1600/1879] lr: 1.332e-01, eta: 1 day, 6:30:35, time: 0.543, data_time: 0.004, memory: 6921, loss_aux: 1.6974, top1_acc: 0.3070, top5_acc: 0.5609, loss_cls: 3.2297, loss: 4.9271, grad_norm: 2.1781 2021-07-19 14:12:28,422 - mmaction - INFO - Epoch [59][1620/1879] lr: 1.332e-01, eta: 1 day, 6:30:20, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6691, top1_acc: 0.3141, top5_acc: 0.5664, loss_cls: 3.1623, loss: 4.8314, grad_norm: 2.1914 2021-07-19 14:12:39,669 - mmaction - INFO - Epoch [59][1640/1879] lr: 1.331e-01, eta: 1 day, 6:30:05, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.6707, top1_acc: 0.3164, top5_acc: 0.5590, loss_cls: 3.1606, loss: 4.8313, grad_norm: 2.2118 2021-07-19 14:12:51,188 - mmaction - INFO - Epoch [59][1660/1879] lr: 1.331e-01, eta: 1 day, 6:29:50, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.6699, top1_acc: 0.3250, top5_acc: 0.5660, loss_cls: 3.1564, loss: 4.8263, grad_norm: 2.2649 2021-07-19 14:13:02,597 - mmaction - INFO - Epoch [59][1680/1879] lr: 1.331e-01, eta: 1 day, 6:29:35, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6828, top1_acc: 0.3156, top5_acc: 0.5461, loss_cls: 3.2041, loss: 4.8869, grad_norm: 2.2620 2021-07-19 14:13:14,495 - mmaction - INFO - Epoch [59][1700/1879] lr: 1.331e-01, eta: 1 day, 6:29:21, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.6646, top1_acc: 0.3141, top5_acc: 0.5602, loss_cls: 3.1628, loss: 4.8274, grad_norm: 2.2465 2021-07-19 14:13:27,846 - mmaction - INFO - Epoch [59][1720/1879] lr: 1.331e-01, eta: 1 day, 6:29:09, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3031, top5_acc: 0.5605, loss_cls: 3.1794, loss: 4.8514, grad_norm: 2.1669 2021-07-19 14:13:39,713 - mmaction - INFO - Epoch [59][1740/1879] lr: 1.330e-01, eta: 1 day, 6:28:54, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.6411, top1_acc: 0.3203, top5_acc: 0.5660, loss_cls: 3.1158, loss: 4.7569, grad_norm: 2.2419 2021-07-19 14:13:53,665 - mmaction - INFO - Epoch [59][1760/1879] lr: 1.330e-01, eta: 1 day, 6:28:43, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.6642, top1_acc: 0.3199, top5_acc: 0.5695, loss_cls: 3.1489, loss: 4.8131, grad_norm: 2.2057 2021-07-19 14:14:06,505 - mmaction - INFO - Epoch [59][1780/1879] lr: 1.330e-01, eta: 1 day, 6:28:30, time: 0.644, data_time: 0.007, memory: 6921, loss_aux: 1.6815, top1_acc: 0.3172, top5_acc: 0.5590, loss_cls: 3.1554, loss: 4.8370, grad_norm: 2.1715 2021-07-19 14:14:21,157 - mmaction - INFO - Epoch [59][1800/1879] lr: 1.330e-01, eta: 1 day, 6:28:20, time: 0.732, data_time: 0.004, memory: 6921, loss_aux: 1.6188, top1_acc: 0.3344, top5_acc: 0.5809, loss_cls: 3.0864, loss: 4.7051, grad_norm: 2.1832 2021-07-19 14:14:32,596 - mmaction - INFO - Epoch [59][1820/1879] lr: 1.329e-01, eta: 1 day, 6:28:06, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.6235, top1_acc: 0.3312, top5_acc: 0.5770, loss_cls: 3.0646, loss: 4.6881, grad_norm: 2.2321 2021-07-19 14:14:44,073 - mmaction - INFO - Epoch [59][1840/1879] lr: 1.329e-01, eta: 1 day, 6:27:51, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6787, top1_acc: 0.3000, top5_acc: 0.5566, loss_cls: 3.1817, loss: 4.8604, grad_norm: 2.2149 2021-07-19 14:14:57,105 - mmaction - INFO - Epoch [59][1860/1879] lr: 1.329e-01, eta: 1 day, 6:27:38, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.6701, top1_acc: 0.3211, top5_acc: 0.5566, loss_cls: 3.1539, loss: 4.8240, grad_norm: 2.1785 2021-07-19 14:15:12,224 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-07-19 14:15:33,578 - mmaction - INFO - Epoch [60][20/1879] lr: 1.329e-01, eta: 1 day, 6:26:57, time: 0.719, data_time: 0.168, memory: 6921, loss_aux: 1.6296, top1_acc: 0.3426, top5_acc: 0.5758, loss_cls: 3.0742, loss: 4.7038, grad_norm: 2.1938 2021-07-19 14:15:44,819 - mmaction - INFO - Epoch [60][40/1879] lr: 1.328e-01, eta: 1 day, 6:26:41, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.6347, top1_acc: 0.3371, top5_acc: 0.5855, loss_cls: 3.0822, loss: 4.7169, grad_norm: 2.2221 2021-07-19 14:15:57,352 - mmaction - INFO - Epoch [60][60/1879] lr: 1.328e-01, eta: 1 day, 6:26:28, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.6235, top1_acc: 0.3191, top5_acc: 0.5762, loss_cls: 3.0670, loss: 4.6905, grad_norm: 2.1894 2021-07-19 14:16:08,751 - mmaction - INFO - Epoch [60][80/1879] lr: 1.328e-01, eta: 1 day, 6:26:13, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.6446, top1_acc: 0.3258, top5_acc: 0.5750, loss_cls: 3.1072, loss: 4.7517, grad_norm: 2.1995 2021-07-19 14:16:21,541 - mmaction - INFO - Epoch [60][100/1879] lr: 1.328e-01, eta: 1 day, 6:26:00, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.6319, top1_acc: 0.3281, top5_acc: 0.5824, loss_cls: 3.0851, loss: 4.7170, grad_norm: 2.2030 2021-07-19 14:16:32,739 - mmaction - INFO - Epoch [60][120/1879] lr: 1.328e-01, eta: 1 day, 6:25:45, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.6466, top1_acc: 0.3156, top5_acc: 0.5648, loss_cls: 3.1466, loss: 4.7932, grad_norm: 2.2905 2021-07-19 14:16:47,147 - mmaction - INFO - Epoch [60][140/1879] lr: 1.327e-01, eta: 1 day, 6:25:35, time: 0.720, data_time: 0.003, memory: 6921, loss_aux: 1.6785, top1_acc: 0.3172, top5_acc: 0.5566, loss_cls: 3.1781, loss: 4.8566, grad_norm: 2.2275 2021-07-19 14:16:58,990 - mmaction - INFO - Epoch [60][160/1879] lr: 1.327e-01, eta: 1 day, 6:25:20, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.6402, top1_acc: 0.3219, top5_acc: 0.5785, loss_cls: 3.1136, loss: 4.7538, grad_norm: 2.2086 2021-07-19 14:17:10,938 - mmaction - INFO - Epoch [60][180/1879] lr: 1.327e-01, eta: 1 day, 6:25:06, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.6534, top1_acc: 0.3238, top5_acc: 0.5715, loss_cls: 3.1181, loss: 4.7715, grad_norm: 2.2116 2021-07-19 14:17:22,128 - mmaction - INFO - Epoch [60][200/1879] lr: 1.327e-01, eta: 1 day, 6:24:51, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.6295, top1_acc: 0.3383, top5_acc: 0.5621, loss_cls: 3.0925, loss: 4.7220, grad_norm: 2.1665 2021-07-19 14:17:33,610 - mmaction - INFO - Epoch [60][220/1879] lr: 1.327e-01, eta: 1 day, 6:24:36, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.6825, top1_acc: 0.3094, top5_acc: 0.5641, loss_cls: 3.1727, loss: 4.8552, grad_norm: 2.2224 2021-07-19 14:17:46,302 - mmaction - INFO - Epoch [60][240/1879] lr: 1.326e-01, eta: 1 day, 6:24:23, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.6690, top1_acc: 0.3230, top5_acc: 0.5715, loss_cls: 3.1573, loss: 4.8262, grad_norm: 2.2667 2021-07-19 14:18:00,055 - mmaction - INFO - Epoch [60][260/1879] lr: 1.326e-01, eta: 1 day, 6:24:11, time: 0.685, data_time: 0.003, memory: 6921, loss_aux: 1.6765, top1_acc: 0.3039, top5_acc: 0.5609, loss_cls: 3.1882, loss: 4.8647, grad_norm: 2.2882 2021-07-19 14:18:12,300 - mmaction - INFO - Epoch [60][280/1879] lr: 1.326e-01, eta: 1 day, 6:23:58, time: 0.615, data_time: 0.007, memory: 6921, loss_aux: 1.6396, top1_acc: 0.3406, top5_acc: 0.5813, loss_cls: 3.0868, loss: 4.7263, grad_norm: 2.1967 2021-07-19 14:18:28,175 - mmaction - INFO - Epoch [60][300/1879] lr: 1.326e-01, eta: 1 day, 6:23:50, time: 0.793, data_time: 0.003, memory: 6921, loss_aux: 1.6385, top1_acc: 0.3273, top5_acc: 0.5762, loss_cls: 3.0725, loss: 4.7110, grad_norm: 2.2323 2021-07-19 14:18:41,565 - mmaction - INFO - Epoch [60][320/1879] lr: 1.326e-01, eta: 1 day, 6:23:38, time: 0.669, data_time: 0.005, memory: 6921, loss_aux: 1.6459, top1_acc: 0.3152, top5_acc: 0.5578, loss_cls: 3.1745, loss: 4.8205, grad_norm: 2.2389 2021-07-19 14:18:53,633 - mmaction - INFO - Epoch [60][340/1879] lr: 1.325e-01, eta: 1 day, 6:23:24, time: 0.605, data_time: 0.007, memory: 6921, loss_aux: 1.6939, top1_acc: 0.3051, top5_acc: 0.5516, loss_cls: 3.2046, loss: 4.8986, grad_norm: 2.2372 2021-07-19 14:19:09,077 - mmaction - INFO - Epoch [60][360/1879] lr: 1.325e-01, eta: 1 day, 6:23:15, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.6510, top1_acc: 0.3152, top5_acc: 0.5680, loss_cls: 3.1609, loss: 4.8119, grad_norm: 2.2017 2021-07-19 14:19:20,602 - mmaction - INFO - Epoch [60][380/1879] lr: 1.325e-01, eta: 1 day, 6:23:00, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.6697, top1_acc: 0.3113, top5_acc: 0.5512, loss_cls: 3.1930, loss: 4.8627, grad_norm: 2.2496 2021-07-19 14:19:32,477 - mmaction - INFO - Epoch [60][400/1879] lr: 1.325e-01, eta: 1 day, 6:22:46, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6802, top1_acc: 0.3066, top5_acc: 0.5570, loss_cls: 3.1887, loss: 4.8688, grad_norm: 2.2847 2021-07-19 14:19:45,887 - mmaction - INFO - Epoch [60][420/1879] lr: 1.324e-01, eta: 1 day, 6:22:34, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.6542, top1_acc: 0.3133, top5_acc: 0.5684, loss_cls: 3.1508, loss: 4.8050, grad_norm: 2.1780 2021-07-19 14:19:57,300 - mmaction - INFO - Epoch [60][440/1879] lr: 1.324e-01, eta: 1 day, 6:22:19, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.6515, top1_acc: 0.3359, top5_acc: 0.5805, loss_cls: 3.1216, loss: 4.7731, grad_norm: 2.2134 2021-07-19 14:20:11,256 - mmaction - INFO - Epoch [60][460/1879] lr: 1.324e-01, eta: 1 day, 6:22:08, time: 0.696, data_time: 0.002, memory: 6921, loss_aux: 1.6928, top1_acc: 0.3070, top5_acc: 0.5492, loss_cls: 3.1898, loss: 4.8826, grad_norm: 2.2578 2021-07-19 14:20:22,415 - mmaction - INFO - Epoch [60][480/1879] lr: 1.324e-01, eta: 1 day, 6:21:52, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.6619, top1_acc: 0.3059, top5_acc: 0.5598, loss_cls: 3.1646, loss: 4.8265, grad_norm: 2.2379 2021-07-19 14:20:37,367 - mmaction - INFO - Epoch [60][500/1879] lr: 1.324e-01, eta: 1 day, 6:21:43, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.6652, top1_acc: 0.3172, top5_acc: 0.5664, loss_cls: 3.1609, loss: 4.8260, grad_norm: 2.2391 2021-07-19 14:20:48,724 - mmaction - INFO - Epoch [60][520/1879] lr: 1.323e-01, eta: 1 day, 6:21:28, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.6762, top1_acc: 0.3082, top5_acc: 0.5648, loss_cls: 3.1591, loss: 4.8353, grad_norm: 2.2274 2021-07-19 14:21:03,954 - mmaction - INFO - Epoch [60][540/1879] lr: 1.323e-01, eta: 1 day, 6:21:19, time: 0.759, data_time: 0.003, memory: 6921, loss_aux: 1.6319, top1_acc: 0.3250, top5_acc: 0.5734, loss_cls: 3.1141, loss: 4.7460, grad_norm: 2.2021 2021-07-19 14:21:16,054 - mmaction - INFO - Epoch [60][560/1879] lr: 1.323e-01, eta: 1 day, 6:21:05, time: 0.606, data_time: 0.008, memory: 6921, loss_aux: 1.6856, top1_acc: 0.3074, top5_acc: 0.5637, loss_cls: 3.2015, loss: 4.8870, grad_norm: 2.2350 2021-07-19 14:21:27,313 - mmaction - INFO - Epoch [60][580/1879] lr: 1.323e-01, eta: 1 day, 6:20:49, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.7092, top1_acc: 0.3051, top5_acc: 0.5445, loss_cls: 3.2435, loss: 4.9527, grad_norm: 2.2426 2021-07-19 14:21:38,478 - mmaction - INFO - Epoch [60][600/1879] lr: 1.323e-01, eta: 1 day, 6:20:34, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.6531, top1_acc: 0.3301, top5_acc: 0.5801, loss_cls: 3.1103, loss: 4.7634, grad_norm: 2.2089 2021-07-19 14:21:49,849 - mmaction - INFO - Epoch [60][620/1879] lr: 1.322e-01, eta: 1 day, 6:20:19, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6992, top1_acc: 0.3160, top5_acc: 0.5539, loss_cls: 3.2041, loss: 4.9033, grad_norm: 2.2283 2021-07-19 14:22:01,465 - mmaction - INFO - Epoch [60][640/1879] lr: 1.322e-01, eta: 1 day, 6:20:04, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6067, top1_acc: 0.3410, top5_acc: 0.5930, loss_cls: 3.0285, loss: 4.6352, grad_norm: 2.2234 2021-07-19 14:22:12,692 - mmaction - INFO - Epoch [60][660/1879] lr: 1.322e-01, eta: 1 day, 6:19:49, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6414, top1_acc: 0.3223, top5_acc: 0.5699, loss_cls: 3.0938, loss: 4.7352, grad_norm: 2.2365 2021-07-19 14:22:24,377 - mmaction - INFO - Epoch [60][680/1879] lr: 1.322e-01, eta: 1 day, 6:19:35, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.6471, top1_acc: 0.3297, top5_acc: 0.5773, loss_cls: 3.0749, loss: 4.7220, grad_norm: 2.2369 2021-07-19 14:22:38,840 - mmaction - INFO - Epoch [60][700/1879] lr: 1.321e-01, eta: 1 day, 6:19:24, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.6947, top1_acc: 0.3078, top5_acc: 0.5539, loss_cls: 3.2185, loss: 4.9132, grad_norm: 2.2416 2021-07-19 14:22:54,207 - mmaction - INFO - Epoch [60][720/1879] lr: 1.321e-01, eta: 1 day, 6:19:15, time: 0.768, data_time: 0.004, memory: 6921, loss_aux: 1.6814, top1_acc: 0.3187, top5_acc: 0.5563, loss_cls: 3.1780, loss: 4.8594, grad_norm: 2.2127 2021-07-19 14:23:05,993 - mmaction - INFO - Epoch [60][740/1879] lr: 1.321e-01, eta: 1 day, 6:19:01, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6245, top1_acc: 0.3312, top5_acc: 0.5773, loss_cls: 3.0938, loss: 4.7184, grad_norm: 2.1729 2021-07-19 14:23:17,534 - mmaction - INFO - Epoch [60][760/1879] lr: 1.321e-01, eta: 1 day, 6:18:46, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.6759, top1_acc: 0.3230, top5_acc: 0.5727, loss_cls: 3.1548, loss: 4.8307, grad_norm: 2.2272 2021-07-19 14:23:29,124 - mmaction - INFO - Epoch [60][780/1879] lr: 1.321e-01, eta: 1 day, 6:18:32, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6434, top1_acc: 0.3242, top5_acc: 0.5605, loss_cls: 3.1480, loss: 4.7914, grad_norm: 2.2363 2021-07-19 14:23:41,030 - mmaction - INFO - Epoch [60][800/1879] lr: 1.320e-01, eta: 1 day, 6:18:17, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.6662, top1_acc: 0.3164, top5_acc: 0.5586, loss_cls: 3.1665, loss: 4.8327, grad_norm: 2.1943 2021-07-19 14:23:53,035 - mmaction - INFO - Epoch [60][820/1879] lr: 1.320e-01, eta: 1 day, 6:18:03, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6652, top1_acc: 0.3195, top5_acc: 0.5672, loss_cls: 3.1412, loss: 4.8064, grad_norm: 2.2463 2021-07-19 14:24:06,030 - mmaction - INFO - Epoch [60][840/1879] lr: 1.320e-01, eta: 1 day, 6:17:51, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.6735, top1_acc: 0.3281, top5_acc: 0.5543, loss_cls: 3.1695, loss: 4.8430, grad_norm: 2.2324 2021-07-19 14:24:18,070 - mmaction - INFO - Epoch [60][860/1879] lr: 1.320e-01, eta: 1 day, 6:17:36, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.6650, top1_acc: 0.3180, top5_acc: 0.5664, loss_cls: 3.1491, loss: 4.8140, grad_norm: 2.1972 2021-07-19 14:24:30,632 - mmaction - INFO - Epoch [60][880/1879] lr: 1.320e-01, eta: 1 day, 6:17:23, time: 0.641, data_time: 0.016, memory: 6921, loss_aux: 1.6503, top1_acc: 0.3195, top5_acc: 0.5719, loss_cls: 3.1072, loss: 4.7575, grad_norm: 2.2470 2021-07-19 14:24:42,217 - mmaction - INFO - Epoch [60][900/1879] lr: 1.319e-01, eta: 1 day, 6:17:09, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6716, top1_acc: 0.3148, top5_acc: 0.5621, loss_cls: 3.1608, loss: 4.8324, grad_norm: 2.2178 2021-07-19 14:24:55,522 - mmaction - INFO - Epoch [60][920/1879] lr: 1.319e-01, eta: 1 day, 6:16:57, time: 0.662, data_time: 0.001, memory: 6921, loss_aux: 1.6719, top1_acc: 0.3160, top5_acc: 0.5660, loss_cls: 3.1790, loss: 4.8509, grad_norm: 2.2366 2021-07-19 14:25:06,938 - mmaction - INFO - Epoch [60][940/1879] lr: 1.319e-01, eta: 1 day, 6:16:42, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3016, top5_acc: 0.5578, loss_cls: 3.1869, loss: 4.8588, grad_norm: 2.2436 2021-07-19 14:25:22,453 - mmaction - INFO - Epoch [60][960/1879] lr: 1.319e-01, eta: 1 day, 6:16:33, time: 0.775, data_time: 0.003, memory: 6921, loss_aux: 1.6763, top1_acc: 0.3078, top5_acc: 0.5586, loss_cls: 3.1684, loss: 4.8447, grad_norm: 2.2164 2021-07-19 14:25:35,519 - mmaction - INFO - Epoch [60][980/1879] lr: 1.319e-01, eta: 1 day, 6:16:21, time: 0.654, data_time: 0.005, memory: 6921, loss_aux: 1.6520, top1_acc: 0.3324, top5_acc: 0.5828, loss_cls: 3.1206, loss: 4.7726, grad_norm: 2.2580 2021-07-19 14:25:49,603 - mmaction - INFO - Epoch [60][1000/1879] lr: 1.318e-01, eta: 1 day, 6:16:10, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.6137, top1_acc: 0.3395, top5_acc: 0.5855, loss_cls: 3.0567, loss: 4.6703, grad_norm: 2.1774 2021-07-19 14:26:01,642 - mmaction - INFO - Epoch [60][1020/1879] lr: 1.318e-01, eta: 1 day, 6:15:56, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.6682, top1_acc: 0.3172, top5_acc: 0.5504, loss_cls: 3.1722, loss: 4.8404, grad_norm: 2.2439 2021-07-19 14:26:14,014 - mmaction - INFO - Epoch [60][1040/1879] lr: 1.318e-01, eta: 1 day, 6:15:42, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.6668, top1_acc: 0.3113, top5_acc: 0.5793, loss_cls: 3.1312, loss: 4.7980, grad_norm: 2.2060 2021-07-19 14:26:25,954 - mmaction - INFO - Epoch [60][1060/1879] lr: 1.318e-01, eta: 1 day, 6:15:28, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.6519, top1_acc: 0.3246, top5_acc: 0.5645, loss_cls: 3.1276, loss: 4.7795, grad_norm: 2.2173 2021-07-19 14:26:40,301 - mmaction - INFO - Epoch [60][1080/1879] lr: 1.317e-01, eta: 1 day, 6:15:17, time: 0.716, data_time: 0.001, memory: 6921, loss_aux: 1.6374, top1_acc: 0.3297, top5_acc: 0.5801, loss_cls: 3.0824, loss: 4.7198, grad_norm: 2.2414 2021-07-19 14:26:51,930 - mmaction - INFO - Epoch [60][1100/1879] lr: 1.317e-01, eta: 1 day, 6:15:03, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3238, top5_acc: 0.5660, loss_cls: 3.1172, loss: 4.7739, grad_norm: 2.2552 2021-07-19 14:27:04,421 - mmaction - INFO - Epoch [60][1120/1879] lr: 1.317e-01, eta: 1 day, 6:14:49, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.6497, top1_acc: 0.3199, top5_acc: 0.5684, loss_cls: 3.1351, loss: 4.7849, grad_norm: 2.2528 2021-07-19 14:27:22,306 - mmaction - INFO - Epoch [60][1140/1879] lr: 1.317e-01, eta: 1 day, 6:14:44, time: 0.893, data_time: 0.003, memory: 6921, loss_aux: 1.6702, top1_acc: 0.3105, top5_acc: 0.5613, loss_cls: 3.1722, loss: 4.8423, grad_norm: 2.2371 2021-07-19 14:27:33,461 - mmaction - INFO - Epoch [60][1160/1879] lr: 1.317e-01, eta: 1 day, 6:14:29, time: 0.560, data_time: 0.007, memory: 6921, loss_aux: 1.6649, top1_acc: 0.3219, top5_acc: 0.5648, loss_cls: 3.1787, loss: 4.8435, grad_norm: 2.1857 2021-07-19 14:27:47,735 - mmaction - INFO - Epoch [60][1180/1879] lr: 1.316e-01, eta: 1 day, 6:14:18, time: 0.713, data_time: 0.002, memory: 6921, loss_aux: 1.6897, top1_acc: 0.3047, top5_acc: 0.5539, loss_cls: 3.2132, loss: 4.9029, grad_norm: 2.2138 2021-07-19 14:27:58,836 - mmaction - INFO - Epoch [60][1200/1879] lr: 1.316e-01, eta: 1 day, 6:14:03, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6694, top1_acc: 0.3152, top5_acc: 0.5789, loss_cls: 3.1647, loss: 4.8341, grad_norm: 2.1971 2021-07-19 14:28:10,097 - mmaction - INFO - Epoch [60][1220/1879] lr: 1.316e-01, eta: 1 day, 6:13:48, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6230, top1_acc: 0.3168, top5_acc: 0.5813, loss_cls: 3.0976, loss: 4.7206, grad_norm: 2.2365 2021-07-19 14:28:23,251 - mmaction - INFO - Epoch [60][1240/1879] lr: 1.316e-01, eta: 1 day, 6:13:35, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.6715, top1_acc: 0.3117, top5_acc: 0.5617, loss_cls: 3.1768, loss: 4.8483, grad_norm: 2.2238 2021-07-19 14:28:34,417 - mmaction - INFO - Epoch [60][1260/1879] lr: 1.316e-01, eta: 1 day, 6:13:20, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6521, top1_acc: 0.3277, top5_acc: 0.5695, loss_cls: 3.1059, loss: 4.7579, grad_norm: 2.2613 2021-07-19 14:28:47,665 - mmaction - INFO - Epoch [60][1280/1879] lr: 1.315e-01, eta: 1 day, 6:13:08, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.6711, top1_acc: 0.3227, top5_acc: 0.5645, loss_cls: 3.1647, loss: 4.8358, grad_norm: 2.2558 2021-07-19 14:28:59,105 - mmaction - INFO - Epoch [60][1300/1879] lr: 1.315e-01, eta: 1 day, 6:12:53, time: 0.574, data_time: 0.005, memory: 6921, loss_aux: 1.6632, top1_acc: 0.3168, top5_acc: 0.5660, loss_cls: 3.1407, loss: 4.8038, grad_norm: 2.2179 2021-07-19 14:29:11,835 - mmaction - INFO - Epoch [60][1320/1879] lr: 1.315e-01, eta: 1 day, 6:12:40, time: 0.628, data_time: 0.001, memory: 6921, loss_aux: 1.6395, top1_acc: 0.3172, top5_acc: 0.5746, loss_cls: 3.0988, loss: 4.7383, grad_norm: 2.2181 2021-07-19 14:29:26,863 - mmaction - INFO - Epoch [60][1340/1879] lr: 1.315e-01, eta: 1 day, 6:12:31, time: 0.759, data_time: 0.012, memory: 6921, loss_aux: 1.6676, top1_acc: 0.3203, top5_acc: 0.5715, loss_cls: 3.1225, loss: 4.7901, grad_norm: 2.2660 2021-07-19 14:29:38,803 - mmaction - INFO - Epoch [60][1360/1879] lr: 1.315e-01, eta: 1 day, 6:12:16, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.6508, top1_acc: 0.3105, top5_acc: 0.5723, loss_cls: 3.1279, loss: 4.7787, grad_norm: 2.2539 2021-07-19 14:29:51,263 - mmaction - INFO - Epoch [60][1380/1879] lr: 1.314e-01, eta: 1 day, 6:12:03, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 1.6536, top1_acc: 0.3316, top5_acc: 0.5699, loss_cls: 3.1008, loss: 4.7544, grad_norm: 2.1651 2021-07-19 14:30:03,589 - mmaction - INFO - Epoch [60][1400/1879] lr: 1.314e-01, eta: 1 day, 6:11:50, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.6495, top1_acc: 0.3336, top5_acc: 0.5781, loss_cls: 3.1110, loss: 4.7605, grad_norm: 2.2315 2021-07-19 14:30:15,621 - mmaction - INFO - Epoch [60][1420/1879] lr: 1.314e-01, eta: 1 day, 6:11:36, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.6360, top1_acc: 0.3293, top5_acc: 0.5680, loss_cls: 3.1193, loss: 4.7553, grad_norm: 2.2007 2021-07-19 14:30:27,813 - mmaction - INFO - Epoch [60][1440/1879] lr: 1.314e-01, eta: 1 day, 6:11:22, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6839, top1_acc: 0.3187, top5_acc: 0.5645, loss_cls: 3.1808, loss: 4.8648, grad_norm: 2.2012 2021-07-19 14:30:39,411 - mmaction - INFO - Epoch [60][1460/1879] lr: 1.313e-01, eta: 1 day, 6:11:07, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6628, top1_acc: 0.3395, top5_acc: 0.5863, loss_cls: 3.0965, loss: 4.7593, grad_norm: 2.2369 2021-07-19 14:30:52,250 - mmaction - INFO - Epoch [60][1480/1879] lr: 1.313e-01, eta: 1 day, 6:10:54, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.6817, top1_acc: 0.3117, top5_acc: 0.5586, loss_cls: 3.1932, loss: 4.8749, grad_norm: 2.2468 2021-07-19 14:31:04,262 - mmaction - INFO - Epoch [60][1500/1879] lr: 1.313e-01, eta: 1 day, 6:10:40, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.6921, top1_acc: 0.3125, top5_acc: 0.5492, loss_cls: 3.1964, loss: 4.8885, grad_norm: 2.2240 2021-07-19 14:31:16,004 - mmaction - INFO - Epoch [60][1520/1879] lr: 1.313e-01, eta: 1 day, 6:10:26, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.6887, top1_acc: 0.3043, top5_acc: 0.5574, loss_cls: 3.1940, loss: 4.8827, grad_norm: 2.2317 2021-07-19 14:31:26,986 - mmaction - INFO - Epoch [60][1540/1879] lr: 1.313e-01, eta: 1 day, 6:10:10, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.6747, top1_acc: 0.3184, top5_acc: 0.5629, loss_cls: 3.1583, loss: 4.8330, grad_norm: 2.1915 2021-07-19 14:31:38,327 - mmaction - INFO - Epoch [60][1560/1879] lr: 1.312e-01, eta: 1 day, 6:09:55, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.6820, top1_acc: 0.3094, top5_acc: 0.5703, loss_cls: 3.1621, loss: 4.8441, grad_norm: 2.2470 2021-07-19 14:31:49,980 - mmaction - INFO - Epoch [60][1580/1879] lr: 1.312e-01, eta: 1 day, 6:09:41, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.6930, top1_acc: 0.3113, top5_acc: 0.5590, loss_cls: 3.2071, loss: 4.9002, grad_norm: 2.2649 2021-07-19 14:32:03,046 - mmaction - INFO - Epoch [60][1600/1879] lr: 1.312e-01, eta: 1 day, 6:09:28, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.6419, top1_acc: 0.3105, top5_acc: 0.5813, loss_cls: 3.1070, loss: 4.7490, grad_norm: 2.2653 2021-07-19 14:32:15,901 - mmaction - INFO - Epoch [60][1620/1879] lr: 1.312e-01, eta: 1 day, 6:09:15, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.6707, top1_acc: 0.3184, top5_acc: 0.5715, loss_cls: 3.1258, loss: 4.7965, grad_norm: 2.2190 2021-07-19 14:32:26,960 - mmaction - INFO - Epoch [60][1640/1879] lr: 1.312e-01, eta: 1 day, 6:09:00, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.6882, top1_acc: 0.3133, top5_acc: 0.5586, loss_cls: 3.1967, loss: 4.8849, grad_norm: 2.2276 2021-07-19 14:32:39,343 - mmaction - INFO - Epoch [60][1660/1879] lr: 1.311e-01, eta: 1 day, 6:08:46, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.6965, top1_acc: 0.3090, top5_acc: 0.5492, loss_cls: 3.2295, loss: 4.9260, grad_norm: 2.2280 2021-07-19 14:32:50,855 - mmaction - INFO - Epoch [60][1680/1879] lr: 1.311e-01, eta: 1 day, 6:08:32, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.6545, top1_acc: 0.3195, top5_acc: 0.5773, loss_cls: 3.1316, loss: 4.7861, grad_norm: 2.2150 2021-07-19 14:33:03,831 - mmaction - INFO - Epoch [60][1700/1879] lr: 1.311e-01, eta: 1 day, 6:08:19, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.6834, top1_acc: 0.3152, top5_acc: 0.5641, loss_cls: 3.1664, loss: 4.8498, grad_norm: 2.2744 2021-07-19 14:33:15,249 - mmaction - INFO - Epoch [60][1720/1879] lr: 1.311e-01, eta: 1 day, 6:08:04, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6627, top1_acc: 0.3094, top5_acc: 0.5691, loss_cls: 3.1560, loss: 4.8187, grad_norm: 2.1956 2021-07-19 14:33:27,095 - mmaction - INFO - Epoch [60][1740/1879] lr: 1.311e-01, eta: 1 day, 6:07:50, time: 0.591, data_time: 0.001, memory: 6921, loss_aux: 1.6411, top1_acc: 0.3266, top5_acc: 0.5781, loss_cls: 3.1055, loss: 4.7465, grad_norm: 2.2501 2021-07-19 14:33:38,209 - mmaction - INFO - Epoch [60][1760/1879] lr: 1.310e-01, eta: 1 day, 6:07:34, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.6491, top1_acc: 0.3211, top5_acc: 0.5656, loss_cls: 3.1211, loss: 4.7702, grad_norm: 2.2564 2021-07-19 14:33:50,345 - mmaction - INFO - Epoch [60][1780/1879] lr: 1.310e-01, eta: 1 day, 6:07:21, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.6567, top1_acc: 0.3203, top5_acc: 0.5531, loss_cls: 3.1562, loss: 4.8129, grad_norm: 2.2429 2021-07-19 14:34:05,213 - mmaction - INFO - Epoch [60][1800/1879] lr: 1.310e-01, eta: 1 day, 6:07:11, time: 0.744, data_time: 0.003, memory: 6921, loss_aux: 1.6507, top1_acc: 0.3160, top5_acc: 0.5707, loss_cls: 3.1132, loss: 4.7639, grad_norm: 2.2677 2021-07-19 14:34:16,671 - mmaction - INFO - Epoch [60][1820/1879] lr: 1.310e-01, eta: 1 day, 6:06:56, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6598, top1_acc: 0.3145, top5_acc: 0.5797, loss_cls: 3.1649, loss: 4.8247, grad_norm: 2.2684 2021-07-19 14:34:29,740 - mmaction - INFO - Epoch [60][1840/1879] lr: 1.309e-01, eta: 1 day, 6:06:44, time: 0.654, data_time: 0.005, memory: 6921, loss_aux: 1.6933, top1_acc: 0.3098, top5_acc: 0.5656, loss_cls: 3.1953, loss: 4.8886, grad_norm: 2.2722 2021-07-19 14:34:42,800 - mmaction - INFO - Epoch [60][1860/1879] lr: 1.309e-01, eta: 1 day, 6:06:31, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.6669, top1_acc: 0.3207, top5_acc: 0.5645, loss_cls: 3.1747, loss: 4.8416, grad_norm: 2.1949 2021-07-19 14:34:52,913 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-07-19 14:35:15,444 - mmaction - INFO - Epoch [61][20/1879] lr: 1.309e-01, eta: 1 day, 6:05:59, time: 1.028, data_time: 0.330, memory: 6921, loss_aux: 1.6765, top1_acc: 0.3078, top5_acc: 0.5648, loss_cls: 3.1870, loss: 4.8635, grad_norm: 2.2271 2021-07-19 14:35:28,088 - mmaction - INFO - Epoch [61][40/1879] lr: 1.309e-01, eta: 1 day, 6:05:47, time: 0.636, data_time: 0.013, memory: 6921, loss_aux: 1.6335, top1_acc: 0.3402, top5_acc: 0.5672, loss_cls: 3.1168, loss: 4.7503, grad_norm: 2.1874 2021-07-19 14:35:39,384 - mmaction - INFO - Epoch [61][60/1879] lr: 1.308e-01, eta: 1 day, 6:05:31, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.6181, top1_acc: 0.3301, top5_acc: 0.5820, loss_cls: 3.0786, loss: 4.6967, grad_norm: 2.2474 2021-07-19 14:35:51,571 - mmaction - INFO - Epoch [61][80/1879] lr: 1.308e-01, eta: 1 day, 6:05:18, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.6456, top1_acc: 0.3289, top5_acc: 0.5727, loss_cls: 3.1118, loss: 4.7574, grad_norm: 2.2173 2021-07-19 14:36:03,308 - mmaction - INFO - Epoch [61][100/1879] lr: 1.308e-01, eta: 1 day, 6:05:03, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.6797, top1_acc: 0.3227, top5_acc: 0.5762, loss_cls: 3.1491, loss: 4.8288, grad_norm: 2.2232 2021-07-19 14:36:14,543 - mmaction - INFO - Epoch [61][120/1879] lr: 1.308e-01, eta: 1 day, 6:04:48, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6778, top1_acc: 0.3141, top5_acc: 0.5609, loss_cls: 3.1749, loss: 4.8528, grad_norm: 2.2397 2021-07-19 14:36:26,592 - mmaction - INFO - Epoch [61][140/1879] lr: 1.308e-01, eta: 1 day, 6:04:34, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.6601, top1_acc: 0.3266, top5_acc: 0.5734, loss_cls: 3.1387, loss: 4.7987, grad_norm: 2.2012 2021-07-19 14:36:38,045 - mmaction - INFO - Epoch [61][160/1879] lr: 1.307e-01, eta: 1 day, 6:04:19, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6709, top1_acc: 0.3004, top5_acc: 0.5633, loss_cls: 3.1724, loss: 4.8433, grad_norm: 2.2351 2021-07-19 14:36:49,642 - mmaction - INFO - Epoch [61][180/1879] lr: 1.307e-01, eta: 1 day, 6:04:05, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6009, top1_acc: 0.3438, top5_acc: 0.5805, loss_cls: 3.0580, loss: 4.6589, grad_norm: 2.2262 2021-07-19 14:37:01,053 - mmaction - INFO - Epoch [61][200/1879] lr: 1.307e-01, eta: 1 day, 6:03:50, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.6933, top1_acc: 0.3109, top5_acc: 0.5527, loss_cls: 3.1969, loss: 4.8902, grad_norm: 2.2645 2021-07-19 14:37:13,636 - mmaction - INFO - Epoch [61][220/1879] lr: 1.307e-01, eta: 1 day, 6:03:37, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.6192, top1_acc: 0.3473, top5_acc: 0.5953, loss_cls: 3.0215, loss: 4.6408, grad_norm: 2.1786 2021-07-19 14:37:24,943 - mmaction - INFO - Epoch [61][240/1879] lr: 1.306e-01, eta: 1 day, 6:03:21, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.6300, top1_acc: 0.3355, top5_acc: 0.5922, loss_cls: 3.0478, loss: 4.6778, grad_norm: 2.2500 2021-07-19 14:37:37,204 - mmaction - INFO - Epoch [61][260/1879] lr: 1.306e-01, eta: 1 day, 6:03:08, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.6587, top1_acc: 0.3297, top5_acc: 0.5738, loss_cls: 3.1176, loss: 4.7763, grad_norm: 2.2506 2021-07-19 14:37:49,594 - mmaction - INFO - Epoch [61][280/1879] lr: 1.306e-01, eta: 1 day, 6:02:54, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.6681, top1_acc: 0.3172, top5_acc: 0.5676, loss_cls: 3.1548, loss: 4.8229, grad_norm: 2.2273 2021-07-19 14:38:01,554 - mmaction - INFO - Epoch [61][300/1879] lr: 1.306e-01, eta: 1 day, 6:02:40, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.6669, top1_acc: 0.3187, top5_acc: 0.5547, loss_cls: 3.1719, loss: 4.8387, grad_norm: 2.1941 2021-07-19 14:38:13,000 - mmaction - INFO - Epoch [61][320/1879] lr: 1.306e-01, eta: 1 day, 6:02:25, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.6273, top1_acc: 0.3375, top5_acc: 0.5762, loss_cls: 3.0604, loss: 4.6877, grad_norm: 2.2136 2021-07-19 14:38:24,509 - mmaction - INFO - Epoch [61][340/1879] lr: 1.305e-01, eta: 1 day, 6:02:11, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.6488, top1_acc: 0.3203, top5_acc: 0.5867, loss_cls: 3.1282, loss: 4.7770, grad_norm: 2.2441 2021-07-19 14:38:35,755 - mmaction - INFO - Epoch [61][360/1879] lr: 1.305e-01, eta: 1 day, 6:01:56, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.6945, top1_acc: 0.3051, top5_acc: 0.5617, loss_cls: 3.2010, loss: 4.8955, grad_norm: 2.2462 2021-07-19 14:38:47,464 - mmaction - INFO - Epoch [61][380/1879] lr: 1.305e-01, eta: 1 day, 6:01:41, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.6341, top1_acc: 0.3316, top5_acc: 0.5770, loss_cls: 3.0644, loss: 4.6985, grad_norm: 2.1842 2021-07-19 14:38:58,707 - mmaction - INFO - Epoch [61][400/1879] lr: 1.305e-01, eta: 1 day, 6:01:26, time: 0.562, data_time: 0.001, memory: 6921, loss_aux: 1.6518, top1_acc: 0.3246, top5_acc: 0.5730, loss_cls: 3.1324, loss: 4.7842, grad_norm: 2.2724 2021-07-19 14:39:09,902 - mmaction - INFO - Epoch [61][420/1879] lr: 1.305e-01, eta: 1 day, 6:01:11, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6306, top1_acc: 0.3187, top5_acc: 0.5707, loss_cls: 3.1247, loss: 4.7552, grad_norm: 2.2920 2021-07-19 14:39:27,841 - mmaction - INFO - Epoch [61][440/1879] lr: 1.304e-01, eta: 1 day, 6:01:05, time: 0.895, data_time: 0.001, memory: 6921, loss_aux: 1.6098, top1_acc: 0.3285, top5_acc: 0.5836, loss_cls: 3.0529, loss: 4.6627, grad_norm: 2.1829 2021-07-19 14:39:43,505 - mmaction - INFO - Epoch [61][460/1879] lr: 1.304e-01, eta: 1 day, 6:00:57, time: 0.782, data_time: 0.004, memory: 6921, loss_aux: 1.6456, top1_acc: 0.3246, top5_acc: 0.5754, loss_cls: 3.1044, loss: 4.7499, grad_norm: 2.2610 2021-07-19 14:39:56,020 - mmaction - INFO - Epoch [61][480/1879] lr: 1.304e-01, eta: 1 day, 6:00:44, time: 0.628, data_time: 0.006, memory: 6921, loss_aux: 1.6548, top1_acc: 0.3168, top5_acc: 0.5660, loss_cls: 3.1352, loss: 4.7900, grad_norm: 2.3681 2021-07-19 14:40:10,130 - mmaction - INFO - Epoch [61][500/1879] lr: 1.304e-01, eta: 1 day, 6:00:33, time: 0.705, data_time: 0.002, memory: 6921, loss_aux: 1.6479, top1_acc: 0.3297, top5_acc: 0.5789, loss_cls: 3.1151, loss: 4.7631, grad_norm: 2.2472 2021-07-19 14:40:22,678 - mmaction - INFO - Epoch [61][520/1879] lr: 1.304e-01, eta: 1 day, 6:00:20, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6542, top1_acc: 0.2941, top5_acc: 0.5656, loss_cls: 3.1661, loss: 4.8203, grad_norm: 2.2091 2021-07-19 14:40:34,515 - mmaction - INFO - Epoch [61][540/1879] lr: 1.303e-01, eta: 1 day, 6:00:05, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.6649, top1_acc: 0.3270, top5_acc: 0.5617, loss_cls: 3.1450, loss: 4.8098, grad_norm: 2.2395 2021-07-19 14:40:47,409 - mmaction - INFO - Epoch [61][560/1879] lr: 1.303e-01, eta: 1 day, 5:59:53, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.6858, top1_acc: 0.3203, top5_acc: 0.5594, loss_cls: 3.2052, loss: 4.8910, grad_norm: 2.1811 2021-07-19 14:40:58,644 - mmaction - INFO - Epoch [61][580/1879] lr: 1.303e-01, eta: 1 day, 5:59:37, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6710, top1_acc: 0.3195, top5_acc: 0.5578, loss_cls: 3.1563, loss: 4.8273, grad_norm: 2.1962 2021-07-19 14:41:10,317 - mmaction - INFO - Epoch [61][600/1879] lr: 1.303e-01, eta: 1 day, 5:59:23, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6645, top1_acc: 0.3262, top5_acc: 0.5695, loss_cls: 3.1726, loss: 4.8370, grad_norm: 2.2175 2021-07-19 14:41:22,591 - mmaction - INFO - Epoch [61][620/1879] lr: 1.302e-01, eta: 1 day, 5:59:09, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.6098, top1_acc: 0.3332, top5_acc: 0.5855, loss_cls: 3.0162, loss: 4.6260, grad_norm: 2.2295 2021-07-19 14:41:36,263 - mmaction - INFO - Epoch [61][640/1879] lr: 1.302e-01, eta: 1 day, 5:58:58, time: 0.685, data_time: 0.004, memory: 6921, loss_aux: 1.6432, top1_acc: 0.3254, top5_acc: 0.5828, loss_cls: 3.1169, loss: 4.7601, grad_norm: 2.2698 2021-07-19 14:41:48,502 - mmaction - INFO - Epoch [61][660/1879] lr: 1.302e-01, eta: 1 day, 5:58:44, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.6425, top1_acc: 0.3238, top5_acc: 0.5707, loss_cls: 3.1359, loss: 4.7784, grad_norm: 2.1805 2021-07-19 14:41:59,872 - mmaction - INFO - Epoch [61][680/1879] lr: 1.302e-01, eta: 1 day, 5:58:29, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.6492, top1_acc: 0.3219, top5_acc: 0.5598, loss_cls: 3.1565, loss: 4.8056, grad_norm: 2.2136 2021-07-19 14:42:11,604 - mmaction - INFO - Epoch [61][700/1879] lr: 1.302e-01, eta: 1 day, 5:58:15, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6117, top1_acc: 0.3383, top5_acc: 0.5871, loss_cls: 3.0385, loss: 4.6502, grad_norm: 2.2416 2021-07-19 14:42:24,841 - mmaction - INFO - Epoch [61][720/1879] lr: 1.301e-01, eta: 1 day, 5:58:02, time: 0.658, data_time: 0.006, memory: 6921, loss_aux: 1.6793, top1_acc: 0.3164, top5_acc: 0.5641, loss_cls: 3.1969, loss: 4.8761, grad_norm: 2.2486 2021-07-19 14:42:36,761 - mmaction - INFO - Epoch [61][740/1879] lr: 1.301e-01, eta: 1 day, 5:57:48, time: 0.600, data_time: 0.007, memory: 6921, loss_aux: 1.6731, top1_acc: 0.3215, top5_acc: 0.5707, loss_cls: 3.1619, loss: 4.8350, grad_norm: 2.2517 2021-07-19 14:42:49,779 - mmaction - INFO - Epoch [61][760/1879] lr: 1.301e-01, eta: 1 day, 5:57:36, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.6893, top1_acc: 0.3191, top5_acc: 0.5676, loss_cls: 3.1779, loss: 4.8672, grad_norm: 2.2314 2021-07-19 14:43:03,340 - mmaction - INFO - Epoch [61][780/1879] lr: 1.301e-01, eta: 1 day, 5:57:24, time: 0.679, data_time: 0.006, memory: 6921, loss_aux: 1.6448, top1_acc: 0.3223, top5_acc: 0.5746, loss_cls: 3.1170, loss: 4.7618, grad_norm: 2.2553 2021-07-19 14:43:15,065 - mmaction - INFO - Epoch [61][800/1879] lr: 1.301e-01, eta: 1 day, 5:57:10, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.6664, top1_acc: 0.3207, top5_acc: 0.5730, loss_cls: 3.1479, loss: 4.8143, grad_norm: 2.2276 2021-07-19 14:43:26,787 - mmaction - INFO - Epoch [61][820/1879] lr: 1.300e-01, eta: 1 day, 5:56:55, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6580, top1_acc: 0.3168, top5_acc: 0.5652, loss_cls: 3.1490, loss: 4.8070, grad_norm: 2.2109 2021-07-19 14:43:38,472 - mmaction - INFO - Epoch [61][840/1879] lr: 1.300e-01, eta: 1 day, 5:56:41, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.6563, top1_acc: 0.3215, top5_acc: 0.5637, loss_cls: 3.1348, loss: 4.7911, grad_norm: 2.2316 2021-07-19 14:43:49,841 - mmaction - INFO - Epoch [61][860/1879] lr: 1.300e-01, eta: 1 day, 5:56:26, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6520, top1_acc: 0.3215, top5_acc: 0.5754, loss_cls: 3.1264, loss: 4.7784, grad_norm: 2.2435 2021-07-19 14:44:01,099 - mmaction - INFO - Epoch [61][880/1879] lr: 1.300e-01, eta: 1 day, 5:56:11, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6528, top1_acc: 0.3176, top5_acc: 0.5711, loss_cls: 3.1302, loss: 4.7831, grad_norm: 2.2476 2021-07-19 14:44:13,636 - mmaction - INFO - Epoch [61][900/1879] lr: 1.299e-01, eta: 1 day, 5:55:58, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.6404, top1_acc: 0.3105, top5_acc: 0.5785, loss_cls: 3.0849, loss: 4.7253, grad_norm: 2.2387 2021-07-19 14:44:25,693 - mmaction - INFO - Epoch [61][920/1879] lr: 1.299e-01, eta: 1 day, 5:55:44, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.6471, top1_acc: 0.3328, top5_acc: 0.5766, loss_cls: 3.1109, loss: 4.7579, grad_norm: 2.1714 2021-07-19 14:44:36,594 - mmaction - INFO - Epoch [61][940/1879] lr: 1.299e-01, eta: 1 day, 5:55:28, time: 0.546, data_time: 0.003, memory: 6921, loss_aux: 1.6747, top1_acc: 0.3156, top5_acc: 0.5598, loss_cls: 3.1651, loss: 4.8398, grad_norm: 2.2504 2021-07-19 14:44:47,926 - mmaction - INFO - Epoch [61][960/1879] lr: 1.299e-01, eta: 1 day, 5:55:13, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.7270, top1_acc: 0.3055, top5_acc: 0.5437, loss_cls: 3.2773, loss: 5.0043, grad_norm: 2.2603 2021-07-19 14:44:59,576 - mmaction - INFO - Epoch [61][980/1879] lr: 1.299e-01, eta: 1 day, 5:54:58, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.6404, top1_acc: 0.3180, top5_acc: 0.5820, loss_cls: 3.1044, loss: 4.7448, grad_norm: 2.2597 2021-07-19 14:45:11,823 - mmaction - INFO - Epoch [61][1000/1879] lr: 1.298e-01, eta: 1 day, 5:54:44, time: 0.581, data_time: 0.009, memory: 6921, loss_aux: 1.6552, top1_acc: 0.3223, top5_acc: 0.5809, loss_cls: 3.1261, loss: 4.7813, grad_norm: 2.2263 2021-07-19 14:45:23,180 - mmaction - INFO - Epoch [61][1020/1879] lr: 1.298e-01, eta: 1 day, 5:54:30, time: 0.605, data_time: 0.040, memory: 6921, loss_aux: 1.6657, top1_acc: 0.3297, top5_acc: 0.5727, loss_cls: 3.1655, loss: 4.8313, grad_norm: 2.2153 2021-07-19 14:45:35,094 - mmaction - INFO - Epoch [61][1040/1879] lr: 1.298e-01, eta: 1 day, 5:54:16, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.6766, top1_acc: 0.3063, top5_acc: 0.5711, loss_cls: 3.1840, loss: 4.8606, grad_norm: 2.2273 2021-07-19 14:45:46,277 - mmaction - INFO - Epoch [61][1060/1879] lr: 1.298e-01, eta: 1 day, 5:54:00, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.6675, top1_acc: 0.3176, top5_acc: 0.5594, loss_cls: 3.1694, loss: 4.8369, grad_norm: 2.2151 2021-07-19 14:46:00,235 - mmaction - INFO - Epoch [61][1080/1879] lr: 1.298e-01, eta: 1 day, 5:53:49, time: 0.696, data_time: 0.004, memory: 6921, loss_aux: 1.6648, top1_acc: 0.3195, top5_acc: 0.5621, loss_cls: 3.1817, loss: 4.8465, grad_norm: 2.2471 2021-07-19 14:46:11,431 - mmaction - INFO - Epoch [61][1100/1879] lr: 1.297e-01, eta: 1 day, 5:53:34, time: 0.563, data_time: 0.006, memory: 6921, loss_aux: 1.6451, top1_acc: 0.3297, top5_acc: 0.5809, loss_cls: 3.0943, loss: 4.7394, grad_norm: 2.2369 2021-07-19 14:46:23,454 - mmaction - INFO - Epoch [61][1120/1879] lr: 1.297e-01, eta: 1 day, 5:53:20, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6912, top1_acc: 0.3230, top5_acc: 0.5527, loss_cls: 3.2034, loss: 4.8947, grad_norm: 2.2496 2021-07-19 14:46:39,486 - mmaction - INFO - Epoch [61][1140/1879] lr: 1.297e-01, eta: 1 day, 5:53:12, time: 0.810, data_time: 0.019, memory: 6921, loss_aux: 1.6870, top1_acc: 0.3168, top5_acc: 0.5605, loss_cls: 3.2230, loss: 4.9100, grad_norm: 2.2569 2021-07-19 14:46:50,610 - mmaction - INFO - Epoch [61][1160/1879] lr: 1.297e-01, eta: 1 day, 5:52:57, time: 0.563, data_time: 0.009, memory: 6921, loss_aux: 1.6263, top1_acc: 0.3152, top5_acc: 0.5871, loss_cls: 3.0837, loss: 4.7100, grad_norm: 2.2486 2021-07-19 14:47:03,816 - mmaction - INFO - Epoch [61][1180/1879] lr: 1.296e-01, eta: 1 day, 5:52:45, time: 0.658, data_time: 0.002, memory: 6921, loss_aux: 1.6521, top1_acc: 0.3238, top5_acc: 0.5875, loss_cls: 3.1030, loss: 4.7550, grad_norm: 2.2341 2021-07-19 14:47:14,967 - mmaction - INFO - Epoch [61][1200/1879] lr: 1.296e-01, eta: 1 day, 5:52:29, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.6886, top1_acc: 0.3094, top5_acc: 0.5426, loss_cls: 3.2196, loss: 4.9082, grad_norm: 2.2070 2021-07-19 14:47:26,208 - mmaction - INFO - Epoch [61][1220/1879] lr: 1.296e-01, eta: 1 day, 5:52:14, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.6544, top1_acc: 0.3281, top5_acc: 0.5609, loss_cls: 3.1413, loss: 4.7956, grad_norm: 2.2078 2021-07-19 14:47:37,571 - mmaction - INFO - Epoch [61][1240/1879] lr: 1.296e-01, eta: 1 day, 5:51:59, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6549, top1_acc: 0.3230, top5_acc: 0.5734, loss_cls: 3.1369, loss: 4.7918, grad_norm: 2.2001 2021-07-19 14:47:50,170 - mmaction - INFO - Epoch [61][1260/1879] lr: 1.296e-01, eta: 1 day, 5:51:46, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.6641, top1_acc: 0.3137, top5_acc: 0.5828, loss_cls: 3.1154, loss: 4.7794, grad_norm: 2.2847 2021-07-19 14:48:02,505 - mmaction - INFO - Epoch [61][1280/1879] lr: 1.295e-01, eta: 1 day, 5:51:33, time: 0.617, data_time: 0.008, memory: 6921, loss_aux: 1.6499, top1_acc: 0.3180, top5_acc: 0.5672, loss_cls: 3.1077, loss: 4.7575, grad_norm: 2.2412 2021-07-19 14:48:13,531 - mmaction - INFO - Epoch [61][1300/1879] lr: 1.295e-01, eta: 1 day, 5:51:17, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.5843, top1_acc: 0.3426, top5_acc: 0.5910, loss_cls: 3.0086, loss: 4.5929, grad_norm: 2.1898 2021-07-19 14:48:24,782 - mmaction - INFO - Epoch [61][1320/1879] lr: 1.295e-01, eta: 1 day, 5:51:02, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.6843, top1_acc: 0.3113, top5_acc: 0.5598, loss_cls: 3.2075, loss: 4.8918, grad_norm: 2.2737 2021-07-19 14:48:36,110 - mmaction - INFO - Epoch [61][1340/1879] lr: 1.295e-01, eta: 1 day, 5:50:47, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6514, top1_acc: 0.3211, top5_acc: 0.5797, loss_cls: 3.1342, loss: 4.7857, grad_norm: 2.3331 2021-07-19 14:48:47,823 - mmaction - INFO - Epoch [61][1360/1879] lr: 1.295e-01, eta: 1 day, 5:50:33, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.6619, top1_acc: 0.3262, top5_acc: 0.5715, loss_cls: 3.1279, loss: 4.7898, grad_norm: 2.2526 2021-07-19 14:48:59,409 - mmaction - INFO - Epoch [61][1380/1879] lr: 1.294e-01, eta: 1 day, 5:50:18, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.6757, top1_acc: 0.3152, top5_acc: 0.5633, loss_cls: 3.1721, loss: 4.8478, grad_norm: 2.2436 2021-07-19 14:49:12,877 - mmaction - INFO - Epoch [61][1400/1879] lr: 1.294e-01, eta: 1 day, 5:50:06, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.6689, top1_acc: 0.3387, top5_acc: 0.5598, loss_cls: 3.1241, loss: 4.7930, grad_norm: 2.2289 2021-07-19 14:49:28,737 - mmaction - INFO - Epoch [61][1420/1879] lr: 1.294e-01, eta: 1 day, 5:49:58, time: 0.794, data_time: 0.003, memory: 6921, loss_aux: 1.6659, top1_acc: 0.3000, top5_acc: 0.5602, loss_cls: 3.1763, loss: 4.8422, grad_norm: 2.2938 2021-07-19 14:49:42,195 - mmaction - INFO - Epoch [61][1440/1879] lr: 1.294e-01, eta: 1 day, 5:49:46, time: 0.673, data_time: 0.045, memory: 6921, loss_aux: 1.6137, top1_acc: 0.3414, top5_acc: 0.5840, loss_cls: 3.0510, loss: 4.6648, grad_norm: 2.2224 2021-07-19 14:49:54,126 - mmaction - INFO - Epoch [61][1460/1879] lr: 1.294e-01, eta: 1 day, 5:49:32, time: 0.596, data_time: 0.013, memory: 6921, loss_aux: 1.6628, top1_acc: 0.3195, top5_acc: 0.5785, loss_cls: 3.1205, loss: 4.7833, grad_norm: 2.2503 2021-07-19 14:50:06,720 - mmaction - INFO - Epoch [61][1480/1879] lr: 1.293e-01, eta: 1 day, 5:49:19, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.6307, top1_acc: 0.3273, top5_acc: 0.5730, loss_cls: 3.0798, loss: 4.7105, grad_norm: 2.2395 2021-07-19 14:50:19,864 - mmaction - INFO - Epoch [61][1500/1879] lr: 1.293e-01, eta: 1 day, 5:49:07, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.6420, top1_acc: 0.3242, top5_acc: 0.5789, loss_cls: 3.1421, loss: 4.7841, grad_norm: 2.2351 2021-07-19 14:50:30,949 - mmaction - INFO - Epoch [61][1520/1879] lr: 1.293e-01, eta: 1 day, 5:48:51, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.6760, top1_acc: 0.3207, top5_acc: 0.5590, loss_cls: 3.1611, loss: 4.8371, grad_norm: 2.2159 2021-07-19 14:50:42,926 - mmaction - INFO - Epoch [61][1540/1879] lr: 1.293e-01, eta: 1 day, 5:48:37, time: 0.581, data_time: 0.007, memory: 6921, loss_aux: 1.6621, top1_acc: 0.3195, top5_acc: 0.5734, loss_cls: 3.1460, loss: 4.8081, grad_norm: 2.2325 2021-07-19 14:50:55,713 - mmaction - INFO - Epoch [61][1560/1879] lr: 1.292e-01, eta: 1 day, 5:48:24, time: 0.655, data_time: 0.019, memory: 6921, loss_aux: 1.6665, top1_acc: 0.3117, top5_acc: 0.5578, loss_cls: 3.1652, loss: 4.8317, grad_norm: 2.2605 2021-07-19 14:51:07,986 - mmaction - INFO - Epoch [61][1580/1879] lr: 1.292e-01, eta: 1 day, 5:48:11, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.6556, top1_acc: 0.3230, top5_acc: 0.5805, loss_cls: 3.1273, loss: 4.7828, grad_norm: 2.2163 2021-07-19 14:51:19,062 - mmaction - INFO - Epoch [61][1600/1879] lr: 1.292e-01, eta: 1 day, 5:47:55, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.6680, top1_acc: 0.3176, top5_acc: 0.5754, loss_cls: 3.1584, loss: 4.8264, grad_norm: 2.2366 2021-07-19 14:51:30,655 - mmaction - INFO - Epoch [61][1620/1879] lr: 1.292e-01, eta: 1 day, 5:47:41, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.6594, top1_acc: 0.3277, top5_acc: 0.5672, loss_cls: 3.1533, loss: 4.8127, grad_norm: 2.2120 2021-07-19 14:51:41,754 - mmaction - INFO - Epoch [61][1640/1879] lr: 1.292e-01, eta: 1 day, 5:47:25, time: 0.552, data_time: 0.006, memory: 6921, loss_aux: 1.7013, top1_acc: 0.2984, top5_acc: 0.5559, loss_cls: 3.2376, loss: 4.9389, grad_norm: 2.2320 2021-07-19 14:51:54,170 - mmaction - INFO - Epoch [61][1660/1879] lr: 1.291e-01, eta: 1 day, 5:47:12, time: 0.625, data_time: 0.007, memory: 6921, loss_aux: 1.6997, top1_acc: 0.3004, top5_acc: 0.5508, loss_cls: 3.2264, loss: 4.9262, grad_norm: 2.1798 2021-07-19 14:52:09,345 - mmaction - INFO - Epoch [61][1680/1879] lr: 1.291e-01, eta: 1 day, 5:47:03, time: 0.759, data_time: 0.002, memory: 6921, loss_aux: 1.6485, top1_acc: 0.3262, top5_acc: 0.5703, loss_cls: 3.1162, loss: 4.7647, grad_norm: 2.2321 2021-07-19 14:52:23,507 - mmaction - INFO - Epoch [61][1700/1879] lr: 1.291e-01, eta: 1 day, 5:46:52, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 1.6613, top1_acc: 0.3238, top5_acc: 0.5609, loss_cls: 3.1440, loss: 4.8053, grad_norm: 2.2198 2021-07-19 14:52:34,987 - mmaction - INFO - Epoch [61][1720/1879] lr: 1.291e-01, eta: 1 day, 5:46:37, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.6147, top1_acc: 0.3246, top5_acc: 0.5813, loss_cls: 3.0722, loss: 4.6869, grad_norm: 2.2173 2021-07-19 14:52:46,569 - mmaction - INFO - Epoch [61][1740/1879] lr: 1.291e-01, eta: 1 day, 5:46:23, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6721, top1_acc: 0.3363, top5_acc: 0.5719, loss_cls: 3.1630, loss: 4.8350, grad_norm: 2.1845 2021-07-19 14:52:59,521 - mmaction - INFO - Epoch [61][1760/1879] lr: 1.290e-01, eta: 1 day, 5:46:09, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.6550, top1_acc: 0.3113, top5_acc: 0.5617, loss_cls: 3.1502, loss: 4.8052, grad_norm: 2.1881 2021-07-19 14:53:11,993 - mmaction - INFO - Epoch [61][1780/1879] lr: 1.290e-01, eta: 1 day, 5:45:57, time: 0.653, data_time: 0.034, memory: 6921, loss_aux: 1.6526, top1_acc: 0.3320, top5_acc: 0.5801, loss_cls: 3.1130, loss: 4.7656, grad_norm: 2.2350 2021-07-19 14:53:25,985 - mmaction - INFO - Epoch [61][1800/1879] lr: 1.290e-01, eta: 1 day, 5:45:46, time: 0.698, data_time: 0.003, memory: 6921, loss_aux: 1.6609, top1_acc: 0.3180, top5_acc: 0.5719, loss_cls: 3.1610, loss: 4.8219, grad_norm: 2.2293 2021-07-19 14:53:37,197 - mmaction - INFO - Epoch [61][1820/1879] lr: 1.290e-01, eta: 1 day, 5:45:31, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6669, top1_acc: 0.3141, top5_acc: 0.5625, loss_cls: 3.1584, loss: 4.8253, grad_norm: 2.2638 2021-07-19 14:53:50,621 - mmaction - INFO - Epoch [61][1840/1879] lr: 1.289e-01, eta: 1 day, 5:45:19, time: 0.668, data_time: 0.002, memory: 6921, loss_aux: 1.6543, top1_acc: 0.3219, top5_acc: 0.5656, loss_cls: 3.1140, loss: 4.7683, grad_norm: 2.2572 2021-07-19 14:54:05,976 - mmaction - INFO - Epoch [61][1860/1879] lr: 1.289e-01, eta: 1 day, 5:45:09, time: 0.770, data_time: 0.005, memory: 6921, loss_aux: 1.6880, top1_acc: 0.3098, top5_acc: 0.5559, loss_cls: 3.2273, loss: 4.9153, grad_norm: 2.2123 2021-07-19 14:54:16,174 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-07-19 14:54:35,727 - mmaction - INFO - Epoch [62][20/1879] lr: 1.289e-01, eta: 1 day, 5:44:34, time: 0.882, data_time: 0.244, memory: 6921, loss_aux: 1.6125, top1_acc: 0.3387, top5_acc: 0.5844, loss_cls: 3.0331, loss: 4.6456, grad_norm: 2.2359 2021-07-19 14:54:52,258 - mmaction - INFO - Epoch [62][40/1879] lr: 1.289e-01, eta: 1 day, 5:44:26, time: 0.826, data_time: 0.003, memory: 6921, loss_aux: 1.6925, top1_acc: 0.3105, top5_acc: 0.5473, loss_cls: 3.1890, loss: 4.8815, grad_norm: 2.2186 2021-07-19 14:55:03,837 - mmaction - INFO - Epoch [62][60/1879] lr: 1.288e-01, eta: 1 day, 5:44:12, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.6636, top1_acc: 0.3250, top5_acc: 0.5719, loss_cls: 3.1338, loss: 4.7974, grad_norm: 2.2184 2021-07-19 14:55:15,415 - mmaction - INFO - Epoch [62][80/1879] lr: 1.288e-01, eta: 1 day, 5:43:57, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.6820, top1_acc: 0.3199, top5_acc: 0.5719, loss_cls: 3.1615, loss: 4.8436, grad_norm: 2.3003 2021-07-19 14:55:27,007 - mmaction - INFO - Epoch [62][100/1879] lr: 1.288e-01, eta: 1 day, 5:43:43, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.6649, top1_acc: 0.3195, top5_acc: 0.5645, loss_cls: 3.1483, loss: 4.8132, grad_norm: 2.2441 2021-07-19 14:55:38,757 - mmaction - INFO - Epoch [62][120/1879] lr: 1.288e-01, eta: 1 day, 5:43:28, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.6458, top1_acc: 0.3375, top5_acc: 0.5770, loss_cls: 3.0935, loss: 4.7393, grad_norm: 2.2364 2021-07-19 14:55:50,127 - mmaction - INFO - Epoch [62][140/1879] lr: 1.288e-01, eta: 1 day, 5:43:13, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6065, top1_acc: 0.3371, top5_acc: 0.5816, loss_cls: 3.0014, loss: 4.6079, grad_norm: 2.2242 2021-07-19 14:56:02,061 - mmaction - INFO - Epoch [62][160/1879] lr: 1.287e-01, eta: 1 day, 5:42:59, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.6313, top1_acc: 0.3234, top5_acc: 0.5734, loss_cls: 3.0996, loss: 4.7309, grad_norm: 2.3100 2021-07-19 14:56:15,220 - mmaction - INFO - Epoch [62][180/1879] lr: 1.287e-01, eta: 1 day, 5:42:47, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.6528, top1_acc: 0.3305, top5_acc: 0.5730, loss_cls: 3.1233, loss: 4.7761, grad_norm: 2.2381 2021-07-19 14:56:26,711 - mmaction - INFO - Epoch [62][200/1879] lr: 1.287e-01, eta: 1 day, 5:42:32, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.6543, top1_acc: 0.3086, top5_acc: 0.5625, loss_cls: 3.1735, loss: 4.8278, grad_norm: 2.2506 2021-07-19 14:56:39,261 - mmaction - INFO - Epoch [62][220/1879] lr: 1.287e-01, eta: 1 day, 5:42:19, time: 0.632, data_time: 0.007, memory: 6921, loss_aux: 1.6671, top1_acc: 0.3125, top5_acc: 0.5535, loss_cls: 3.1673, loss: 4.8343, grad_norm: 2.2685 2021-07-19 14:56:50,969 - mmaction - INFO - Epoch [62][240/1879] lr: 1.286e-01, eta: 1 day, 5:42:05, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.6232, top1_acc: 0.3336, top5_acc: 0.5883, loss_cls: 3.0445, loss: 4.6677, grad_norm: 2.2175 2021-07-19 14:57:02,367 - mmaction - INFO - Epoch [62][260/1879] lr: 1.286e-01, eta: 1 day, 5:41:50, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.6826, top1_acc: 0.3105, top5_acc: 0.5457, loss_cls: 3.1798, loss: 4.8624, grad_norm: 2.2907 2021-07-19 14:57:14,554 - mmaction - INFO - Epoch [62][280/1879] lr: 1.286e-01, eta: 1 day, 5:41:36, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6483, top1_acc: 0.3277, top5_acc: 0.5766, loss_cls: 3.1488, loss: 4.7971, grad_norm: 2.2631 2021-07-19 14:57:27,307 - mmaction - INFO - Epoch [62][300/1879] lr: 1.286e-01, eta: 1 day, 5:41:23, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.6775, top1_acc: 0.3074, top5_acc: 0.5625, loss_cls: 3.2137, loss: 4.8912, grad_norm: 2.2285 2021-07-19 14:57:38,576 - mmaction - INFO - Epoch [62][320/1879] lr: 1.286e-01, eta: 1 day, 5:41:08, time: 0.572, data_time: 0.011, memory: 6921, loss_aux: 1.6183, top1_acc: 0.3281, top5_acc: 0.5750, loss_cls: 3.0760, loss: 4.6943, grad_norm: 2.2472 2021-07-19 14:57:50,762 - mmaction - INFO - Epoch [62][340/1879] lr: 1.285e-01, eta: 1 day, 5:40:55, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6416, top1_acc: 0.3289, top5_acc: 0.5715, loss_cls: 3.1185, loss: 4.7600, grad_norm: 2.2090 2021-07-19 14:58:02,805 - mmaction - INFO - Epoch [62][360/1879] lr: 1.285e-01, eta: 1 day, 5:40:40, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6513, top1_acc: 0.3305, top5_acc: 0.5672, loss_cls: 3.1126, loss: 4.7639, grad_norm: 2.1960 2021-07-19 14:58:14,646 - mmaction - INFO - Epoch [62][380/1879] lr: 1.285e-01, eta: 1 day, 5:40:26, time: 0.621, data_time: 0.031, memory: 6921, loss_aux: 1.6587, top1_acc: 0.3309, top5_acc: 0.5762, loss_cls: 3.1290, loss: 4.7877, grad_norm: 2.2537 2021-07-19 14:58:27,026 - mmaction - INFO - Epoch [62][400/1879] lr: 1.285e-01, eta: 1 day, 5:40:13, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.6199, top1_acc: 0.3207, top5_acc: 0.5855, loss_cls: 3.0731, loss: 4.6929, grad_norm: 2.2471 2021-07-19 14:58:39,595 - mmaction - INFO - Epoch [62][420/1879] lr: 1.285e-01, eta: 1 day, 5:40:00, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6380, top1_acc: 0.3207, top5_acc: 0.5758, loss_cls: 3.1049, loss: 4.7429, grad_norm: 2.2332 2021-07-19 14:58:52,021 - mmaction - INFO - Epoch [62][440/1879] lr: 1.284e-01, eta: 1 day, 5:39:46, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.6275, top1_acc: 0.3457, top5_acc: 0.5871, loss_cls: 3.0603, loss: 4.6878, grad_norm: 2.1745 2021-07-19 14:59:04,188 - mmaction - INFO - Epoch [62][460/1879] lr: 1.284e-01, eta: 1 day, 5:39:33, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.6498, top1_acc: 0.3184, top5_acc: 0.5715, loss_cls: 3.0902, loss: 4.7401, grad_norm: 2.2695 2021-07-19 14:59:15,741 - mmaction - INFO - Epoch [62][480/1879] lr: 1.284e-01, eta: 1 day, 5:39:18, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6352, top1_acc: 0.3180, top5_acc: 0.5680, loss_cls: 3.1028, loss: 4.7380, grad_norm: 2.2499 2021-07-19 14:59:28,983 - mmaction - INFO - Epoch [62][500/1879] lr: 1.284e-01, eta: 1 day, 5:39:06, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.6625, top1_acc: 0.2996, top5_acc: 0.5754, loss_cls: 3.1485, loss: 4.8110, grad_norm: 2.2453 2021-07-19 14:59:45,675 - mmaction - INFO - Epoch [62][520/1879] lr: 1.283e-01, eta: 1 day, 5:38:59, time: 0.834, data_time: 0.002, memory: 6921, loss_aux: 1.6354, top1_acc: 0.3266, top5_acc: 0.5836, loss_cls: 3.0746, loss: 4.7100, grad_norm: 2.2584 2021-07-19 14:59:57,493 - mmaction - INFO - Epoch [62][540/1879] lr: 1.283e-01, eta: 1 day, 5:38:45, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.6535, top1_acc: 0.3363, top5_acc: 0.5785, loss_cls: 3.1264, loss: 4.7799, grad_norm: 2.2539 2021-07-19 15:00:09,459 - mmaction - INFO - Epoch [62][560/1879] lr: 1.283e-01, eta: 1 day, 5:38:31, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.6345, top1_acc: 0.3203, top5_acc: 0.5687, loss_cls: 3.1130, loss: 4.7475, grad_norm: 2.2756 2021-07-19 15:00:21,382 - mmaction - INFO - Epoch [62][580/1879] lr: 1.283e-01, eta: 1 day, 5:38:16, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.5980, top1_acc: 0.3426, top5_acc: 0.5867, loss_cls: 3.0256, loss: 4.6236, grad_norm: 2.2169 2021-07-19 15:00:34,605 - mmaction - INFO - Epoch [62][600/1879] lr: 1.283e-01, eta: 1 day, 5:38:04, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.6348, top1_acc: 0.3270, top5_acc: 0.5703, loss_cls: 3.0977, loss: 4.7325, grad_norm: 2.2118 2021-07-19 15:00:49,934 - mmaction - INFO - Epoch [62][620/1879] lr: 1.282e-01, eta: 1 day, 5:37:55, time: 0.770, data_time: 0.012, memory: 6921, loss_aux: 1.6559, top1_acc: 0.3230, top5_acc: 0.5719, loss_cls: 3.1042, loss: 4.7600, grad_norm: 2.2877 2021-07-19 15:01:00,960 - mmaction - INFO - Epoch [62][640/1879] lr: 1.282e-01, eta: 1 day, 5:37:40, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.6206, top1_acc: 0.3371, top5_acc: 0.5902, loss_cls: 3.0607, loss: 4.6813, grad_norm: 2.2545 2021-07-19 15:01:12,318 - mmaction - INFO - Epoch [62][660/1879] lr: 1.282e-01, eta: 1 day, 5:37:25, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.6597, top1_acc: 0.3238, top5_acc: 0.5687, loss_cls: 3.1281, loss: 4.7878, grad_norm: 2.2686 2021-07-19 15:01:24,322 - mmaction - INFO - Epoch [62][680/1879] lr: 1.282e-01, eta: 1 day, 5:37:11, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6397, top1_acc: 0.3367, top5_acc: 0.5727, loss_cls: 3.0996, loss: 4.7393, grad_norm: 2.2606 2021-07-19 15:01:38,533 - mmaction - INFO - Epoch [62][700/1879] lr: 1.282e-01, eta: 1 day, 5:37:00, time: 0.706, data_time: 0.004, memory: 6921, loss_aux: 1.6760, top1_acc: 0.3109, top5_acc: 0.5563, loss_cls: 3.1886, loss: 4.8646, grad_norm: 2.2999 2021-07-19 15:01:51,727 - mmaction - INFO - Epoch [62][720/1879] lr: 1.281e-01, eta: 1 day, 5:36:48, time: 0.662, data_time: 0.009, memory: 6921, loss_aux: 1.6382, top1_acc: 0.3230, top5_acc: 0.5758, loss_cls: 3.0818, loss: 4.7201, grad_norm: 2.2380 2021-07-19 15:02:03,546 - mmaction - INFO - Epoch [62][740/1879] lr: 1.281e-01, eta: 1 day, 5:36:34, time: 0.594, data_time: 0.006, memory: 6921, loss_aux: 1.6418, top1_acc: 0.3285, top5_acc: 0.5836, loss_cls: 3.0926, loss: 4.7344, grad_norm: 2.2531 2021-07-19 15:02:15,164 - mmaction - INFO - Epoch [62][760/1879] lr: 1.281e-01, eta: 1 day, 5:36:19, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6685, top1_acc: 0.3148, top5_acc: 0.5703, loss_cls: 3.1580, loss: 4.8265, grad_norm: 2.2228 2021-07-19 15:02:29,492 - mmaction - INFO - Epoch [62][780/1879] lr: 1.281e-01, eta: 1 day, 5:36:08, time: 0.712, data_time: 0.008, memory: 6921, loss_aux: 1.6355, top1_acc: 0.3344, top5_acc: 0.5727, loss_cls: 3.0941, loss: 4.7295, grad_norm: 2.2092 2021-07-19 15:02:40,751 - mmaction - INFO - Epoch [62][800/1879] lr: 1.280e-01, eta: 1 day, 5:35:53, time: 0.568, data_time: 0.008, memory: 6921, loss_aux: 1.6368, top1_acc: 0.3215, top5_acc: 0.5895, loss_cls: 3.0733, loss: 4.7101, grad_norm: 2.3343 2021-07-19 15:02:52,858 - mmaction - INFO - Epoch [62][820/1879] lr: 1.280e-01, eta: 1 day, 5:35:40, time: 0.605, data_time: 0.001, memory: 6921, loss_aux: 1.6489, top1_acc: 0.3336, top5_acc: 0.5723, loss_cls: 3.0784, loss: 4.7273, grad_norm: 2.2764 2021-07-19 15:03:06,240 - mmaction - INFO - Epoch [62][840/1879] lr: 1.280e-01, eta: 1 day, 5:35:28, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.6646, top1_acc: 0.3172, top5_acc: 0.5695, loss_cls: 3.1553, loss: 4.8199, grad_norm: 2.2510 2021-07-19 15:03:17,566 - mmaction - INFO - Epoch [62][860/1879] lr: 1.280e-01, eta: 1 day, 5:35:13, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.6165, top1_acc: 0.3438, top5_acc: 0.5945, loss_cls: 3.0182, loss: 4.6347, grad_norm: 2.2497 2021-07-19 15:03:29,402 - mmaction - INFO - Epoch [62][880/1879] lr: 1.280e-01, eta: 1 day, 5:34:59, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.6119, top1_acc: 0.3289, top5_acc: 0.5801, loss_cls: 3.0510, loss: 4.6630, grad_norm: 2.3073 2021-07-19 15:03:40,823 - mmaction - INFO - Epoch [62][900/1879] lr: 1.279e-01, eta: 1 day, 5:34:44, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6678, top1_acc: 0.3293, top5_acc: 0.5695, loss_cls: 3.1467, loss: 4.8145, grad_norm: 2.2385 2021-07-19 15:03:52,637 - mmaction - INFO - Epoch [62][920/1879] lr: 1.279e-01, eta: 1 day, 5:34:30, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.6448, top1_acc: 0.3348, top5_acc: 0.5766, loss_cls: 3.1053, loss: 4.7502, grad_norm: 2.2290 2021-07-19 15:04:04,462 - mmaction - INFO - Epoch [62][940/1879] lr: 1.279e-01, eta: 1 day, 5:34:15, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.6571, top1_acc: 0.3297, top5_acc: 0.5777, loss_cls: 3.1186, loss: 4.7757, grad_norm: 2.2277 2021-07-19 15:04:15,884 - mmaction - INFO - Epoch [62][960/1879] lr: 1.279e-01, eta: 1 day, 5:34:00, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.6501, top1_acc: 0.3148, top5_acc: 0.5633, loss_cls: 3.1435, loss: 4.7936, grad_norm: 2.2669 2021-07-19 15:04:30,394 - mmaction - INFO - Epoch [62][980/1879] lr: 1.279e-01, eta: 1 day, 5:33:50, time: 0.735, data_time: 0.012, memory: 6921, loss_aux: 1.6527, top1_acc: 0.3320, top5_acc: 0.5684, loss_cls: 3.0940, loss: 4.7467, grad_norm: 2.2856 2021-07-19 15:04:41,672 - mmaction - INFO - Epoch [62][1000/1879] lr: 1.278e-01, eta: 1 day, 5:33:35, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.6460, top1_acc: 0.3105, top5_acc: 0.5719, loss_cls: 3.1604, loss: 4.8064, grad_norm: 2.2783 2021-07-19 15:04:53,283 - mmaction - INFO - Epoch [62][1020/1879] lr: 1.278e-01, eta: 1 day, 5:33:21, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6545, top1_acc: 0.3289, top5_acc: 0.5727, loss_cls: 3.1185, loss: 4.7729, grad_norm: 2.2498 2021-07-19 15:05:10,067 - mmaction - INFO - Epoch [62][1040/1879] lr: 1.278e-01, eta: 1 day, 5:33:12, time: 0.779, data_time: 0.003, memory: 6921, loss_aux: 1.6877, top1_acc: 0.3051, top5_acc: 0.5594, loss_cls: 3.1872, loss: 4.8749, grad_norm: 2.2378 2021-07-19 15:05:22,044 - mmaction - INFO - Epoch [62][1060/1879] lr: 1.278e-01, eta: 1 day, 5:33:00, time: 0.657, data_time: 0.066, memory: 6921, loss_aux: 1.6463, top1_acc: 0.3273, top5_acc: 0.5625, loss_cls: 3.1276, loss: 4.7739, grad_norm: 2.2718 2021-07-19 15:05:33,565 - mmaction - INFO - Epoch [62][1080/1879] lr: 1.277e-01, eta: 1 day, 5:32:45, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6658, top1_acc: 0.3258, top5_acc: 0.5758, loss_cls: 3.1258, loss: 4.7916, grad_norm: 2.2279 2021-07-19 15:05:45,271 - mmaction - INFO - Epoch [62][1100/1879] lr: 1.277e-01, eta: 1 day, 5:32:31, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.6809, top1_acc: 0.3043, top5_acc: 0.5547, loss_cls: 3.2014, loss: 4.8824, grad_norm: 2.2630 2021-07-19 15:05:57,101 - mmaction - INFO - Epoch [62][1120/1879] lr: 1.277e-01, eta: 1 day, 5:32:16, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.6798, top1_acc: 0.3195, top5_acc: 0.5727, loss_cls: 3.1535, loss: 4.8333, grad_norm: 2.2520 2021-07-19 15:06:08,513 - mmaction - INFO - Epoch [62][1140/1879] lr: 1.277e-01, eta: 1 day, 5:32:02, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6339, top1_acc: 0.3180, top5_acc: 0.5758, loss_cls: 3.1189, loss: 4.7528, grad_norm: 2.2658 2021-07-19 15:06:19,745 - mmaction - INFO - Epoch [62][1160/1879] lr: 1.277e-01, eta: 1 day, 5:31:47, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.6114, top1_acc: 0.3395, top5_acc: 0.5750, loss_cls: 3.0714, loss: 4.6828, grad_norm: 2.2000 2021-07-19 15:06:32,452 - mmaction - INFO - Epoch [62][1180/1879] lr: 1.276e-01, eta: 1 day, 5:31:34, time: 0.636, data_time: 0.005, memory: 6921, loss_aux: 1.6342, top1_acc: 0.3320, top5_acc: 0.5863, loss_cls: 3.0774, loss: 4.7116, grad_norm: 2.2154 2021-07-19 15:06:46,851 - mmaction - INFO - Epoch [62][1200/1879] lr: 1.276e-01, eta: 1 day, 5:31:23, time: 0.719, data_time: 0.003, memory: 6921, loss_aux: 1.6591, top1_acc: 0.3203, top5_acc: 0.5641, loss_cls: 3.1679, loss: 4.8271, grad_norm: 2.2225 2021-07-19 15:06:58,409 - mmaction - INFO - Epoch [62][1220/1879] lr: 1.276e-01, eta: 1 day, 5:31:08, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.6413, top1_acc: 0.3301, top5_acc: 0.5797, loss_cls: 3.0810, loss: 4.7224, grad_norm: 2.2118 2021-07-19 15:07:09,725 - mmaction - INFO - Epoch [62][1240/1879] lr: 1.276e-01, eta: 1 day, 5:30:54, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.6609, top1_acc: 0.3234, top5_acc: 0.5707, loss_cls: 3.1476, loss: 4.8086, grad_norm: 2.2445 2021-07-19 15:07:21,694 - mmaction - INFO - Epoch [62][1260/1879] lr: 1.276e-01, eta: 1 day, 5:30:40, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.6341, top1_acc: 0.3383, top5_acc: 0.5844, loss_cls: 3.0815, loss: 4.7155, grad_norm: 2.2113 2021-07-19 15:07:33,096 - mmaction - INFO - Epoch [62][1280/1879] lr: 1.275e-01, eta: 1 day, 5:30:25, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6398, top1_acc: 0.3242, top5_acc: 0.5707, loss_cls: 3.1370, loss: 4.7768, grad_norm: 2.2377 2021-07-19 15:07:46,336 - mmaction - INFO - Epoch [62][1300/1879] lr: 1.275e-01, eta: 1 day, 5:30:13, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.6587, top1_acc: 0.3316, top5_acc: 0.5723, loss_cls: 3.1358, loss: 4.7945, grad_norm: 2.2257 2021-07-19 15:07:57,946 - mmaction - INFO - Epoch [62][1320/1879] lr: 1.275e-01, eta: 1 day, 5:29:58, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3145, top5_acc: 0.5582, loss_cls: 3.1941, loss: 4.8661, grad_norm: 2.2806 2021-07-19 15:08:10,009 - mmaction - INFO - Epoch [62][1340/1879] lr: 1.275e-01, eta: 1 day, 5:29:44, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.6472, top1_acc: 0.3199, top5_acc: 0.5680, loss_cls: 3.1403, loss: 4.7875, grad_norm: 2.2467 2021-07-19 15:08:21,375 - mmaction - INFO - Epoch [62][1360/1879] lr: 1.274e-01, eta: 1 day, 5:29:29, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6123, top1_acc: 0.3359, top5_acc: 0.5957, loss_cls: 3.0724, loss: 4.6847, grad_norm: 2.2761 2021-07-19 15:08:32,872 - mmaction - INFO - Epoch [62][1380/1879] lr: 1.274e-01, eta: 1 day, 5:29:15, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6894, top1_acc: 0.3086, top5_acc: 0.5625, loss_cls: 3.2143, loss: 4.9037, grad_norm: 2.2304 2021-07-19 15:08:46,545 - mmaction - INFO - Epoch [62][1400/1879] lr: 1.274e-01, eta: 1 day, 5:29:03, time: 0.685, data_time: 0.005, memory: 6921, loss_aux: 1.6351, top1_acc: 0.3359, top5_acc: 0.5766, loss_cls: 3.0752, loss: 4.7104, grad_norm: 2.2373 2021-07-19 15:08:58,347 - mmaction - INFO - Epoch [62][1420/1879] lr: 1.274e-01, eta: 1 day, 5:28:49, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.6845, top1_acc: 0.3086, top5_acc: 0.5621, loss_cls: 3.1803, loss: 4.8648, grad_norm: 2.3037 2021-07-19 15:09:09,652 - mmaction - INFO - Epoch [62][1440/1879] lr: 1.274e-01, eta: 1 day, 5:28:34, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.6433, top1_acc: 0.3195, top5_acc: 0.5770, loss_cls: 3.1157, loss: 4.7590, grad_norm: 2.2180 2021-07-19 15:09:21,566 - mmaction - INFO - Epoch [62][1460/1879] lr: 1.273e-01, eta: 1 day, 5:28:20, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.6573, top1_acc: 0.3094, top5_acc: 0.5566, loss_cls: 3.1552, loss: 4.8125, grad_norm: 2.2648 2021-07-19 15:09:33,501 - mmaction - INFO - Epoch [62][1480/1879] lr: 1.273e-01, eta: 1 day, 5:28:06, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.6763, top1_acc: 0.3168, top5_acc: 0.5621, loss_cls: 3.1508, loss: 4.8271, grad_norm: 2.2134 2021-07-19 15:09:49,838 - mmaction - INFO - Epoch [62][1500/1879] lr: 1.273e-01, eta: 1 day, 5:27:58, time: 0.814, data_time: 0.004, memory: 6921, loss_aux: 1.6745, top1_acc: 0.3199, top5_acc: 0.5734, loss_cls: 3.1459, loss: 4.8204, grad_norm: 2.2010 2021-07-19 15:10:01,158 - mmaction - INFO - Epoch [62][1520/1879] lr: 1.273e-01, eta: 1 day, 5:27:43, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.6819, top1_acc: 0.3258, top5_acc: 0.5629, loss_cls: 3.1894, loss: 4.8713, grad_norm: 2.2222 2021-07-19 15:10:12,911 - mmaction - INFO - Epoch [62][1540/1879] lr: 1.273e-01, eta: 1 day, 5:27:29, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.6549, top1_acc: 0.3176, top5_acc: 0.5727, loss_cls: 3.1492, loss: 4.8041, grad_norm: 2.2754 2021-07-19 15:10:25,159 - mmaction - INFO - Epoch [62][1560/1879] lr: 1.272e-01, eta: 1 day, 5:27:15, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.6686, top1_acc: 0.3098, top5_acc: 0.5742, loss_cls: 3.1710, loss: 4.8395, grad_norm: 2.2017 2021-07-19 15:10:37,343 - mmaction - INFO - Epoch [62][1580/1879] lr: 1.272e-01, eta: 1 day, 5:27:02, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.6366, top1_acc: 0.3289, top5_acc: 0.5750, loss_cls: 3.1109, loss: 4.7475, grad_norm: 2.2422 2021-07-19 15:10:49,847 - mmaction - INFO - Epoch [62][1600/1879] lr: 1.272e-01, eta: 1 day, 5:26:48, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.6349, top1_acc: 0.3328, top5_acc: 0.5773, loss_cls: 3.0713, loss: 4.7062, grad_norm: 2.2452 2021-07-19 15:11:03,873 - mmaction - INFO - Epoch [62][1620/1879] lr: 1.272e-01, eta: 1 day, 5:26:37, time: 0.700, data_time: 0.005, memory: 6921, loss_aux: 1.6505, top1_acc: 0.3316, top5_acc: 0.5836, loss_cls: 3.1089, loss: 4.7594, grad_norm: 2.2138 2021-07-19 15:11:15,148 - mmaction - INFO - Epoch [62][1640/1879] lr: 1.271e-01, eta: 1 day, 5:26:22, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.6453, top1_acc: 0.3328, top5_acc: 0.5828, loss_cls: 3.1214, loss: 4.7667, grad_norm: 2.2538 2021-07-19 15:11:26,834 - mmaction - INFO - Epoch [62][1660/1879] lr: 1.271e-01, eta: 1 day, 5:26:08, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6606, top1_acc: 0.3234, top5_acc: 0.5555, loss_cls: 3.1593, loss: 4.8200, grad_norm: 2.2366 2021-07-19 15:11:39,418 - mmaction - INFO - Epoch [62][1680/1879] lr: 1.271e-01, eta: 1 day, 5:25:55, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.6968, top1_acc: 0.3152, top5_acc: 0.5582, loss_cls: 3.2130, loss: 4.9099, grad_norm: 2.2826 2021-07-19 15:11:51,580 - mmaction - INFO - Epoch [62][1700/1879] lr: 1.271e-01, eta: 1 day, 5:25:41, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.6720, top1_acc: 0.3148, top5_acc: 0.5738, loss_cls: 3.1283, loss: 4.8003, grad_norm: 2.2184 2021-07-19 15:12:03,608 - mmaction - INFO - Epoch [62][1720/1879] lr: 1.271e-01, eta: 1 day, 5:25:27, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.6079, top1_acc: 0.3367, top5_acc: 0.5910, loss_cls: 3.0178, loss: 4.6257, grad_norm: 2.2612 2021-07-19 15:12:15,249 - mmaction - INFO - Epoch [62][1740/1879] lr: 1.270e-01, eta: 1 day, 5:25:13, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.6305, top1_acc: 0.3211, top5_acc: 0.5691, loss_cls: 3.1269, loss: 4.7573, grad_norm: 2.2713 2021-07-19 15:12:26,458 - mmaction - INFO - Epoch [62][1760/1879] lr: 1.270e-01, eta: 1 day, 5:24:58, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6499, top1_acc: 0.3219, top5_acc: 0.5793, loss_cls: 3.1120, loss: 4.7618, grad_norm: 2.2926 2021-07-19 15:12:38,439 - mmaction - INFO - Epoch [62][1780/1879] lr: 1.270e-01, eta: 1 day, 5:24:44, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.6166, top1_acc: 0.3332, top5_acc: 0.5820, loss_cls: 3.0482, loss: 4.6648, grad_norm: 2.2493 2021-07-19 15:12:50,323 - mmaction - INFO - Epoch [62][1800/1879] lr: 1.270e-01, eta: 1 day, 5:24:30, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6474, top1_acc: 0.3230, top5_acc: 0.5758, loss_cls: 3.1152, loss: 4.7627, grad_norm: 2.2389 2021-07-19 15:13:01,745 - mmaction - INFO - Epoch [62][1820/1879] lr: 1.270e-01, eta: 1 day, 5:24:15, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6831, top1_acc: 0.3098, top5_acc: 0.5586, loss_cls: 3.1962, loss: 4.8793, grad_norm: 2.2156 2021-07-19 15:13:13,484 - mmaction - INFO - Epoch [62][1840/1879] lr: 1.269e-01, eta: 1 day, 5:24:01, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.6724, top1_acc: 0.3133, top5_acc: 0.5621, loss_cls: 3.1812, loss: 4.8536, grad_norm: 2.2870 2021-07-19 15:13:25,295 - mmaction - INFO - Epoch [62][1860/1879] lr: 1.269e-01, eta: 1 day, 5:23:46, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.6710, top1_acc: 0.3215, top5_acc: 0.5629, loss_cls: 3.1573, loss: 4.8283, grad_norm: 2.2717 2021-07-19 15:13:35,610 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-07-19 15:13:54,641 - mmaction - INFO - Epoch [63][20/1879] lr: 1.269e-01, eta: 1 day, 5:23:10, time: 0.857, data_time: 0.224, memory: 6921, loss_aux: 1.6250, top1_acc: 0.3305, top5_acc: 0.5793, loss_cls: 3.0710, loss: 4.6960, grad_norm: 2.1719 2021-07-19 15:14:08,995 - mmaction - INFO - Epoch [63][40/1879] lr: 1.269e-01, eta: 1 day, 5:23:00, time: 0.717, data_time: 0.003, memory: 6921, loss_aux: 1.6192, top1_acc: 0.3383, top5_acc: 0.5828, loss_cls: 3.0386, loss: 4.6578, grad_norm: 2.2998 2021-07-19 15:14:23,041 - mmaction - INFO - Epoch [63][60/1879] lr: 1.268e-01, eta: 1 day, 5:22:49, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.6263, top1_acc: 0.3301, top5_acc: 0.5875, loss_cls: 3.0411, loss: 4.6674, grad_norm: 2.2805 2021-07-19 15:14:35,121 - mmaction - INFO - Epoch [63][80/1879] lr: 1.268e-01, eta: 1 day, 5:22:35, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.6173, top1_acc: 0.3461, top5_acc: 0.5938, loss_cls: 3.0369, loss: 4.6542, grad_norm: 2.2540 2021-07-19 15:14:47,339 - mmaction - INFO - Epoch [63][100/1879] lr: 1.268e-01, eta: 1 day, 5:22:21, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6657, top1_acc: 0.3137, top5_acc: 0.5691, loss_cls: 3.1432, loss: 4.8089, grad_norm: 2.3031 2021-07-19 15:14:59,088 - mmaction - INFO - Epoch [63][120/1879] lr: 1.268e-01, eta: 1 day, 5:22:07, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.6347, top1_acc: 0.3082, top5_acc: 0.5750, loss_cls: 3.1345, loss: 4.7692, grad_norm: 2.2537 2021-07-19 15:15:10,936 - mmaction - INFO - Epoch [63][140/1879] lr: 1.267e-01, eta: 1 day, 5:21:53, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.5951, top1_acc: 0.3238, top5_acc: 0.5887, loss_cls: 3.0156, loss: 4.6107, grad_norm: 2.2446 2021-07-19 15:15:23,612 - mmaction - INFO - Epoch [63][160/1879] lr: 1.267e-01, eta: 1 day, 5:21:40, time: 0.631, data_time: 0.001, memory: 6921, loss_aux: 1.6602, top1_acc: 0.3328, top5_acc: 0.5777, loss_cls: 3.1092, loss: 4.7694, grad_norm: 2.3073 2021-07-19 15:15:35,844 - mmaction - INFO - Epoch [63][180/1879] lr: 1.267e-01, eta: 1 day, 5:21:26, time: 0.613, data_time: 0.005, memory: 6921, loss_aux: 1.6431, top1_acc: 0.3273, top5_acc: 0.5770, loss_cls: 3.0923, loss: 4.7354, grad_norm: 2.2428 2021-07-19 15:15:51,389 - mmaction - INFO - Epoch [63][200/1879] lr: 1.267e-01, eta: 1 day, 5:21:17, time: 0.777, data_time: 0.002, memory: 6921, loss_aux: 1.6119, top1_acc: 0.3363, top5_acc: 0.5902, loss_cls: 3.0660, loss: 4.6779, grad_norm: 2.2541 2021-07-19 15:16:03,049 - mmaction - INFO - Epoch [63][220/1879] lr: 1.267e-01, eta: 1 day, 5:21:03, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.6459, top1_acc: 0.3195, top5_acc: 0.5770, loss_cls: 3.1107, loss: 4.7567, grad_norm: 2.3079 2021-07-19 15:16:14,126 - mmaction - INFO - Epoch [63][240/1879] lr: 1.266e-01, eta: 1 day, 5:20:48, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.6048, top1_acc: 0.3441, top5_acc: 0.5941, loss_cls: 3.0019, loss: 4.6067, grad_norm: 2.2379 2021-07-19 15:16:27,505 - mmaction - INFO - Epoch [63][260/1879] lr: 1.266e-01, eta: 1 day, 5:20:36, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.6341, top1_acc: 0.3270, top5_acc: 0.5715, loss_cls: 3.1043, loss: 4.7384, grad_norm: 2.2918 2021-07-19 15:16:39,488 - mmaction - INFO - Epoch [63][280/1879] lr: 1.266e-01, eta: 1 day, 5:20:22, time: 0.600, data_time: 0.007, memory: 6921, loss_aux: 1.6589, top1_acc: 0.3352, top5_acc: 0.5680, loss_cls: 3.1275, loss: 4.7864, grad_norm: 2.2933 2021-07-19 15:16:50,535 - mmaction - INFO - Epoch [63][300/1879] lr: 1.266e-01, eta: 1 day, 5:20:07, time: 0.555, data_time: 0.008, memory: 6921, loss_aux: 1.6571, top1_acc: 0.3375, top5_acc: 0.5727, loss_cls: 3.1038, loss: 4.7609, grad_norm: 2.2625 2021-07-19 15:17:02,267 - mmaction - INFO - Epoch [63][320/1879] lr: 1.265e-01, eta: 1 day, 5:19:52, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.6708, top1_acc: 0.3113, top5_acc: 0.5652, loss_cls: 3.1814, loss: 4.8522, grad_norm: 2.3439 2021-07-19 15:17:16,324 - mmaction - INFO - Epoch [63][340/1879] lr: 1.265e-01, eta: 1 day, 5:19:41, time: 0.693, data_time: 0.004, memory: 6921, loss_aux: 1.6275, top1_acc: 0.3254, top5_acc: 0.5848, loss_cls: 3.0684, loss: 4.6959, grad_norm: 2.2308 2021-07-19 15:17:28,468 - mmaction - INFO - Epoch [63][360/1879] lr: 1.265e-01, eta: 1 day, 5:19:27, time: 0.618, data_time: 0.013, memory: 6921, loss_aux: 1.6545, top1_acc: 0.3223, top5_acc: 0.5687, loss_cls: 3.1194, loss: 4.7738, grad_norm: 2.2117 2021-07-19 15:17:40,459 - mmaction - INFO - Epoch [63][380/1879] lr: 1.265e-01, eta: 1 day, 5:19:14, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.6864, top1_acc: 0.3180, top5_acc: 0.5566, loss_cls: 3.1886, loss: 4.8751, grad_norm: 2.3016 2021-07-19 15:17:52,227 - mmaction - INFO - Epoch [63][400/1879] lr: 1.265e-01, eta: 1 day, 5:18:59, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.6270, top1_acc: 0.3273, top5_acc: 0.5785, loss_cls: 3.0746, loss: 4.7016, grad_norm: 2.2900 2021-07-19 15:18:03,436 - mmaction - INFO - Epoch [63][420/1879] lr: 1.264e-01, eta: 1 day, 5:18:44, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6883, top1_acc: 0.3012, top5_acc: 0.5703, loss_cls: 3.1700, loss: 4.8583, grad_norm: 2.2824 2021-07-19 15:18:14,856 - mmaction - INFO - Epoch [63][440/1879] lr: 1.264e-01, eta: 1 day, 5:18:30, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.6392, top1_acc: 0.3312, top5_acc: 0.5852, loss_cls: 3.0857, loss: 4.7249, grad_norm: 2.2801 2021-07-19 15:18:26,492 - mmaction - INFO - Epoch [63][460/1879] lr: 1.264e-01, eta: 1 day, 5:18:15, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.6725, top1_acc: 0.3187, top5_acc: 0.5672, loss_cls: 3.1251, loss: 4.7976, grad_norm: 2.2513 2021-07-19 15:18:38,625 - mmaction - INFO - Epoch [63][480/1879] lr: 1.264e-01, eta: 1 day, 5:18:01, time: 0.610, data_time: 0.005, memory: 6921, loss_aux: 1.6780, top1_acc: 0.3242, top5_acc: 0.5551, loss_cls: 3.1759, loss: 4.8539, grad_norm: 2.2348 2021-07-19 15:18:50,057 - mmaction - INFO - Epoch [63][500/1879] lr: 1.264e-01, eta: 1 day, 5:17:47, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.6830, top1_acc: 0.3121, top5_acc: 0.5664, loss_cls: 3.1401, loss: 4.8231, grad_norm: 2.1998 2021-07-19 15:19:01,624 - mmaction - INFO - Epoch [63][520/1879] lr: 1.263e-01, eta: 1 day, 5:17:32, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.6393, top1_acc: 0.3203, top5_acc: 0.5785, loss_cls: 3.1213, loss: 4.7606, grad_norm: 2.2831 2021-07-19 15:19:13,547 - mmaction - INFO - Epoch [63][540/1879] lr: 1.263e-01, eta: 1 day, 5:17:18, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.6477, top1_acc: 0.3273, top5_acc: 0.5719, loss_cls: 3.1094, loss: 4.7570, grad_norm: 2.2773 2021-07-19 15:19:33,963 - mmaction - INFO - Epoch [63][560/1879] lr: 1.263e-01, eta: 1 day, 5:17:16, time: 1.021, data_time: 0.003, memory: 6921, loss_aux: 1.6483, top1_acc: 0.3152, top5_acc: 0.5691, loss_cls: 3.1399, loss: 4.7881, grad_norm: 2.2727 2021-07-19 15:19:46,560 - mmaction - INFO - Epoch [63][580/1879] lr: 1.263e-01, eta: 1 day, 5:17:03, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6318, top1_acc: 0.3297, top5_acc: 0.5918, loss_cls: 3.0906, loss: 4.7224, grad_norm: 2.2499 2021-07-19 15:19:58,256 - mmaction - INFO - Epoch [63][600/1879] lr: 1.262e-01, eta: 1 day, 5:16:49, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.6031, top1_acc: 0.3430, top5_acc: 0.5926, loss_cls: 3.0285, loss: 4.6315, grad_norm: 2.3212 2021-07-19 15:20:12,077 - mmaction - INFO - Epoch [63][620/1879] lr: 1.262e-01, eta: 1 day, 5:16:37, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 1.6517, top1_acc: 0.3297, top5_acc: 0.5793, loss_cls: 3.1397, loss: 4.7915, grad_norm: 2.2912 2021-07-19 15:20:23,242 - mmaction - INFO - Epoch [63][640/1879] lr: 1.262e-01, eta: 1 day, 5:16:22, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 1.6430, top1_acc: 0.3293, top5_acc: 0.5730, loss_cls: 3.1101, loss: 4.7531, grad_norm: 2.2384 2021-07-19 15:20:35,207 - mmaction - INFO - Epoch [63][660/1879] lr: 1.262e-01, eta: 1 day, 5:16:08, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.6471, top1_acc: 0.3258, top5_acc: 0.5695, loss_cls: 3.1279, loss: 4.7750, grad_norm: 2.2379 2021-07-19 15:20:46,529 - mmaction - INFO - Epoch [63][680/1879] lr: 1.262e-01, eta: 1 day, 5:15:53, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.6423, top1_acc: 0.3273, top5_acc: 0.5766, loss_cls: 3.1182, loss: 4.7606, grad_norm: 2.3058 2021-07-19 15:20:58,347 - mmaction - INFO - Epoch [63][700/1879] lr: 1.261e-01, eta: 1 day, 5:15:39, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.6339, top1_acc: 0.3328, top5_acc: 0.5738, loss_cls: 3.0801, loss: 4.7140, grad_norm: 2.2321 2021-07-19 15:21:11,214 - mmaction - INFO - Epoch [63][720/1879] lr: 1.261e-01, eta: 1 day, 5:15:26, time: 0.641, data_time: 0.001, memory: 6921, loss_aux: 1.6407, top1_acc: 0.3145, top5_acc: 0.5715, loss_cls: 3.0943, loss: 4.7350, grad_norm: 2.2525 2021-07-19 15:21:22,441 - mmaction - INFO - Epoch [63][740/1879] lr: 1.261e-01, eta: 1 day, 5:15:11, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.6429, top1_acc: 0.3215, top5_acc: 0.5617, loss_cls: 3.1443, loss: 4.7872, grad_norm: 2.2507 2021-07-19 15:21:33,509 - mmaction - INFO - Epoch [63][760/1879] lr: 1.261e-01, eta: 1 day, 5:14:56, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.6489, top1_acc: 0.3285, top5_acc: 0.5656, loss_cls: 3.1117, loss: 4.7606, grad_norm: 2.2626 2021-07-19 15:21:45,271 - mmaction - INFO - Epoch [63][780/1879] lr: 1.261e-01, eta: 1 day, 5:14:42, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.6618, top1_acc: 0.3207, top5_acc: 0.5605, loss_cls: 3.1320, loss: 4.7937, grad_norm: 2.2912 2021-07-19 15:21:57,947 - mmaction - INFO - Epoch [63][800/1879] lr: 1.260e-01, eta: 1 day, 5:14:29, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.6383, top1_acc: 0.3254, top5_acc: 0.5668, loss_cls: 3.1218, loss: 4.7601, grad_norm: 2.2484 2021-07-19 15:22:11,394 - mmaction - INFO - Epoch [63][820/1879] lr: 1.260e-01, eta: 1 day, 5:14:17, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3215, top5_acc: 0.5594, loss_cls: 3.1558, loss: 4.8124, grad_norm: 2.2529 2021-07-19 15:22:22,778 - mmaction - INFO - Epoch [63][840/1879] lr: 1.260e-01, eta: 1 day, 5:14:02, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6104, top1_acc: 0.3363, top5_acc: 0.5805, loss_cls: 3.0601, loss: 4.6705, grad_norm: 2.2715 2021-07-19 15:22:33,920 - mmaction - INFO - Epoch [63][860/1879] lr: 1.260e-01, eta: 1 day, 5:13:47, time: 0.557, data_time: 0.001, memory: 6921, loss_aux: 1.6014, top1_acc: 0.3445, top5_acc: 0.6027, loss_cls: 2.9952, loss: 4.5966, grad_norm: 2.2841 2021-07-19 15:22:45,732 - mmaction - INFO - Epoch [63][880/1879] lr: 1.259e-01, eta: 1 day, 5:13:33, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.6505, top1_acc: 0.3340, top5_acc: 0.5891, loss_cls: 3.0644, loss: 4.7148, grad_norm: 2.3046 2021-07-19 15:22:57,311 - mmaction - INFO - Epoch [63][900/1879] lr: 1.259e-01, eta: 1 day, 5:13:19, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.6382, top1_acc: 0.3270, top5_acc: 0.5707, loss_cls: 3.0934, loss: 4.7315, grad_norm: 2.2603 2021-07-19 15:23:09,227 - mmaction - INFO - Epoch [63][920/1879] lr: 1.259e-01, eta: 1 day, 5:13:05, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.6544, top1_acc: 0.3215, top5_acc: 0.5711, loss_cls: 3.1370, loss: 4.7914, grad_norm: 2.2577 2021-07-19 15:23:20,545 - mmaction - INFO - Epoch [63][940/1879] lr: 1.259e-01, eta: 1 day, 5:12:50, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6176, top1_acc: 0.3355, top5_acc: 0.5816, loss_cls: 3.0478, loss: 4.6654, grad_norm: 2.2628 2021-07-19 15:23:32,765 - mmaction - INFO - Epoch [63][960/1879] lr: 1.259e-01, eta: 1 day, 5:12:35, time: 0.556, data_time: 0.006, memory: 6921, loss_aux: 1.6634, top1_acc: 0.3168, top5_acc: 0.5711, loss_cls: 3.1373, loss: 4.8008, grad_norm: 2.2723 2021-07-19 15:23:44,393 - mmaction - INFO - Epoch [63][980/1879] lr: 1.258e-01, eta: 1 day, 5:12:22, time: 0.638, data_time: 0.059, memory: 6921, loss_aux: 1.6549, top1_acc: 0.3113, top5_acc: 0.5695, loss_cls: 3.1534, loss: 4.8083, grad_norm: 2.2605 2021-07-19 15:23:55,665 - mmaction - INFO - Epoch [63][1000/1879] lr: 1.258e-01, eta: 1 day, 5:12:07, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6665, top1_acc: 0.3090, top5_acc: 0.5477, loss_cls: 3.1821, loss: 4.8486, grad_norm: 2.3466 2021-07-19 15:24:16,177 - mmaction - INFO - Epoch [63][1020/1879] lr: 1.258e-01, eta: 1 day, 5:12:05, time: 1.023, data_time: 0.004, memory: 6921, loss_aux: 1.6576, top1_acc: 0.3098, top5_acc: 0.5766, loss_cls: 3.1025, loss: 4.7601, grad_norm: 2.2921 2021-07-19 15:24:27,652 - mmaction - INFO - Epoch [63][1040/1879] lr: 1.258e-01, eta: 1 day, 5:11:50, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.6085, top1_acc: 0.3266, top5_acc: 0.5781, loss_cls: 3.0578, loss: 4.6662, grad_norm: 2.2997 2021-07-19 15:24:38,872 - mmaction - INFO - Epoch [63][1060/1879] lr: 1.258e-01, eta: 1 day, 5:11:35, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6205, top1_acc: 0.3152, top5_acc: 0.5855, loss_cls: 3.0665, loss: 4.6870, grad_norm: 2.2696 2021-07-19 15:24:54,275 - mmaction - INFO - Epoch [63][1080/1879] lr: 1.257e-01, eta: 1 day, 5:11:26, time: 0.767, data_time: 0.003, memory: 6921, loss_aux: 1.6235, top1_acc: 0.3289, top5_acc: 0.5855, loss_cls: 3.0791, loss: 4.7027, grad_norm: 2.2590 2021-07-19 15:25:06,273 - mmaction - INFO - Epoch [63][1100/1879] lr: 1.257e-01, eta: 1 day, 5:11:12, time: 0.604, data_time: 0.007, memory: 6921, loss_aux: 1.6259, top1_acc: 0.3340, top5_acc: 0.5816, loss_cls: 3.0806, loss: 4.7066, grad_norm: 2.2392 2021-07-19 15:25:18,137 - mmaction - INFO - Epoch [63][1120/1879] lr: 1.257e-01, eta: 1 day, 5:10:58, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.6470, top1_acc: 0.3215, top5_acc: 0.5777, loss_cls: 3.1210, loss: 4.7681, grad_norm: 2.2721 2021-07-19 15:25:30,195 - mmaction - INFO - Epoch [63][1140/1879] lr: 1.257e-01, eta: 1 day, 5:10:44, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.6356, top1_acc: 0.3289, top5_acc: 0.5781, loss_cls: 3.0958, loss: 4.7314, grad_norm: 2.2889 2021-07-19 15:25:41,281 - mmaction - INFO - Epoch [63][1160/1879] lr: 1.256e-01, eta: 1 day, 5:10:29, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.6212, top1_acc: 0.3391, top5_acc: 0.5754, loss_cls: 3.0419, loss: 4.6631, grad_norm: 2.2500 2021-07-19 15:25:52,436 - mmaction - INFO - Epoch [63][1180/1879] lr: 1.256e-01, eta: 1 day, 5:10:14, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.6280, top1_acc: 0.3379, top5_acc: 0.5832, loss_cls: 3.0745, loss: 4.7025, grad_norm: 2.2621 2021-07-19 15:26:03,709 - mmaction - INFO - Epoch [63][1200/1879] lr: 1.256e-01, eta: 1 day, 5:09:59, time: 0.563, data_time: 0.001, memory: 6921, loss_aux: 1.6668, top1_acc: 0.3273, top5_acc: 0.5813, loss_cls: 3.1392, loss: 4.8060, grad_norm: 2.3097 2021-07-19 15:26:15,476 - mmaction - INFO - Epoch [63][1220/1879] lr: 1.256e-01, eta: 1 day, 5:09:45, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.6277, top1_acc: 0.3297, top5_acc: 0.5703, loss_cls: 3.1087, loss: 4.7364, grad_norm: 2.2514 2021-07-19 15:26:27,029 - mmaction - INFO - Epoch [63][1240/1879] lr: 1.256e-01, eta: 1 day, 5:09:30, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6572, top1_acc: 0.3129, top5_acc: 0.5766, loss_cls: 3.1306, loss: 4.7879, grad_norm: 2.2328 2021-07-19 15:26:38,778 - mmaction - INFO - Epoch [63][1260/1879] lr: 1.255e-01, eta: 1 day, 5:09:16, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.6529, top1_acc: 0.3180, top5_acc: 0.5711, loss_cls: 3.1217, loss: 4.7746, grad_norm: 2.2829 2021-07-19 15:26:49,820 - mmaction - INFO - Epoch [63][1280/1879] lr: 1.255e-01, eta: 1 day, 5:09:01, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.6426, top1_acc: 0.3211, top5_acc: 0.5680, loss_cls: 3.1048, loss: 4.7474, grad_norm: 2.2330 2021-07-19 15:27:02,118 - mmaction - INFO - Epoch [63][1300/1879] lr: 1.255e-01, eta: 1 day, 5:08:47, time: 0.612, data_time: 0.001, memory: 6921, loss_aux: 1.6594, top1_acc: 0.3254, top5_acc: 0.5668, loss_cls: 3.1102, loss: 4.7697, grad_norm: 2.2766 2021-07-19 15:27:14,160 - mmaction - INFO - Epoch [63][1320/1879] lr: 1.255e-01, eta: 1 day, 5:08:34, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.6171, top1_acc: 0.3219, top5_acc: 0.5836, loss_cls: 3.0654, loss: 4.6824, grad_norm: 2.2286 2021-07-19 15:27:25,938 - mmaction - INFO - Epoch [63][1340/1879] lr: 1.255e-01, eta: 1 day, 5:08:19, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.6770, top1_acc: 0.3207, top5_acc: 0.5648, loss_cls: 3.1893, loss: 4.8663, grad_norm: 2.3022 2021-07-19 15:27:38,311 - mmaction - INFO - Epoch [63][1360/1879] lr: 1.254e-01, eta: 1 day, 5:08:06, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.6284, top1_acc: 0.3219, top5_acc: 0.5687, loss_cls: 3.0997, loss: 4.7281, grad_norm: 2.2421 2021-07-19 15:27:50,255 - mmaction - INFO - Epoch [63][1380/1879] lr: 1.254e-01, eta: 1 day, 5:07:52, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.6342, top1_acc: 0.3285, top5_acc: 0.5684, loss_cls: 3.1146, loss: 4.7488, grad_norm: 2.2789 2021-07-19 15:28:01,679 - mmaction - INFO - Epoch [63][1400/1879] lr: 1.254e-01, eta: 1 day, 5:07:37, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.6075, top1_acc: 0.3355, top5_acc: 0.5840, loss_cls: 3.0670, loss: 4.6745, grad_norm: 2.2104 2021-07-19 15:28:12,861 - mmaction - INFO - Epoch [63][1420/1879] lr: 1.254e-01, eta: 1 day, 5:07:22, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6566, top1_acc: 0.3242, top5_acc: 0.5723, loss_cls: 3.1502, loss: 4.8068, grad_norm: 2.3217 2021-07-19 15:28:25,497 - mmaction - INFO - Epoch [63][1440/1879] lr: 1.253e-01, eta: 1 day, 5:07:09, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.6706, top1_acc: 0.3207, top5_acc: 0.5652, loss_cls: 3.1529, loss: 4.8235, grad_norm: 2.2745 2021-07-19 15:28:38,267 - mmaction - INFO - Epoch [63][1460/1879] lr: 1.253e-01, eta: 1 day, 5:06:56, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.6380, top1_acc: 0.3184, top5_acc: 0.5820, loss_cls: 3.1144, loss: 4.7524, grad_norm: 2.2756 2021-07-19 15:28:49,660 - mmaction - INFO - Epoch [63][1480/1879] lr: 1.253e-01, eta: 1 day, 5:06:42, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.6452, top1_acc: 0.3191, top5_acc: 0.5687, loss_cls: 3.1247, loss: 4.7699, grad_norm: 2.2698 2021-07-19 15:29:01,387 - mmaction - INFO - Epoch [63][1500/1879] lr: 1.253e-01, eta: 1 day, 5:06:27, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6454, top1_acc: 0.3250, top5_acc: 0.5758, loss_cls: 3.0798, loss: 4.7252, grad_norm: 2.2793 2021-07-19 15:29:16,615 - mmaction - INFO - Epoch [63][1520/1879] lr: 1.253e-01, eta: 1 day, 5:06:18, time: 0.759, data_time: 0.003, memory: 6921, loss_aux: 1.6810, top1_acc: 0.2988, top5_acc: 0.5516, loss_cls: 3.2267, loss: 4.9077, grad_norm: 2.2924 2021-07-19 15:29:30,727 - mmaction - INFO - Epoch [63][1540/1879] lr: 1.252e-01, eta: 1 day, 5:06:05, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 1.6240, top1_acc: 0.3320, top5_acc: 0.5754, loss_cls: 3.0915, loss: 4.7155, grad_norm: 2.2008 2021-07-19 15:29:43,270 - mmaction - INFO - Epoch [63][1560/1879] lr: 1.252e-01, eta: 1 day, 5:05:54, time: 0.684, data_time: 0.060, memory: 6921, loss_aux: 1.6631, top1_acc: 0.3172, top5_acc: 0.5723, loss_cls: 3.1528, loss: 4.8159, grad_norm: 2.2690 2021-07-19 15:29:54,545 - mmaction - INFO - Epoch [63][1580/1879] lr: 1.252e-01, eta: 1 day, 5:05:39, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6295, top1_acc: 0.3340, top5_acc: 0.5809, loss_cls: 3.0977, loss: 4.7272, grad_norm: 2.2481 2021-07-19 15:30:05,676 - mmaction - INFO - Epoch [63][1600/1879] lr: 1.252e-01, eta: 1 day, 5:05:24, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.6207, top1_acc: 0.3297, top5_acc: 0.5801, loss_cls: 3.0536, loss: 4.6743, grad_norm: 2.2525 2021-07-19 15:30:18,162 - mmaction - INFO - Epoch [63][1620/1879] lr: 1.251e-01, eta: 1 day, 5:05:11, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.6320, top1_acc: 0.3285, top5_acc: 0.5707, loss_cls: 3.0937, loss: 4.7257, grad_norm: 2.2620 2021-07-19 15:30:33,674 - mmaction - INFO - Epoch [63][1640/1879] lr: 1.251e-01, eta: 1 day, 5:05:02, time: 0.774, data_time: 0.002, memory: 6921, loss_aux: 1.6339, top1_acc: 0.3191, top5_acc: 0.5746, loss_cls: 3.1096, loss: 4.7435, grad_norm: 2.2744 2021-07-19 15:30:50,549 - mmaction - INFO - Epoch [63][1660/1879] lr: 1.251e-01, eta: 1 day, 5:04:54, time: 0.842, data_time: 0.003, memory: 6921, loss_aux: 1.6186, top1_acc: 0.3246, top5_acc: 0.5828, loss_cls: 3.0704, loss: 4.6890, grad_norm: 2.3000 2021-07-19 15:31:03,913 - mmaction - INFO - Epoch [63][1680/1879] lr: 1.251e-01, eta: 1 day, 5:04:43, time: 0.670, data_time: 0.005, memory: 6921, loss_aux: 1.6506, top1_acc: 0.3129, top5_acc: 0.5680, loss_cls: 3.1394, loss: 4.7900, grad_norm: 2.3100 2021-07-19 15:31:15,520 - mmaction - INFO - Epoch [63][1700/1879] lr: 1.251e-01, eta: 1 day, 5:04:28, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.6690, top1_acc: 0.3164, top5_acc: 0.5625, loss_cls: 3.1764, loss: 4.8454, grad_norm: 2.2752 2021-07-19 15:31:27,707 - mmaction - INFO - Epoch [63][1720/1879] lr: 1.250e-01, eta: 1 day, 5:04:14, time: 0.607, data_time: 0.009, memory: 6921, loss_aux: 1.6964, top1_acc: 0.3195, top5_acc: 0.5566, loss_cls: 3.2094, loss: 4.9058, grad_norm: 2.2491 2021-07-19 15:31:42,774 - mmaction - INFO - Epoch [63][1740/1879] lr: 1.250e-01, eta: 1 day, 5:04:05, time: 0.754, data_time: 0.009, memory: 6921, loss_aux: 1.6088, top1_acc: 0.3383, top5_acc: 0.5793, loss_cls: 3.0510, loss: 4.6599, grad_norm: 2.2467 2021-07-19 15:31:55,807 - mmaction - INFO - Epoch [63][1760/1879] lr: 1.250e-01, eta: 1 day, 5:03:52, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.6490, top1_acc: 0.3379, top5_acc: 0.5766, loss_cls: 3.1062, loss: 4.7552, grad_norm: 2.2408 2021-07-19 15:32:09,383 - mmaction - INFO - Epoch [63][1780/1879] lr: 1.250e-01, eta: 1 day, 5:03:41, time: 0.693, data_time: 0.016, memory: 6921, loss_aux: 1.6171, top1_acc: 0.3312, top5_acc: 0.5875, loss_cls: 3.0346, loss: 4.6517, grad_norm: 2.2494 2021-07-19 15:32:20,446 - mmaction - INFO - Epoch [63][1800/1879] lr: 1.250e-01, eta: 1 day, 5:03:25, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.6254, top1_acc: 0.3391, top5_acc: 0.5719, loss_cls: 3.0930, loss: 4.7184, grad_norm: 2.2749 2021-07-19 15:32:33,374 - mmaction - INFO - Epoch [63][1820/1879] lr: 1.249e-01, eta: 1 day, 5:03:13, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.6435, top1_acc: 0.3262, top5_acc: 0.5703, loss_cls: 3.1143, loss: 4.7578, grad_norm: 2.3125 2021-07-19 15:32:45,984 - mmaction - INFO - Epoch [63][1840/1879] lr: 1.249e-01, eta: 1 day, 5:03:00, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.6541, top1_acc: 0.3230, top5_acc: 0.5895, loss_cls: 3.1203, loss: 4.7744, grad_norm: 2.2523 2021-07-19 15:32:57,513 - mmaction - INFO - Epoch [63][1860/1879] lr: 1.249e-01, eta: 1 day, 5:02:45, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.6288, top1_acc: 0.3277, top5_acc: 0.5980, loss_cls: 3.0684, loss: 4.6971, grad_norm: 2.3079 2021-07-19 15:33:11,030 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-07-19 15:33:33,274 - mmaction - INFO - Epoch [64][20/1879] lr: 1.248e-01, eta: 1 day, 5:02:10, time: 0.856, data_time: 0.279, memory: 6921, loss_aux: 1.6301, top1_acc: 0.3258, top5_acc: 0.5809, loss_cls: 3.0692, loss: 4.6993, grad_norm: 2.3193 2021-07-19 15:33:46,974 - mmaction - INFO - Epoch [64][40/1879] lr: 1.248e-01, eta: 1 day, 5:01:58, time: 0.684, data_time: 0.010, memory: 6921, loss_aux: 1.6247, top1_acc: 0.3184, top5_acc: 0.5859, loss_cls: 3.0658, loss: 4.6905, grad_norm: 2.3228 2021-07-19 15:33:59,346 - mmaction - INFO - Epoch [64][60/1879] lr: 1.248e-01, eta: 1 day, 5:01:45, time: 0.616, data_time: 0.008, memory: 6921, loss_aux: 1.6677, top1_acc: 0.3199, top5_acc: 0.5691, loss_cls: 3.1290, loss: 4.7967, grad_norm: 2.2784 2021-07-19 15:34:12,209 - mmaction - INFO - Epoch [64][80/1879] lr: 1.248e-01, eta: 1 day, 5:01:32, time: 0.651, data_time: 0.010, memory: 6921, loss_aux: 1.6422, top1_acc: 0.3320, top5_acc: 0.5762, loss_cls: 3.0706, loss: 4.7128, grad_norm: 2.2982 2021-07-19 15:34:23,664 - mmaction - INFO - Epoch [64][100/1879] lr: 1.248e-01, eta: 1 day, 5:01:17, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6366, top1_acc: 0.3266, top5_acc: 0.5840, loss_cls: 3.0749, loss: 4.7115, grad_norm: 2.3031 2021-07-19 15:34:35,368 - mmaction - INFO - Epoch [64][120/1879] lr: 1.247e-01, eta: 1 day, 5:01:03, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.6181, top1_acc: 0.3438, top5_acc: 0.5945, loss_cls: 3.0243, loss: 4.6424, grad_norm: 2.3010 2021-07-19 15:34:48,295 - mmaction - INFO - Epoch [64][140/1879] lr: 1.247e-01, eta: 1 day, 5:00:50, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 1.6124, top1_acc: 0.3258, top5_acc: 0.5805, loss_cls: 3.0548, loss: 4.6672, grad_norm: 2.2803 2021-07-19 15:34:59,980 - mmaction - INFO - Epoch [64][160/1879] lr: 1.247e-01, eta: 1 day, 5:00:36, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 1.6209, top1_acc: 0.3434, top5_acc: 0.5934, loss_cls: 3.0424, loss: 4.6633, grad_norm: 2.2532 2021-07-19 15:35:15,358 - mmaction - INFO - Epoch [64][180/1879] lr: 1.247e-01, eta: 1 day, 5:00:27, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.6602, top1_acc: 0.3234, top5_acc: 0.5676, loss_cls: 3.1574, loss: 4.8176, grad_norm: 2.2834 2021-07-19 15:35:28,807 - mmaction - INFO - Epoch [64][200/1879] lr: 1.247e-01, eta: 1 day, 5:00:15, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.6376, top1_acc: 0.3270, top5_acc: 0.5875, loss_cls: 3.0619, loss: 4.6995, grad_norm: 2.2809 2021-07-19 15:35:40,077 - mmaction - INFO - Epoch [64][220/1879] lr: 1.246e-01, eta: 1 day, 5:00:00, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.6441, top1_acc: 0.3207, top5_acc: 0.5695, loss_cls: 3.1202, loss: 4.7643, grad_norm: 2.2919 2021-07-19 15:35:54,801 - mmaction - INFO - Epoch [64][240/1879] lr: 1.246e-01, eta: 1 day, 4:59:50, time: 0.734, data_time: 0.004, memory: 6921, loss_aux: 1.6070, top1_acc: 0.3355, top5_acc: 0.5949, loss_cls: 3.0262, loss: 4.6332, grad_norm: 2.3139 2021-07-19 15:36:06,532 - mmaction - INFO - Epoch [64][260/1879] lr: 1.246e-01, eta: 1 day, 4:59:36, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.6235, top1_acc: 0.3211, top5_acc: 0.5719, loss_cls: 3.0923, loss: 4.7159, grad_norm: 2.2947 2021-07-19 15:36:17,652 - mmaction - INFO - Epoch [64][280/1879] lr: 1.246e-01, eta: 1 day, 4:59:21, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.6400, top1_acc: 0.3270, top5_acc: 0.5727, loss_cls: 3.1083, loss: 4.7484, grad_norm: 2.2679 2021-07-19 15:36:31,022 - mmaction - INFO - Epoch [64][300/1879] lr: 1.245e-01, eta: 1 day, 4:59:09, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.6420, top1_acc: 0.3195, top5_acc: 0.5738, loss_cls: 3.1226, loss: 4.7646, grad_norm: 2.2321 2021-07-19 15:36:45,011 - mmaction - INFO - Epoch [64][320/1879] lr: 1.245e-01, eta: 1 day, 4:58:58, time: 0.703, data_time: 0.005, memory: 6921, loss_aux: 1.5885, top1_acc: 0.3344, top5_acc: 0.5918, loss_cls: 3.0333, loss: 4.6218, grad_norm: 2.2528 2021-07-19 15:36:56,632 - mmaction - INFO - Epoch [64][340/1879] lr: 1.245e-01, eta: 1 day, 4:58:43, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 1.6162, top1_acc: 0.3336, top5_acc: 0.5895, loss_cls: 3.0791, loss: 4.6953, grad_norm: 2.2733 2021-07-19 15:37:07,715 - mmaction - INFO - Epoch [64][360/1879] lr: 1.245e-01, eta: 1 day, 4:58:28, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.6102, top1_acc: 0.3402, top5_acc: 0.5918, loss_cls: 3.0238, loss: 4.6340, grad_norm: 2.2837 2021-07-19 15:37:20,851 - mmaction - INFO - Epoch [64][380/1879] lr: 1.245e-01, eta: 1 day, 4:58:16, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.6536, top1_acc: 0.3035, top5_acc: 0.5699, loss_cls: 3.1362, loss: 4.7899, grad_norm: 2.3162 2021-07-19 15:37:31,929 - mmaction - INFO - Epoch [64][400/1879] lr: 1.244e-01, eta: 1 day, 4:58:01, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.6455, top1_acc: 0.3262, top5_acc: 0.5750, loss_cls: 3.1044, loss: 4.7499, grad_norm: 2.2796 2021-07-19 15:37:44,521 - mmaction - INFO - Epoch [64][420/1879] lr: 1.244e-01, eta: 1 day, 4:57:48, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.6518, top1_acc: 0.3242, top5_acc: 0.5797, loss_cls: 3.1282, loss: 4.7800, grad_norm: 2.2667 2021-07-19 15:37:56,595 - mmaction - INFO - Epoch [64][440/1879] lr: 1.244e-01, eta: 1 day, 4:57:34, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.6279, top1_acc: 0.3418, top5_acc: 0.5801, loss_cls: 3.0818, loss: 4.7097, grad_norm: 2.2902 2021-07-19 15:38:08,623 - mmaction - INFO - Epoch [64][460/1879] lr: 1.244e-01, eta: 1 day, 4:57:20, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.6619, top1_acc: 0.3230, top5_acc: 0.5621, loss_cls: 3.1514, loss: 4.8133, grad_norm: 2.2309 2021-07-19 15:38:22,427 - mmaction - INFO - Epoch [64][480/1879] lr: 1.244e-01, eta: 1 day, 4:57:09, time: 0.687, data_time: 0.029, memory: 6921, loss_aux: 1.6754, top1_acc: 0.3262, top5_acc: 0.5621, loss_cls: 3.1500, loss: 4.8254, grad_norm: 2.2962 2021-07-19 15:38:34,482 - mmaction - INFO - Epoch [64][500/1879] lr: 1.243e-01, eta: 1 day, 4:56:55, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.6897, top1_acc: 0.3051, top5_acc: 0.5551, loss_cls: 3.2091, loss: 4.8988, grad_norm: 2.3185 2021-07-19 15:38:46,111 - mmaction - INFO - Epoch [64][520/1879] lr: 1.243e-01, eta: 1 day, 4:56:40, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6438, top1_acc: 0.3078, top5_acc: 0.5656, loss_cls: 3.1313, loss: 4.7751, grad_norm: 2.2511 2021-07-19 15:38:58,841 - mmaction - INFO - Epoch [64][540/1879] lr: 1.243e-01, eta: 1 day, 4:56:28, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.6540, top1_acc: 0.3348, top5_acc: 0.5648, loss_cls: 3.1238, loss: 4.7778, grad_norm: 2.2125 2021-07-19 15:39:11,867 - mmaction - INFO - Epoch [64][560/1879] lr: 1.243e-01, eta: 1 day, 4:56:15, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.6824, top1_acc: 0.3156, top5_acc: 0.5598, loss_cls: 3.1699, loss: 4.8523, grad_norm: 2.2514 2021-07-19 15:39:25,351 - mmaction - INFO - Epoch [64][580/1879] lr: 1.242e-01, eta: 1 day, 4:56:03, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.6489, top1_acc: 0.3266, top5_acc: 0.5695, loss_cls: 3.1235, loss: 4.7724, grad_norm: 2.2876 2021-07-19 15:39:40,913 - mmaction - INFO - Epoch [64][600/1879] lr: 1.242e-01, eta: 1 day, 4:55:54, time: 0.779, data_time: 0.060, memory: 6921, loss_aux: 1.6486, top1_acc: 0.3258, top5_acc: 0.5691, loss_cls: 3.0994, loss: 4.7480, grad_norm: 2.2646 2021-07-19 15:39:52,273 - mmaction - INFO - Epoch [64][620/1879] lr: 1.242e-01, eta: 1 day, 4:55:40, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6554, top1_acc: 0.3207, top5_acc: 0.5738, loss_cls: 3.0984, loss: 4.7538, grad_norm: 2.3539 2021-07-19 15:40:03,595 - mmaction - INFO - Epoch [64][640/1879] lr: 1.242e-01, eta: 1 day, 4:55:25, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.6575, top1_acc: 0.3105, top5_acc: 0.5680, loss_cls: 3.1365, loss: 4.7940, grad_norm: 2.3507 2021-07-19 15:40:16,292 - mmaction - INFO - Epoch [64][660/1879] lr: 1.242e-01, eta: 1 day, 4:55:12, time: 0.638, data_time: 0.009, memory: 6921, loss_aux: 1.6553, top1_acc: 0.3242, top5_acc: 0.5695, loss_cls: 3.1364, loss: 4.7917, grad_norm: 2.3228 2021-07-19 15:40:31,457 - mmaction - INFO - Epoch [64][680/1879] lr: 1.241e-01, eta: 1 day, 4:55:02, time: 0.762, data_time: 0.006, memory: 6921, loss_aux: 1.6585, top1_acc: 0.3195, top5_acc: 0.5773, loss_cls: 3.1108, loss: 4.7693, grad_norm: 2.3334 2021-07-19 15:40:44,031 - mmaction - INFO - Epoch [64][700/1879] lr: 1.241e-01, eta: 1 day, 4:54:49, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.6780, top1_acc: 0.2973, top5_acc: 0.5543, loss_cls: 3.1791, loss: 4.8571, grad_norm: 2.2199 2021-07-19 15:40:56,676 - mmaction - INFO - Epoch [64][720/1879] lr: 1.241e-01, eta: 1 day, 4:54:36, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.6314, top1_acc: 0.3312, top5_acc: 0.5793, loss_cls: 3.0856, loss: 4.7170, grad_norm: 2.2499 2021-07-19 15:41:08,254 - mmaction - INFO - Epoch [64][740/1879] lr: 1.241e-01, eta: 1 day, 4:54:22, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6287, top1_acc: 0.3281, top5_acc: 0.5719, loss_cls: 3.0682, loss: 4.6969, grad_norm: 2.2278 2021-07-19 15:41:20,669 - mmaction - INFO - Epoch [64][760/1879] lr: 1.240e-01, eta: 1 day, 4:54:08, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.6100, top1_acc: 0.3320, top5_acc: 0.5840, loss_cls: 3.0385, loss: 4.6486, grad_norm: 2.2759 2021-07-19 15:41:37,194 - mmaction - INFO - Epoch [64][780/1879] lr: 1.240e-01, eta: 1 day, 4:54:01, time: 0.823, data_time: 0.003, memory: 6921, loss_aux: 1.6762, top1_acc: 0.3070, top5_acc: 0.5621, loss_cls: 3.1976, loss: 4.8738, grad_norm: 2.3119 2021-07-19 15:41:50,162 - mmaction - INFO - Epoch [64][800/1879] lr: 1.240e-01, eta: 1 day, 4:53:48, time: 0.649, data_time: 0.007, memory: 6921, loss_aux: 1.6433, top1_acc: 0.3258, top5_acc: 0.5719, loss_cls: 3.1166, loss: 4.7599, grad_norm: 2.2543 2021-07-19 15:42:04,521 - mmaction - INFO - Epoch [64][820/1879] lr: 1.240e-01, eta: 1 day, 4:53:37, time: 0.713, data_time: 0.005, memory: 6921, loss_aux: 1.6680, top1_acc: 0.3258, top5_acc: 0.5750, loss_cls: 3.1450, loss: 4.8130, grad_norm: 2.2568 2021-07-19 15:42:17,002 - mmaction - INFO - Epoch [64][840/1879] lr: 1.240e-01, eta: 1 day, 4:53:24, time: 0.632, data_time: 0.018, memory: 6921, loss_aux: 1.6597, top1_acc: 0.3246, top5_acc: 0.5762, loss_cls: 3.1282, loss: 4.7879, grad_norm: 2.3241 2021-07-19 15:42:28,552 - mmaction - INFO - Epoch [64][860/1879] lr: 1.239e-01, eta: 1 day, 4:53:10, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.6645, top1_acc: 0.3242, top5_acc: 0.5672, loss_cls: 3.1503, loss: 4.8148, grad_norm: 2.2609 2021-07-19 15:42:40,256 - mmaction - INFO - Epoch [64][880/1879] lr: 1.239e-01, eta: 1 day, 4:52:56, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.6703, top1_acc: 0.3254, top5_acc: 0.5566, loss_cls: 3.1264, loss: 4.7967, grad_norm: 2.2567 2021-07-19 15:42:53,511 - mmaction - INFO - Epoch [64][900/1879] lr: 1.239e-01, eta: 1 day, 4:52:43, time: 0.663, data_time: 0.008, memory: 6921, loss_aux: 1.6406, top1_acc: 0.3441, top5_acc: 0.5836, loss_cls: 3.0908, loss: 4.7313, grad_norm: 2.3074 2021-07-19 15:43:04,711 - mmaction - INFO - Epoch [64][920/1879] lr: 1.239e-01, eta: 1 day, 4:52:28, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.6485, top1_acc: 0.3184, top5_acc: 0.5777, loss_cls: 3.1176, loss: 4.7661, grad_norm: 2.2892 2021-07-19 15:43:16,144 - mmaction - INFO - Epoch [64][940/1879] lr: 1.239e-01, eta: 1 day, 4:52:14, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.6457, top1_acc: 0.3168, top5_acc: 0.5648, loss_cls: 3.1497, loss: 4.7954, grad_norm: 2.2925 2021-07-19 15:43:28,552 - mmaction - INFO - Epoch [64][960/1879] lr: 1.238e-01, eta: 1 day, 4:52:01, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.6309, top1_acc: 0.3266, top5_acc: 0.5855, loss_cls: 3.0746, loss: 4.7054, grad_norm: 2.2884 2021-07-19 15:43:40,420 - mmaction - INFO - Epoch [64][980/1879] lr: 1.238e-01, eta: 1 day, 4:51:46, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.6457, top1_acc: 0.3402, top5_acc: 0.5680, loss_cls: 3.0786, loss: 4.7243, grad_norm: 2.2733 2021-07-19 15:43:51,372 - mmaction - INFO - Epoch [64][1000/1879] lr: 1.238e-01, eta: 1 day, 4:51:31, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.6475, top1_acc: 0.3234, top5_acc: 0.5781, loss_cls: 3.1027, loss: 4.7502, grad_norm: 2.2653 2021-07-19 15:44:03,446 - mmaction - INFO - Epoch [64][1020/1879] lr: 1.238e-01, eta: 1 day, 4:51:17, time: 0.602, data_time: 0.001, memory: 6921, loss_aux: 1.6736, top1_acc: 0.3117, top5_acc: 0.5672, loss_cls: 3.1487, loss: 4.8223, grad_norm: 2.2745 2021-07-19 15:44:14,962 - mmaction - INFO - Epoch [64][1040/1879] lr: 1.237e-01, eta: 1 day, 4:51:03, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6348, top1_acc: 0.3242, top5_acc: 0.5793, loss_cls: 3.0685, loss: 4.7033, grad_norm: 2.2865 2021-07-19 15:44:27,117 - mmaction - INFO - Epoch [64][1060/1879] lr: 1.237e-01, eta: 1 day, 4:50:49, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.6611, top1_acc: 0.3246, top5_acc: 0.5684, loss_cls: 3.1492, loss: 4.8103, grad_norm: 2.2893 2021-07-19 15:44:39,669 - mmaction - INFO - Epoch [64][1080/1879] lr: 1.237e-01, eta: 1 day, 4:50:36, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.6610, top1_acc: 0.3211, top5_acc: 0.5738, loss_cls: 3.1411, loss: 4.8021, grad_norm: 2.2720 2021-07-19 15:44:50,820 - mmaction - INFO - Epoch [64][1100/1879] lr: 1.237e-01, eta: 1 day, 4:50:21, time: 0.557, data_time: 0.008, memory: 6921, loss_aux: 1.6488, top1_acc: 0.3254, top5_acc: 0.5754, loss_cls: 3.1173, loss: 4.7661, grad_norm: 2.2389 2021-07-19 15:45:03,302 - mmaction - INFO - Epoch [64][1120/1879] lr: 1.237e-01, eta: 1 day, 4:50:08, time: 0.629, data_time: 0.007, memory: 6921, loss_aux: 1.6119, top1_acc: 0.3324, top5_acc: 0.5859, loss_cls: 3.0503, loss: 4.6622, grad_norm: 2.2861 2021-07-19 15:45:16,027 - mmaction - INFO - Epoch [64][1140/1879] lr: 1.236e-01, eta: 1 day, 4:49:55, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.6312, top1_acc: 0.3195, top5_acc: 0.5918, loss_cls: 3.0750, loss: 4.7062, grad_norm: 2.2651 2021-07-19 15:45:28,362 - mmaction - INFO - Epoch [64][1160/1879] lr: 1.236e-01, eta: 1 day, 4:49:42, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.6578, top1_acc: 0.3203, top5_acc: 0.5699, loss_cls: 3.1535, loss: 4.8113, grad_norm: 2.2797 2021-07-19 15:45:43,281 - mmaction - INFO - Epoch [64][1180/1879] lr: 1.236e-01, eta: 1 day, 4:49:32, time: 0.746, data_time: 0.004, memory: 6921, loss_aux: 1.6358, top1_acc: 0.3309, top5_acc: 0.5801, loss_cls: 3.1034, loss: 4.7392, grad_norm: 2.2793 2021-07-19 15:45:54,576 - mmaction - INFO - Epoch [64][1200/1879] lr: 1.236e-01, eta: 1 day, 4:49:17, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6245, top1_acc: 0.3266, top5_acc: 0.5832, loss_cls: 3.0736, loss: 4.6981, grad_norm: 2.2834 2021-07-19 15:46:07,730 - mmaction - INFO - Epoch [64][1220/1879] lr: 1.236e-01, eta: 1 day, 4:49:05, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.6628, top1_acc: 0.3227, top5_acc: 0.5750, loss_cls: 3.1272, loss: 4.7900, grad_norm: 2.2057 2021-07-19 15:46:19,137 - mmaction - INFO - Epoch [64][1240/1879] lr: 1.235e-01, eta: 1 day, 4:48:50, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3418, top5_acc: 0.5836, loss_cls: 3.0040, loss: 4.6090, grad_norm: 2.2216 2021-07-19 15:46:32,403 - mmaction - INFO - Epoch [64][1260/1879] lr: 1.235e-01, eta: 1 day, 4:48:38, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.6289, top1_acc: 0.3227, top5_acc: 0.5801, loss_cls: 3.0900, loss: 4.7190, grad_norm: 2.2932 2021-07-19 15:46:44,093 - mmaction - INFO - Epoch [64][1280/1879] lr: 1.235e-01, eta: 1 day, 4:48:24, time: 0.587, data_time: 0.009, memory: 6921, loss_aux: 1.6141, top1_acc: 0.3266, top5_acc: 0.5820, loss_cls: 3.0484, loss: 4.6624, grad_norm: 2.2846 2021-07-19 15:46:55,094 - mmaction - INFO - Epoch [64][1300/1879] lr: 1.235e-01, eta: 1 day, 4:48:08, time: 0.551, data_time: 0.003, memory: 6921, loss_aux: 1.6493, top1_acc: 0.3215, top5_acc: 0.5691, loss_cls: 3.1399, loss: 4.7892, grad_norm: 2.3091 2021-07-19 15:47:08,639 - mmaction - INFO - Epoch [64][1320/1879] lr: 1.234e-01, eta: 1 day, 4:47:57, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 1.6311, top1_acc: 0.3293, top5_acc: 0.5707, loss_cls: 3.0859, loss: 4.7170, grad_norm: 2.2709 2021-07-19 15:47:21,736 - mmaction - INFO - Epoch [64][1340/1879] lr: 1.234e-01, eta: 1 day, 4:47:44, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.6337, top1_acc: 0.3316, top5_acc: 0.5785, loss_cls: 3.1122, loss: 4.7459, grad_norm: 2.3167 2021-07-19 15:47:34,648 - mmaction - INFO - Epoch [64][1360/1879] lr: 1.234e-01, eta: 1 day, 4:47:32, time: 0.647, data_time: 0.005, memory: 6921, loss_aux: 1.6401, top1_acc: 0.3168, top5_acc: 0.5625, loss_cls: 3.1332, loss: 4.7734, grad_norm: 2.2919 2021-07-19 15:47:46,136 - mmaction - INFO - Epoch [64][1380/1879] lr: 1.234e-01, eta: 1 day, 4:47:17, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6182, top1_acc: 0.3305, top5_acc: 0.5762, loss_cls: 3.0720, loss: 4.6902, grad_norm: 2.2815 2021-07-19 15:47:58,414 - mmaction - INFO - Epoch [64][1400/1879] lr: 1.234e-01, eta: 1 day, 4:47:04, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.6223, top1_acc: 0.3363, top5_acc: 0.5715, loss_cls: 3.0676, loss: 4.6899, grad_norm: 2.2740 2021-07-19 15:48:10,400 - mmaction - INFO - Epoch [64][1420/1879] lr: 1.233e-01, eta: 1 day, 4:46:50, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.6321, top1_acc: 0.3348, top5_acc: 0.5773, loss_cls: 3.0688, loss: 4.7009, grad_norm: 2.2748 2021-07-19 15:48:24,496 - mmaction - INFO - Epoch [64][1440/1879] lr: 1.233e-01, eta: 1 day, 4:46:39, time: 0.702, data_time: 0.005, memory: 6921, loss_aux: 1.6107, top1_acc: 0.3406, top5_acc: 0.5863, loss_cls: 3.0573, loss: 4.6680, grad_norm: 2.2899 2021-07-19 15:48:35,678 - mmaction - INFO - Epoch [64][1460/1879] lr: 1.233e-01, eta: 1 day, 4:46:24, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.6487, top1_acc: 0.3281, top5_acc: 0.5730, loss_cls: 3.1284, loss: 4.7770, grad_norm: 2.3213 2021-07-19 15:48:48,233 - mmaction - INFO - Epoch [64][1480/1879] lr: 1.233e-01, eta: 1 day, 4:46:11, time: 0.627, data_time: 0.001, memory: 6921, loss_aux: 1.6856, top1_acc: 0.3141, top5_acc: 0.5602, loss_cls: 3.2228, loss: 4.9085, grad_norm: 2.2835 2021-07-19 15:48:59,484 - mmaction - INFO - Epoch [64][1500/1879] lr: 1.232e-01, eta: 1 day, 4:45:56, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.6435, top1_acc: 0.3258, top5_acc: 0.5750, loss_cls: 3.0987, loss: 4.7422, grad_norm: 2.3080 2021-07-19 15:49:12,805 - mmaction - INFO - Epoch [64][1520/1879] lr: 1.232e-01, eta: 1 day, 4:45:44, time: 0.667, data_time: 0.004, memory: 6921, loss_aux: 1.6601, top1_acc: 0.3258, top5_acc: 0.5848, loss_cls: 3.1233, loss: 4.7834, grad_norm: 2.2755 2021-07-19 15:49:23,930 - mmaction - INFO - Epoch [64][1540/1879] lr: 1.232e-01, eta: 1 day, 4:45:29, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.6244, top1_acc: 0.3422, top5_acc: 0.5805, loss_cls: 3.0548, loss: 4.6792, grad_norm: 2.2742 2021-07-19 15:49:37,511 - mmaction - INFO - Epoch [64][1560/1879] lr: 1.232e-01, eta: 1 day, 4:45:17, time: 0.678, data_time: 0.001, memory: 6921, loss_aux: 1.6086, top1_acc: 0.3492, top5_acc: 0.5922, loss_cls: 3.0120, loss: 4.6207, grad_norm: 2.2308 2021-07-19 15:49:49,709 - mmaction - INFO - Epoch [64][1580/1879] lr: 1.232e-01, eta: 1 day, 4:45:03, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6326, top1_acc: 0.3418, top5_acc: 0.5855, loss_cls: 3.0742, loss: 4.7067, grad_norm: 2.2895 2021-07-19 15:50:01,409 - mmaction - INFO - Epoch [64][1600/1879] lr: 1.231e-01, eta: 1 day, 4:44:49, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.6741, top1_acc: 0.3164, top5_acc: 0.5652, loss_cls: 3.1659, loss: 4.8400, grad_norm: 2.2859 2021-07-19 15:50:16,677 - mmaction - INFO - Epoch [64][1620/1879] lr: 1.231e-01, eta: 1 day, 4:44:40, time: 0.760, data_time: 0.002, memory: 6921, loss_aux: 1.6314, top1_acc: 0.3301, top5_acc: 0.5723, loss_cls: 3.0945, loss: 4.7259, grad_norm: 2.3182 2021-07-19 15:50:34,559 - mmaction - INFO - Epoch [64][1640/1879] lr: 1.231e-01, eta: 1 day, 4:44:34, time: 0.896, data_time: 0.006, memory: 6921, loss_aux: 1.6488, top1_acc: 0.3250, top5_acc: 0.5715, loss_cls: 3.1159, loss: 4.7647, grad_norm: 2.3118 2021-07-19 15:50:46,260 - mmaction - INFO - Epoch [64][1660/1879] lr: 1.231e-01, eta: 1 day, 4:44:20, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.6526, top1_acc: 0.3121, top5_acc: 0.5637, loss_cls: 3.1244, loss: 4.7770, grad_norm: 2.2965 2021-07-19 15:50:59,469 - mmaction - INFO - Epoch [64][1680/1879] lr: 1.231e-01, eta: 1 day, 4:44:07, time: 0.659, data_time: 0.001, memory: 6921, loss_aux: 1.6441, top1_acc: 0.3238, top5_acc: 0.5797, loss_cls: 3.1208, loss: 4.7649, grad_norm: 2.2604 2021-07-19 15:51:10,850 - mmaction - INFO - Epoch [64][1700/1879] lr: 1.230e-01, eta: 1 day, 4:43:53, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.6345, top1_acc: 0.3297, top5_acc: 0.5691, loss_cls: 3.0942, loss: 4.7287, grad_norm: 2.2665 2021-07-19 15:51:23,739 - mmaction - INFO - Epoch [64][1720/1879] lr: 1.230e-01, eta: 1 day, 4:43:40, time: 0.642, data_time: 0.001, memory: 6921, loss_aux: 1.6687, top1_acc: 0.3117, top5_acc: 0.5672, loss_cls: 3.1637, loss: 4.8324, grad_norm: 2.3259 2021-07-19 15:51:34,987 - mmaction - INFO - Epoch [64][1740/1879] lr: 1.230e-01, eta: 1 day, 4:43:25, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.6071, top1_acc: 0.3512, top5_acc: 0.5867, loss_cls: 3.0358, loss: 4.6430, grad_norm: 2.2508 2021-07-19 15:51:46,607 - mmaction - INFO - Epoch [64][1760/1879] lr: 1.230e-01, eta: 1 day, 4:43:11, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6449, top1_acc: 0.3176, top5_acc: 0.5566, loss_cls: 3.1524, loss: 4.7973, grad_norm: 2.2525 2021-07-19 15:51:59,447 - mmaction - INFO - Epoch [64][1780/1879] lr: 1.229e-01, eta: 1 day, 4:42:58, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 1.6528, top1_acc: 0.3324, top5_acc: 0.5695, loss_cls: 3.1081, loss: 4.7610, grad_norm: 2.2628 2021-07-19 15:52:10,773 - mmaction - INFO - Epoch [64][1800/1879] lr: 1.229e-01, eta: 1 day, 4:42:43, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.6190, top1_acc: 0.3242, top5_acc: 0.5785, loss_cls: 3.0635, loss: 4.6824, grad_norm: 2.2723 2021-07-19 15:52:25,409 - mmaction - INFO - Epoch [64][1820/1879] lr: 1.229e-01, eta: 1 day, 4:42:33, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.6447, top1_acc: 0.3203, top5_acc: 0.5648, loss_cls: 3.1429, loss: 4.7876, grad_norm: 2.3027 2021-07-19 15:52:37,401 - mmaction - INFO - Epoch [64][1840/1879] lr: 1.229e-01, eta: 1 day, 4:42:19, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.6438, top1_acc: 0.3297, top5_acc: 0.5738, loss_cls: 3.0923, loss: 4.7361, grad_norm: 2.2936 2021-07-19 15:52:50,703 - mmaction - INFO - Epoch [64][1860/1879] lr: 1.229e-01, eta: 1 day, 4:42:07, time: 0.664, data_time: 0.002, memory: 6921, loss_aux: 1.6337, top1_acc: 0.3258, top5_acc: 0.5797, loss_cls: 3.0874, loss: 4.7211, grad_norm: 2.2830 2021-07-19 15:53:00,900 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-07-19 15:53:24,208 - mmaction - INFO - Epoch [65][20/1879] lr: 1.228e-01, eta: 1 day, 4:41:30, time: 0.803, data_time: 0.216, memory: 6921, loss_aux: 1.6238, top1_acc: 0.3375, top5_acc: 0.5871, loss_cls: 3.0650, loss: 4.6888, grad_norm: 2.2822 2021-07-19 15:53:35,709 - mmaction - INFO - Epoch [65][40/1879] lr: 1.228e-01, eta: 1 day, 4:41:16, time: 0.578, data_time: 0.008, memory: 6921, loss_aux: 1.6382, top1_acc: 0.3234, top5_acc: 0.5789, loss_cls: 3.1036, loss: 4.7418, grad_norm: 2.2870 2021-07-19 15:53:46,898 - mmaction - INFO - Epoch [65][60/1879] lr: 1.228e-01, eta: 1 day, 4:41:01, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6216, top1_acc: 0.3348, top5_acc: 0.5824, loss_cls: 3.0730, loss: 4.6946, grad_norm: 2.2745 2021-07-19 15:53:58,103 - mmaction - INFO - Epoch [65][80/1879] lr: 1.227e-01, eta: 1 day, 4:40:46, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6137, top1_acc: 0.3312, top5_acc: 0.5883, loss_cls: 3.0515, loss: 4.6651, grad_norm: 2.2829 2021-07-19 15:54:10,094 - mmaction - INFO - Epoch [65][100/1879] lr: 1.227e-01, eta: 1 day, 4:40:32, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6378, top1_acc: 0.3211, top5_acc: 0.5742, loss_cls: 3.1184, loss: 4.7562, grad_norm: 2.3480 2021-07-19 15:54:22,025 - mmaction - INFO - Epoch [65][120/1879] lr: 1.227e-01, eta: 1 day, 4:40:18, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.6136, top1_acc: 0.3348, top5_acc: 0.5855, loss_cls: 3.0468, loss: 4.6604, grad_norm: 2.2978 2021-07-19 15:54:34,446 - mmaction - INFO - Epoch [65][140/1879] lr: 1.227e-01, eta: 1 day, 4:40:05, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.6370, top1_acc: 0.3348, top5_acc: 0.5801, loss_cls: 3.0742, loss: 4.7112, grad_norm: 2.2693 2021-07-19 15:54:48,326 - mmaction - INFO - Epoch [65][160/1879] lr: 1.227e-01, eta: 1 day, 4:39:54, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.6642, top1_acc: 0.3250, top5_acc: 0.5629, loss_cls: 3.1527, loss: 4.8169, grad_norm: 2.2745 2021-07-19 15:55:00,487 - mmaction - INFO - Epoch [65][180/1879] lr: 1.226e-01, eta: 1 day, 4:39:40, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.6093, top1_acc: 0.3371, top5_acc: 0.5887, loss_cls: 3.0193, loss: 4.6286, grad_norm: 2.3166 2021-07-19 15:55:11,933 - mmaction - INFO - Epoch [65][200/1879] lr: 1.226e-01, eta: 1 day, 4:39:25, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6180, top1_acc: 0.3359, top5_acc: 0.5797, loss_cls: 3.0441, loss: 4.6621, grad_norm: 2.2749 2021-07-19 15:55:23,292 - mmaction - INFO - Epoch [65][220/1879] lr: 1.226e-01, eta: 1 day, 4:39:11, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.6249, top1_acc: 0.3461, top5_acc: 0.5793, loss_cls: 3.0747, loss: 4.6996, grad_norm: 2.2979 2021-07-19 15:55:35,338 - mmaction - INFO - Epoch [65][240/1879] lr: 1.226e-01, eta: 1 day, 4:38:57, time: 0.602, data_time: 0.007, memory: 6921, loss_aux: 1.6097, top1_acc: 0.3371, top5_acc: 0.5738, loss_cls: 3.0448, loss: 4.6545, grad_norm: 2.2915 2021-07-19 15:55:46,906 - mmaction - INFO - Epoch [65][260/1879] lr: 1.226e-01, eta: 1 day, 4:38:42, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.6244, top1_acc: 0.3445, top5_acc: 0.5863, loss_cls: 3.0744, loss: 4.6987, grad_norm: 2.3009 2021-07-19 15:55:58,257 - mmaction - INFO - Epoch [65][280/1879] lr: 1.225e-01, eta: 1 day, 4:38:28, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6221, top1_acc: 0.3227, top5_acc: 0.5719, loss_cls: 3.0828, loss: 4.7049, grad_norm: 2.2893 2021-07-19 15:56:10,014 - mmaction - INFO - Epoch [65][300/1879] lr: 1.225e-01, eta: 1 day, 4:38:14, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.6264, top1_acc: 0.3141, top5_acc: 0.5875, loss_cls: 3.0982, loss: 4.7246, grad_norm: 2.2946 2021-07-19 15:56:21,085 - mmaction - INFO - Epoch [65][320/1879] lr: 1.225e-01, eta: 1 day, 4:37:59, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.6198, top1_acc: 0.3348, top5_acc: 0.5773, loss_cls: 3.0581, loss: 4.6779, grad_norm: 2.2720 2021-07-19 15:56:32,958 - mmaction - INFO - Epoch [65][340/1879] lr: 1.225e-01, eta: 1 day, 4:37:45, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6550, top1_acc: 0.3250, top5_acc: 0.5727, loss_cls: 3.1389, loss: 4.7939, grad_norm: 2.3413 2021-07-19 15:56:44,118 - mmaction - INFO - Epoch [65][360/1879] lr: 1.224e-01, eta: 1 day, 4:37:30, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.5936, top1_acc: 0.3414, top5_acc: 0.5961, loss_cls: 3.0024, loss: 4.5961, grad_norm: 2.2856 2021-07-19 15:56:55,772 - mmaction - INFO - Epoch [65][380/1879] lr: 1.224e-01, eta: 1 day, 4:37:15, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.6370, top1_acc: 0.3246, top5_acc: 0.5766, loss_cls: 3.1013, loss: 4.7383, grad_norm: 2.2651 2021-07-19 15:57:07,627 - mmaction - INFO - Epoch [65][400/1879] lr: 1.224e-01, eta: 1 day, 4:37:01, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6488, top1_acc: 0.3344, top5_acc: 0.5875, loss_cls: 3.0865, loss: 4.7353, grad_norm: 2.3475 2021-07-19 15:57:19,702 - mmaction - INFO - Epoch [65][420/1879] lr: 1.224e-01, eta: 1 day, 4:36:47, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.6068, top1_acc: 0.3414, top5_acc: 0.5848, loss_cls: 3.0464, loss: 4.6532, grad_norm: 2.3230 2021-07-19 15:57:34,364 - mmaction - INFO - Epoch [65][440/1879] lr: 1.224e-01, eta: 1 day, 4:36:37, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.6533, top1_acc: 0.3164, top5_acc: 0.5586, loss_cls: 3.1292, loss: 4.7825, grad_norm: 2.2866 2021-07-19 15:57:47,055 - mmaction - INFO - Epoch [65][460/1879] lr: 1.223e-01, eta: 1 day, 4:36:24, time: 0.610, data_time: 0.005, memory: 6921, loss_aux: 1.6334, top1_acc: 0.3262, top5_acc: 0.5652, loss_cls: 3.1170, loss: 4.7503, grad_norm: 2.2358 2021-07-19 15:57:58,942 - mmaction - INFO - Epoch [65][480/1879] lr: 1.223e-01, eta: 1 day, 4:36:10, time: 0.622, data_time: 0.030, memory: 6921, loss_aux: 1.6430, top1_acc: 0.3187, top5_acc: 0.5641, loss_cls: 3.1212, loss: 4.7642, grad_norm: 2.3211 2021-07-19 15:58:10,180 - mmaction - INFO - Epoch [65][500/1879] lr: 1.223e-01, eta: 1 day, 4:35:56, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.6201, top1_acc: 0.3297, top5_acc: 0.5875, loss_cls: 3.0716, loss: 4.6918, grad_norm: 2.2863 2021-07-19 15:58:21,926 - mmaction - INFO - Epoch [65][520/1879] lr: 1.223e-01, eta: 1 day, 4:35:41, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.6333, top1_acc: 0.3312, top5_acc: 0.5754, loss_cls: 3.0763, loss: 4.7096, grad_norm: 2.2880 2021-07-19 15:58:36,455 - mmaction - INFO - Epoch [65][540/1879] lr: 1.222e-01, eta: 1 day, 4:35:31, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.6054, top1_acc: 0.3301, top5_acc: 0.5840, loss_cls: 3.0569, loss: 4.6623, grad_norm: 2.2909 2021-07-19 15:58:48,726 - mmaction - INFO - Epoch [65][560/1879] lr: 1.222e-01, eta: 1 day, 4:35:17, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.6421, top1_acc: 0.3441, top5_acc: 0.5871, loss_cls: 3.0460, loss: 4.6880, grad_norm: 2.2943 2021-07-19 15:59:00,718 - mmaction - INFO - Epoch [65][580/1879] lr: 1.222e-01, eta: 1 day, 4:35:04, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.5883, top1_acc: 0.3473, top5_acc: 0.6043, loss_cls: 2.9743, loss: 4.5626, grad_norm: 2.2754 2021-07-19 15:59:12,270 - mmaction - INFO - Epoch [65][600/1879] lr: 1.222e-01, eta: 1 day, 4:34:49, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6183, top1_acc: 0.3320, top5_acc: 0.5941, loss_cls: 3.0532, loss: 4.6715, grad_norm: 2.3368 2021-07-19 15:59:39,151 - mmaction - INFO - Epoch [65][620/1879] lr: 1.222e-01, eta: 1 day, 4:34:55, time: 1.344, data_time: 0.004, memory: 6921, loss_aux: 1.6448, top1_acc: 0.3301, top5_acc: 0.5668, loss_cls: 3.1048, loss: 4.7496, grad_norm: 2.3136 2021-07-19 15:59:50,209 - mmaction - INFO - Epoch [65][640/1879] lr: 1.221e-01, eta: 1 day, 4:34:40, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.6315, top1_acc: 0.3340, top5_acc: 0.5953, loss_cls: 3.0683, loss: 4.6997, grad_norm: 2.2770 2021-07-19 16:00:02,485 - mmaction - INFO - Epoch [65][660/1879] lr: 1.221e-01, eta: 1 day, 4:34:27, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.6125, top1_acc: 0.3488, top5_acc: 0.5879, loss_cls: 3.0370, loss: 4.6494, grad_norm: 2.2786 2021-07-19 16:00:14,728 - mmaction - INFO - Epoch [65][680/1879] lr: 1.221e-01, eta: 1 day, 4:34:13, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.6410, top1_acc: 0.3352, top5_acc: 0.5766, loss_cls: 3.0860, loss: 4.7271, grad_norm: 2.3029 2021-07-19 16:00:26,182 - mmaction - INFO - Epoch [65][700/1879] lr: 1.221e-01, eta: 1 day, 4:33:59, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6620, top1_acc: 0.3172, top5_acc: 0.5695, loss_cls: 3.1350, loss: 4.7970, grad_norm: 2.2753 2021-07-19 16:00:37,383 - mmaction - INFO - Epoch [65][720/1879] lr: 1.221e-01, eta: 1 day, 4:33:44, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.6123, top1_acc: 0.3414, top5_acc: 0.5953, loss_cls: 3.0406, loss: 4.6529, grad_norm: 2.2724 2021-07-19 16:00:49,153 - mmaction - INFO - Epoch [65][740/1879] lr: 1.220e-01, eta: 1 day, 4:33:30, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.6172, top1_acc: 0.3312, top5_acc: 0.5871, loss_cls: 3.0722, loss: 4.6895, grad_norm: 2.2999 2021-07-19 16:01:00,288 - mmaction - INFO - Epoch [65][760/1879] lr: 1.220e-01, eta: 1 day, 4:33:15, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.6177, top1_acc: 0.3484, top5_acc: 0.5898, loss_cls: 3.0548, loss: 4.6725, grad_norm: 2.3363 2021-07-19 16:01:17,612 - mmaction - INFO - Epoch [65][780/1879] lr: 1.220e-01, eta: 1 day, 4:33:08, time: 0.864, data_time: 0.003, memory: 6921, loss_aux: 1.6141, top1_acc: 0.3359, top5_acc: 0.5777, loss_cls: 3.0472, loss: 4.6613, grad_norm: 2.3252 2021-07-19 16:01:28,764 - mmaction - INFO - Epoch [65][800/1879] lr: 1.220e-01, eta: 1 day, 4:32:53, time: 0.559, data_time: 0.005, memory: 6921, loss_aux: 1.6316, top1_acc: 0.3277, top5_acc: 0.5723, loss_cls: 3.0886, loss: 4.7201, grad_norm: 2.3069 2021-07-19 16:01:40,602 - mmaction - INFO - Epoch [65][820/1879] lr: 1.219e-01, eta: 1 day, 4:32:39, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.6723, top1_acc: 0.3082, top5_acc: 0.5641, loss_cls: 3.1613, loss: 4.8336, grad_norm: 2.3589 2021-07-19 16:01:52,251 - mmaction - INFO - Epoch [65][840/1879] lr: 1.219e-01, eta: 1 day, 4:32:25, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.6227, top1_acc: 0.3266, top5_acc: 0.5809, loss_cls: 3.0743, loss: 4.6970, grad_norm: 2.2998 2021-07-19 16:02:03,736 - mmaction - INFO - Epoch [65][860/1879] lr: 1.219e-01, eta: 1 day, 4:32:10, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.6344, top1_acc: 0.3270, top5_acc: 0.5852, loss_cls: 3.0790, loss: 4.7134, grad_norm: 2.3061 2021-07-19 16:02:15,177 - mmaction - INFO - Epoch [65][880/1879] lr: 1.219e-01, eta: 1 day, 4:31:55, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.6514, top1_acc: 0.3203, top5_acc: 0.5621, loss_cls: 3.1283, loss: 4.7797, grad_norm: 2.3133 2021-07-19 16:02:26,587 - mmaction - INFO - Epoch [65][900/1879] lr: 1.219e-01, eta: 1 day, 4:31:41, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6125, top1_acc: 0.3375, top5_acc: 0.5898, loss_cls: 3.0477, loss: 4.6603, grad_norm: 2.3324 2021-07-19 16:02:38,983 - mmaction - INFO - Epoch [65][920/1879] lr: 1.218e-01, eta: 1 day, 4:31:28, time: 0.619, data_time: 0.001, memory: 6921, loss_aux: 1.6292, top1_acc: 0.3379, top5_acc: 0.5777, loss_cls: 3.0761, loss: 4.7053, grad_norm: 2.3227 2021-07-19 16:02:50,101 - mmaction - INFO - Epoch [65][940/1879] lr: 1.218e-01, eta: 1 day, 4:31:13, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.6080, top1_acc: 0.3375, top5_acc: 0.5926, loss_cls: 3.0128, loss: 4.6208, grad_norm: 2.3103 2021-07-19 16:03:05,801 - mmaction - INFO - Epoch [65][960/1879] lr: 1.218e-01, eta: 1 day, 4:31:04, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.6039, top1_acc: 0.3359, top5_acc: 0.5809, loss_cls: 3.0444, loss: 4.6483, grad_norm: 2.2633 2021-07-19 16:03:21,105 - mmaction - INFO - Epoch [65][980/1879] lr: 1.218e-01, eta: 1 day, 4:30:54, time: 0.764, data_time: 0.003, memory: 6921, loss_aux: 1.6246, top1_acc: 0.3348, top5_acc: 0.5766, loss_cls: 3.0823, loss: 4.7069, grad_norm: 2.3282 2021-07-19 16:03:33,528 - mmaction - INFO - Epoch [65][1000/1879] lr: 1.217e-01, eta: 1 day, 4:30:40, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.6635, top1_acc: 0.3164, top5_acc: 0.5715, loss_cls: 3.1353, loss: 4.7988, grad_norm: 2.3183 2021-07-19 16:03:45,169 - mmaction - INFO - Epoch [65][1020/1879] lr: 1.217e-01, eta: 1 day, 4:30:27, time: 0.636, data_time: 0.057, memory: 6921, loss_aux: 1.6546, top1_acc: 0.3355, top5_acc: 0.5687, loss_cls: 3.1083, loss: 4.7629, grad_norm: 2.2991 2021-07-19 16:03:56,518 - mmaction - INFO - Epoch [65][1040/1879] lr: 1.217e-01, eta: 1 day, 4:30:12, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6372, top1_acc: 0.3227, top5_acc: 0.5723, loss_cls: 3.0980, loss: 4.7352, grad_norm: 2.3359 2021-07-19 16:04:08,571 - mmaction - INFO - Epoch [65][1060/1879] lr: 1.217e-01, eta: 1 day, 4:29:58, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.6441, top1_acc: 0.3266, top5_acc: 0.5758, loss_cls: 3.1262, loss: 4.7704, grad_norm: 2.2593 2021-07-19 16:04:20,537 - mmaction - INFO - Epoch [65][1080/1879] lr: 1.217e-01, eta: 1 day, 4:29:44, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.6639, top1_acc: 0.3199, top5_acc: 0.5652, loss_cls: 3.1661, loss: 4.8300, grad_norm: 2.2687 2021-07-19 16:04:32,123 - mmaction - INFO - Epoch [65][1100/1879] lr: 1.216e-01, eta: 1 day, 4:29:30, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.6662, top1_acc: 0.3289, top5_acc: 0.5770, loss_cls: 3.1169, loss: 4.7831, grad_norm: 2.3349 2021-07-19 16:04:45,561 - mmaction - INFO - Epoch [65][1120/1879] lr: 1.216e-01, eta: 1 day, 4:29:18, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.6554, top1_acc: 0.3176, top5_acc: 0.5652, loss_cls: 3.1617, loss: 4.8171, grad_norm: 2.3078 2021-07-19 16:04:56,659 - mmaction - INFO - Epoch [65][1140/1879] lr: 1.216e-01, eta: 1 day, 4:29:03, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6376, top1_acc: 0.3176, top5_acc: 0.5707, loss_cls: 3.1175, loss: 4.7551, grad_norm: 2.2786 2021-07-19 16:05:09,353 - mmaction - INFO - Epoch [65][1160/1879] lr: 1.216e-01, eta: 1 day, 4:28:50, time: 0.634, data_time: 0.001, memory: 6921, loss_aux: 1.6447, top1_acc: 0.3254, top5_acc: 0.5805, loss_cls: 3.0972, loss: 4.7419, grad_norm: 2.2752 2021-07-19 16:05:26,492 - mmaction - INFO - Epoch [65][1180/1879] lr: 1.216e-01, eta: 1 day, 4:28:43, time: 0.852, data_time: 0.002, memory: 6921, loss_aux: 1.6362, top1_acc: 0.3336, top5_acc: 0.5836, loss_cls: 3.0847, loss: 4.7208, grad_norm: 2.2878 2021-07-19 16:05:38,117 - mmaction - INFO - Epoch [65][1200/1879] lr: 1.215e-01, eta: 1 day, 4:28:29, time: 0.585, data_time: 0.011, memory: 6921, loss_aux: 1.6132, top1_acc: 0.3379, top5_acc: 0.5742, loss_cls: 3.0858, loss: 4.6990, grad_norm: 2.3065 2021-07-19 16:05:49,732 - mmaction - INFO - Epoch [65][1220/1879] lr: 1.215e-01, eta: 1 day, 4:28:15, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6396, top1_acc: 0.3254, top5_acc: 0.5805, loss_cls: 3.1072, loss: 4.7469, grad_norm: 2.2954 2021-07-19 16:06:03,080 - mmaction - INFO - Epoch [65][1240/1879] lr: 1.215e-01, eta: 1 day, 4:28:02, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.6504, top1_acc: 0.3258, top5_acc: 0.5652, loss_cls: 3.1184, loss: 4.7689, grad_norm: 2.2664 2021-07-19 16:06:15,417 - mmaction - INFO - Epoch [65][1260/1879] lr: 1.215e-01, eta: 1 day, 4:27:49, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.6465, top1_acc: 0.3250, top5_acc: 0.5734, loss_cls: 3.1286, loss: 4.7751, grad_norm: 2.2576 2021-07-19 16:06:27,115 - mmaction - INFO - Epoch [65][1280/1879] lr: 1.214e-01, eta: 1 day, 4:27:35, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6612, top1_acc: 0.3270, top5_acc: 0.5715, loss_cls: 3.1322, loss: 4.7934, grad_norm: 2.3242 2021-07-19 16:06:38,866 - mmaction - INFO - Epoch [65][1300/1879] lr: 1.214e-01, eta: 1 day, 4:27:21, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.6587, top1_acc: 0.3426, top5_acc: 0.5746, loss_cls: 3.1304, loss: 4.7891, grad_norm: 2.3008 2021-07-19 16:06:52,284 - mmaction - INFO - Epoch [65][1320/1879] lr: 1.214e-01, eta: 1 day, 4:27:09, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.6176, top1_acc: 0.3246, top5_acc: 0.5762, loss_cls: 3.0688, loss: 4.6863, grad_norm: 2.3375 2021-07-19 16:07:04,218 - mmaction - INFO - Epoch [65][1340/1879] lr: 1.214e-01, eta: 1 day, 4:26:55, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.6430, top1_acc: 0.3293, top5_acc: 0.5785, loss_cls: 3.0743, loss: 4.7173, grad_norm: 2.3006 2021-07-19 16:07:16,782 - mmaction - INFO - Epoch [65][1360/1879] lr: 1.214e-01, eta: 1 day, 4:26:42, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.6530, top1_acc: 0.3328, top5_acc: 0.5687, loss_cls: 3.1116, loss: 4.7645, grad_norm: 2.3169 2021-07-19 16:07:28,116 - mmaction - INFO - Epoch [65][1380/1879] lr: 1.213e-01, eta: 1 day, 4:26:27, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.6505, top1_acc: 0.3207, top5_acc: 0.5687, loss_cls: 3.1216, loss: 4.7721, grad_norm: 2.2044 2021-07-19 16:07:41,783 - mmaction - INFO - Epoch [65][1400/1879] lr: 1.213e-01, eta: 1 day, 4:26:16, time: 0.683, data_time: 0.001, memory: 6921, loss_aux: 1.6399, top1_acc: 0.3305, top5_acc: 0.5793, loss_cls: 3.0904, loss: 4.7303, grad_norm: 2.2559 2021-07-19 16:07:53,891 - mmaction - INFO - Epoch [65][1420/1879] lr: 1.213e-01, eta: 1 day, 4:26:02, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.6575, top1_acc: 0.2953, top5_acc: 0.5766, loss_cls: 3.1484, loss: 4.8059, grad_norm: 2.2963 2021-07-19 16:08:05,726 - mmaction - INFO - Epoch [65][1440/1879] lr: 1.213e-01, eta: 1 day, 4:25:48, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.6073, top1_acc: 0.3449, top5_acc: 0.5891, loss_cls: 3.0340, loss: 4.6414, grad_norm: 2.2421 2021-07-19 16:08:18,665 - mmaction - INFO - Epoch [65][1460/1879] lr: 1.212e-01, eta: 1 day, 4:25:35, time: 0.644, data_time: 0.003, memory: 6921, loss_aux: 1.6164, top1_acc: 0.3375, top5_acc: 0.5957, loss_cls: 3.0318, loss: 4.6482, grad_norm: 2.3466 2021-07-19 16:08:30,807 - mmaction - INFO - Epoch [65][1480/1879] lr: 1.212e-01, eta: 1 day, 4:25:22, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.5997, top1_acc: 0.3406, top5_acc: 0.5914, loss_cls: 3.0061, loss: 4.6059, grad_norm: 2.2830 2021-07-19 16:08:46,257 - mmaction - INFO - Epoch [65][1500/1879] lr: 1.212e-01, eta: 1 day, 4:25:12, time: 0.773, data_time: 0.003, memory: 6921, loss_aux: 1.6213, top1_acc: 0.3355, top5_acc: 0.5734, loss_cls: 3.0719, loss: 4.6933, grad_norm: 2.3062 2021-07-19 16:08:58,828 - mmaction - INFO - Epoch [65][1520/1879] lr: 1.212e-01, eta: 1 day, 4:24:59, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.6288, top1_acc: 0.3293, top5_acc: 0.5727, loss_cls: 3.0981, loss: 4.7269, grad_norm: 2.2698 2021-07-19 16:09:11,397 - mmaction - INFO - Epoch [65][1540/1879] lr: 1.212e-01, eta: 1 day, 4:24:46, time: 0.633, data_time: 0.008, memory: 6921, loss_aux: 1.6256, top1_acc: 0.3246, top5_acc: 0.5738, loss_cls: 3.0781, loss: 4.7037, grad_norm: 2.2712 2021-07-19 16:09:27,390 - mmaction - INFO - Epoch [65][1560/1879] lr: 1.211e-01, eta: 1 day, 4:24:38, time: 0.800, data_time: 0.004, memory: 6921, loss_aux: 1.6616, top1_acc: 0.3285, top5_acc: 0.5695, loss_cls: 3.1536, loss: 4.8152, grad_norm: 2.2844 2021-07-19 16:09:44,359 - mmaction - INFO - Epoch [65][1580/1879] lr: 1.211e-01, eta: 1 day, 4:24:30, time: 0.847, data_time: 0.004, memory: 6921, loss_aux: 1.6268, top1_acc: 0.3277, top5_acc: 0.5777, loss_cls: 3.0792, loss: 4.7061, grad_norm: 2.3214 2021-07-19 16:09:58,889 - mmaction - INFO - Epoch [65][1600/1879] lr: 1.211e-01, eta: 1 day, 4:24:20, time: 0.728, data_time: 0.005, memory: 6921, loss_aux: 1.5949, top1_acc: 0.3383, top5_acc: 0.5801, loss_cls: 3.0473, loss: 4.6422, grad_norm: 2.2896 2021-07-19 16:10:09,979 - mmaction - INFO - Epoch [65][1620/1879] lr: 1.211e-01, eta: 1 day, 4:24:05, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.6506, top1_acc: 0.3187, top5_acc: 0.5680, loss_cls: 3.1505, loss: 4.8011, grad_norm: 2.2963 2021-07-19 16:10:21,920 - mmaction - INFO - Epoch [65][1640/1879] lr: 1.211e-01, eta: 1 day, 4:23:51, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.6737, top1_acc: 0.3277, top5_acc: 0.5617, loss_cls: 3.1788, loss: 4.8525, grad_norm: 2.2882 2021-07-19 16:10:33,271 - mmaction - INFO - Epoch [65][1660/1879] lr: 1.210e-01, eta: 1 day, 4:23:36, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6500, top1_acc: 0.3164, top5_acc: 0.5687, loss_cls: 3.1264, loss: 4.7764, grad_norm: 2.3071 2021-07-19 16:10:48,050 - mmaction - INFO - Epoch [65][1680/1879] lr: 1.210e-01, eta: 1 day, 4:23:26, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.6645, top1_acc: 0.3277, top5_acc: 0.5687, loss_cls: 3.1580, loss: 4.8225, grad_norm: 2.2605 2021-07-19 16:10:59,194 - mmaction - INFO - Epoch [65][1700/1879] lr: 1.210e-01, eta: 1 day, 4:23:11, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.6588, top1_acc: 0.3207, top5_acc: 0.5676, loss_cls: 3.1317, loss: 4.7905, grad_norm: 2.2940 2021-07-19 16:11:10,420 - mmaction - INFO - Epoch [65][1720/1879] lr: 1.210e-01, eta: 1 day, 4:22:56, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.6075, top1_acc: 0.3301, top5_acc: 0.5871, loss_cls: 3.0547, loss: 4.6622, grad_norm: 2.3226 2021-07-19 16:11:22,103 - mmaction - INFO - Epoch [65][1740/1879] lr: 1.209e-01, eta: 1 day, 4:22:42, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6030, top1_acc: 0.3340, top5_acc: 0.5840, loss_cls: 3.0210, loss: 4.6241, grad_norm: 2.3262 2021-07-19 16:11:33,482 - mmaction - INFO - Epoch [65][1760/1879] lr: 1.209e-01, eta: 1 day, 4:22:28, time: 0.574, data_time: 0.007, memory: 6921, loss_aux: 1.6335, top1_acc: 0.3223, top5_acc: 0.5742, loss_cls: 3.1009, loss: 4.7344, grad_norm: 2.3354 2021-07-19 16:11:45,276 - mmaction - INFO - Epoch [65][1780/1879] lr: 1.209e-01, eta: 1 day, 4:22:14, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.6418, top1_acc: 0.3262, top5_acc: 0.5719, loss_cls: 3.1054, loss: 4.7472, grad_norm: 2.3173 2021-07-19 16:11:56,905 - mmaction - INFO - Epoch [65][1800/1879] lr: 1.209e-01, eta: 1 day, 4:21:59, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6486, top1_acc: 0.3184, top5_acc: 0.5734, loss_cls: 3.1194, loss: 4.7680, grad_norm: 2.2975 2021-07-19 16:12:10,809 - mmaction - INFO - Epoch [65][1820/1879] lr: 1.209e-01, eta: 1 day, 4:21:48, time: 0.695, data_time: 0.004, memory: 6921, loss_aux: 1.6638, top1_acc: 0.3238, top5_acc: 0.5840, loss_cls: 3.0817, loss: 4.7455, grad_norm: 2.3164 2021-07-19 16:12:22,190 - mmaction - INFO - Epoch [65][1840/1879] lr: 1.208e-01, eta: 1 day, 4:21:33, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.6563, top1_acc: 0.3195, top5_acc: 0.5680, loss_cls: 3.1346, loss: 4.7909, grad_norm: 2.2920 2021-07-19 16:12:33,380 - mmaction - INFO - Epoch [65][1860/1879] lr: 1.208e-01, eta: 1 day, 4:21:18, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6463, top1_acc: 0.3328, top5_acc: 0.5730, loss_cls: 3.0932, loss: 4.7395, grad_norm: 2.2753 2021-07-19 16:12:43,559 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-07-19 16:13:07,306 - mmaction - INFO - Epoch [66][20/1879] lr: 1.208e-01, eta: 1 day, 4:20:49, time: 1.089, data_time: 0.305, memory: 6921, loss_aux: 1.5985, top1_acc: 0.3344, top5_acc: 0.5945, loss_cls: 2.9939, loss: 4.5924, grad_norm: 2.3174 2021-07-19 16:13:19,502 - mmaction - INFO - Epoch [66][40/1879] lr: 1.207e-01, eta: 1 day, 4:20:36, time: 0.614, data_time: 0.021, memory: 6921, loss_aux: 1.6190, top1_acc: 0.3371, top5_acc: 0.5727, loss_cls: 3.0673, loss: 4.6863, grad_norm: 2.3074 2021-07-19 16:13:31,204 - mmaction - INFO - Epoch [66][60/1879] lr: 1.207e-01, eta: 1 day, 4:20:22, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6421, top1_acc: 0.3277, top5_acc: 0.5613, loss_cls: 3.1159, loss: 4.7580, grad_norm: 2.3291 2021-07-19 16:13:42,383 - mmaction - INFO - Epoch [66][80/1879] lr: 1.207e-01, eta: 1 day, 4:20:07, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.6125, top1_acc: 0.3359, top5_acc: 0.5805, loss_cls: 3.0341, loss: 4.6465, grad_norm: 2.3321 2021-07-19 16:13:53,410 - mmaction - INFO - Epoch [66][100/1879] lr: 1.207e-01, eta: 1 day, 4:19:52, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.6253, top1_acc: 0.3215, top5_acc: 0.5832, loss_cls: 3.0821, loss: 4.7074, grad_norm: 2.2827 2021-07-19 16:14:06,531 - mmaction - INFO - Epoch [66][120/1879] lr: 1.207e-01, eta: 1 day, 4:19:40, time: 0.653, data_time: 0.001, memory: 6921, loss_aux: 1.5734, top1_acc: 0.3441, top5_acc: 0.5961, loss_cls: 3.0126, loss: 4.5861, grad_norm: 2.2899 2021-07-19 16:14:17,667 - mmaction - INFO - Epoch [66][140/1879] lr: 1.206e-01, eta: 1 day, 4:19:25, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.6191, top1_acc: 0.3297, top5_acc: 0.5848, loss_cls: 3.0513, loss: 4.6704, grad_norm: 2.3363 2021-07-19 16:14:29,010 - mmaction - INFO - Epoch [66][160/1879] lr: 1.206e-01, eta: 1 day, 4:19:10, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.6448, top1_acc: 0.3293, top5_acc: 0.5848, loss_cls: 3.0908, loss: 4.7357, grad_norm: 2.2911 2021-07-19 16:14:40,791 - mmaction - INFO - Epoch [66][180/1879] lr: 1.206e-01, eta: 1 day, 4:18:56, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.6282, top1_acc: 0.3422, top5_acc: 0.5793, loss_cls: 3.0711, loss: 4.6993, grad_norm: 2.3189 2021-07-19 16:14:53,558 - mmaction - INFO - Epoch [66][200/1879] lr: 1.206e-01, eta: 1 day, 4:18:43, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.6301, top1_acc: 0.3457, top5_acc: 0.5852, loss_cls: 3.0466, loss: 4.6768, grad_norm: 2.3246 2021-07-19 16:15:06,445 - mmaction - INFO - Epoch [66][220/1879] lr: 1.206e-01, eta: 1 day, 4:18:30, time: 0.642, data_time: 0.006, memory: 6921, loss_aux: 1.6507, top1_acc: 0.3160, top5_acc: 0.5848, loss_cls: 3.1048, loss: 4.7555, grad_norm: 2.2906 2021-07-19 16:15:18,167 - mmaction - INFO - Epoch [66][240/1879] lr: 1.205e-01, eta: 1 day, 4:18:16, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.6151, top1_acc: 0.3242, top5_acc: 0.5848, loss_cls: 3.0742, loss: 4.6893, grad_norm: 2.3401 2021-07-19 16:15:29,601 - mmaction - INFO - Epoch [66][260/1879] lr: 1.205e-01, eta: 1 day, 4:18:01, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.6016, top1_acc: 0.3500, top5_acc: 0.5938, loss_cls: 2.9921, loss: 4.5937, grad_norm: 2.2808 2021-07-19 16:15:42,032 - mmaction - INFO - Epoch [66][280/1879] lr: 1.205e-01, eta: 1 day, 4:17:48, time: 0.630, data_time: 0.013, memory: 6921, loss_aux: 1.6399, top1_acc: 0.3219, top5_acc: 0.5637, loss_cls: 3.1351, loss: 4.7751, grad_norm: 2.2963 2021-07-19 16:15:53,765 - mmaction - INFO - Epoch [66][300/1879] lr: 1.205e-01, eta: 1 day, 4:17:34, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.5985, top1_acc: 0.3375, top5_acc: 0.5855, loss_cls: 3.0210, loss: 4.6195, grad_norm: 2.2583 2021-07-19 16:16:05,958 - mmaction - INFO - Epoch [66][320/1879] lr: 1.204e-01, eta: 1 day, 4:17:21, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6417, top1_acc: 0.3156, top5_acc: 0.5625, loss_cls: 3.1340, loss: 4.7757, grad_norm: 2.3399 2021-07-19 16:16:17,958 - mmaction - INFO - Epoch [66][340/1879] lr: 1.204e-01, eta: 1 day, 4:17:07, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.6160, top1_acc: 0.3301, top5_acc: 0.5879, loss_cls: 3.0279, loss: 4.6439, grad_norm: 2.3204 2021-07-19 16:16:29,513 - mmaction - INFO - Epoch [66][360/1879] lr: 1.204e-01, eta: 1 day, 4:16:53, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.6519, top1_acc: 0.3195, top5_acc: 0.5723, loss_cls: 3.1203, loss: 4.7722, grad_norm: 2.3758 2021-07-19 16:16:41,144 - mmaction - INFO - Epoch [66][380/1879] lr: 1.204e-01, eta: 1 day, 4:16:38, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.6467, top1_acc: 0.3227, top5_acc: 0.5680, loss_cls: 3.1122, loss: 4.7589, grad_norm: 2.3420 2021-07-19 16:16:54,276 - mmaction - INFO - Epoch [66][400/1879] lr: 1.204e-01, eta: 1 day, 4:16:26, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.6067, top1_acc: 0.3324, top5_acc: 0.5813, loss_cls: 3.0446, loss: 4.6512, grad_norm: 2.2936 2021-07-19 16:17:06,129 - mmaction - INFO - Epoch [66][420/1879] lr: 1.203e-01, eta: 1 day, 4:16:12, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.6323, top1_acc: 0.3371, top5_acc: 0.5879, loss_cls: 3.0628, loss: 4.6951, grad_norm: 2.2820 2021-07-19 16:17:23,001 - mmaction - INFO - Epoch [66][440/1879] lr: 1.203e-01, eta: 1 day, 4:16:05, time: 0.844, data_time: 0.002, memory: 6921, loss_aux: 1.6181, top1_acc: 0.3398, top5_acc: 0.5898, loss_cls: 3.0586, loss: 4.6767, grad_norm: 2.2892 2021-07-19 16:17:36,172 - mmaction - INFO - Epoch [66][460/1879] lr: 1.203e-01, eta: 1 day, 4:15:52, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.6463, top1_acc: 0.3336, top5_acc: 0.5711, loss_cls: 3.0800, loss: 4.7264, grad_norm: 2.2682 2021-07-19 16:17:50,645 - mmaction - INFO - Epoch [66][480/1879] lr: 1.203e-01, eta: 1 day, 4:15:42, time: 0.724, data_time: 0.004, memory: 6921, loss_aux: 1.6375, top1_acc: 0.3293, top5_acc: 0.5832, loss_cls: 3.0900, loss: 4.7275, grad_norm: 2.3484 2021-07-19 16:18:04,485 - mmaction - INFO - Epoch [66][500/1879] lr: 1.202e-01, eta: 1 day, 4:15:30, time: 0.691, data_time: 0.004, memory: 6921, loss_aux: 1.6232, top1_acc: 0.3367, top5_acc: 0.5824, loss_cls: 3.0646, loss: 4.6879, grad_norm: 2.3362 2021-07-19 16:18:15,760 - mmaction - INFO - Epoch [66][520/1879] lr: 1.202e-01, eta: 1 day, 4:15:16, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.6294, top1_acc: 0.3367, top5_acc: 0.5855, loss_cls: 3.0549, loss: 4.6843, grad_norm: 2.3070 2021-07-19 16:18:27,833 - mmaction - INFO - Epoch [66][540/1879] lr: 1.202e-01, eta: 1 day, 4:15:02, time: 0.602, data_time: 0.001, memory: 6921, loss_aux: 1.6699, top1_acc: 0.3277, top5_acc: 0.5676, loss_cls: 3.1508, loss: 4.8208, grad_norm: 2.3054 2021-07-19 16:18:39,347 - mmaction - INFO - Epoch [66][560/1879] lr: 1.202e-01, eta: 1 day, 4:14:48, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.6351, top1_acc: 0.3191, top5_acc: 0.5703, loss_cls: 3.0991, loss: 4.7342, grad_norm: 2.3810 2021-07-19 16:18:51,470 - mmaction - INFO - Epoch [66][580/1879] lr: 1.202e-01, eta: 1 day, 4:14:34, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.6238, top1_acc: 0.3383, top5_acc: 0.5824, loss_cls: 3.0635, loss: 4.6873, grad_norm: 2.3223 2021-07-19 16:19:02,711 - mmaction - INFO - Epoch [66][600/1879] lr: 1.201e-01, eta: 1 day, 4:14:19, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.6491, top1_acc: 0.3371, top5_acc: 0.5695, loss_cls: 3.0934, loss: 4.7425, grad_norm: 2.3122 2021-07-19 16:19:15,766 - mmaction - INFO - Epoch [66][620/1879] lr: 1.201e-01, eta: 1 day, 4:14:06, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6238, top1_acc: 0.3406, top5_acc: 0.5941, loss_cls: 3.0256, loss: 4.6493, grad_norm: 2.3252 2021-07-19 16:19:35,764 - mmaction - INFO - Epoch [66][640/1879] lr: 1.201e-01, eta: 1 day, 4:14:03, time: 1.024, data_time: 0.027, memory: 6921, loss_aux: 1.6491, top1_acc: 0.3332, top5_acc: 0.5676, loss_cls: 3.1101, loss: 4.7592, grad_norm: 2.2729 2021-07-19 16:19:47,044 - mmaction - INFO - Epoch [66][660/1879] lr: 1.201e-01, eta: 1 day, 4:13:49, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6406, top1_acc: 0.3301, top5_acc: 0.5605, loss_cls: 3.1428, loss: 4.7834, grad_norm: 2.3260 2021-07-19 16:19:58,874 - mmaction - INFO - Epoch [66][680/1879] lr: 1.201e-01, eta: 1 day, 4:13:35, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.6413, top1_acc: 0.3187, top5_acc: 0.5719, loss_cls: 3.1257, loss: 4.7670, grad_norm: 2.3640 2021-07-19 16:20:12,295 - mmaction - INFO - Epoch [66][700/1879] lr: 1.200e-01, eta: 1 day, 4:13:23, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.6425, top1_acc: 0.3227, top5_acc: 0.5742, loss_cls: 3.1074, loss: 4.7499, grad_norm: 2.3102 2021-07-19 16:20:23,966 - mmaction - INFO - Epoch [66][720/1879] lr: 1.200e-01, eta: 1 day, 4:13:08, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.6005, top1_acc: 0.3434, top5_acc: 0.5867, loss_cls: 3.0337, loss: 4.6342, grad_norm: 2.2974 2021-07-19 16:20:35,780 - mmaction - INFO - Epoch [66][740/1879] lr: 1.200e-01, eta: 1 day, 4:12:54, time: 0.621, data_time: 0.032, memory: 6921, loss_aux: 1.6338, top1_acc: 0.3223, top5_acc: 0.5805, loss_cls: 3.0816, loss: 4.7154, grad_norm: 2.3361 2021-07-19 16:20:47,707 - mmaction - INFO - Epoch [66][760/1879] lr: 1.200e-01, eta: 1 day, 4:12:41, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.6501, top1_acc: 0.3152, top5_acc: 0.5730, loss_cls: 3.1380, loss: 4.7881, grad_norm: 2.3295 2021-07-19 16:20:58,990 - mmaction - INFO - Epoch [66][780/1879] lr: 1.199e-01, eta: 1 day, 4:12:26, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.6019, top1_acc: 0.3492, top5_acc: 0.5930, loss_cls: 3.0024, loss: 4.6043, grad_norm: 2.2579 2021-07-19 16:21:11,273 - mmaction - INFO - Epoch [66][800/1879] lr: 1.199e-01, eta: 1 day, 4:12:12, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.6357, top1_acc: 0.3324, top5_acc: 0.5828, loss_cls: 3.0776, loss: 4.7134, grad_norm: 2.3109 2021-07-19 16:21:22,858 - mmaction - INFO - Epoch [66][820/1879] lr: 1.199e-01, eta: 1 day, 4:11:58, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6604, top1_acc: 0.3203, top5_acc: 0.5746, loss_cls: 3.1337, loss: 4.7941, grad_norm: 2.3290 2021-07-19 16:21:36,047 - mmaction - INFO - Epoch [66][840/1879] lr: 1.199e-01, eta: 1 day, 4:11:46, time: 0.658, data_time: 0.002, memory: 6921, loss_aux: 1.6478, top1_acc: 0.3211, top5_acc: 0.5738, loss_cls: 3.1031, loss: 4.7509, grad_norm: 2.3545 2021-07-19 16:21:47,904 - mmaction - INFO - Epoch [66][860/1879] lr: 1.199e-01, eta: 1 day, 4:11:32, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.6118, top1_acc: 0.3348, top5_acc: 0.5844, loss_cls: 3.0607, loss: 4.6725, grad_norm: 2.4248 2021-07-19 16:21:59,530 - mmaction - INFO - Epoch [66][880/1879] lr: 1.198e-01, eta: 1 day, 4:11:18, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.6236, top1_acc: 0.3422, top5_acc: 0.5891, loss_cls: 3.0939, loss: 4.7175, grad_norm: 2.3778 2021-07-19 16:22:10,941 - mmaction - INFO - Epoch [66][900/1879] lr: 1.198e-01, eta: 1 day, 4:11:03, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.6154, top1_acc: 0.3441, top5_acc: 0.5941, loss_cls: 3.0408, loss: 4.6561, grad_norm: 2.2861 2021-07-19 16:22:24,836 - mmaction - INFO - Epoch [66][920/1879] lr: 1.198e-01, eta: 1 day, 4:10:51, time: 0.678, data_time: 0.003, memory: 6921, loss_aux: 1.6567, top1_acc: 0.3187, top5_acc: 0.5711, loss_cls: 3.1470, loss: 4.8037, grad_norm: 2.3095 2021-07-19 16:22:39,188 - mmaction - INFO - Epoch [66][940/1879] lr: 1.198e-01, eta: 1 day, 4:10:41, time: 0.732, data_time: 0.021, memory: 6921, loss_aux: 1.6057, top1_acc: 0.3234, top5_acc: 0.5883, loss_cls: 3.0441, loss: 4.6498, grad_norm: 2.2708 2021-07-19 16:22:54,892 - mmaction - INFO - Epoch [66][960/1879] lr: 1.197e-01, eta: 1 day, 4:10:32, time: 0.785, data_time: 0.004, memory: 6921, loss_aux: 1.6000, top1_acc: 0.3465, top5_acc: 0.5977, loss_cls: 2.9998, loss: 4.5998, grad_norm: 2.2835 2021-07-19 16:23:07,906 - mmaction - INFO - Epoch [66][980/1879] lr: 1.197e-01, eta: 1 day, 4:10:20, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.6347, top1_acc: 0.3438, top5_acc: 0.5816, loss_cls: 3.0897, loss: 4.7244, grad_norm: 2.2928 2021-07-19 16:23:19,033 - mmaction - INFO - Epoch [66][1000/1879] lr: 1.197e-01, eta: 1 day, 4:10:05, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.6257, top1_acc: 0.3223, top5_acc: 0.5836, loss_cls: 3.0575, loss: 4.6832, grad_norm: 2.3087 2021-07-19 16:23:30,442 - mmaction - INFO - Epoch [66][1020/1879] lr: 1.197e-01, eta: 1 day, 4:09:50, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.6234, top1_acc: 0.3391, top5_acc: 0.5852, loss_cls: 3.0576, loss: 4.6810, grad_norm: 2.3352 2021-07-19 16:23:42,444 - mmaction - INFO - Epoch [66][1040/1879] lr: 1.197e-01, eta: 1 day, 4:09:36, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.6523, top1_acc: 0.3145, top5_acc: 0.5711, loss_cls: 3.1445, loss: 4.7968, grad_norm: 2.3307 2021-07-19 16:23:55,908 - mmaction - INFO - Epoch [66][1060/1879] lr: 1.196e-01, eta: 1 day, 4:09:24, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.6406, top1_acc: 0.3344, top5_acc: 0.5840, loss_cls: 3.0818, loss: 4.7224, grad_norm: 2.3386 2021-07-19 16:24:07,472 - mmaction - INFO - Epoch [66][1080/1879] lr: 1.196e-01, eta: 1 day, 4:09:10, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.6599, top1_acc: 0.3230, top5_acc: 0.5727, loss_cls: 3.1183, loss: 4.7782, grad_norm: 2.3171 2021-07-19 16:24:22,535 - mmaction - INFO - Epoch [66][1100/1879] lr: 1.196e-01, eta: 1 day, 4:09:00, time: 0.752, data_time: 0.002, memory: 6921, loss_aux: 1.6492, top1_acc: 0.3301, top5_acc: 0.5789, loss_cls: 3.1075, loss: 4.7567, grad_norm: 2.2951 2021-07-19 16:24:34,142 - mmaction - INFO - Epoch [66][1120/1879] lr: 1.196e-01, eta: 1 day, 4:08:46, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.6400, top1_acc: 0.3328, top5_acc: 0.5844, loss_cls: 3.0708, loss: 4.7108, grad_norm: 2.2775 2021-07-19 16:24:45,991 - mmaction - INFO - Epoch [66][1140/1879] lr: 1.195e-01, eta: 1 day, 4:08:32, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.6020, top1_acc: 0.3391, top5_acc: 0.5949, loss_cls: 3.0185, loss: 4.6204, grad_norm: 2.3202 2021-07-19 16:24:57,693 - mmaction - INFO - Epoch [66][1160/1879] lr: 1.195e-01, eta: 1 day, 4:08:18, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.6416, top1_acc: 0.3254, top5_acc: 0.5813, loss_cls: 3.0778, loss: 4.7194, grad_norm: 2.3426 2021-07-19 16:25:09,657 - mmaction - INFO - Epoch [66][1180/1879] lr: 1.195e-01, eta: 1 day, 4:08:04, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.6537, top1_acc: 0.3207, top5_acc: 0.5707, loss_cls: 3.1435, loss: 4.7971, grad_norm: 2.2844 2021-07-19 16:25:24,086 - mmaction - INFO - Epoch [66][1200/1879] lr: 1.195e-01, eta: 1 day, 4:07:53, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.6307, top1_acc: 0.3266, top5_acc: 0.5813, loss_cls: 3.0847, loss: 4.7154, grad_norm: 2.3299 2021-07-19 16:25:36,406 - mmaction - INFO - Epoch [66][1220/1879] lr: 1.195e-01, eta: 1 day, 4:07:40, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.6260, top1_acc: 0.3250, top5_acc: 0.5848, loss_cls: 3.0705, loss: 4.6965, grad_norm: 2.3320 2021-07-19 16:25:48,129 - mmaction - INFO - Epoch [66][1240/1879] lr: 1.194e-01, eta: 1 day, 4:07:26, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.6731, top1_acc: 0.3141, top5_acc: 0.5621, loss_cls: 3.1806, loss: 4.8537, grad_norm: 2.3275 2021-07-19 16:26:00,951 - mmaction - INFO - Epoch [66][1260/1879] lr: 1.194e-01, eta: 1 day, 4:07:13, time: 0.640, data_time: 0.007, memory: 6921, loss_aux: 1.6001, top1_acc: 0.3480, top5_acc: 0.5949, loss_cls: 2.9918, loss: 4.5919, grad_norm: 2.2834 2021-07-19 16:26:14,711 - mmaction - INFO - Epoch [66][1280/1879] lr: 1.194e-01, eta: 1 day, 4:07:01, time: 0.686, data_time: 0.002, memory: 6921, loss_aux: 1.6072, top1_acc: 0.3324, top5_acc: 0.5781, loss_cls: 3.0561, loss: 4.6633, grad_norm: 2.3096 2021-07-19 16:26:27,474 - mmaction - INFO - Epoch [66][1300/1879] lr: 1.194e-01, eta: 1 day, 4:06:49, time: 0.639, data_time: 0.005, memory: 6921, loss_aux: 1.6180, top1_acc: 0.3422, top5_acc: 0.5891, loss_cls: 3.0515, loss: 4.6695, grad_norm: 2.3009 2021-07-19 16:26:38,807 - mmaction - INFO - Epoch [66][1320/1879] lr: 1.194e-01, eta: 1 day, 4:06:34, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.6245, top1_acc: 0.3270, top5_acc: 0.5820, loss_cls: 3.0876, loss: 4.7120, grad_norm: 2.2780 2021-07-19 16:26:50,412 - mmaction - INFO - Epoch [66][1340/1879] lr: 1.193e-01, eta: 1 day, 4:06:20, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.6458, top1_acc: 0.3297, top5_acc: 0.5781, loss_cls: 3.1166, loss: 4.7624, grad_norm: 2.3428 2021-07-19 16:27:08,250 - mmaction - INFO - Epoch [66][1360/1879] lr: 1.193e-01, eta: 1 day, 4:06:14, time: 0.892, data_time: 0.004, memory: 6921, loss_aux: 1.6648, top1_acc: 0.3277, top5_acc: 0.5773, loss_cls: 3.1116, loss: 4.7764, grad_norm: 2.3785 2021-07-19 16:27:19,510 - mmaction - INFO - Epoch [66][1380/1879] lr: 1.193e-01, eta: 1 day, 4:05:59, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.6318, top1_acc: 0.3375, top5_acc: 0.5809, loss_cls: 3.0792, loss: 4.7110, grad_norm: 2.2951 2021-07-19 16:27:30,844 - mmaction - INFO - Epoch [66][1400/1879] lr: 1.193e-01, eta: 1 day, 4:05:44, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.6324, top1_acc: 0.3191, top5_acc: 0.5789, loss_cls: 3.1255, loss: 4.7579, grad_norm: 2.2968 2021-07-19 16:27:44,433 - mmaction - INFO - Epoch [66][1420/1879] lr: 1.192e-01, eta: 1 day, 4:05:32, time: 0.684, data_time: 0.008, memory: 6921, loss_aux: 1.6459, top1_acc: 0.3219, top5_acc: 0.5660, loss_cls: 3.1227, loss: 4.7685, grad_norm: 2.3591 2021-07-19 16:27:57,279 - mmaction - INFO - Epoch [66][1440/1879] lr: 1.192e-01, eta: 1 day, 4:05:20, time: 0.643, data_time: 0.004, memory: 6921, loss_aux: 1.6419, top1_acc: 0.3363, top5_acc: 0.5793, loss_cls: 3.0783, loss: 4.7202, grad_norm: 2.2914 2021-07-19 16:28:09,168 - mmaction - INFO - Epoch [66][1460/1879] lr: 1.192e-01, eta: 1 day, 4:05:06, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.6162, top1_acc: 0.3293, top5_acc: 0.5832, loss_cls: 3.0746, loss: 4.6909, grad_norm: 2.3434 2021-07-19 16:28:20,565 - mmaction - INFO - Epoch [66][1480/1879] lr: 1.192e-01, eta: 1 day, 4:04:51, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6165, top1_acc: 0.3430, top5_acc: 0.5793, loss_cls: 3.0481, loss: 4.6646, grad_norm: 2.3094 2021-07-19 16:28:32,969 - mmaction - INFO - Epoch [66][1500/1879] lr: 1.192e-01, eta: 1 day, 4:04:38, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.6409, top1_acc: 0.3297, top5_acc: 0.5789, loss_cls: 3.0715, loss: 4.7124, grad_norm: 2.2649 2021-07-19 16:28:44,519 - mmaction - INFO - Epoch [66][1520/1879] lr: 1.191e-01, eta: 1 day, 4:04:24, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6204, top1_acc: 0.3430, top5_acc: 0.5785, loss_cls: 3.0701, loss: 4.6905, grad_norm: 2.3121 2021-07-19 16:28:56,556 - mmaction - INFO - Epoch [66][1540/1879] lr: 1.191e-01, eta: 1 day, 4:04:10, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.6265, top1_acc: 0.3340, top5_acc: 0.5855, loss_cls: 3.0826, loss: 4.7092, grad_norm: 2.3358 2021-07-19 16:29:08,134 - mmaction - INFO - Epoch [66][1560/1879] lr: 1.191e-01, eta: 1 day, 4:03:56, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6484, top1_acc: 0.3137, top5_acc: 0.5699, loss_cls: 3.1304, loss: 4.7788, grad_norm: 2.2991 2021-07-19 16:29:20,853 - mmaction - INFO - Epoch [66][1580/1879] lr: 1.191e-01, eta: 1 day, 4:03:43, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.6481, top1_acc: 0.3250, top5_acc: 0.5727, loss_cls: 3.1106, loss: 4.7587, grad_norm: 2.3109 2021-07-19 16:29:33,579 - mmaction - INFO - Epoch [66][1600/1879] lr: 1.190e-01, eta: 1 day, 4:03:30, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.6591, top1_acc: 0.3246, top5_acc: 0.5730, loss_cls: 3.1323, loss: 4.7915, grad_norm: 2.3107 2021-07-19 16:29:45,147 - mmaction - INFO - Epoch [66][1620/1879] lr: 1.190e-01, eta: 1 day, 4:03:16, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.6037, top1_acc: 0.3453, top5_acc: 0.5813, loss_cls: 3.0354, loss: 4.6391, grad_norm: 2.2964 2021-07-19 16:30:01,281 - mmaction - INFO - Epoch [66][1640/1879] lr: 1.190e-01, eta: 1 day, 4:03:07, time: 0.804, data_time: 0.004, memory: 6921, loss_aux: 1.6292, top1_acc: 0.3285, top5_acc: 0.5793, loss_cls: 3.0819, loss: 4.7112, grad_norm: 2.2659 2021-07-19 16:30:12,910 - mmaction - INFO - Epoch [66][1660/1879] lr: 1.190e-01, eta: 1 day, 4:02:53, time: 0.585, data_time: 0.016, memory: 6921, loss_aux: 1.6270, top1_acc: 0.3262, top5_acc: 0.5750, loss_cls: 3.0771, loss: 4.7041, grad_norm: 2.3362 2021-07-19 16:30:23,913 - mmaction - INFO - Epoch [66][1680/1879] lr: 1.190e-01, eta: 1 day, 4:02:38, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.6294, top1_acc: 0.3340, top5_acc: 0.5793, loss_cls: 3.0584, loss: 4.6878, grad_norm: 2.3204 2021-07-19 16:30:35,752 - mmaction - INFO - Epoch [66][1700/1879] lr: 1.189e-01, eta: 1 day, 4:02:24, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.6287, top1_acc: 0.3438, top5_acc: 0.5844, loss_cls: 3.0531, loss: 4.6818, grad_norm: 2.3585 2021-07-19 16:30:47,146 - mmaction - INFO - Epoch [66][1720/1879] lr: 1.189e-01, eta: 1 day, 4:02:09, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6351, top1_acc: 0.3281, top5_acc: 0.5828, loss_cls: 3.0833, loss: 4.7184, grad_norm: 2.3364 2021-07-19 16:30:58,251 - mmaction - INFO - Epoch [66][1740/1879] lr: 1.189e-01, eta: 1 day, 4:01:54, time: 0.554, data_time: 0.004, memory: 6921, loss_aux: 1.6132, top1_acc: 0.3316, top5_acc: 0.5836, loss_cls: 3.0366, loss: 4.6498, grad_norm: 2.3167 2021-07-19 16:31:12,083 - mmaction - INFO - Epoch [66][1760/1879] lr: 1.189e-01, eta: 1 day, 4:01:43, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.6389, top1_acc: 0.3277, top5_acc: 0.5828, loss_cls: 3.0742, loss: 4.7131, grad_norm: 2.3344 2021-07-19 16:31:24,444 - mmaction - INFO - Epoch [66][1780/1879] lr: 1.188e-01, eta: 1 day, 4:01:30, time: 0.618, data_time: 0.005, memory: 6921, loss_aux: 1.6276, top1_acc: 0.3438, top5_acc: 0.5785, loss_cls: 3.0639, loss: 4.6915, grad_norm: 2.2849 2021-07-19 16:31:36,348 - mmaction - INFO - Epoch [66][1800/1879] lr: 1.188e-01, eta: 1 day, 4:01:16, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.6385, top1_acc: 0.3211, top5_acc: 0.5770, loss_cls: 3.0985, loss: 4.7370, grad_norm: 2.3059 2021-07-19 16:31:47,767 - mmaction - INFO - Epoch [66][1820/1879] lr: 1.188e-01, eta: 1 day, 4:01:01, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6614, top1_acc: 0.3152, top5_acc: 0.5699, loss_cls: 3.1485, loss: 4.8099, grad_norm: 2.3480 2021-07-19 16:32:02,209 - mmaction - INFO - Epoch [66][1840/1879] lr: 1.188e-01, eta: 1 day, 4:00:48, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.6530, top1_acc: 0.3305, top5_acc: 0.5844, loss_cls: 3.0895, loss: 4.7425, grad_norm: 2.3191 2021-07-19 16:32:14,366 - mmaction - INFO - Epoch [66][1860/1879] lr: 1.188e-01, eta: 1 day, 4:00:37, time: 0.695, data_time: 0.091, memory: 6921, loss_aux: 1.6364, top1_acc: 0.3316, top5_acc: 0.5930, loss_cls: 3.0684, loss: 4.7047, grad_norm: 2.3303 2021-07-19 16:32:24,617 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-07-19 16:32:44,951 - mmaction - INFO - Epoch [67][20/1879] lr: 1.187e-01, eta: 1 day, 4:00:00, time: 0.785, data_time: 0.232, memory: 6921, loss_aux: 1.6377, top1_acc: 0.3332, top5_acc: 0.5793, loss_cls: 3.0660, loss: 4.7037, grad_norm: 2.3232 2021-07-19 16:33:03,322 - mmaction - INFO - Epoch [67][40/1879] lr: 1.187e-01, eta: 1 day, 3:59:53, time: 0.828, data_time: 0.004, memory: 6921, loss_aux: 1.6123, top1_acc: 0.3344, top5_acc: 0.5883, loss_cls: 3.0437, loss: 4.6561, grad_norm: 2.3088 2021-07-19 16:33:17,518 - mmaction - INFO - Epoch [67][60/1879] lr: 1.187e-01, eta: 1 day, 3:59:44, time: 0.800, data_time: 0.093, memory: 6921, loss_aux: 1.6660, top1_acc: 0.3262, top5_acc: 0.5547, loss_cls: 3.1739, loss: 4.8399, grad_norm: 2.3137 2021-07-19 16:33:32,883 - mmaction - INFO - Epoch [67][80/1879] lr: 1.187e-01, eta: 1 day, 3:59:34, time: 0.766, data_time: 0.004, memory: 6921, loss_aux: 1.5939, top1_acc: 0.3402, top5_acc: 0.5902, loss_cls: 2.9842, loss: 4.5781, grad_norm: 2.2695 2021-07-19 16:33:48,261 - mmaction - INFO - Epoch [67][100/1879] lr: 1.186e-01, eta: 1 day, 3:59:25, time: 0.770, data_time: 0.005, memory: 6921, loss_aux: 1.6179, top1_acc: 0.3391, top5_acc: 0.5813, loss_cls: 3.0744, loss: 4.6923, grad_norm: 2.3576 2021-07-19 16:33:59,832 - mmaction - INFO - Epoch [67][120/1879] lr: 1.186e-01, eta: 1 day, 3:59:11, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5982, top1_acc: 0.3410, top5_acc: 0.5906, loss_cls: 3.0023, loss: 4.6005, grad_norm: 2.3870 2021-07-19 16:34:11,952 - mmaction - INFO - Epoch [67][140/1879] lr: 1.186e-01, eta: 1 day, 3:58:57, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.6393, top1_acc: 0.3301, top5_acc: 0.5859, loss_cls: 3.0634, loss: 4.7026, grad_norm: 2.2882 2021-07-19 16:34:25,540 - mmaction - INFO - Epoch [67][160/1879] lr: 1.186e-01, eta: 1 day, 3:58:45, time: 0.680, data_time: 0.003, memory: 6921, loss_aux: 1.6333, top1_acc: 0.3312, top5_acc: 0.5887, loss_cls: 3.0752, loss: 4.7085, grad_norm: 2.3315 2021-07-19 16:34:37,927 - mmaction - INFO - Epoch [67][180/1879] lr: 1.185e-01, eta: 1 day, 3:58:32, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.5927, top1_acc: 0.3402, top5_acc: 0.5898, loss_cls: 2.9975, loss: 4.5902, grad_norm: 2.3581 2021-07-19 16:34:51,419 - mmaction - INFO - Epoch [67][200/1879] lr: 1.185e-01, eta: 1 day, 3:58:20, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.6216, top1_acc: 0.3352, top5_acc: 0.5906, loss_cls: 3.0420, loss: 4.6635, grad_norm: 2.3598 2021-07-19 16:35:04,354 - mmaction - INFO - Epoch [67][220/1879] lr: 1.185e-01, eta: 1 day, 3:58:07, time: 0.648, data_time: 0.005, memory: 6921, loss_aux: 1.6329, top1_acc: 0.3254, top5_acc: 0.5777, loss_cls: 3.0807, loss: 4.7136, grad_norm: 2.3569 2021-07-19 16:35:16,588 - mmaction - INFO - Epoch [67][240/1879] lr: 1.185e-01, eta: 1 day, 3:57:54, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.5922, top1_acc: 0.3395, top5_acc: 0.5934, loss_cls: 3.0057, loss: 4.5979, grad_norm: 2.3102 2021-07-19 16:35:28,261 - mmaction - INFO - Epoch [67][260/1879] lr: 1.185e-01, eta: 1 day, 3:57:40, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6074, top1_acc: 0.3227, top5_acc: 0.5977, loss_cls: 3.0528, loss: 4.6601, grad_norm: 2.3225 2021-07-19 16:35:40,842 - mmaction - INFO - Epoch [67][280/1879] lr: 1.184e-01, eta: 1 day, 3:57:27, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.6498, top1_acc: 0.3160, top5_acc: 0.5754, loss_cls: 3.1031, loss: 4.7529, grad_norm: 2.3296 2021-07-19 16:35:52,222 - mmaction - INFO - Epoch [67][300/1879] lr: 1.184e-01, eta: 1 day, 3:57:12, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.5925, top1_acc: 0.3535, top5_acc: 0.5871, loss_cls: 3.0111, loss: 4.6035, grad_norm: 2.3003 2021-07-19 16:36:03,945 - mmaction - INFO - Epoch [67][320/1879] lr: 1.184e-01, eta: 1 day, 3:56:58, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6157, top1_acc: 0.3418, top5_acc: 0.5797, loss_cls: 3.0512, loss: 4.6669, grad_norm: 2.2916 2021-07-19 16:36:15,587 - mmaction - INFO - Epoch [67][340/1879] lr: 1.184e-01, eta: 1 day, 3:56:44, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.5855, top1_acc: 0.3422, top5_acc: 0.5977, loss_cls: 2.9763, loss: 4.5618, grad_norm: 2.2743 2021-07-19 16:36:28,052 - mmaction - INFO - Epoch [67][360/1879] lr: 1.183e-01, eta: 1 day, 3:56:31, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.6083, top1_acc: 0.3371, top5_acc: 0.5781, loss_cls: 3.0353, loss: 4.6436, grad_norm: 2.3640 2021-07-19 16:36:41,785 - mmaction - INFO - Epoch [67][380/1879] lr: 1.183e-01, eta: 1 day, 3:56:19, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.6244, top1_acc: 0.3320, top5_acc: 0.5855, loss_cls: 3.0748, loss: 4.6991, grad_norm: 2.3657 2021-07-19 16:36:53,265 - mmaction - INFO - Epoch [67][400/1879] lr: 1.183e-01, eta: 1 day, 3:56:05, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6495, top1_acc: 0.3309, top5_acc: 0.5793, loss_cls: 3.1222, loss: 4.7717, grad_norm: 2.2532 2021-07-19 16:37:04,856 - mmaction - INFO - Epoch [67][420/1879] lr: 1.183e-01, eta: 1 day, 3:55:51, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.6101, top1_acc: 0.3387, top5_acc: 0.5891, loss_cls: 3.0335, loss: 4.6436, grad_norm: 2.3194 2021-07-19 16:37:15,995 - mmaction - INFO - Epoch [67][440/1879] lr: 1.183e-01, eta: 1 day, 3:55:36, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6222, top1_acc: 0.3473, top5_acc: 0.5863, loss_cls: 3.0380, loss: 4.6602, grad_norm: 2.3417 2021-07-19 16:37:30,457 - mmaction - INFO - Epoch [67][460/1879] lr: 1.182e-01, eta: 1 day, 3:55:25, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.5993, top1_acc: 0.3441, top5_acc: 0.5891, loss_cls: 3.0150, loss: 4.6143, grad_norm: 2.2746 2021-07-19 16:37:41,831 - mmaction - INFO - Epoch [67][480/1879] lr: 1.182e-01, eta: 1 day, 3:55:11, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.6793, top1_acc: 0.3148, top5_acc: 0.5637, loss_cls: 3.1818, loss: 4.8611, grad_norm: 2.3489 2021-07-19 16:37:54,100 - mmaction - INFO - Epoch [67][500/1879] lr: 1.182e-01, eta: 1 day, 3:54:57, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.6471, top1_acc: 0.3266, top5_acc: 0.5730, loss_cls: 3.1243, loss: 4.7714, grad_norm: 2.2792 2021-07-19 16:38:05,223 - mmaction - INFO - Epoch [67][520/1879] lr: 1.182e-01, eta: 1 day, 3:54:42, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.6176, top1_acc: 0.3293, top5_acc: 0.5867, loss_cls: 3.0574, loss: 4.6750, grad_norm: 2.3304 2021-07-19 16:38:16,757 - mmaction - INFO - Epoch [67][540/1879] lr: 1.181e-01, eta: 1 day, 3:54:28, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.6343, top1_acc: 0.3281, top5_acc: 0.5742, loss_cls: 3.1108, loss: 4.7451, grad_norm: 2.3443 2021-07-19 16:38:28,439 - mmaction - INFO - Epoch [67][560/1879] lr: 1.181e-01, eta: 1 day, 3:54:14, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.6052, top1_acc: 0.3375, top5_acc: 0.5863, loss_cls: 3.0451, loss: 4.6503, grad_norm: 2.2855 2021-07-19 16:38:41,060 - mmaction - INFO - Epoch [67][580/1879] lr: 1.181e-01, eta: 1 day, 3:54:01, time: 0.638, data_time: 0.011, memory: 6921, loss_aux: 1.6274, top1_acc: 0.3406, top5_acc: 0.5816, loss_cls: 3.0704, loss: 4.6978, grad_norm: 2.2683 2021-07-19 16:38:52,755 - mmaction - INFO - Epoch [67][600/1879] lr: 1.181e-01, eta: 1 day, 3:53:47, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.6468, top1_acc: 0.3277, top5_acc: 0.5715, loss_cls: 3.1072, loss: 4.7540, grad_norm: 2.3177 2021-07-19 16:39:04,230 - mmaction - INFO - Epoch [67][620/1879] lr: 1.181e-01, eta: 1 day, 3:53:32, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6026, top1_acc: 0.3367, top5_acc: 0.5859, loss_cls: 3.0267, loss: 4.6292, grad_norm: 2.3413 2021-07-19 16:39:16,547 - mmaction - INFO - Epoch [67][640/1879] lr: 1.180e-01, eta: 1 day, 3:53:19, time: 0.608, data_time: 0.014, memory: 6921, loss_aux: 1.6284, top1_acc: 0.3344, top5_acc: 0.5840, loss_cls: 3.0783, loss: 4.7067, grad_norm: 2.2749 2021-07-19 16:39:29,494 - mmaction - INFO - Epoch [67][660/1879] lr: 1.180e-01, eta: 1 day, 3:53:06, time: 0.655, data_time: 0.010, memory: 6921, loss_aux: 1.6546, top1_acc: 0.3148, top5_acc: 0.5633, loss_cls: 3.1423, loss: 4.7969, grad_norm: 2.3090 2021-07-19 16:39:41,142 - mmaction - INFO - Epoch [67][680/1879] lr: 1.180e-01, eta: 1 day, 3:52:52, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.5824, top1_acc: 0.3535, top5_acc: 0.5988, loss_cls: 2.9737, loss: 4.5561, grad_norm: 2.2633 2021-07-19 16:39:55,569 - mmaction - INFO - Epoch [67][700/1879] lr: 1.180e-01, eta: 1 day, 3:52:41, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.6206, top1_acc: 0.3316, top5_acc: 0.5781, loss_cls: 3.0364, loss: 4.6570, grad_norm: 2.3485 2021-07-19 16:40:06,791 - mmaction - INFO - Epoch [67][720/1879] lr: 1.180e-01, eta: 1 day, 3:52:27, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.5894, top1_acc: 0.3406, top5_acc: 0.5980, loss_cls: 2.9908, loss: 4.5801, grad_norm: 2.3608 2021-07-19 16:40:19,796 - mmaction - INFO - Epoch [67][740/1879] lr: 1.179e-01, eta: 1 day, 3:52:14, time: 0.649, data_time: 0.001, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3340, top5_acc: 0.5848, loss_cls: 3.0367, loss: 4.6419, grad_norm: 2.3189 2021-07-19 16:40:32,407 - mmaction - INFO - Epoch [67][760/1879] lr: 1.179e-01, eta: 1 day, 3:52:01, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.6388, top1_acc: 0.3254, top5_acc: 0.5828, loss_cls: 3.1055, loss: 4.7444, grad_norm: 2.3080 2021-07-19 16:40:45,379 - mmaction - INFO - Epoch [67][780/1879] lr: 1.179e-01, eta: 1 day, 3:51:49, time: 0.650, data_time: 0.004, memory: 6921, loss_aux: 1.6082, top1_acc: 0.3328, top5_acc: 0.5934, loss_cls: 3.0251, loss: 4.6333, grad_norm: 2.3013 2021-07-19 16:40:58,544 - mmaction - INFO - Epoch [67][800/1879] lr: 1.179e-01, eta: 1 day, 3:51:36, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.6872, top1_acc: 0.3121, top5_acc: 0.5633, loss_cls: 3.1886, loss: 4.8758, grad_norm: 2.3854 2021-07-19 16:41:10,148 - mmaction - INFO - Epoch [67][820/1879] lr: 1.178e-01, eta: 1 day, 3:51:22, time: 0.586, data_time: 0.009, memory: 6921, loss_aux: 1.6170, top1_acc: 0.3395, top5_acc: 0.5793, loss_cls: 3.0634, loss: 4.6804, grad_norm: 2.3707 2021-07-19 16:41:22,515 - mmaction - INFO - Epoch [67][840/1879] lr: 1.178e-01, eta: 1 day, 3:51:09, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.6611, top1_acc: 0.3195, top5_acc: 0.5684, loss_cls: 3.1398, loss: 4.8009, grad_norm: 2.3535 2021-07-19 16:41:39,212 - mmaction - INFO - Epoch [67][860/1879] lr: 1.178e-01, eta: 1 day, 3:51:01, time: 0.833, data_time: 0.003, memory: 6921, loss_aux: 1.6577, top1_acc: 0.3234, top5_acc: 0.5703, loss_cls: 3.1423, loss: 4.7999, grad_norm: 2.3065 2021-07-19 16:41:50,770 - mmaction - INFO - Epoch [67][880/1879] lr: 1.178e-01, eta: 1 day, 3:50:47, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.6215, top1_acc: 0.3305, top5_acc: 0.5687, loss_cls: 3.0748, loss: 4.6963, grad_norm: 2.3184 2021-07-19 16:42:02,491 - mmaction - INFO - Epoch [67][900/1879] lr: 1.178e-01, eta: 1 day, 3:50:33, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.6202, top1_acc: 0.3254, top5_acc: 0.5809, loss_cls: 3.0704, loss: 4.6906, grad_norm: 2.3581 2021-07-19 16:42:14,176 - mmaction - INFO - Epoch [67][920/1879] lr: 1.177e-01, eta: 1 day, 3:50:19, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.6567, top1_acc: 0.3230, top5_acc: 0.5684, loss_cls: 3.1052, loss: 4.7619, grad_norm: 2.3779 2021-07-19 16:42:25,294 - mmaction - INFO - Epoch [67][940/1879] lr: 1.177e-01, eta: 1 day, 3:50:04, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6759, top1_acc: 0.3215, top5_acc: 0.5613, loss_cls: 3.1450, loss: 4.8208, grad_norm: 2.3481 2021-07-19 16:42:36,495 - mmaction - INFO - Epoch [67][960/1879] lr: 1.177e-01, eta: 1 day, 3:49:49, time: 0.561, data_time: 0.009, memory: 6921, loss_aux: 1.6183, top1_acc: 0.3402, top5_acc: 0.5789, loss_cls: 3.0796, loss: 4.6979, grad_norm: 2.3073 2021-07-19 16:42:48,389 - mmaction - INFO - Epoch [67][980/1879] lr: 1.177e-01, eta: 1 day, 3:49:35, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.6135, top1_acc: 0.3430, top5_acc: 0.5867, loss_cls: 3.0534, loss: 4.6669, grad_norm: 2.3166 2021-07-19 16:42:59,771 - mmaction - INFO - Epoch [67][1000/1879] lr: 1.176e-01, eta: 1 day, 3:49:21, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.6238, top1_acc: 0.3309, top5_acc: 0.5813, loss_cls: 3.0443, loss: 4.6681, grad_norm: 2.3125 2021-07-19 16:43:10,961 - mmaction - INFO - Epoch [67][1020/1879] lr: 1.176e-01, eta: 1 day, 3:49:06, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6054, top1_acc: 0.3297, top5_acc: 0.5984, loss_cls: 3.0328, loss: 4.6382, grad_norm: 2.3103 2021-07-19 16:43:22,768 - mmaction - INFO - Epoch [67][1040/1879] lr: 1.176e-01, eta: 1 day, 3:48:52, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.6074, top1_acc: 0.3426, top5_acc: 0.5918, loss_cls: 3.0506, loss: 4.6581, grad_norm: 2.3062 2021-07-19 16:43:34,319 - mmaction - INFO - Epoch [67][1060/1879] lr: 1.176e-01, eta: 1 day, 3:48:37, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.5987, top1_acc: 0.3457, top5_acc: 0.5918, loss_cls: 3.0210, loss: 4.6198, grad_norm: 2.3378 2021-07-19 16:43:47,796 - mmaction - INFO - Epoch [67][1080/1879] lr: 1.176e-01, eta: 1 day, 3:48:26, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.6377, top1_acc: 0.3312, top5_acc: 0.5625, loss_cls: 3.1061, loss: 4.7438, grad_norm: 2.3537 2021-07-19 16:43:58,836 - mmaction - INFO - Epoch [67][1100/1879] lr: 1.175e-01, eta: 1 day, 3:48:11, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.6405, top1_acc: 0.3219, top5_acc: 0.5754, loss_cls: 3.1265, loss: 4.7670, grad_norm: 2.3051 2021-07-19 16:44:11,286 - mmaction - INFO - Epoch [67][1120/1879] lr: 1.175e-01, eta: 1 day, 3:47:57, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.6422, top1_acc: 0.3254, top5_acc: 0.5801, loss_cls: 3.1143, loss: 4.7565, grad_norm: 2.3064 2021-07-19 16:44:23,090 - mmaction - INFO - Epoch [67][1140/1879] lr: 1.175e-01, eta: 1 day, 3:47:44, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6121, top1_acc: 0.3145, top5_acc: 0.5934, loss_cls: 3.0364, loss: 4.6485, grad_norm: 2.3308 2021-07-19 16:44:34,791 - mmaction - INFO - Epoch [67][1160/1879] lr: 1.175e-01, eta: 1 day, 3:47:29, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.6383, top1_acc: 0.3352, top5_acc: 0.5687, loss_cls: 3.0732, loss: 4.7114, grad_norm: 2.2580 2021-07-19 16:44:46,817 - mmaction - INFO - Epoch [67][1180/1879] lr: 1.174e-01, eta: 1 day, 3:47:16, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.6508, top1_acc: 0.3270, top5_acc: 0.5707, loss_cls: 3.1256, loss: 4.7764, grad_norm: 2.3429 2021-07-19 16:44:58,324 - mmaction - INFO - Epoch [67][1200/1879] lr: 1.174e-01, eta: 1 day, 3:47:01, time: 0.581, data_time: 0.008, memory: 6921, loss_aux: 1.6224, top1_acc: 0.3219, top5_acc: 0.5809, loss_cls: 3.0844, loss: 4.7068, grad_norm: 2.3068 2021-07-19 16:45:10,146 - mmaction - INFO - Epoch [67][1220/1879] lr: 1.174e-01, eta: 1 day, 3:46:47, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6593, top1_acc: 0.3305, top5_acc: 0.5727, loss_cls: 3.1084, loss: 4.7677, grad_norm: 2.3009 2021-07-19 16:45:21,319 - mmaction - INFO - Epoch [67][1240/1879] lr: 1.174e-01, eta: 1 day, 3:46:33, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.6360, top1_acc: 0.3324, top5_acc: 0.5820, loss_cls: 3.0721, loss: 4.7080, grad_norm: 2.3073 2021-07-19 16:45:34,471 - mmaction - INFO - Epoch [67][1260/1879] lr: 1.174e-01, eta: 1 day, 3:46:20, time: 0.656, data_time: 0.001, memory: 6921, loss_aux: 1.6398, top1_acc: 0.3207, top5_acc: 0.5863, loss_cls: 3.0941, loss: 4.7340, grad_norm: 2.3509 2021-07-19 16:45:47,267 - mmaction - INFO - Epoch [67][1280/1879] lr: 1.173e-01, eta: 1 day, 3:46:08, time: 0.639, data_time: 0.003, memory: 6921, loss_aux: 1.6372, top1_acc: 0.3254, top5_acc: 0.5762, loss_cls: 3.0920, loss: 4.7291, grad_norm: 2.3194 2021-07-19 16:45:58,814 - mmaction - INFO - Epoch [67][1300/1879] lr: 1.173e-01, eta: 1 day, 3:45:53, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.6326, top1_acc: 0.3203, top5_acc: 0.5793, loss_cls: 3.0673, loss: 4.6999, grad_norm: 2.2828 2021-07-19 16:46:11,275 - mmaction - INFO - Epoch [67][1320/1879] lr: 1.173e-01, eta: 1 day, 3:45:40, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.6240, top1_acc: 0.3242, top5_acc: 0.5844, loss_cls: 3.0771, loss: 4.7011, grad_norm: 2.3565 2021-07-19 16:46:23,470 - mmaction - INFO - Epoch [67][1340/1879] lr: 1.173e-01, eta: 1 day, 3:45:27, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.6350, top1_acc: 0.3344, top5_acc: 0.5809, loss_cls: 3.0988, loss: 4.7338, grad_norm: 2.3090 2021-07-19 16:46:35,596 - mmaction - INFO - Epoch [67][1360/1879] lr: 1.172e-01, eta: 1 day, 3:45:13, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.6392, top1_acc: 0.3422, top5_acc: 0.5797, loss_cls: 3.1085, loss: 4.7478, grad_norm: 2.2733 2021-07-19 16:46:46,976 - mmaction - INFO - Epoch [67][1380/1879] lr: 1.172e-01, eta: 1 day, 3:44:59, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6259, top1_acc: 0.3398, top5_acc: 0.5797, loss_cls: 3.0762, loss: 4.7020, grad_norm: 2.3418 2021-07-19 16:46:58,510 - mmaction - INFO - Epoch [67][1400/1879] lr: 1.172e-01, eta: 1 day, 3:44:44, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.6179, top1_acc: 0.3320, top5_acc: 0.5840, loss_cls: 3.0427, loss: 4.6606, grad_norm: 2.3296 2021-07-19 16:47:13,556 - mmaction - INFO - Epoch [67][1420/1879] lr: 1.172e-01, eta: 1 day, 3:44:34, time: 0.753, data_time: 0.003, memory: 6921, loss_aux: 1.5964, top1_acc: 0.3418, top5_acc: 0.5844, loss_cls: 3.0289, loss: 4.6253, grad_norm: 2.3119 2021-07-19 16:47:24,865 - mmaction - INFO - Epoch [67][1440/1879] lr: 1.172e-01, eta: 1 day, 3:44:20, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.6251, top1_acc: 0.3355, top5_acc: 0.5855, loss_cls: 3.0652, loss: 4.6903, grad_norm: 2.3419 2021-07-19 16:47:38,117 - mmaction - INFO - Epoch [67][1460/1879] lr: 1.171e-01, eta: 1 day, 3:44:08, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.6808, top1_acc: 0.3121, top5_acc: 0.5461, loss_cls: 3.1815, loss: 4.8623, grad_norm: 2.3445 2021-07-19 16:47:49,370 - mmaction - INFO - Epoch [67][1480/1879] lr: 1.171e-01, eta: 1 day, 3:43:53, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.5944, top1_acc: 0.3348, top5_acc: 0.5938, loss_cls: 3.0478, loss: 4.6422, grad_norm: 2.3268 2021-07-19 16:48:01,669 - mmaction - INFO - Epoch [67][1500/1879] lr: 1.171e-01, eta: 1 day, 3:43:39, time: 0.612, data_time: 0.001, memory: 6921, loss_aux: 1.6299, top1_acc: 0.3375, top5_acc: 0.5824, loss_cls: 3.0720, loss: 4.7020, grad_norm: 2.3539 2021-07-19 16:48:13,070 - mmaction - INFO - Epoch [67][1520/1879] lr: 1.171e-01, eta: 1 day, 3:43:25, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.6356, top1_acc: 0.3223, top5_acc: 0.5816, loss_cls: 3.0997, loss: 4.7353, grad_norm: 2.3676 2021-07-19 16:48:24,567 - mmaction - INFO - Epoch [67][1540/1879] lr: 1.171e-01, eta: 1 day, 3:43:11, time: 0.578, data_time: 0.006, memory: 6921, loss_aux: 1.6362, top1_acc: 0.3312, top5_acc: 0.5793, loss_cls: 3.1158, loss: 4.7520, grad_norm: 2.2973 2021-07-19 16:48:35,857 - mmaction - INFO - Epoch [67][1560/1879] lr: 1.170e-01, eta: 1 day, 3:42:56, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.6458, top1_acc: 0.3344, top5_acc: 0.5609, loss_cls: 3.1134, loss: 4.7592, grad_norm: 2.2939 2021-07-19 16:48:49,656 - mmaction - INFO - Epoch [67][1580/1879] lr: 1.170e-01, eta: 1 day, 3:42:45, time: 0.689, data_time: 0.004, memory: 6921, loss_aux: 1.6225, top1_acc: 0.3332, top5_acc: 0.5773, loss_cls: 3.0839, loss: 4.7064, grad_norm: 2.2660 2021-07-19 16:49:01,540 - mmaction - INFO - Epoch [67][1600/1879] lr: 1.170e-01, eta: 1 day, 3:42:31, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.6428, top1_acc: 0.3312, top5_acc: 0.5715, loss_cls: 3.1078, loss: 4.7506, grad_norm: 2.3026 2021-07-19 16:49:12,731 - mmaction - INFO - Epoch [67][1620/1879] lr: 1.170e-01, eta: 1 day, 3:42:16, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.6443, top1_acc: 0.3242, top5_acc: 0.5730, loss_cls: 3.1249, loss: 4.7692, grad_norm: 2.3257 2021-07-19 16:49:26,829 - mmaction - INFO - Epoch [67][1640/1879] lr: 1.169e-01, eta: 1 day, 3:42:05, time: 0.705, data_time: 0.004, memory: 6921, loss_aux: 1.6066, top1_acc: 0.3320, top5_acc: 0.5898, loss_cls: 3.0404, loss: 4.6469, grad_norm: 2.3417 2021-07-19 16:49:40,017 - mmaction - INFO - Epoch [67][1660/1879] lr: 1.169e-01, eta: 1 day, 3:41:52, time: 0.653, data_time: 0.100, memory: 6921, loss_aux: 1.6155, top1_acc: 0.3488, top5_acc: 0.5914, loss_cls: 3.0446, loss: 4.6601, grad_norm: 2.3366 2021-07-19 16:49:51,844 - mmaction - INFO - Epoch [67][1680/1879] lr: 1.169e-01, eta: 1 day, 3:41:39, time: 0.599, data_time: 0.009, memory: 6921, loss_aux: 1.6040, top1_acc: 0.3527, top5_acc: 0.6016, loss_cls: 3.0038, loss: 4.6078, grad_norm: 2.3276 2021-07-19 16:50:04,253 - mmaction - INFO - Epoch [67][1700/1879] lr: 1.169e-01, eta: 1 day, 3:41:25, time: 0.619, data_time: 0.001, memory: 6921, loss_aux: 1.6413, top1_acc: 0.3238, top5_acc: 0.5766, loss_cls: 3.0841, loss: 4.7254, grad_norm: 2.2758 2021-07-19 16:50:15,931 - mmaction - INFO - Epoch [67][1720/1879] lr: 1.169e-01, eta: 1 day, 3:41:11, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.5824, top1_acc: 0.3395, top5_acc: 0.6031, loss_cls: 2.9996, loss: 4.5820, grad_norm: 2.2792 2021-07-19 16:50:28,605 - mmaction - INFO - Epoch [67][1740/1879] lr: 1.168e-01, eta: 1 day, 3:40:58, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.6144, top1_acc: 0.3379, top5_acc: 0.5855, loss_cls: 3.0600, loss: 4.6744, grad_norm: 2.3498 2021-07-19 16:50:39,743 - mmaction - INFO - Epoch [67][1760/1879] lr: 1.168e-01, eta: 1 day, 3:40:44, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6209, top1_acc: 0.3371, top5_acc: 0.5961, loss_cls: 3.0199, loss: 4.6407, grad_norm: 2.3722 2021-07-19 16:50:51,420 - mmaction - INFO - Epoch [67][1780/1879] lr: 1.168e-01, eta: 1 day, 3:40:30, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 1.6989, top1_acc: 0.3141, top5_acc: 0.5586, loss_cls: 3.1945, loss: 4.8933, grad_norm: 2.4274 2021-07-19 16:51:02,703 - mmaction - INFO - Epoch [67][1800/1879] lr: 1.168e-01, eta: 1 day, 3:40:15, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6308, top1_acc: 0.3293, top5_acc: 0.5656, loss_cls: 3.0880, loss: 4.7188, grad_norm: 2.3435 2021-07-19 16:51:14,335 - mmaction - INFO - Epoch [67][1820/1879] lr: 1.167e-01, eta: 1 day, 3:40:01, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.5994, top1_acc: 0.3473, top5_acc: 0.5840, loss_cls: 3.0260, loss: 4.6255, grad_norm: 2.3460 2021-07-19 16:51:25,932 - mmaction - INFO - Epoch [67][1840/1879] lr: 1.167e-01, eta: 1 day, 3:39:47, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.6065, top1_acc: 0.3438, top5_acc: 0.5824, loss_cls: 3.0225, loss: 4.6290, grad_norm: 2.3607 2021-07-19 16:51:37,715 - mmaction - INFO - Epoch [67][1860/1879] lr: 1.167e-01, eta: 1 day, 3:39:33, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.6425, top1_acc: 0.3320, top5_acc: 0.5758, loss_cls: 3.1097, loss: 4.7522, grad_norm: 2.3828 2021-07-19 16:51:47,832 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-07-19 16:52:12,757 - mmaction - INFO - Epoch [68][20/1879] lr: 1.167e-01, eta: 1 day, 3:38:59, time: 0.892, data_time: 0.187, memory: 6921, loss_aux: 1.6311, top1_acc: 0.3320, top5_acc: 0.5828, loss_cls: 3.0673, loss: 4.6984, grad_norm: 2.3211 2021-07-19 16:52:24,679 - mmaction - INFO - Epoch [68][40/1879] lr: 1.166e-01, eta: 1 day, 3:38:45, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.6089, top1_acc: 0.3398, top5_acc: 0.5852, loss_cls: 3.0423, loss: 4.6512, grad_norm: 2.3563 2021-07-19 16:52:38,187 - mmaction - INFO - Epoch [68][60/1879] lr: 1.166e-01, eta: 1 day, 3:38:33, time: 0.674, data_time: 0.001, memory: 6921, loss_aux: 1.6513, top1_acc: 0.3285, top5_acc: 0.5758, loss_cls: 3.0907, loss: 4.7420, grad_norm: 2.3651 2021-07-19 16:52:49,158 - mmaction - INFO - Epoch [68][80/1879] lr: 1.166e-01, eta: 1 day, 3:38:18, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.6259, top1_acc: 0.3348, top5_acc: 0.5793, loss_cls: 3.0672, loss: 4.6931, grad_norm: 2.3509 2021-07-19 16:53:01,098 - mmaction - INFO - Epoch [68][100/1879] lr: 1.166e-01, eta: 1 day, 3:38:04, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.6061, top1_acc: 0.3414, top5_acc: 0.5840, loss_cls: 3.0347, loss: 4.6408, grad_norm: 2.3371 2021-07-19 16:53:14,573 - mmaction - INFO - Epoch [68][120/1879] lr: 1.165e-01, eta: 1 day, 3:37:53, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.6140, top1_acc: 0.3344, top5_acc: 0.5727, loss_cls: 3.0758, loss: 4.6898, grad_norm: 2.3434 2021-07-19 16:53:26,349 - mmaction - INFO - Epoch [68][140/1879] lr: 1.165e-01, eta: 1 day, 3:37:39, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.6103, top1_acc: 0.3227, top5_acc: 0.5887, loss_cls: 3.0417, loss: 4.6520, grad_norm: 2.3255 2021-07-19 16:53:37,730 - mmaction - INFO - Epoch [68][160/1879] lr: 1.165e-01, eta: 1 day, 3:37:24, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.5891, top1_acc: 0.3488, top5_acc: 0.5934, loss_cls: 2.9990, loss: 4.5881, grad_norm: 2.3307 2021-07-19 16:53:49,132 - mmaction - INFO - Epoch [68][180/1879] lr: 1.165e-01, eta: 1 day, 3:37:10, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.6178, top1_acc: 0.3332, top5_acc: 0.5859, loss_cls: 3.0488, loss: 4.6666, grad_norm: 2.4197 2021-07-19 16:54:00,929 - mmaction - INFO - Epoch [68][200/1879] lr: 1.165e-01, eta: 1 day, 3:36:56, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6066, top1_acc: 0.3320, top5_acc: 0.5816, loss_cls: 3.0619, loss: 4.6685, grad_norm: 2.3667 2021-07-19 16:54:12,547 - mmaction - INFO - Epoch [68][220/1879] lr: 1.164e-01, eta: 1 day, 3:36:42, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.6598, top1_acc: 0.3152, top5_acc: 0.5684, loss_cls: 3.1442, loss: 4.8040, grad_norm: 2.3584 2021-07-19 16:54:26,916 - mmaction - INFO - Epoch [68][240/1879] lr: 1.164e-01, eta: 1 day, 3:36:31, time: 0.718, data_time: 0.002, memory: 6921, loss_aux: 1.6042, top1_acc: 0.3445, top5_acc: 0.5754, loss_cls: 3.0471, loss: 4.6513, grad_norm: 2.2915 2021-07-19 16:54:38,039 - mmaction - INFO - Epoch [68][260/1879] lr: 1.164e-01, eta: 1 day, 3:36:16, time: 0.556, data_time: 0.004, memory: 6921, loss_aux: 1.6212, top1_acc: 0.3395, top5_acc: 0.5840, loss_cls: 3.0811, loss: 4.7023, grad_norm: 2.3295 2021-07-19 16:54:51,430 - mmaction - INFO - Epoch [68][280/1879] lr: 1.164e-01, eta: 1 day, 3:36:04, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.6429, top1_acc: 0.3348, top5_acc: 0.5691, loss_cls: 3.1183, loss: 4.7611, grad_norm: 2.3138 2021-07-19 16:55:03,147 - mmaction - INFO - Epoch [68][300/1879] lr: 1.163e-01, eta: 1 day, 3:35:50, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.6220, top1_acc: 0.3336, top5_acc: 0.5867, loss_cls: 3.0563, loss: 4.6783, grad_norm: 2.3698 2021-07-19 16:55:16,139 - mmaction - INFO - Epoch [68][320/1879] lr: 1.163e-01, eta: 1 day, 3:35:37, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.6324, top1_acc: 0.3309, top5_acc: 0.5793, loss_cls: 3.0798, loss: 4.7122, grad_norm: 2.3480 2021-07-19 16:55:27,383 - mmaction - INFO - Epoch [68][340/1879] lr: 1.163e-01, eta: 1 day, 3:35:23, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.5817, top1_acc: 0.3434, top5_acc: 0.5914, loss_cls: 2.9875, loss: 4.5692, grad_norm: 2.3246 2021-07-19 16:55:40,088 - mmaction - INFO - Epoch [68][360/1879] lr: 1.163e-01, eta: 1 day, 3:35:10, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.6115, top1_acc: 0.3316, top5_acc: 0.5840, loss_cls: 3.0667, loss: 4.6782, grad_norm: 2.3717 2021-07-19 16:55:51,210 - mmaction - INFO - Epoch [68][380/1879] lr: 1.163e-01, eta: 1 day, 3:34:55, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.6064, top1_acc: 0.3441, top5_acc: 0.5941, loss_cls: 3.0184, loss: 4.6248, grad_norm: 2.3670 2021-07-19 16:56:02,499 - mmaction - INFO - Epoch [68][400/1879] lr: 1.162e-01, eta: 1 day, 3:34:41, time: 0.565, data_time: 0.011, memory: 6921, loss_aux: 1.6089, top1_acc: 0.3414, top5_acc: 0.5898, loss_cls: 3.0413, loss: 4.6502, grad_norm: 2.3438 2021-07-19 16:56:14,190 - mmaction - INFO - Epoch [68][420/1879] lr: 1.162e-01, eta: 1 day, 3:34:26, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.5730, top1_acc: 0.3375, top5_acc: 0.6004, loss_cls: 3.0087, loss: 4.5817, grad_norm: 2.3362 2021-07-19 16:56:26,990 - mmaction - INFO - Epoch [68][440/1879] lr: 1.162e-01, eta: 1 day, 3:34:14, time: 0.640, data_time: 0.005, memory: 6921, loss_aux: 1.6274, top1_acc: 0.3379, top5_acc: 0.5781, loss_cls: 3.0994, loss: 4.7268, grad_norm: 2.3007 2021-07-19 16:56:38,604 - mmaction - INFO - Epoch [68][460/1879] lr: 1.162e-01, eta: 1 day, 3:34:00, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.5702, top1_acc: 0.3422, top5_acc: 0.5953, loss_cls: 2.9803, loss: 4.5505, grad_norm: 2.3318 2021-07-19 16:56:50,861 - mmaction - INFO - Epoch [68][480/1879] lr: 1.162e-01, eta: 1 day, 3:33:46, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6369, top1_acc: 0.3203, top5_acc: 0.5734, loss_cls: 3.1164, loss: 4.7533, grad_norm: 2.3328 2021-07-19 16:57:03,852 - mmaction - INFO - Epoch [68][500/1879] lr: 1.161e-01, eta: 1 day, 3:33:34, time: 0.651, data_time: 0.006, memory: 6921, loss_aux: 1.5981, top1_acc: 0.3285, top5_acc: 0.5875, loss_cls: 3.0209, loss: 4.6190, grad_norm: 2.2789 2021-07-19 16:57:14,972 - mmaction - INFO - Epoch [68][520/1879] lr: 1.161e-01, eta: 1 day, 3:33:19, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.6290, top1_acc: 0.3383, top5_acc: 0.5813, loss_cls: 3.1011, loss: 4.7302, grad_norm: 2.3083 2021-07-19 16:57:26,793 - mmaction - INFO - Epoch [68][540/1879] lr: 1.161e-01, eta: 1 day, 3:33:05, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.6055, top1_acc: 0.3445, top5_acc: 0.5844, loss_cls: 3.0342, loss: 4.6397, grad_norm: 2.2733 2021-07-19 16:57:41,648 - mmaction - INFO - Epoch [68][560/1879] lr: 1.161e-01, eta: 1 day, 3:32:55, time: 0.742, data_time: 0.008, memory: 6921, loss_aux: 1.6014, top1_acc: 0.3316, top5_acc: 0.5855, loss_cls: 3.0306, loss: 4.6319, grad_norm: 2.3266 2021-07-19 16:57:52,838 - mmaction - INFO - Epoch [68][580/1879] lr: 1.160e-01, eta: 1 day, 3:32:40, time: 0.561, data_time: 0.008, memory: 6921, loss_aux: 1.6177, top1_acc: 0.3434, top5_acc: 0.5945, loss_cls: 3.0321, loss: 4.6499, grad_norm: 2.3325 2021-07-19 16:58:04,415 - mmaction - INFO - Epoch [68][600/1879] lr: 1.160e-01, eta: 1 day, 3:32:26, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.6126, top1_acc: 0.3336, top5_acc: 0.5922, loss_cls: 3.0518, loss: 4.6644, grad_norm: 2.3380 2021-07-19 16:58:15,760 - mmaction - INFO - Epoch [68][620/1879] lr: 1.160e-01, eta: 1 day, 3:32:11, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.6215, top1_acc: 0.3293, top5_acc: 0.5762, loss_cls: 3.0868, loss: 4.7083, grad_norm: 2.3538 2021-07-19 16:58:33,343 - mmaction - INFO - Epoch [68][640/1879] lr: 1.160e-01, eta: 1 day, 3:32:04, time: 0.876, data_time: 0.002, memory: 6921, loss_aux: 1.6240, top1_acc: 0.3266, top5_acc: 0.5879, loss_cls: 3.0788, loss: 4.7028, grad_norm: 2.3585 2021-07-19 16:58:47,988 - mmaction - INFO - Epoch [68][660/1879] lr: 1.160e-01, eta: 1 day, 3:31:54, time: 0.736, data_time: 0.006, memory: 6921, loss_aux: 1.6305, top1_acc: 0.3246, top5_acc: 0.5715, loss_cls: 3.0961, loss: 4.7267, grad_norm: 2.3786 2021-07-19 16:59:00,014 - mmaction - INFO - Epoch [68][680/1879] lr: 1.159e-01, eta: 1 day, 3:31:40, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.6239, top1_acc: 0.3379, top5_acc: 0.5867, loss_cls: 3.0538, loss: 4.6777, grad_norm: 2.2949 2021-07-19 16:59:12,238 - mmaction - INFO - Epoch [68][700/1879] lr: 1.159e-01, eta: 1 day, 3:31:27, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.5976, top1_acc: 0.3457, top5_acc: 0.5953, loss_cls: 3.0208, loss: 4.6184, grad_norm: 2.2834 2021-07-19 16:59:37,687 - mmaction - INFO - Epoch [68][720/1879] lr: 1.159e-01, eta: 1 day, 3:31:30, time: 1.275, data_time: 0.008, memory: 6921, loss_aux: 1.6420, top1_acc: 0.3301, top5_acc: 0.5797, loss_cls: 3.0762, loss: 4.7182, grad_norm: 2.3460 2021-07-19 16:59:49,747 - mmaction - INFO - Epoch [68][740/1879] lr: 1.159e-01, eta: 1 day, 3:31:16, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.6011, top1_acc: 0.3402, top5_acc: 0.5820, loss_cls: 3.0435, loss: 4.6447, grad_norm: 2.3105 2021-07-19 17:00:02,029 - mmaction - INFO - Epoch [68][760/1879] lr: 1.158e-01, eta: 1 day, 3:31:03, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.6155, top1_acc: 0.3469, top5_acc: 0.5984, loss_cls: 3.0477, loss: 4.6631, grad_norm: 2.3312 2021-07-19 17:00:16,561 - mmaction - INFO - Epoch [68][780/1879] lr: 1.158e-01, eta: 1 day, 3:30:52, time: 0.734, data_time: 0.010, memory: 6921, loss_aux: 1.6100, top1_acc: 0.3414, top5_acc: 0.5922, loss_cls: 3.0498, loss: 4.6598, grad_norm: 2.3769 2021-07-19 17:00:37,822 - mmaction - INFO - Epoch [68][800/1879] lr: 1.158e-01, eta: 1 day, 3:30:50, time: 1.061, data_time: 0.003, memory: 6921, loss_aux: 1.6128, top1_acc: 0.3371, top5_acc: 0.5875, loss_cls: 3.0352, loss: 4.6479, grad_norm: 2.3451 2021-07-19 17:00:49,195 - mmaction - INFO - Epoch [68][820/1879] lr: 1.158e-01, eta: 1 day, 3:30:35, time: 0.571, data_time: 0.007, memory: 6921, loss_aux: 1.6278, top1_acc: 0.3477, top5_acc: 0.5926, loss_cls: 3.0442, loss: 4.6720, grad_norm: 2.2934 2021-07-19 17:01:02,830 - mmaction - INFO - Epoch [68][840/1879] lr: 1.158e-01, eta: 1 day, 3:30:23, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 1.6478, top1_acc: 0.3195, top5_acc: 0.5695, loss_cls: 3.1482, loss: 4.7961, grad_norm: 2.3227 2021-07-19 17:01:14,552 - mmaction - INFO - Epoch [68][860/1879] lr: 1.157e-01, eta: 1 day, 3:30:09, time: 0.581, data_time: 0.007, memory: 6921, loss_aux: 1.6302, top1_acc: 0.3293, top5_acc: 0.5687, loss_cls: 3.1018, loss: 4.7319, grad_norm: 2.3958 2021-07-19 17:01:26,312 - mmaction - INFO - Epoch [68][880/1879] lr: 1.157e-01, eta: 1 day, 3:29:56, time: 0.598, data_time: 0.013, memory: 6921, loss_aux: 1.6246, top1_acc: 0.3305, top5_acc: 0.5738, loss_cls: 3.0518, loss: 4.6764, grad_norm: 2.2940 2021-07-19 17:01:38,819 - mmaction - INFO - Epoch [68][900/1879] lr: 1.157e-01, eta: 1 day, 3:29:42, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.6114, top1_acc: 0.3375, top5_acc: 0.5875, loss_cls: 3.0361, loss: 4.6475, grad_norm: 2.3263 2021-07-19 17:01:54,241 - mmaction - INFO - Epoch [68][920/1879] lr: 1.157e-01, eta: 1 day, 3:29:33, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.6473, top1_acc: 0.3199, top5_acc: 0.5723, loss_cls: 3.1336, loss: 4.7809, grad_norm: 2.3277 2021-07-19 17:02:06,200 - mmaction - INFO - Epoch [68][940/1879] lr: 1.156e-01, eta: 1 day, 3:29:19, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.6202, top1_acc: 0.3293, top5_acc: 0.5848, loss_cls: 3.0695, loss: 4.6897, grad_norm: 2.3533 2021-07-19 17:02:21,179 - mmaction - INFO - Epoch [68][960/1879] lr: 1.156e-01, eta: 1 day, 3:29:09, time: 0.750, data_time: 0.004, memory: 6921, loss_aux: 1.6144, top1_acc: 0.3488, top5_acc: 0.5980, loss_cls: 3.0157, loss: 4.6301, grad_norm: 2.2995 2021-07-19 17:02:41,413 - mmaction - INFO - Epoch [68][980/1879] lr: 1.156e-01, eta: 1 day, 3:29:05, time: 1.011, data_time: 0.004, memory: 6921, loss_aux: 1.6388, top1_acc: 0.3211, top5_acc: 0.5836, loss_cls: 3.0924, loss: 4.7313, grad_norm: 2.3667 2021-07-19 17:02:56,372 - mmaction - INFO - Epoch [68][1000/1879] lr: 1.156e-01, eta: 1 day, 3:28:55, time: 0.747, data_time: 0.042, memory: 6921, loss_aux: 1.6481, top1_acc: 0.3281, top5_acc: 0.5637, loss_cls: 3.1062, loss: 4.7543, grad_norm: 2.3234 2021-07-19 17:03:07,660 - mmaction - INFO - Epoch [68][1020/1879] lr: 1.156e-01, eta: 1 day, 3:28:41, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.6287, top1_acc: 0.3371, top5_acc: 0.5789, loss_cls: 3.0641, loss: 4.6928, grad_norm: 2.3333 2021-07-19 17:03:19,314 - mmaction - INFO - Epoch [68][1040/1879] lr: 1.155e-01, eta: 1 day, 3:28:27, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6349, top1_acc: 0.3336, top5_acc: 0.5687, loss_cls: 3.0954, loss: 4.7303, grad_norm: 2.3209 2021-07-19 17:03:32,260 - mmaction - INFO - Epoch [68][1060/1879] lr: 1.155e-01, eta: 1 day, 3:28:14, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.6119, top1_acc: 0.3391, top5_acc: 0.5832, loss_cls: 3.0411, loss: 4.6530, grad_norm: 2.3788 2021-07-19 17:03:43,811 - mmaction - INFO - Epoch [68][1080/1879] lr: 1.155e-01, eta: 1 day, 3:28:00, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.6099, top1_acc: 0.3363, top5_acc: 0.5938, loss_cls: 3.0371, loss: 4.6470, grad_norm: 2.3588 2021-07-19 17:03:56,928 - mmaction - INFO - Epoch [68][1100/1879] lr: 1.155e-01, eta: 1 day, 3:27:48, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.6130, top1_acc: 0.3336, top5_acc: 0.5898, loss_cls: 3.0591, loss: 4.6721, grad_norm: 2.3672 2021-07-19 17:04:09,664 - mmaction - INFO - Epoch [68][1120/1879] lr: 1.154e-01, eta: 1 day, 3:27:35, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.6225, top1_acc: 0.3340, top5_acc: 0.5965, loss_cls: 3.0334, loss: 4.6560, grad_norm: 2.3671 2021-07-19 17:04:21,475 - mmaction - INFO - Epoch [68][1140/1879] lr: 1.154e-01, eta: 1 day, 3:27:21, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.6533, top1_acc: 0.3312, top5_acc: 0.5605, loss_cls: 3.1481, loss: 4.8015, grad_norm: 2.3480 2021-07-19 17:04:46,135 - mmaction - INFO - Epoch [68][1160/1879] lr: 1.154e-01, eta: 1 day, 3:27:22, time: 1.230, data_time: 0.001, memory: 6921, loss_aux: 1.6188, top1_acc: 0.3406, top5_acc: 0.5883, loss_cls: 3.0392, loss: 4.6580, grad_norm: 2.3681 2021-07-19 17:04:59,388 - mmaction - INFO - Epoch [68][1180/1879] lr: 1.154e-01, eta: 1 day, 3:27:10, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.6624, top1_acc: 0.3230, top5_acc: 0.5617, loss_cls: 3.1621, loss: 4.8245, grad_norm: 2.3245 2021-07-19 17:05:11,053 - mmaction - INFO - Epoch [68][1200/1879] lr: 1.154e-01, eta: 1 day, 3:26:56, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.6211, top1_acc: 0.3352, top5_acc: 0.5715, loss_cls: 3.0829, loss: 4.7040, grad_norm: 2.2876 2021-07-19 17:05:31,647 - mmaction - INFO - Epoch [68][1220/1879] lr: 1.153e-01, eta: 1 day, 3:26:53, time: 1.030, data_time: 0.002, memory: 6921, loss_aux: 1.6199, top1_acc: 0.3336, top5_acc: 0.5785, loss_cls: 3.0602, loss: 4.6801, grad_norm: 2.3154 2021-07-19 17:05:43,776 - mmaction - INFO - Epoch [68][1240/1879] lr: 1.153e-01, eta: 1 day, 3:26:39, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.5943, top1_acc: 0.3445, top5_acc: 0.5867, loss_cls: 3.0244, loss: 4.6187, grad_norm: 2.3248 2021-07-19 17:05:56,086 - mmaction - INFO - Epoch [68][1260/1879] lr: 1.153e-01, eta: 1 day, 3:26:26, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 1.6469, top1_acc: 0.3414, top5_acc: 0.5820, loss_cls: 3.0939, loss: 4.7408, grad_norm: 2.3597 2021-07-19 17:06:07,498 - mmaction - INFO - Epoch [68][1280/1879] lr: 1.153e-01, eta: 1 day, 3:26:12, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6409, top1_acc: 0.3289, top5_acc: 0.5703, loss_cls: 3.1099, loss: 4.7508, grad_norm: 2.3400 2021-07-19 17:06:20,989 - mmaction - INFO - Epoch [68][1300/1879] lr: 1.152e-01, eta: 1 day, 3:26:00, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.6011, top1_acc: 0.3449, top5_acc: 0.5898, loss_cls: 3.0122, loss: 4.6133, grad_norm: 2.3553 2021-07-19 17:06:33,455 - mmaction - INFO - Epoch [68][1320/1879] lr: 1.152e-01, eta: 1 day, 3:25:47, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.6449, top1_acc: 0.3410, top5_acc: 0.5762, loss_cls: 3.0939, loss: 4.7389, grad_norm: 2.4126 2021-07-19 17:06:48,251 - mmaction - INFO - Epoch [68][1340/1879] lr: 1.152e-01, eta: 1 day, 3:25:36, time: 0.742, data_time: 0.006, memory: 6921, loss_aux: 1.6385, top1_acc: 0.3203, top5_acc: 0.5871, loss_cls: 3.0900, loss: 4.7285, grad_norm: 2.3586 2021-07-19 17:07:00,827 - mmaction - INFO - Epoch [68][1360/1879] lr: 1.152e-01, eta: 1 day, 3:25:23, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.6080, top1_acc: 0.3375, top5_acc: 0.5871, loss_cls: 3.0221, loss: 4.6300, grad_norm: 2.3359 2021-07-19 17:07:14,036 - mmaction - INFO - Epoch [68][1380/1879] lr: 1.152e-01, eta: 1 day, 3:25:11, time: 0.682, data_time: 0.027, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3441, top5_acc: 0.5816, loss_cls: 3.0168, loss: 4.6201, grad_norm: 2.2837 2021-07-19 17:07:25,234 - mmaction - INFO - Epoch [68][1400/1879] lr: 1.151e-01, eta: 1 day, 3:24:56, time: 0.565, data_time: 0.006, memory: 6921, loss_aux: 1.5988, top1_acc: 0.3418, top5_acc: 0.6020, loss_cls: 2.9847, loss: 4.5835, grad_norm: 2.3103 2021-07-19 17:07:36,524 - mmaction - INFO - Epoch [68][1420/1879] lr: 1.151e-01, eta: 1 day, 3:24:42, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.6237, top1_acc: 0.3355, top5_acc: 0.5875, loss_cls: 3.0650, loss: 4.6887, grad_norm: 2.3970 2021-07-19 17:07:48,397 - mmaction - INFO - Epoch [68][1440/1879] lr: 1.151e-01, eta: 1 day, 3:24:28, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.6399, top1_acc: 0.3328, top5_acc: 0.5789, loss_cls: 3.0844, loss: 4.7243, grad_norm: 2.3321 2021-07-19 17:08:03,307 - mmaction - INFO - Epoch [68][1460/1879] lr: 1.151e-01, eta: 1 day, 3:24:18, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.6181, top1_acc: 0.3340, top5_acc: 0.5973, loss_cls: 3.0351, loss: 4.6532, grad_norm: 2.3980 2021-07-19 17:08:18,402 - mmaction - INFO - Epoch [68][1480/1879] lr: 1.150e-01, eta: 1 day, 3:24:08, time: 0.753, data_time: 0.005, memory: 6921, loss_aux: 1.6139, top1_acc: 0.3270, top5_acc: 0.5898, loss_cls: 3.0287, loss: 4.6425, grad_norm: 2.3582 2021-07-19 17:08:32,951 - mmaction - INFO - Epoch [68][1500/1879] lr: 1.150e-01, eta: 1 day, 3:23:57, time: 0.731, data_time: 0.006, memory: 6921, loss_aux: 1.6301, top1_acc: 0.3266, top5_acc: 0.5824, loss_cls: 3.0966, loss: 4.7267, grad_norm: 2.3426 2021-07-19 17:08:44,215 - mmaction - INFO - Epoch [68][1520/1879] lr: 1.150e-01, eta: 1 day, 3:23:43, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.6156, top1_acc: 0.3387, top5_acc: 0.5805, loss_cls: 3.0403, loss: 4.6559, grad_norm: 2.3341 2021-07-19 17:08:56,744 - mmaction - INFO - Epoch [68][1540/1879] lr: 1.150e-01, eta: 1 day, 3:23:29, time: 0.626, data_time: 0.007, memory: 6921, loss_aux: 1.6361, top1_acc: 0.3254, top5_acc: 0.5703, loss_cls: 3.1039, loss: 4.7400, grad_norm: 2.3401 2021-07-19 17:09:09,578 - mmaction - INFO - Epoch [68][1560/1879] lr: 1.150e-01, eta: 1 day, 3:23:17, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 1.6190, top1_acc: 0.3262, top5_acc: 0.5836, loss_cls: 3.0968, loss: 4.7158, grad_norm: 2.3455 2021-07-19 17:09:21,543 - mmaction - INFO - Epoch [68][1580/1879] lr: 1.149e-01, eta: 1 day, 3:23:03, time: 0.597, data_time: 0.001, memory: 6921, loss_aux: 1.5985, top1_acc: 0.3391, top5_acc: 0.5875, loss_cls: 3.0410, loss: 4.6395, grad_norm: 2.3426 2021-07-19 17:09:33,756 - mmaction - INFO - Epoch [68][1600/1879] lr: 1.149e-01, eta: 1 day, 3:22:50, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.6086, top1_acc: 0.3348, top5_acc: 0.5832, loss_cls: 3.0581, loss: 4.6667, grad_norm: 2.3213 2021-07-19 17:09:45,639 - mmaction - INFO - Epoch [68][1620/1879] lr: 1.149e-01, eta: 1 day, 3:22:36, time: 0.595, data_time: 0.005, memory: 6921, loss_aux: 1.6544, top1_acc: 0.3285, top5_acc: 0.5723, loss_cls: 3.1099, loss: 4.7643, grad_norm: 2.3394 2021-07-19 17:09:57,675 - mmaction - INFO - Epoch [68][1640/1879] lr: 1.149e-01, eta: 1 day, 3:22:22, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6496, top1_acc: 0.3309, top5_acc: 0.5738, loss_cls: 3.1014, loss: 4.7510, grad_norm: 2.3087 2021-07-19 17:10:08,650 - mmaction - INFO - Epoch [68][1660/1879] lr: 1.149e-01, eta: 1 day, 3:22:07, time: 0.550, data_time: 0.003, memory: 6921, loss_aux: 1.6358, top1_acc: 0.3309, top5_acc: 0.5770, loss_cls: 3.0725, loss: 4.7082, grad_norm: 2.3963 2021-07-19 17:10:26,263 - mmaction - INFO - Epoch [68][1680/1879] lr: 1.148e-01, eta: 1 day, 3:22:00, time: 0.880, data_time: 0.003, memory: 6921, loss_aux: 1.6164, top1_acc: 0.3398, top5_acc: 0.5789, loss_cls: 3.0510, loss: 4.6674, grad_norm: 2.3445 2021-07-19 17:10:37,568 - mmaction - INFO - Epoch [68][1700/1879] lr: 1.148e-01, eta: 1 day, 3:21:46, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6376, top1_acc: 0.3223, top5_acc: 0.5742, loss_cls: 3.0646, loss: 4.7021, grad_norm: 2.3268 2021-07-19 17:10:49,366 - mmaction - INFO - Epoch [68][1720/1879] lr: 1.148e-01, eta: 1 day, 3:21:32, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.6122, top1_acc: 0.3367, top5_acc: 0.5883, loss_cls: 3.0475, loss: 4.6597, grad_norm: 2.3198 2021-07-19 17:11:03,323 - mmaction - INFO - Epoch [68][1740/1879] lr: 1.148e-01, eta: 1 day, 3:21:20, time: 0.703, data_time: 0.007, memory: 6921, loss_aux: 1.5927, top1_acc: 0.3438, top5_acc: 0.6074, loss_cls: 2.9637, loss: 4.5564, grad_norm: 2.2888 2021-07-19 17:11:20,685 - mmaction - INFO - Epoch [68][1760/1879] lr: 1.147e-01, eta: 1 day, 3:21:13, time: 0.867, data_time: 0.002, memory: 6921, loss_aux: 1.6292, top1_acc: 0.3301, top5_acc: 0.5762, loss_cls: 3.0847, loss: 4.7140, grad_norm: 2.3306 2021-07-19 17:11:32,171 - mmaction - INFO - Epoch [68][1780/1879] lr: 1.147e-01, eta: 1 day, 3:20:59, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.6025, top1_acc: 0.3242, top5_acc: 0.5980, loss_cls: 3.0342, loss: 4.6367, grad_norm: 2.3804 2021-07-19 17:11:46,003 - mmaction - INFO - Epoch [68][1800/1879] lr: 1.147e-01, eta: 1 day, 3:20:47, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.6332, top1_acc: 0.3316, top5_acc: 0.5824, loss_cls: 3.0904, loss: 4.7236, grad_norm: 2.3482 2021-07-19 17:11:59,314 - mmaction - INFO - Epoch [68][1820/1879] lr: 1.147e-01, eta: 1 day, 3:20:35, time: 0.665, data_time: 0.003, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3465, top5_acc: 0.5902, loss_cls: 3.0083, loss: 4.6116, grad_norm: 2.3609 2021-07-19 17:12:13,561 - mmaction - INFO - Epoch [68][1840/1879] lr: 1.147e-01, eta: 1 day, 3:20:24, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 1.6340, top1_acc: 0.3414, top5_acc: 0.5793, loss_cls: 3.0915, loss: 4.7255, grad_norm: 2.3429 2021-07-19 17:12:24,926 - mmaction - INFO - Epoch [68][1860/1879] lr: 1.146e-01, eta: 1 day, 3:20:10, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6374, top1_acc: 0.3262, top5_acc: 0.5770, loss_cls: 3.1061, loss: 4.7435, grad_norm: 2.3832 2021-07-19 17:12:35,475 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-07-19 17:12:59,786 - mmaction - INFO - Epoch [69][20/1879] lr: 1.146e-01, eta: 1 day, 3:19:35, time: 0.822, data_time: 0.164, memory: 6921, loss_aux: 1.5890, top1_acc: 0.3340, top5_acc: 0.5863, loss_cls: 3.0360, loss: 4.6250, grad_norm: 2.3079 2021-07-19 17:13:11,003 - mmaction - INFO - Epoch [69][40/1879] lr: 1.146e-01, eta: 1 day, 3:19:20, time: 0.577, data_time: 0.019, memory: 6921, loss_aux: 1.5999, top1_acc: 0.3406, top5_acc: 0.5930, loss_cls: 3.0195, loss: 4.6194, grad_norm: 2.2991 2021-07-19 17:13:25,620 - mmaction - INFO - Epoch [69][60/1879] lr: 1.145e-01, eta: 1 day, 3:19:10, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3328, top5_acc: 0.5785, loss_cls: 3.0331, loss: 4.6382, grad_norm: 2.3336 2021-07-19 17:13:40,465 - mmaction - INFO - Epoch [69][80/1879] lr: 1.145e-01, eta: 1 day, 3:18:59, time: 0.744, data_time: 0.009, memory: 6921, loss_aux: 1.6078, top1_acc: 0.3434, top5_acc: 0.5840, loss_cls: 3.0225, loss: 4.6302, grad_norm: 2.3083 2021-07-19 17:13:52,652 - mmaction - INFO - Epoch [69][100/1879] lr: 1.145e-01, eta: 1 day, 3:18:46, time: 0.611, data_time: 0.010, memory: 6921, loss_aux: 1.5942, top1_acc: 0.3434, top5_acc: 0.5980, loss_cls: 2.9813, loss: 4.5755, grad_norm: 2.3624 2021-07-19 17:14:05,593 - mmaction - INFO - Epoch [69][120/1879] lr: 1.145e-01, eta: 1 day, 3:18:33, time: 0.643, data_time: 0.005, memory: 6921, loss_aux: 1.6036, top1_acc: 0.3387, top5_acc: 0.5852, loss_cls: 3.0271, loss: 4.6307, grad_norm: 2.3488 2021-07-19 17:14:18,361 - mmaction - INFO - Epoch [69][140/1879] lr: 1.145e-01, eta: 1 day, 3:18:21, time: 0.641, data_time: 0.006, memory: 6921, loss_aux: 1.6208, top1_acc: 0.3367, top5_acc: 0.5891, loss_cls: 3.0391, loss: 4.6599, grad_norm: 2.3909 2021-07-19 17:14:29,812 - mmaction - INFO - Epoch [69][160/1879] lr: 1.144e-01, eta: 1 day, 3:18:06, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.5902, top1_acc: 0.3480, top5_acc: 0.6016, loss_cls: 2.9927, loss: 4.5829, grad_norm: 2.3973 2021-07-19 17:14:45,516 - mmaction - INFO - Epoch [69][180/1879] lr: 1.144e-01, eta: 1 day, 3:17:57, time: 0.785, data_time: 0.003, memory: 6921, loss_aux: 1.6043, top1_acc: 0.3371, top5_acc: 0.5906, loss_cls: 3.0340, loss: 4.6383, grad_norm: 2.3626 2021-07-19 17:14:58,345 - mmaction - INFO - Epoch [69][200/1879] lr: 1.144e-01, eta: 1 day, 3:17:44, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.6030, top1_acc: 0.3391, top5_acc: 0.5934, loss_cls: 3.0246, loss: 4.6276, grad_norm: 2.3755 2021-07-19 17:15:10,353 - mmaction - INFO - Epoch [69][220/1879] lr: 1.144e-01, eta: 1 day, 3:17:31, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 1.5833, top1_acc: 0.3371, top5_acc: 0.5965, loss_cls: 3.0143, loss: 4.5975, grad_norm: 2.3605 2021-07-19 17:15:25,306 - mmaction - INFO - Epoch [69][240/1879] lr: 1.143e-01, eta: 1 day, 3:17:20, time: 0.747, data_time: 0.003, memory: 6921, loss_aux: 1.6328, top1_acc: 0.3402, top5_acc: 0.5691, loss_cls: 3.0910, loss: 4.7238, grad_norm: 2.3448 2021-07-19 17:15:38,901 - mmaction - INFO - Epoch [69][260/1879] lr: 1.143e-01, eta: 1 day, 3:17:09, time: 0.680, data_time: 0.003, memory: 6921, loss_aux: 1.6147, top1_acc: 0.3488, top5_acc: 0.5809, loss_cls: 3.0489, loss: 4.6636, grad_norm: 2.3074 2021-07-19 17:15:51,767 - mmaction - INFO - Epoch [69][280/1879] lr: 1.143e-01, eta: 1 day, 3:16:56, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5823, top1_acc: 0.3590, top5_acc: 0.6039, loss_cls: 2.9615, loss: 4.5438, grad_norm: 2.3837 2021-07-19 17:16:02,965 - mmaction - INFO - Epoch [69][300/1879] lr: 1.143e-01, eta: 1 day, 3:16:41, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.5946, top1_acc: 0.3418, top5_acc: 0.5984, loss_cls: 2.9826, loss: 4.5772, grad_norm: 2.3146 2021-07-19 17:16:15,080 - mmaction - INFO - Epoch [69][320/1879] lr: 1.143e-01, eta: 1 day, 3:16:28, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.6358, top1_acc: 0.3320, top5_acc: 0.5910, loss_cls: 3.0642, loss: 4.7000, grad_norm: 2.3928 2021-07-19 17:16:26,852 - mmaction - INFO - Epoch [69][340/1879] lr: 1.142e-01, eta: 1 day, 3:16:14, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.6061, top1_acc: 0.3371, top5_acc: 0.5719, loss_cls: 3.0449, loss: 4.6510, grad_norm: 2.3389 2021-07-19 17:16:38,741 - mmaction - INFO - Epoch [69][360/1879] lr: 1.142e-01, eta: 1 day, 3:16:00, time: 0.594, data_time: 0.015, memory: 6921, loss_aux: 1.6158, top1_acc: 0.3445, top5_acc: 0.5949, loss_cls: 3.0190, loss: 4.6348, grad_norm: 2.3409 2021-07-19 17:16:51,403 - mmaction - INFO - Epoch [69][380/1879] lr: 1.142e-01, eta: 1 day, 3:15:47, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.5686, top1_acc: 0.3543, top5_acc: 0.5996, loss_cls: 2.9768, loss: 4.5454, grad_norm: 2.3493 2021-07-19 17:17:02,832 - mmaction - INFO - Epoch [69][400/1879] lr: 1.142e-01, eta: 1 day, 3:15:33, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6271, top1_acc: 0.3195, top5_acc: 0.5949, loss_cls: 3.0583, loss: 4.6854, grad_norm: 2.3365 2021-07-19 17:17:14,400 - mmaction - INFO - Epoch [69][420/1879] lr: 1.141e-01, eta: 1 day, 3:15:19, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5802, top1_acc: 0.3359, top5_acc: 0.6000, loss_cls: 2.9877, loss: 4.5679, grad_norm: 2.3731 2021-07-19 17:17:27,438 - mmaction - INFO - Epoch [69][440/1879] lr: 1.141e-01, eta: 1 day, 3:15:06, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.6116, top1_acc: 0.3328, top5_acc: 0.5891, loss_cls: 3.0430, loss: 4.6547, grad_norm: 2.3237 2021-07-19 17:17:46,313 - mmaction - INFO - Epoch [69][460/1879] lr: 1.141e-01, eta: 1 day, 3:15:01, time: 0.958, data_time: 0.017, memory: 6921, loss_aux: 1.6128, top1_acc: 0.3438, top5_acc: 0.5742, loss_cls: 3.0545, loss: 4.6673, grad_norm: 2.3273 2021-07-19 17:17:58,240 - mmaction - INFO - Epoch [69][480/1879] lr: 1.141e-01, eta: 1 day, 3:14:47, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.6218, top1_acc: 0.3410, top5_acc: 0.5828, loss_cls: 3.0460, loss: 4.6677, grad_norm: 2.3572 2021-07-19 17:18:10,511 - mmaction - INFO - Epoch [69][500/1879] lr: 1.141e-01, eta: 1 day, 3:14:33, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.6032, top1_acc: 0.3477, top5_acc: 0.5836, loss_cls: 3.0453, loss: 4.6485, grad_norm: 2.3996 2021-07-19 17:18:27,876 - mmaction - INFO - Epoch [69][520/1879] lr: 1.140e-01, eta: 1 day, 3:14:26, time: 0.856, data_time: 0.002, memory: 6921, loss_aux: 1.6245, top1_acc: 0.3441, top5_acc: 0.5836, loss_cls: 3.0829, loss: 4.7073, grad_norm: 2.3896 2021-07-19 17:18:39,551 - mmaction - INFO - Epoch [69][540/1879] lr: 1.140e-01, eta: 1 day, 3:14:12, time: 0.596, data_time: 0.015, memory: 6921, loss_aux: 1.6151, top1_acc: 0.3320, top5_acc: 0.5898, loss_cls: 3.0745, loss: 4.6896, grad_norm: 2.3471 2021-07-19 17:18:57,713 - mmaction - INFO - Epoch [69][560/1879] lr: 1.140e-01, eta: 1 day, 3:14:06, time: 0.907, data_time: 0.003, memory: 6921, loss_aux: 1.6364, top1_acc: 0.3273, top5_acc: 0.5777, loss_cls: 3.0932, loss: 4.7296, grad_norm: 2.3961 2021-07-19 17:19:11,463 - mmaction - INFO - Epoch [69][580/1879] lr: 1.140e-01, eta: 1 day, 3:13:54, time: 0.678, data_time: 0.003, memory: 6921, loss_aux: 1.5593, top1_acc: 0.3477, top5_acc: 0.6039, loss_cls: 2.9449, loss: 4.5043, grad_norm: 2.3386 2021-07-19 17:19:33,352 - mmaction - INFO - Epoch [69][600/1879] lr: 1.139e-01, eta: 1 day, 3:13:52, time: 1.105, data_time: 0.013, memory: 6921, loss_aux: 1.6253, top1_acc: 0.3301, top5_acc: 0.5680, loss_cls: 3.1035, loss: 4.7288, grad_norm: 2.3357 2021-07-19 17:19:49,536 - mmaction - INFO - Epoch [69][620/1879] lr: 1.139e-01, eta: 1 day, 3:13:44, time: 0.809, data_time: 0.005, memory: 6921, loss_aux: 1.6019, top1_acc: 0.3434, top5_acc: 0.5953, loss_cls: 3.0058, loss: 4.6077, grad_norm: 2.3594 2021-07-19 17:20:01,060 - mmaction - INFO - Epoch [69][640/1879] lr: 1.139e-01, eta: 1 day, 3:13:29, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.6155, top1_acc: 0.3309, top5_acc: 0.5813, loss_cls: 3.0316, loss: 4.6471, grad_norm: 2.3863 2021-07-19 17:20:19,819 - mmaction - INFO - Epoch [69][660/1879] lr: 1.139e-01, eta: 1 day, 3:13:24, time: 0.937, data_time: 0.003, memory: 6921, loss_aux: 1.6263, top1_acc: 0.3371, top5_acc: 0.5777, loss_cls: 3.0625, loss: 4.6889, grad_norm: 2.3400 2021-07-19 17:20:34,351 - mmaction - INFO - Epoch [69][680/1879] lr: 1.139e-01, eta: 1 day, 3:13:13, time: 0.728, data_time: 0.004, memory: 6921, loss_aux: 1.6718, top1_acc: 0.3402, top5_acc: 0.5699, loss_cls: 3.1196, loss: 4.7915, grad_norm: 2.3079 2021-07-19 17:20:49,566 - mmaction - INFO - Epoch [69][700/1879] lr: 1.138e-01, eta: 1 day, 3:13:03, time: 0.761, data_time: 0.003, memory: 6921, loss_aux: 1.6138, top1_acc: 0.3324, top5_acc: 0.5934, loss_cls: 3.0542, loss: 4.6680, grad_norm: 2.3733 2021-07-19 17:21:03,475 - mmaction - INFO - Epoch [69][720/1879] lr: 1.138e-01, eta: 1 day, 3:12:52, time: 0.693, data_time: 0.005, memory: 6921, loss_aux: 1.6257, top1_acc: 0.3371, top5_acc: 0.5746, loss_cls: 3.0873, loss: 4.7130, grad_norm: 2.3440 2021-07-19 17:21:15,015 - mmaction - INFO - Epoch [69][740/1879] lr: 1.138e-01, eta: 1 day, 3:12:37, time: 0.579, data_time: 0.007, memory: 6921, loss_aux: 1.5933, top1_acc: 0.3504, top5_acc: 0.5988, loss_cls: 2.9872, loss: 4.5805, grad_norm: 2.3794 2021-07-19 17:21:26,522 - mmaction - INFO - Epoch [69][760/1879] lr: 1.138e-01, eta: 1 day, 3:12:23, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.6243, top1_acc: 0.3258, top5_acc: 0.5809, loss_cls: 3.0851, loss: 4.7094, grad_norm: 2.3891 2021-07-19 17:21:38,553 - mmaction - INFO - Epoch [69][780/1879] lr: 1.137e-01, eta: 1 day, 3:12:10, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.6463, top1_acc: 0.3348, top5_acc: 0.5727, loss_cls: 3.1203, loss: 4.7666, grad_norm: 2.3710 2021-07-19 17:21:50,491 - mmaction - INFO - Epoch [69][800/1879] lr: 1.137e-01, eta: 1 day, 3:11:56, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.5752, top1_acc: 0.3488, top5_acc: 0.5934, loss_cls: 2.9728, loss: 4.5480, grad_norm: 2.3477 2021-07-19 17:22:02,588 - mmaction - INFO - Epoch [69][820/1879] lr: 1.137e-01, eta: 1 day, 3:11:42, time: 0.610, data_time: 0.009, memory: 6921, loss_aux: 1.6236, top1_acc: 0.3387, top5_acc: 0.5848, loss_cls: 3.0536, loss: 4.6771, grad_norm: 2.3456 2021-07-19 17:22:14,213 - mmaction - INFO - Epoch [69][840/1879] lr: 1.137e-01, eta: 1 day, 3:11:28, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.6259, top1_acc: 0.3293, top5_acc: 0.5855, loss_cls: 3.0691, loss: 4.6950, grad_norm: 2.3969 2021-07-19 17:22:26,970 - mmaction - INFO - Epoch [69][860/1879] lr: 1.137e-01, eta: 1 day, 3:11:15, time: 0.636, data_time: 0.001, memory: 6921, loss_aux: 1.6395, top1_acc: 0.3363, top5_acc: 0.5809, loss_cls: 3.0582, loss: 4.6977, grad_norm: 2.3361 2021-07-19 17:22:38,698 - mmaction - INFO - Epoch [69][880/1879] lr: 1.136e-01, eta: 1 day, 3:11:01, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.6345, top1_acc: 0.3336, top5_acc: 0.5828, loss_cls: 3.0586, loss: 4.6931, grad_norm: 2.3536 2021-07-19 17:22:51,942 - mmaction - INFO - Epoch [69][900/1879] lr: 1.136e-01, eta: 1 day, 3:10:49, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.5917, top1_acc: 0.3395, top5_acc: 0.6020, loss_cls: 3.0112, loss: 4.6029, grad_norm: 2.3863 2021-07-19 17:23:03,497 - mmaction - INFO - Epoch [69][920/1879] lr: 1.136e-01, eta: 1 day, 3:10:35, time: 0.579, data_time: 0.007, memory: 6921, loss_aux: 1.6297, top1_acc: 0.3316, top5_acc: 0.5746, loss_cls: 3.0490, loss: 4.6787, grad_norm: 2.3704 2021-07-19 17:23:15,524 - mmaction - INFO - Epoch [69][940/1879] lr: 1.136e-01, eta: 1 day, 3:10:21, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.5918, top1_acc: 0.3289, top5_acc: 0.5859, loss_cls: 3.0215, loss: 4.6133, grad_norm: 2.3164 2021-07-19 17:23:27,236 - mmaction - INFO - Epoch [69][960/1879] lr: 1.136e-01, eta: 1 day, 3:10:07, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.6521, top1_acc: 0.3246, top5_acc: 0.5691, loss_cls: 3.1132, loss: 4.7653, grad_norm: 2.3794 2021-07-19 17:23:44,505 - mmaction - INFO - Epoch [69][980/1879] lr: 1.135e-01, eta: 1 day, 3:10:00, time: 0.868, data_time: 0.008, memory: 6921, loss_aux: 1.6129, top1_acc: 0.3484, top5_acc: 0.5820, loss_cls: 3.0459, loss: 4.6588, grad_norm: 2.3250 2021-07-19 17:23:58,475 - mmaction - INFO - Epoch [69][1000/1879] lr: 1.135e-01, eta: 1 day, 3:09:48, time: 0.700, data_time: 0.004, memory: 6921, loss_aux: 1.6037, top1_acc: 0.3367, top5_acc: 0.5820, loss_cls: 3.0401, loss: 4.6438, grad_norm: 2.3267 2021-07-19 17:24:09,949 - mmaction - INFO - Epoch [69][1020/1879] lr: 1.135e-01, eta: 1 day, 3:09:34, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6108, top1_acc: 0.3332, top5_acc: 0.5859, loss_cls: 3.0562, loss: 4.6671, grad_norm: 2.3609 2021-07-19 17:24:22,299 - mmaction - INFO - Epoch [69][1040/1879] lr: 1.135e-01, eta: 1 day, 3:09:21, time: 0.627, data_time: 0.013, memory: 6921, loss_aux: 1.6355, top1_acc: 0.3379, top5_acc: 0.5738, loss_cls: 3.0744, loss: 4.7099, grad_norm: 2.3308 2021-07-19 17:24:33,748 - mmaction - INFO - Epoch [69][1060/1879] lr: 1.134e-01, eta: 1 day, 3:09:06, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.6374, top1_acc: 0.3320, top5_acc: 0.5867, loss_cls: 3.0834, loss: 4.7208, grad_norm: 2.3914 2021-07-19 17:24:46,187 - mmaction - INFO - Epoch [69][1080/1879] lr: 1.134e-01, eta: 1 day, 3:08:53, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.6480, top1_acc: 0.3273, top5_acc: 0.5766, loss_cls: 3.0888, loss: 4.7368, grad_norm: 2.3519 2021-07-19 17:24:57,616 - mmaction - INFO - Epoch [69][1100/1879] lr: 1.134e-01, eta: 1 day, 3:08:39, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6261, top1_acc: 0.3320, top5_acc: 0.5879, loss_cls: 3.0737, loss: 4.6998, grad_norm: 2.3280 2021-07-19 17:25:09,550 - mmaction - INFO - Epoch [69][1120/1879] lr: 1.134e-01, eta: 1 day, 3:08:25, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.6101, top1_acc: 0.3453, top5_acc: 0.5977, loss_cls: 3.0187, loss: 4.6288, grad_norm: 2.3616 2021-07-19 17:25:24,074 - mmaction - INFO - Epoch [69][1140/1879] lr: 1.134e-01, eta: 1 day, 3:08:14, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.6631, top1_acc: 0.3285, top5_acc: 0.5746, loss_cls: 3.1143, loss: 4.7774, grad_norm: 2.3673 2021-07-19 17:25:35,658 - mmaction - INFO - Epoch [69][1160/1879] lr: 1.133e-01, eta: 1 day, 3:08:00, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.6013, top1_acc: 0.3355, top5_acc: 0.5836, loss_cls: 3.0318, loss: 4.6332, grad_norm: 2.3106 2021-07-19 17:25:48,048 - mmaction - INFO - Epoch [69][1180/1879] lr: 1.133e-01, eta: 1 day, 3:07:47, time: 0.629, data_time: 0.012, memory: 6921, loss_aux: 1.5934, top1_acc: 0.3625, top5_acc: 0.5895, loss_cls: 2.9874, loss: 4.5808, grad_norm: 2.3259 2021-07-19 17:26:04,935 - mmaction - INFO - Epoch [69][1200/1879] lr: 1.133e-01, eta: 1 day, 3:07:39, time: 0.845, data_time: 0.003, memory: 6921, loss_aux: 1.6085, top1_acc: 0.3391, top5_acc: 0.5926, loss_cls: 3.0261, loss: 4.6346, grad_norm: 2.3421 2021-07-19 17:26:16,742 - mmaction - INFO - Epoch [69][1220/1879] lr: 1.133e-01, eta: 1 day, 3:07:25, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.6030, top1_acc: 0.3496, top5_acc: 0.5996, loss_cls: 3.0060, loss: 4.6090, grad_norm: 2.3670 2021-07-19 17:26:28,399 - mmaction - INFO - Epoch [69][1240/1879] lr: 1.132e-01, eta: 1 day, 3:07:11, time: 0.584, data_time: 0.007, memory: 6921, loss_aux: 1.6229, top1_acc: 0.3445, top5_acc: 0.5828, loss_cls: 3.0346, loss: 4.6575, grad_norm: 2.3754 2021-07-19 17:26:40,002 - mmaction - INFO - Epoch [69][1260/1879] lr: 1.132e-01, eta: 1 day, 3:06:57, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.6521, top1_acc: 0.3207, top5_acc: 0.5664, loss_cls: 3.1304, loss: 4.7825, grad_norm: 2.4015 2021-07-19 17:26:51,461 - mmaction - INFO - Epoch [69][1280/1879] lr: 1.132e-01, eta: 1 day, 3:06:42, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6122, top1_acc: 0.3379, top5_acc: 0.5848, loss_cls: 3.0435, loss: 4.6557, grad_norm: 2.3506 2021-07-19 17:27:03,423 - mmaction - INFO - Epoch [69][1300/1879] lr: 1.132e-01, eta: 1 day, 3:06:29, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.6091, top1_acc: 0.3363, top5_acc: 0.5773, loss_cls: 3.0376, loss: 4.6467, grad_norm: 2.3330 2021-07-19 17:27:17,366 - mmaction - INFO - Epoch [69][1320/1879] lr: 1.132e-01, eta: 1 day, 3:06:17, time: 0.698, data_time: 0.003, memory: 6921, loss_aux: 1.6245, top1_acc: 0.3395, top5_acc: 0.5848, loss_cls: 3.0548, loss: 4.6793, grad_norm: 2.3121 2021-07-19 17:27:29,744 - mmaction - INFO - Epoch [69][1340/1879] lr: 1.131e-01, eta: 1 day, 3:06:04, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.6451, top1_acc: 0.3262, top5_acc: 0.5781, loss_cls: 3.1046, loss: 4.7497, grad_norm: 2.3469 2021-07-19 17:27:41,899 - mmaction - INFO - Epoch [69][1360/1879] lr: 1.131e-01, eta: 1 day, 3:05:50, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.6267, top1_acc: 0.3434, top5_acc: 0.5844, loss_cls: 3.0658, loss: 4.6924, grad_norm: 2.3620 2021-07-19 17:27:54,493 - mmaction - INFO - Epoch [69][1380/1879] lr: 1.131e-01, eta: 1 day, 3:05:37, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.6306, top1_acc: 0.3324, top5_acc: 0.5727, loss_cls: 3.0903, loss: 4.7210, grad_norm: 2.3430 2021-07-19 17:28:06,471 - mmaction - INFO - Epoch [69][1400/1879] lr: 1.131e-01, eta: 1 day, 3:05:24, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.6102, top1_acc: 0.3297, top5_acc: 0.5793, loss_cls: 3.0517, loss: 4.6619, grad_norm: 2.3790 2021-07-19 17:28:21,572 - mmaction - INFO - Epoch [69][1420/1879] lr: 1.130e-01, eta: 1 day, 3:05:14, time: 0.755, data_time: 0.003, memory: 6921, loss_aux: 1.6284, top1_acc: 0.3418, top5_acc: 0.5805, loss_cls: 3.0608, loss: 4.6892, grad_norm: 2.3672 2021-07-19 17:28:37,725 - mmaction - INFO - Epoch [69][1440/1879] lr: 1.130e-01, eta: 1 day, 3:05:05, time: 0.797, data_time: 0.004, memory: 6921, loss_aux: 1.5838, top1_acc: 0.3500, top5_acc: 0.5961, loss_cls: 2.9808, loss: 4.5647, grad_norm: 2.3529 2021-07-19 17:28:55,573 - mmaction - INFO - Epoch [69][1460/1879] lr: 1.130e-01, eta: 1 day, 3:04:58, time: 0.892, data_time: 0.014, memory: 6921, loss_aux: 1.6116, top1_acc: 0.3375, top5_acc: 0.5879, loss_cls: 3.0300, loss: 4.6417, grad_norm: 2.3397 2021-07-19 17:29:07,031 - mmaction - INFO - Epoch [69][1480/1879] lr: 1.130e-01, eta: 1 day, 3:04:44, time: 0.583, data_time: 0.015, memory: 6921, loss_aux: 1.6280, top1_acc: 0.3395, top5_acc: 0.5898, loss_cls: 3.0523, loss: 4.6803, grad_norm: 2.3788 2021-07-19 17:29:18,899 - mmaction - INFO - Epoch [69][1500/1879] lr: 1.130e-01, eta: 1 day, 3:04:30, time: 0.592, data_time: 0.014, memory: 6921, loss_aux: 1.6351, top1_acc: 0.3273, top5_acc: 0.5711, loss_cls: 3.0477, loss: 4.6828, grad_norm: 2.3769 2021-07-19 17:29:40,022 - mmaction - INFO - Epoch [69][1520/1879] lr: 1.129e-01, eta: 1 day, 3:04:27, time: 1.055, data_time: 0.004, memory: 6921, loss_aux: 1.6353, top1_acc: 0.3281, top5_acc: 0.5816, loss_cls: 3.0814, loss: 4.7167, grad_norm: 2.4078 2021-07-19 17:29:51,390 - mmaction - INFO - Epoch [69][1540/1879] lr: 1.129e-01, eta: 1 day, 3:04:13, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.6220, top1_acc: 0.3387, top5_acc: 0.5848, loss_cls: 3.0784, loss: 4.7003, grad_norm: 2.3428 2021-07-19 17:30:03,179 - mmaction - INFO - Epoch [69][1560/1879] lr: 1.129e-01, eta: 1 day, 3:03:59, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.6252, top1_acc: 0.3441, top5_acc: 0.5934, loss_cls: 3.0464, loss: 4.6716, grad_norm: 2.3591 2021-07-19 17:30:15,218 - mmaction - INFO - Epoch [69][1580/1879] lr: 1.129e-01, eta: 1 day, 3:03:45, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.6309, top1_acc: 0.3312, top5_acc: 0.5703, loss_cls: 3.1092, loss: 4.7401, grad_norm: 2.3742 2021-07-19 17:30:28,544 - mmaction - INFO - Epoch [69][1600/1879] lr: 1.128e-01, eta: 1 day, 3:03:33, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.6462, top1_acc: 0.3203, top5_acc: 0.5754, loss_cls: 3.1376, loss: 4.7839, grad_norm: 2.4107 2021-07-19 17:30:40,056 - mmaction - INFO - Epoch [69][1620/1879] lr: 1.128e-01, eta: 1 day, 3:03:18, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.5671, top1_acc: 0.3566, top5_acc: 0.6062, loss_cls: 2.9599, loss: 4.5269, grad_norm: 2.3496 2021-07-19 17:30:54,914 - mmaction - INFO - Epoch [69][1640/1879] lr: 1.128e-01, eta: 1 day, 3:03:08, time: 0.743, data_time: 0.009, memory: 6921, loss_aux: 1.6399, top1_acc: 0.3250, top5_acc: 0.5687, loss_cls: 3.1126, loss: 4.7525, grad_norm: 2.3754 2021-07-19 17:31:12,087 - mmaction - INFO - Epoch [69][1660/1879] lr: 1.128e-01, eta: 1 day, 3:03:01, time: 0.865, data_time: 0.010, memory: 6921, loss_aux: 1.5919, top1_acc: 0.3465, top5_acc: 0.5953, loss_cls: 2.9861, loss: 4.5780, grad_norm: 2.3276 2021-07-19 17:31:24,166 - mmaction - INFO - Epoch [69][1680/1879] lr: 1.128e-01, eta: 1 day, 3:02:47, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.6432, top1_acc: 0.3250, top5_acc: 0.5891, loss_cls: 3.0830, loss: 4.7262, grad_norm: 2.3462 2021-07-19 17:31:37,932 - mmaction - INFO - Epoch [69][1700/1879] lr: 1.127e-01, eta: 1 day, 3:02:35, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.6532, top1_acc: 0.3348, top5_acc: 0.5793, loss_cls: 3.1257, loss: 4.7789, grad_norm: 2.3535 2021-07-19 17:31:52,579 - mmaction - INFO - Epoch [69][1720/1879] lr: 1.127e-01, eta: 1 day, 3:02:25, time: 0.738, data_time: 0.008, memory: 6921, loss_aux: 1.6097, top1_acc: 0.3262, top5_acc: 0.5727, loss_cls: 3.0810, loss: 4.6907, grad_norm: 2.3346 2021-07-19 17:32:07,363 - mmaction - INFO - Epoch [69][1740/1879] lr: 1.127e-01, eta: 1 day, 3:02:14, time: 0.740, data_time: 0.004, memory: 6921, loss_aux: 1.6200, top1_acc: 0.3379, top5_acc: 0.5883, loss_cls: 3.0527, loss: 4.6727, grad_norm: 2.2952 2021-07-19 17:32:18,445 - mmaction - INFO - Epoch [69][1760/1879] lr: 1.127e-01, eta: 1 day, 3:02:00, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.6078, top1_acc: 0.3367, top5_acc: 0.6000, loss_cls: 3.0150, loss: 4.6228, grad_norm: 2.3825 2021-07-19 17:32:30,638 - mmaction - INFO - Epoch [69][1780/1879] lr: 1.126e-01, eta: 1 day, 3:01:46, time: 0.610, data_time: 0.005, memory: 6921, loss_aux: 1.6190, top1_acc: 0.3258, top5_acc: 0.5910, loss_cls: 3.0550, loss: 4.6740, grad_norm: 2.3504 2021-07-19 17:32:43,043 - mmaction - INFO - Epoch [69][1800/1879] lr: 1.126e-01, eta: 1 day, 3:01:33, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.6081, top1_acc: 0.3355, top5_acc: 0.5941, loss_cls: 3.0428, loss: 4.6509, grad_norm: 2.3929 2021-07-19 17:32:54,396 - mmaction - INFO - Epoch [69][1820/1879] lr: 1.126e-01, eta: 1 day, 3:01:19, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3527, top5_acc: 0.5934, loss_cls: 3.0268, loss: 4.6302, grad_norm: 2.3565 2021-07-19 17:33:06,686 - mmaction - INFO - Epoch [69][1840/1879] lr: 1.126e-01, eta: 1 day, 3:01:05, time: 0.614, data_time: 0.001, memory: 6921, loss_aux: 1.6128, top1_acc: 0.3363, top5_acc: 0.5836, loss_cls: 3.0734, loss: 4.6862, grad_norm: 2.3359 2021-07-19 17:33:25,912 - mmaction - INFO - Epoch [69][1860/1879] lr: 1.126e-01, eta: 1 day, 3:01:00, time: 0.959, data_time: 0.005, memory: 6921, loss_aux: 1.6391, top1_acc: 0.3348, top5_acc: 0.5805, loss_cls: 3.0881, loss: 4.7272, grad_norm: 2.3516 2021-07-19 17:33:36,197 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-07-19 17:33:58,165 - mmaction - INFO - Epoch [70][20/1879] lr: 1.125e-01, eta: 1 day, 3:00:26, time: 0.861, data_time: 0.217, memory: 6921, loss_aux: 1.6087, top1_acc: 0.3387, top5_acc: 0.5770, loss_cls: 3.0489, loss: 4.6576, grad_norm: 2.3820 2021-07-19 17:34:17,474 - mmaction - INFO - Epoch [70][40/1879] lr: 1.125e-01, eta: 1 day, 3:00:21, time: 0.967, data_time: 0.005, memory: 6921, loss_aux: 1.6124, top1_acc: 0.3320, top5_acc: 0.5852, loss_cls: 3.0470, loss: 4.6594, grad_norm: 2.3186 2021-07-19 17:34:29,623 - mmaction - INFO - Epoch [70][60/1879] lr: 1.125e-01, eta: 1 day, 3:00:07, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3383, top5_acc: 0.5867, loss_cls: 3.0365, loss: 4.6398, grad_norm: 2.3328 2021-07-19 17:34:41,132 - mmaction - INFO - Epoch [70][80/1879] lr: 1.124e-01, eta: 1 day, 2:59:53, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.6151, top1_acc: 0.3371, top5_acc: 0.5844, loss_cls: 3.0534, loss: 4.6685, grad_norm: 2.3351 2021-07-19 17:34:53,936 - mmaction - INFO - Epoch [70][100/1879] lr: 1.124e-01, eta: 1 day, 2:59:40, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.6415, top1_acc: 0.3305, top5_acc: 0.5777, loss_cls: 3.0839, loss: 4.7254, grad_norm: 2.4260 2021-07-19 17:35:05,173 - mmaction - INFO - Epoch [70][120/1879] lr: 1.124e-01, eta: 1 day, 2:59:26, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.6167, top1_acc: 0.3270, top5_acc: 0.5809, loss_cls: 3.0667, loss: 4.6833, grad_norm: 2.3250 2021-07-19 17:35:17,275 - mmaction - INFO - Epoch [70][140/1879] lr: 1.124e-01, eta: 1 day, 2:59:12, time: 0.611, data_time: 0.009, memory: 6921, loss_aux: 1.6070, top1_acc: 0.3355, top5_acc: 0.5820, loss_cls: 3.0445, loss: 4.6515, grad_norm: 2.3658 2021-07-19 17:35:31,508 - mmaction - INFO - Epoch [70][160/1879] lr: 1.124e-01, eta: 1 day, 2:59:01, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.6603, top1_acc: 0.3184, top5_acc: 0.5641, loss_cls: 3.1260, loss: 4.7863, grad_norm: 2.3344 2021-07-19 17:35:49,438 - mmaction - INFO - Epoch [70][180/1879] lr: 1.123e-01, eta: 1 day, 2:58:54, time: 0.897, data_time: 0.005, memory: 6921, loss_aux: 1.5898, top1_acc: 0.3422, top5_acc: 0.5938, loss_cls: 2.9947, loss: 4.5845, grad_norm: 2.3411 2021-07-19 17:36:02,304 - mmaction - INFO - Epoch [70][200/1879] lr: 1.123e-01, eta: 1 day, 2:58:42, time: 0.644, data_time: 0.008, memory: 6921, loss_aux: 1.6176, top1_acc: 0.3348, top5_acc: 0.5898, loss_cls: 3.0358, loss: 4.6534, grad_norm: 2.3537 2021-07-19 17:36:15,935 - mmaction - INFO - Epoch [70][220/1879] lr: 1.123e-01, eta: 1 day, 2:58:30, time: 0.681, data_time: 0.002, memory: 6921, loss_aux: 1.6382, top1_acc: 0.3418, top5_acc: 0.5777, loss_cls: 3.0639, loss: 4.7021, grad_norm: 2.3901 2021-07-19 17:36:27,229 - mmaction - INFO - Epoch [70][240/1879] lr: 1.123e-01, eta: 1 day, 2:58:15, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.6202, top1_acc: 0.3340, top5_acc: 0.5930, loss_cls: 3.0444, loss: 4.6645, grad_norm: 2.4169 2021-07-19 17:36:41,988 - mmaction - INFO - Epoch [70][260/1879] lr: 1.122e-01, eta: 1 day, 2:58:05, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.6631, top1_acc: 0.3160, top5_acc: 0.5605, loss_cls: 3.1361, loss: 4.7991, grad_norm: 2.4088 2021-07-19 17:36:53,566 - mmaction - INFO - Epoch [70][280/1879] lr: 1.122e-01, eta: 1 day, 2:57:51, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.6262, top1_acc: 0.3305, top5_acc: 0.5840, loss_cls: 3.0719, loss: 4.6981, grad_norm: 2.3722 2021-07-19 17:37:05,471 - mmaction - INFO - Epoch [70][300/1879] lr: 1.122e-01, eta: 1 day, 2:57:37, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.6221, top1_acc: 0.3281, top5_acc: 0.5824, loss_cls: 3.0752, loss: 4.6973, grad_norm: 2.3985 2021-07-19 17:37:17,481 - mmaction - INFO - Epoch [70][320/1879] lr: 1.122e-01, eta: 1 day, 2:57:23, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6158, top1_acc: 0.3352, top5_acc: 0.5895, loss_cls: 3.0421, loss: 4.6578, grad_norm: 2.3515 2021-07-19 17:37:29,295 - mmaction - INFO - Epoch [70][340/1879] lr: 1.122e-01, eta: 1 day, 2:57:09, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.5971, top1_acc: 0.3414, top5_acc: 0.5859, loss_cls: 2.9888, loss: 4.5859, grad_norm: 2.3950 2021-07-19 17:37:44,736 - mmaction - INFO - Epoch [70][360/1879] lr: 1.121e-01, eta: 1 day, 2:57:00, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.5919, top1_acc: 0.3441, top5_acc: 0.5945, loss_cls: 2.9799, loss: 4.5719, grad_norm: 2.3453 2021-07-19 17:37:56,096 - mmaction - INFO - Epoch [70][380/1879] lr: 1.121e-01, eta: 1 day, 2:56:45, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6073, top1_acc: 0.3516, top5_acc: 0.5895, loss_cls: 3.0246, loss: 4.6319, grad_norm: 2.3831 2021-07-19 17:38:08,124 - mmaction - INFO - Epoch [70][400/1879] lr: 1.121e-01, eta: 1 day, 2:56:32, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.6103, top1_acc: 0.3305, top5_acc: 0.5801, loss_cls: 3.0401, loss: 4.6505, grad_norm: 2.3714 2021-07-19 17:38:23,411 - mmaction - INFO - Epoch [70][420/1879] lr: 1.121e-01, eta: 1 day, 2:56:22, time: 0.764, data_time: 0.001, memory: 6921, loss_aux: 1.6149, top1_acc: 0.3352, top5_acc: 0.5859, loss_cls: 3.0332, loss: 4.6481, grad_norm: 2.4093 2021-07-19 17:38:39,119 - mmaction - INFO - Epoch [70][440/1879] lr: 1.120e-01, eta: 1 day, 2:56:12, time: 0.783, data_time: 0.003, memory: 6921, loss_aux: 1.5769, top1_acc: 0.3453, top5_acc: 0.5848, loss_cls: 2.9920, loss: 4.5689, grad_norm: 2.3579 2021-07-19 17:38:50,836 - mmaction - INFO - Epoch [70][460/1879] lr: 1.120e-01, eta: 1 day, 2:55:58, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.6118, top1_acc: 0.3355, top5_acc: 0.5949, loss_cls: 3.0061, loss: 4.6178, grad_norm: 2.3606 2021-07-19 17:39:05,292 - mmaction - INFO - Epoch [70][480/1879] lr: 1.120e-01, eta: 1 day, 2:55:48, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.5921, top1_acc: 0.3363, top5_acc: 0.5992, loss_cls: 2.9855, loss: 4.5776, grad_norm: 2.3150 2021-07-19 17:39:20,567 - mmaction - INFO - Epoch [70][500/1879] lr: 1.120e-01, eta: 1 day, 2:55:38, time: 0.762, data_time: 0.004, memory: 6921, loss_aux: 1.5965, top1_acc: 0.3422, top5_acc: 0.6059, loss_cls: 3.0034, loss: 4.6000, grad_norm: 2.4174 2021-07-19 17:39:45,551 - mmaction - INFO - Epoch [70][520/1879] lr: 1.120e-01, eta: 1 day, 2:55:39, time: 1.249, data_time: 0.007, memory: 6921, loss_aux: 1.6060, top1_acc: 0.3414, top5_acc: 0.5906, loss_cls: 3.0261, loss: 4.6321, grad_norm: 2.3830 2021-07-19 17:39:57,249 - mmaction - INFO - Epoch [70][540/1879] lr: 1.119e-01, eta: 1 day, 2:55:25, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.6131, top1_acc: 0.3371, top5_acc: 0.5871, loss_cls: 3.0451, loss: 4.6582, grad_norm: 2.3638 2021-07-19 17:40:14,766 - mmaction - INFO - Epoch [70][560/1879] lr: 1.119e-01, eta: 1 day, 2:55:18, time: 0.874, data_time: 0.003, memory: 6921, loss_aux: 1.5940, top1_acc: 0.3363, top5_acc: 0.5926, loss_cls: 2.9992, loss: 4.5932, grad_norm: 2.3590 2021-07-19 17:40:26,549 - mmaction - INFO - Epoch [70][580/1879] lr: 1.119e-01, eta: 1 day, 2:55:04, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.6355, top1_acc: 0.3293, top5_acc: 0.5820, loss_cls: 3.0779, loss: 4.7135, grad_norm: 2.3540 2021-07-19 17:40:38,243 - mmaction - INFO - Epoch [70][600/1879] lr: 1.119e-01, eta: 1 day, 2:54:50, time: 0.583, data_time: 0.001, memory: 6921, loss_aux: 1.6272, top1_acc: 0.3367, top5_acc: 0.5883, loss_cls: 3.0324, loss: 4.6596, grad_norm: 2.3677 2021-07-19 17:40:53,520 - mmaction - INFO - Epoch [70][620/1879] lr: 1.118e-01, eta: 1 day, 2:54:40, time: 0.765, data_time: 0.006, memory: 6921, loss_aux: 1.5988, top1_acc: 0.3551, top5_acc: 0.5945, loss_cls: 3.0178, loss: 4.6167, grad_norm: 2.3964 2021-07-19 17:41:09,781 - mmaction - INFO - Epoch [70][640/1879] lr: 1.118e-01, eta: 1 day, 2:54:31, time: 0.812, data_time: 0.005, memory: 6921, loss_aux: 1.6241, top1_acc: 0.3324, top5_acc: 0.5836, loss_cls: 3.0578, loss: 4.6819, grad_norm: 2.3558 2021-07-19 17:41:22,329 - mmaction - INFO - Epoch [70][660/1879] lr: 1.118e-01, eta: 1 day, 2:54:18, time: 0.629, data_time: 0.008, memory: 6921, loss_aux: 1.6007, top1_acc: 0.3473, top5_acc: 0.5984, loss_cls: 2.9891, loss: 4.5898, grad_norm: 2.3554 2021-07-19 17:41:34,089 - mmaction - INFO - Epoch [70][680/1879] lr: 1.118e-01, eta: 1 day, 2:54:04, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.6225, top1_acc: 0.3383, top5_acc: 0.5855, loss_cls: 3.0705, loss: 4.6930, grad_norm: 2.3734 2021-07-19 17:41:45,559 - mmaction - INFO - Epoch [70][700/1879] lr: 1.118e-01, eta: 1 day, 2:53:50, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6407, top1_acc: 0.3273, top5_acc: 0.5691, loss_cls: 3.0857, loss: 4.7264, grad_norm: 2.3838 2021-07-19 17:41:57,299 - mmaction - INFO - Epoch [70][720/1879] lr: 1.117e-01, eta: 1 day, 2:53:36, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.5905, top1_acc: 0.3402, top5_acc: 0.5961, loss_cls: 2.9717, loss: 4.5622, grad_norm: 2.3689 2021-07-19 17:42:11,702 - mmaction - INFO - Epoch [70][740/1879] lr: 1.117e-01, eta: 1 day, 2:53:25, time: 0.720, data_time: 0.005, memory: 6921, loss_aux: 1.5772, top1_acc: 0.3500, top5_acc: 0.5984, loss_cls: 3.0061, loss: 4.5833, grad_norm: 2.3581 2021-07-19 17:42:23,083 - mmaction - INFO - Epoch [70][760/1879] lr: 1.117e-01, eta: 1 day, 2:53:11, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6235, top1_acc: 0.3328, top5_acc: 0.5730, loss_cls: 3.0613, loss: 4.6848, grad_norm: 2.3716 2021-07-19 17:42:34,817 - mmaction - INFO - Epoch [70][780/1879] lr: 1.117e-01, eta: 1 day, 2:52:57, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.6136, top1_acc: 0.3348, top5_acc: 0.5820, loss_cls: 3.0638, loss: 4.6774, grad_norm: 2.4169 2021-07-19 17:42:47,715 - mmaction - INFO - Epoch [70][800/1879] lr: 1.116e-01, eta: 1 day, 2:52:44, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5695, top1_acc: 0.3469, top5_acc: 0.6168, loss_cls: 2.9437, loss: 4.5132, grad_norm: 2.3867 2021-07-19 17:43:00,277 - mmaction - INFO - Epoch [70][820/1879] lr: 1.116e-01, eta: 1 day, 2:52:31, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.6436, top1_acc: 0.3129, top5_acc: 0.5781, loss_cls: 3.1262, loss: 4.7699, grad_norm: 2.4092 2021-07-19 17:43:19,625 - mmaction - INFO - Epoch [70][840/1879] lr: 1.116e-01, eta: 1 day, 2:52:26, time: 0.975, data_time: 0.017, memory: 6921, loss_aux: 1.6134, top1_acc: 0.3414, top5_acc: 0.5793, loss_cls: 3.0382, loss: 4.6516, grad_norm: 2.3519 2021-07-19 17:43:34,623 - mmaction - INFO - Epoch [70][860/1879] lr: 1.116e-01, eta: 1 day, 2:52:16, time: 0.752, data_time: 0.009, memory: 6921, loss_aux: 1.5996, top1_acc: 0.3410, top5_acc: 0.5875, loss_cls: 3.0240, loss: 4.6236, grad_norm: 2.3865 2021-07-19 17:43:47,983 - mmaction - INFO - Epoch [70][880/1879] lr: 1.116e-01, eta: 1 day, 2:52:03, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.6003, top1_acc: 0.3500, top5_acc: 0.5922, loss_cls: 3.0106, loss: 4.6109, grad_norm: 2.3789 2021-07-19 17:43:59,354 - mmaction - INFO - Epoch [70][900/1879] lr: 1.115e-01, eta: 1 day, 2:51:49, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.5773, top1_acc: 0.3367, top5_acc: 0.5984, loss_cls: 3.0017, loss: 4.5790, grad_norm: 2.3613 2021-07-19 17:44:13,083 - mmaction - INFO - Epoch [70][920/1879] lr: 1.115e-01, eta: 1 day, 2:51:37, time: 0.684, data_time: 0.001, memory: 6921, loss_aux: 1.6142, top1_acc: 0.3441, top5_acc: 0.5887, loss_cls: 3.0371, loss: 4.6513, grad_norm: 2.3769 2021-07-19 17:44:25,359 - mmaction - INFO - Epoch [70][940/1879] lr: 1.115e-01, eta: 1 day, 2:51:24, time: 0.615, data_time: 0.047, memory: 6921, loss_aux: 1.5897, top1_acc: 0.3410, top5_acc: 0.5914, loss_cls: 2.9923, loss: 4.5820, grad_norm: 2.4033 2021-07-19 17:44:36,979 - mmaction - INFO - Epoch [70][960/1879] lr: 1.115e-01, eta: 1 day, 2:51:10, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6101, top1_acc: 0.3375, top5_acc: 0.5887, loss_cls: 3.0487, loss: 4.6588, grad_norm: 2.3939 2021-07-19 17:44:48,186 - mmaction - INFO - Epoch [70][980/1879] lr: 1.114e-01, eta: 1 day, 2:50:55, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.6426, top1_acc: 0.3273, top5_acc: 0.5785, loss_cls: 3.0871, loss: 4.7297, grad_norm: 2.3624 2021-07-19 17:45:00,306 - mmaction - INFO - Epoch [70][1000/1879] lr: 1.114e-01, eta: 1 day, 2:50:42, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.6034, top1_acc: 0.3344, top5_acc: 0.5965, loss_cls: 3.0075, loss: 4.6109, grad_norm: 2.4043 2021-07-19 17:45:17,059 - mmaction - INFO - Epoch [70][1020/1879] lr: 1.114e-01, eta: 1 day, 2:50:33, time: 0.836, data_time: 0.003, memory: 6921, loss_aux: 1.5999, top1_acc: 0.3406, top5_acc: 0.6000, loss_cls: 3.0278, loss: 4.6277, grad_norm: 2.3799 2021-07-19 17:45:28,541 - mmaction - INFO - Epoch [70][1040/1879] lr: 1.114e-01, eta: 1 day, 2:50:19, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.5952, top1_acc: 0.3332, top5_acc: 0.5914, loss_cls: 3.0002, loss: 4.5954, grad_norm: 2.3170 2021-07-19 17:45:41,998 - mmaction - INFO - Epoch [70][1060/1879] lr: 1.114e-01, eta: 1 day, 2:50:07, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.6113, top1_acc: 0.3340, top5_acc: 0.5813, loss_cls: 3.0550, loss: 4.6663, grad_norm: 2.4003 2021-07-19 17:45:57,330 - mmaction - INFO - Epoch [70][1080/1879] lr: 1.113e-01, eta: 1 day, 2:49:57, time: 0.774, data_time: 0.036, memory: 6921, loss_aux: 1.6230, top1_acc: 0.3379, top5_acc: 0.5918, loss_cls: 3.0398, loss: 4.6628, grad_norm: 2.4074 2021-07-19 17:46:09,626 - mmaction - INFO - Epoch [70][1100/1879] lr: 1.113e-01, eta: 1 day, 2:49:44, time: 0.616, data_time: 0.006, memory: 6921, loss_aux: 1.6032, top1_acc: 0.3531, top5_acc: 0.5949, loss_cls: 3.0531, loss: 4.6563, grad_norm: 2.3879 2021-07-19 17:46:23,145 - mmaction - INFO - Epoch [70][1120/1879] lr: 1.113e-01, eta: 1 day, 2:49:32, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.6343, top1_acc: 0.3336, top5_acc: 0.5754, loss_cls: 3.1089, loss: 4.7432, grad_norm: 2.3822 2021-07-19 17:46:34,985 - mmaction - INFO - Epoch [70][1140/1879] lr: 1.113e-01, eta: 1 day, 2:49:18, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.5932, top1_acc: 0.3445, top5_acc: 0.5953, loss_cls: 3.0186, loss: 4.6118, grad_norm: 2.3906 2021-07-19 17:46:47,105 - mmaction - INFO - Epoch [70][1160/1879] lr: 1.113e-01, eta: 1 day, 2:49:05, time: 0.605, data_time: 0.001, memory: 6921, loss_aux: 1.6144, top1_acc: 0.3469, top5_acc: 0.5840, loss_cls: 3.0129, loss: 4.6273, grad_norm: 2.4014 2021-07-19 17:46:58,842 - mmaction - INFO - Epoch [70][1180/1879] lr: 1.112e-01, eta: 1 day, 2:48:51, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.5800, top1_acc: 0.3383, top5_acc: 0.6023, loss_cls: 2.9755, loss: 4.5555, grad_norm: 2.3553 2021-07-19 17:47:10,628 - mmaction - INFO - Epoch [70][1200/1879] lr: 1.112e-01, eta: 1 day, 2:48:37, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.6329, top1_acc: 0.3402, top5_acc: 0.5711, loss_cls: 3.0702, loss: 4.7031, grad_norm: 2.3499 2021-07-19 17:47:22,229 - mmaction - INFO - Epoch [70][1220/1879] lr: 1.112e-01, eta: 1 day, 2:48:22, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.5808, top1_acc: 0.3367, top5_acc: 0.6020, loss_cls: 2.9681, loss: 4.5489, grad_norm: 2.3991 2021-07-19 17:47:36,656 - mmaction - INFO - Epoch [70][1240/1879] lr: 1.112e-01, eta: 1 day, 2:48:12, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.6153, top1_acc: 0.3441, top5_acc: 0.5727, loss_cls: 3.0370, loss: 4.6523, grad_norm: 2.3217 2021-07-19 17:47:49,549 - mmaction - INFO - Epoch [70][1260/1879] lr: 1.111e-01, eta: 1 day, 2:47:59, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.6139, top1_acc: 0.3352, top5_acc: 0.5875, loss_cls: 3.0342, loss: 4.6481, grad_norm: 2.4409 2021-07-19 17:48:02,124 - mmaction - INFO - Epoch [70][1280/1879] lr: 1.111e-01, eta: 1 day, 2:47:46, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.5834, top1_acc: 0.3543, top5_acc: 0.6082, loss_cls: 2.9619, loss: 4.5453, grad_norm: 2.3570 2021-07-19 17:48:15,352 - mmaction - INFO - Epoch [70][1300/1879] lr: 1.111e-01, eta: 1 day, 2:47:34, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.6211, top1_acc: 0.3477, top5_acc: 0.5867, loss_cls: 3.0231, loss: 4.6443, grad_norm: 2.4103 2021-07-19 17:48:27,065 - mmaction - INFO - Epoch [70][1320/1879] lr: 1.111e-01, eta: 1 day, 2:47:19, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.6053, top1_acc: 0.3383, top5_acc: 0.5949, loss_cls: 3.0090, loss: 4.6142, grad_norm: 2.4166 2021-07-19 17:48:44,760 - mmaction - INFO - Epoch [70][1340/1879] lr: 1.111e-01, eta: 1 day, 2:47:12, time: 0.909, data_time: 0.031, memory: 6921, loss_aux: 1.5795, top1_acc: 0.3488, top5_acc: 0.5934, loss_cls: 2.9820, loss: 4.5615, grad_norm: 2.3007 2021-07-19 17:48:57,155 - mmaction - INFO - Epoch [70][1360/1879] lr: 1.110e-01, eta: 1 day, 2:46:59, time: 0.621, data_time: 0.008, memory: 6921, loss_aux: 1.6410, top1_acc: 0.3293, top5_acc: 0.5750, loss_cls: 3.0839, loss: 4.7249, grad_norm: 2.3645 2021-07-19 17:49:09,757 - mmaction - INFO - Epoch [70][1380/1879] lr: 1.110e-01, eta: 1 day, 2:46:46, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.6083, top1_acc: 0.3426, top5_acc: 0.5988, loss_cls: 2.9943, loss: 4.6026, grad_norm: 2.4094 2021-07-19 17:49:32,578 - mmaction - INFO - Epoch [70][1400/1879] lr: 1.110e-01, eta: 1 day, 2:46:45, time: 1.141, data_time: 0.002, memory: 6921, loss_aux: 1.6193, top1_acc: 0.3363, top5_acc: 0.5840, loss_cls: 3.0685, loss: 4.6878, grad_norm: 2.3921 2021-07-19 17:49:46,817 - mmaction - INFO - Epoch [70][1420/1879] lr: 1.110e-01, eta: 1 day, 2:46:34, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.6513, top1_acc: 0.3250, top5_acc: 0.5797, loss_cls: 3.1114, loss: 4.7627, grad_norm: 2.3388 2021-07-19 17:50:03,544 - mmaction - INFO - Epoch [70][1440/1879] lr: 1.109e-01, eta: 1 day, 2:46:26, time: 0.836, data_time: 0.016, memory: 6921, loss_aux: 1.6359, top1_acc: 0.3246, top5_acc: 0.5801, loss_cls: 3.0824, loss: 4.7183, grad_norm: 2.3804 2021-07-19 17:50:15,205 - mmaction - INFO - Epoch [70][1460/1879] lr: 1.109e-01, eta: 1 day, 2:46:12, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.6056, top1_acc: 0.3297, top5_acc: 0.5887, loss_cls: 3.0438, loss: 4.6494, grad_norm: 2.3774 2021-07-19 17:50:33,234 - mmaction - INFO - Epoch [70][1480/1879] lr: 1.109e-01, eta: 1 day, 2:46:05, time: 0.899, data_time: 0.006, memory: 6921, loss_aux: 1.6286, top1_acc: 0.3344, top5_acc: 0.5828, loss_cls: 3.0601, loss: 4.6887, grad_norm: 2.4401 2021-07-19 17:50:44,685 - mmaction - INFO - Epoch [70][1500/1879] lr: 1.109e-01, eta: 1 day, 2:45:51, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.6130, top1_acc: 0.3465, top5_acc: 0.5910, loss_cls: 3.0421, loss: 4.6551, grad_norm: 2.3729 2021-07-19 17:50:59,499 - mmaction - INFO - Epoch [70][1520/1879] lr: 1.109e-01, eta: 1 day, 2:45:40, time: 0.739, data_time: 0.002, memory: 6921, loss_aux: 1.5976, top1_acc: 0.3469, top5_acc: 0.6055, loss_cls: 2.9898, loss: 4.5874, grad_norm: 2.3547 2021-07-19 17:51:10,532 - mmaction - INFO - Epoch [70][1540/1879] lr: 1.108e-01, eta: 1 day, 2:45:25, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.5758, top1_acc: 0.3445, top5_acc: 0.6031, loss_cls: 2.9706, loss: 4.5464, grad_norm: 2.3480 2021-07-19 17:51:28,327 - mmaction - INFO - Epoch [70][1560/1879] lr: 1.108e-01, eta: 1 day, 2:45:18, time: 0.889, data_time: 0.001, memory: 6921, loss_aux: 1.6148, top1_acc: 0.3426, top5_acc: 0.5824, loss_cls: 3.0590, loss: 4.6738, grad_norm: 2.3827 2021-07-19 17:51:41,324 - mmaction - INFO - Epoch [70][1580/1879] lr: 1.108e-01, eta: 1 day, 2:45:06, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.6174, top1_acc: 0.3492, top5_acc: 0.5813, loss_cls: 3.0514, loss: 4.6689, grad_norm: 2.3666 2021-07-19 17:51:54,225 - mmaction - INFO - Epoch [70][1600/1879] lr: 1.108e-01, eta: 1 day, 2:44:53, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.6319, top1_acc: 0.3383, top5_acc: 0.5832, loss_cls: 3.0765, loss: 4.7084, grad_norm: 2.3941 2021-07-19 17:52:05,464 - mmaction - INFO - Epoch [70][1620/1879] lr: 1.107e-01, eta: 1 day, 2:44:38, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.5945, top1_acc: 0.3488, top5_acc: 0.5988, loss_cls: 2.9885, loss: 4.5830, grad_norm: 2.3962 2021-07-19 17:52:17,208 - mmaction - INFO - Epoch [70][1640/1879] lr: 1.107e-01, eta: 1 day, 2:44:24, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.6159, top1_acc: 0.3270, top5_acc: 0.5816, loss_cls: 3.0509, loss: 4.6668, grad_norm: 2.3449 2021-07-19 17:52:30,504 - mmaction - INFO - Epoch [70][1660/1879] lr: 1.107e-01, eta: 1 day, 2:44:12, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.5763, top1_acc: 0.3582, top5_acc: 0.5984, loss_cls: 2.9737, loss: 4.5500, grad_norm: 2.3569 2021-07-19 17:52:42,276 - mmaction - INFO - Epoch [70][1680/1879] lr: 1.107e-01, eta: 1 day, 2:43:58, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.6037, top1_acc: 0.3395, top5_acc: 0.5863, loss_cls: 3.0265, loss: 4.6301, grad_norm: 2.3370 2021-07-19 17:52:56,488 - mmaction - INFO - Epoch [70][1700/1879] lr: 1.107e-01, eta: 1 day, 2:43:47, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.5816, top1_acc: 0.3512, top5_acc: 0.6094, loss_cls: 2.9515, loss: 4.5331, grad_norm: 2.3627 2021-07-19 17:53:08,365 - mmaction - INFO - Epoch [70][1720/1879] lr: 1.106e-01, eta: 1 day, 2:43:33, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.6139, top1_acc: 0.3398, top5_acc: 0.5879, loss_cls: 3.0392, loss: 4.6530, grad_norm: 2.4307 2021-07-19 17:53:20,135 - mmaction - INFO - Epoch [70][1740/1879] lr: 1.106e-01, eta: 1 day, 2:43:19, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.6315, top1_acc: 0.3281, top5_acc: 0.5660, loss_cls: 3.1027, loss: 4.7341, grad_norm: 2.3913 2021-07-19 17:53:32,984 - mmaction - INFO - Epoch [70][1760/1879] lr: 1.106e-01, eta: 1 day, 2:43:07, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.6111, top1_acc: 0.3465, top5_acc: 0.5793, loss_cls: 3.0447, loss: 4.6558, grad_norm: 2.3396 2021-07-19 17:53:44,882 - mmaction - INFO - Epoch [70][1780/1879] lr: 1.106e-01, eta: 1 day, 2:42:53, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.6101, top1_acc: 0.3316, top5_acc: 0.5902, loss_cls: 3.0663, loss: 4.6764, grad_norm: 2.3866 2021-07-19 17:53:59,979 - mmaction - INFO - Epoch [70][1800/1879] lr: 1.105e-01, eta: 1 day, 2:42:43, time: 0.753, data_time: 0.002, memory: 6921, loss_aux: 1.6210, top1_acc: 0.3414, top5_acc: 0.5859, loss_cls: 3.0378, loss: 4.6588, grad_norm: 2.3935 2021-07-19 17:54:13,834 - mmaction - INFO - Epoch [70][1820/1879] lr: 1.105e-01, eta: 1 day, 2:42:31, time: 0.696, data_time: 0.005, memory: 6921, loss_aux: 1.6195, top1_acc: 0.3359, top5_acc: 0.5895, loss_cls: 3.0481, loss: 4.6676, grad_norm: 2.4087 2021-07-19 17:54:29,083 - mmaction - INFO - Epoch [70][1840/1879] lr: 1.105e-01, eta: 1 day, 2:42:21, time: 0.762, data_time: 0.002, memory: 6921, loss_aux: 1.6368, top1_acc: 0.3305, top5_acc: 0.5707, loss_cls: 3.0893, loss: 4.7261, grad_norm: 2.4171 2021-07-19 17:54:44,357 - mmaction - INFO - Epoch [70][1860/1879] lr: 1.105e-01, eta: 1 day, 2:42:11, time: 0.761, data_time: 0.003, memory: 6921, loss_aux: 1.5404, top1_acc: 0.3641, top5_acc: 0.6152, loss_cls: 2.8859, loss: 4.4263, grad_norm: 2.4009 2021-07-19 17:54:54,587 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-07-19 17:55:18,600 - mmaction - INFO - Epoch [71][20/1879] lr: 1.104e-01, eta: 1 day, 2:41:37, time: 0.837, data_time: 0.159, memory: 6921, loss_aux: 1.6182, top1_acc: 0.3164, top5_acc: 0.5809, loss_cls: 3.0716, loss: 4.6898, grad_norm: 2.3123 2021-07-19 17:55:35,007 - mmaction - INFO - Epoch [71][40/1879] lr: 1.104e-01, eta: 1 day, 2:41:28, time: 0.819, data_time: 0.007, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3418, top5_acc: 0.5832, loss_cls: 3.0190, loss: 4.6241, grad_norm: 2.3819 2021-07-19 17:55:48,386 - mmaction - INFO - Epoch [71][60/1879] lr: 1.104e-01, eta: 1 day, 2:41:16, time: 0.672, data_time: 0.007, memory: 6921, loss_aux: 1.6061, top1_acc: 0.3430, top5_acc: 0.5988, loss_cls: 2.9970, loss: 4.6030, grad_norm: 2.3850 2021-07-19 17:56:02,283 - mmaction - INFO - Epoch [71][80/1879] lr: 1.104e-01, eta: 1 day, 2:41:04, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.5935, top1_acc: 0.3480, top5_acc: 0.5988, loss_cls: 2.9913, loss: 4.5848, grad_norm: 2.3554 2021-07-19 17:56:14,645 - mmaction - INFO - Epoch [71][100/1879] lr: 1.103e-01, eta: 1 day, 2:40:51, time: 0.624, data_time: 0.010, memory: 6921, loss_aux: 1.5970, top1_acc: 0.3387, top5_acc: 0.5965, loss_cls: 3.0014, loss: 4.5984, grad_norm: 2.4365 2021-07-19 17:56:27,898 - mmaction - INFO - Epoch [71][120/1879] lr: 1.103e-01, eta: 1 day, 2:40:39, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.5834, top1_acc: 0.3621, top5_acc: 0.6074, loss_cls: 2.9427, loss: 4.5260, grad_norm: 2.3919 2021-07-19 17:56:43,363 - mmaction - INFO - Epoch [71][140/1879] lr: 1.103e-01, eta: 1 day, 2:40:29, time: 0.774, data_time: 0.005, memory: 6921, loss_aux: 1.5887, top1_acc: 0.3418, top5_acc: 0.5945, loss_cls: 2.9823, loss: 4.5709, grad_norm: 2.4231 2021-07-19 17:56:56,917 - mmaction - INFO - Epoch [71][160/1879] lr: 1.103e-01, eta: 1 day, 2:40:17, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.5670, top1_acc: 0.3586, top5_acc: 0.5996, loss_cls: 2.9361, loss: 4.5030, grad_norm: 2.4074 2021-07-19 17:57:15,151 - mmaction - INFO - Epoch [71][180/1879] lr: 1.103e-01, eta: 1 day, 2:40:11, time: 0.918, data_time: 0.012, memory: 6921, loss_aux: 1.6036, top1_acc: 0.3398, top5_acc: 0.5824, loss_cls: 3.0190, loss: 4.6225, grad_norm: 2.3928 2021-07-19 17:57:28,448 - mmaction - INFO - Epoch [71][200/1879] lr: 1.102e-01, eta: 1 day, 2:39:59, time: 0.667, data_time: 0.005, memory: 6921, loss_aux: 1.5978, top1_acc: 0.3496, top5_acc: 0.6070, loss_cls: 2.9744, loss: 4.5722, grad_norm: 2.4500 2021-07-19 17:57:40,298 - mmaction - INFO - Epoch [71][220/1879] lr: 1.102e-01, eta: 1 day, 2:39:45, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.6028, top1_acc: 0.3379, top5_acc: 0.5898, loss_cls: 3.0177, loss: 4.6205, grad_norm: 2.4639 2021-07-19 17:57:52,613 - mmaction - INFO - Epoch [71][240/1879] lr: 1.102e-01, eta: 1 day, 2:39:31, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.5690, top1_acc: 0.3551, top5_acc: 0.6051, loss_cls: 2.9404, loss: 4.5094, grad_norm: 2.3455 2021-07-19 17:58:06,044 - mmaction - INFO - Epoch [71][260/1879] lr: 1.102e-01, eta: 1 day, 2:39:19, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.6352, top1_acc: 0.3211, top5_acc: 0.5715, loss_cls: 3.0943, loss: 4.7296, grad_norm: 2.4217 2021-07-19 17:58:17,853 - mmaction - INFO - Epoch [71][280/1879] lr: 1.101e-01, eta: 1 day, 2:39:05, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.6179, top1_acc: 0.3320, top5_acc: 0.5910, loss_cls: 3.0375, loss: 4.6555, grad_norm: 2.3879 2021-07-19 17:58:29,325 - mmaction - INFO - Epoch [71][300/1879] lr: 1.101e-01, eta: 1 day, 2:38:51, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6221, top1_acc: 0.3391, top5_acc: 0.5809, loss_cls: 3.0655, loss: 4.6876, grad_norm: 2.3683 2021-07-19 17:58:45,379 - mmaction - INFO - Epoch [71][320/1879] lr: 1.101e-01, eta: 1 day, 2:38:42, time: 0.801, data_time: 0.002, memory: 6921, loss_aux: 1.5946, top1_acc: 0.3469, top5_acc: 0.5961, loss_cls: 2.9872, loss: 4.5818, grad_norm: 2.4638 2021-07-19 17:58:56,329 - mmaction - INFO - Epoch [71][340/1879] lr: 1.101e-01, eta: 1 day, 2:38:27, time: 0.549, data_time: 0.005, memory: 6921, loss_aux: 1.5797, top1_acc: 0.3445, top5_acc: 0.5906, loss_cls: 3.0004, loss: 4.5802, grad_norm: 2.4317 2021-07-19 17:59:08,022 - mmaction - INFO - Epoch [71][360/1879] lr: 1.101e-01, eta: 1 day, 2:38:13, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.6062, top1_acc: 0.3461, top5_acc: 0.5895, loss_cls: 3.0346, loss: 4.6408, grad_norm: 2.3971 2021-07-19 17:59:34,631 - mmaction - INFO - Epoch [71][380/1879] lr: 1.100e-01, eta: 1 day, 2:38:16, time: 1.330, data_time: 0.002, memory: 6921, loss_aux: 1.6186, top1_acc: 0.3348, top5_acc: 0.5813, loss_cls: 3.0505, loss: 4.6691, grad_norm: 2.3851 2021-07-19 17:59:47,087 - mmaction - INFO - Epoch [71][400/1879] lr: 1.100e-01, eta: 1 day, 2:38:03, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.6037, top1_acc: 0.3477, top5_acc: 0.5898, loss_cls: 3.0010, loss: 4.6047, grad_norm: 2.3301 2021-07-19 17:59:59,866 - mmaction - INFO - Epoch [71][420/1879] lr: 1.100e-01, eta: 1 day, 2:37:50, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.5714, top1_acc: 0.3477, top5_acc: 0.6000, loss_cls: 2.9502, loss: 4.5216, grad_norm: 2.4210 2021-07-19 18:00:11,390 - mmaction - INFO - Epoch [71][440/1879] lr: 1.100e-01, eta: 1 day, 2:37:36, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.6054, top1_acc: 0.3422, top5_acc: 0.6031, loss_cls: 3.0031, loss: 4.6084, grad_norm: 2.3447 2021-07-19 18:00:24,670 - mmaction - INFO - Epoch [71][460/1879] lr: 1.099e-01, eta: 1 day, 2:37:24, time: 0.662, data_time: 0.001, memory: 6921, loss_aux: 1.6291, top1_acc: 0.3402, top5_acc: 0.5871, loss_cls: 3.0557, loss: 4.6848, grad_norm: 2.4309 2021-07-19 18:00:41,406 - mmaction - INFO - Epoch [71][480/1879] lr: 1.099e-01, eta: 1 day, 2:37:15, time: 0.837, data_time: 0.004, memory: 6921, loss_aux: 1.6208, top1_acc: 0.3301, top5_acc: 0.5855, loss_cls: 3.0318, loss: 4.6526, grad_norm: 2.4315 2021-07-19 18:00:54,206 - mmaction - INFO - Epoch [71][500/1879] lr: 1.099e-01, eta: 1 day, 2:37:03, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.5916, top1_acc: 0.3363, top5_acc: 0.5895, loss_cls: 2.9993, loss: 4.5909, grad_norm: 2.3708 2021-07-19 18:01:06,080 - mmaction - INFO - Epoch [71][520/1879] lr: 1.099e-01, eta: 1 day, 2:36:49, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.5837, top1_acc: 0.3484, top5_acc: 0.6074, loss_cls: 2.9703, loss: 4.5540, grad_norm: 2.4045 2021-07-19 18:01:21,132 - mmaction - INFO - Epoch [71][540/1879] lr: 1.099e-01, eta: 1 day, 2:36:38, time: 0.753, data_time: 0.004, memory: 6921, loss_aux: 1.6311, top1_acc: 0.3297, top5_acc: 0.5715, loss_cls: 3.0962, loss: 4.7273, grad_norm: 2.4273 2021-07-19 18:01:32,525 - mmaction - INFO - Epoch [71][560/1879] lr: 1.098e-01, eta: 1 day, 2:36:24, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.6058, top1_acc: 0.3410, top5_acc: 0.5941, loss_cls: 3.0201, loss: 4.6259, grad_norm: 2.4085 2021-07-19 18:01:46,321 - mmaction - INFO - Epoch [71][580/1879] lr: 1.098e-01, eta: 1 day, 2:36:12, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.5806, top1_acc: 0.3418, top5_acc: 0.5949, loss_cls: 2.9661, loss: 4.5466, grad_norm: 2.4092 2021-07-19 18:02:00,661 - mmaction - INFO - Epoch [71][600/1879] lr: 1.098e-01, eta: 1 day, 2:36:01, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.6034, top1_acc: 0.3348, top5_acc: 0.5844, loss_cls: 3.0437, loss: 4.6471, grad_norm: 2.4406 2021-07-19 18:02:15,398 - mmaction - INFO - Epoch [71][620/1879] lr: 1.098e-01, eta: 1 day, 2:35:51, time: 0.741, data_time: 0.007, memory: 6921, loss_aux: 1.6081, top1_acc: 0.3516, top5_acc: 0.5945, loss_cls: 3.0202, loss: 4.6284, grad_norm: 2.3627 2021-07-19 18:02:27,829 - mmaction - INFO - Epoch [71][640/1879] lr: 1.097e-01, eta: 1 day, 2:35:38, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.6621, top1_acc: 0.3277, top5_acc: 0.5762, loss_cls: 3.1280, loss: 4.7901, grad_norm: 2.4451 2021-07-19 18:02:40,022 - mmaction - INFO - Epoch [71][660/1879] lr: 1.097e-01, eta: 1 day, 2:35:24, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.6248, top1_acc: 0.3391, top5_acc: 0.5891, loss_cls: 3.0533, loss: 4.6781, grad_norm: 2.4027 2021-07-19 18:02:54,151 - mmaction - INFO - Epoch [71][680/1879] lr: 1.097e-01, eta: 1 day, 2:35:13, time: 0.708, data_time: 0.005, memory: 6921, loss_aux: 1.6068, top1_acc: 0.3363, top5_acc: 0.5996, loss_cls: 3.0303, loss: 4.6371, grad_norm: 2.3609 2021-07-19 18:03:07,187 - mmaction - INFO - Epoch [71][700/1879] lr: 1.097e-01, eta: 1 day, 2:35:00, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.5893, top1_acc: 0.3402, top5_acc: 0.6008, loss_cls: 2.9816, loss: 4.5709, grad_norm: 2.3964 2021-07-19 18:03:23,745 - mmaction - INFO - Epoch [71][720/1879] lr: 1.097e-01, eta: 1 day, 2:34:52, time: 0.829, data_time: 0.002, memory: 6921, loss_aux: 1.6661, top1_acc: 0.3340, top5_acc: 0.5594, loss_cls: 3.1332, loss: 4.7993, grad_norm: 2.3746 2021-07-19 18:03:37,467 - mmaction - INFO - Epoch [71][740/1879] lr: 1.096e-01, eta: 1 day, 2:34:40, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.6321, top1_acc: 0.3289, top5_acc: 0.5824, loss_cls: 3.0767, loss: 4.7088, grad_norm: 2.4394 2021-07-19 18:03:48,915 - mmaction - INFO - Epoch [71][760/1879] lr: 1.096e-01, eta: 1 day, 2:34:26, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.5840, top1_acc: 0.3680, top5_acc: 0.6020, loss_cls: 2.9653, loss: 4.5493, grad_norm: 2.3735 2021-07-19 18:04:01,232 - mmaction - INFO - Epoch [71][780/1879] lr: 1.096e-01, eta: 1 day, 2:34:12, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.6321, top1_acc: 0.3344, top5_acc: 0.5789, loss_cls: 3.0954, loss: 4.7275, grad_norm: 2.4131 2021-07-19 18:04:15,689 - mmaction - INFO - Epoch [71][800/1879] lr: 1.096e-01, eta: 1 day, 2:34:02, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.5978, top1_acc: 0.3441, top5_acc: 0.5871, loss_cls: 3.0339, loss: 4.6317, grad_norm: 2.3666 2021-07-19 18:04:27,188 - mmaction - INFO - Epoch [71][820/1879] lr: 1.095e-01, eta: 1 day, 2:33:47, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.6180, top1_acc: 0.3566, top5_acc: 0.5859, loss_cls: 3.0156, loss: 4.6336, grad_norm: 2.3790 2021-07-19 18:04:39,938 - mmaction - INFO - Epoch [71][840/1879] lr: 1.095e-01, eta: 1 day, 2:33:34, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.5972, top1_acc: 0.3270, top5_acc: 0.5875, loss_cls: 3.0302, loss: 4.6274, grad_norm: 2.4345 2021-07-19 18:04:51,953 - mmaction - INFO - Epoch [71][860/1879] lr: 1.095e-01, eta: 1 day, 2:33:21, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6324, top1_acc: 0.3371, top5_acc: 0.5766, loss_cls: 3.0943, loss: 4.7266, grad_norm: 2.3180 2021-07-19 18:05:03,940 - mmaction - INFO - Epoch [71][880/1879] lr: 1.095e-01, eta: 1 day, 2:33:07, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.6473, top1_acc: 0.3273, top5_acc: 0.5707, loss_cls: 3.0983, loss: 4.7456, grad_norm: 2.3487 2021-07-19 18:05:16,743 - mmaction - INFO - Epoch [71][900/1879] lr: 1.095e-01, eta: 1 day, 2:32:54, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.5948, top1_acc: 0.3434, top5_acc: 0.5918, loss_cls: 3.0127, loss: 4.6075, grad_norm: 2.3726 2021-07-19 18:05:37,067 - mmaction - INFO - Epoch [71][920/1879] lr: 1.094e-01, eta: 1 day, 2:32:50, time: 1.018, data_time: 0.005, memory: 6921, loss_aux: 1.6138, top1_acc: 0.3363, top5_acc: 0.5938, loss_cls: 3.0489, loss: 4.6627, grad_norm: 2.3582 2021-07-19 18:05:48,580 - mmaction - INFO - Epoch [71][940/1879] lr: 1.094e-01, eta: 1 day, 2:32:36, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.6133, top1_acc: 0.3375, top5_acc: 0.5844, loss_cls: 3.0499, loss: 4.6632, grad_norm: 2.3397 2021-07-19 18:06:00,772 - mmaction - INFO - Epoch [71][960/1879] lr: 1.094e-01, eta: 1 day, 2:32:22, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.6415, top1_acc: 0.3379, top5_acc: 0.5820, loss_cls: 3.0617, loss: 4.7032, grad_norm: 2.3736 2021-07-19 18:06:20,759 - mmaction - INFO - Epoch [71][980/1879] lr: 1.094e-01, eta: 1 day, 2:32:17, time: 0.996, data_time: 0.005, memory: 6921, loss_aux: 1.6635, top1_acc: 0.3305, top5_acc: 0.5719, loss_cls: 3.1335, loss: 4.7971, grad_norm: 2.4284 2021-07-19 18:06:33,577 - mmaction - INFO - Epoch [71][1000/1879] lr: 1.093e-01, eta: 1 day, 2:32:05, time: 0.645, data_time: 0.009, memory: 6921, loss_aux: 1.5811, top1_acc: 0.3531, top5_acc: 0.6066, loss_cls: 2.9688, loss: 4.5499, grad_norm: 2.3775 2021-07-19 18:06:45,191 - mmaction - INFO - Epoch [71][1020/1879] lr: 1.093e-01, eta: 1 day, 2:31:51, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5713, top1_acc: 0.3512, top5_acc: 0.6043, loss_cls: 2.9644, loss: 4.5357, grad_norm: 2.3754 2021-07-19 18:06:56,745 - mmaction - INFO - Epoch [71][1040/1879] lr: 1.093e-01, eta: 1 day, 2:31:36, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.6112, top1_acc: 0.3379, top5_acc: 0.5914, loss_cls: 3.0432, loss: 4.6544, grad_norm: 2.3869 2021-07-19 18:07:08,084 - mmaction - INFO - Epoch [71][1060/1879] lr: 1.093e-01, eta: 1 day, 2:31:22, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.5884, top1_acc: 0.3504, top5_acc: 0.5930, loss_cls: 2.9827, loss: 4.5711, grad_norm: 2.3632 2021-07-19 18:07:20,282 - mmaction - INFO - Epoch [71][1080/1879] lr: 1.093e-01, eta: 1 day, 2:31:09, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.6301, top1_acc: 0.3352, top5_acc: 0.5824, loss_cls: 3.0613, loss: 4.6915, grad_norm: 2.4096 2021-07-19 18:07:36,006 - mmaction - INFO - Epoch [71][1100/1879] lr: 1.092e-01, eta: 1 day, 2:30:59, time: 0.786, data_time: 0.003, memory: 6921, loss_aux: 1.6025, top1_acc: 0.3383, top5_acc: 0.5875, loss_cls: 3.0396, loss: 4.6421, grad_norm: 2.3451 2021-07-19 18:07:50,003 - mmaction - INFO - Epoch [71][1120/1879] lr: 1.092e-01, eta: 1 day, 2:30:48, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.6175, top1_acc: 0.3285, top5_acc: 0.5793, loss_cls: 3.0450, loss: 4.6625, grad_norm: 2.3757 2021-07-19 18:08:07,265 - mmaction - INFO - Epoch [71][1140/1879] lr: 1.092e-01, eta: 1 day, 2:30:40, time: 0.860, data_time: 0.006, memory: 6921, loss_aux: 1.6122, top1_acc: 0.3332, top5_acc: 0.5820, loss_cls: 3.0733, loss: 4.6855, grad_norm: 2.3761 2021-07-19 18:08:19,601 - mmaction - INFO - Epoch [71][1160/1879] lr: 1.092e-01, eta: 1 day, 2:30:27, time: 0.620, data_time: 0.007, memory: 6921, loss_aux: 1.5904, top1_acc: 0.3445, top5_acc: 0.5910, loss_cls: 3.0094, loss: 4.5998, grad_norm: 2.3930 2021-07-19 18:08:32,026 - mmaction - INFO - Epoch [71][1180/1879] lr: 1.091e-01, eta: 1 day, 2:30:13, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.6098, top1_acc: 0.3398, top5_acc: 0.5984, loss_cls: 3.0384, loss: 4.6482, grad_norm: 2.4057 2021-07-19 18:08:44,121 - mmaction - INFO - Epoch [71][1200/1879] lr: 1.091e-01, eta: 1 day, 2:30:00, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.6313, top1_acc: 0.3277, top5_acc: 0.5746, loss_cls: 3.0909, loss: 4.7222, grad_norm: 2.4060 2021-07-19 18:08:55,624 - mmaction - INFO - Epoch [71][1220/1879] lr: 1.091e-01, eta: 1 day, 2:29:46, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.5639, top1_acc: 0.3480, top5_acc: 0.5938, loss_cls: 2.9550, loss: 4.5190, grad_norm: 2.3202 2021-07-19 18:09:10,155 - mmaction - INFO - Epoch [71][1240/1879] lr: 1.091e-01, eta: 1 day, 2:29:35, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.5851, top1_acc: 0.3477, top5_acc: 0.5922, loss_cls: 2.9871, loss: 4.5722, grad_norm: 2.3745 2021-07-19 18:09:27,466 - mmaction - INFO - Epoch [71][1260/1879] lr: 1.091e-01, eta: 1 day, 2:29:27, time: 0.868, data_time: 0.005, memory: 6921, loss_aux: 1.5925, top1_acc: 0.3445, top5_acc: 0.6004, loss_cls: 2.9876, loss: 4.5801, grad_norm: 2.3800 2021-07-19 18:09:39,112 - mmaction - INFO - Epoch [71][1280/1879] lr: 1.090e-01, eta: 1 day, 2:29:13, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.6273, top1_acc: 0.3379, top5_acc: 0.5801, loss_cls: 3.0665, loss: 4.6938, grad_norm: 2.3719 2021-07-19 18:09:50,511 - mmaction - INFO - Epoch [71][1300/1879] lr: 1.090e-01, eta: 1 day, 2:28:59, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6174, top1_acc: 0.3227, top5_acc: 0.5773, loss_cls: 3.0796, loss: 4.6971, grad_norm: 2.3803 2021-07-19 18:10:03,324 - mmaction - INFO - Epoch [71][1320/1879] lr: 1.090e-01, eta: 1 day, 2:28:46, time: 0.641, data_time: 0.004, memory: 6921, loss_aux: 1.6090, top1_acc: 0.3363, top5_acc: 0.5824, loss_cls: 3.0185, loss: 4.6275, grad_norm: 2.3830 2021-07-19 18:10:15,041 - mmaction - INFO - Epoch [71][1340/1879] lr: 1.090e-01, eta: 1 day, 2:28:32, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.6428, top1_acc: 0.3293, top5_acc: 0.5762, loss_cls: 3.0835, loss: 4.7263, grad_norm: 2.3729 2021-07-19 18:10:29,937 - mmaction - INFO - Epoch [71][1360/1879] lr: 1.089e-01, eta: 1 day, 2:28:21, time: 0.743, data_time: 0.005, memory: 6921, loss_aux: 1.6011, top1_acc: 0.3402, top5_acc: 0.5988, loss_cls: 3.0100, loss: 4.6111, grad_norm: 2.4147 2021-07-19 18:10:41,324 - mmaction - INFO - Epoch [71][1380/1879] lr: 1.089e-01, eta: 1 day, 2:28:07, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.6136, top1_acc: 0.3348, top5_acc: 0.5855, loss_cls: 3.0375, loss: 4.6511, grad_norm: 2.4144 2021-07-19 18:10:53,326 - mmaction - INFO - Epoch [71][1400/1879] lr: 1.089e-01, eta: 1 day, 2:27:53, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.6296, top1_acc: 0.3367, top5_acc: 0.5738, loss_cls: 3.0834, loss: 4.7130, grad_norm: 2.4074 2021-07-19 18:11:05,452 - mmaction - INFO - Epoch [71][1420/1879] lr: 1.089e-01, eta: 1 day, 2:27:40, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.6457, top1_acc: 0.3348, top5_acc: 0.5855, loss_cls: 3.0546, loss: 4.7003, grad_norm: 2.4117 2021-07-19 18:11:18,905 - mmaction - INFO - Epoch [71][1440/1879] lr: 1.089e-01, eta: 1 day, 2:27:28, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.6097, top1_acc: 0.3523, top5_acc: 0.6027, loss_cls: 3.0041, loss: 4.6138, grad_norm: 2.3617 2021-07-19 18:11:31,971 - mmaction - INFO - Epoch [71][1460/1879] lr: 1.088e-01, eta: 1 day, 2:27:15, time: 0.654, data_time: 0.006, memory: 6921, loss_aux: 1.5816, top1_acc: 0.3508, top5_acc: 0.6059, loss_cls: 2.9604, loss: 4.5420, grad_norm: 2.3516 2021-07-19 18:11:44,539 - mmaction - INFO - Epoch [71][1480/1879] lr: 1.088e-01, eta: 1 day, 2:27:02, time: 0.629, data_time: 0.006, memory: 6921, loss_aux: 1.6125, top1_acc: 0.3359, top5_acc: 0.6055, loss_cls: 3.0012, loss: 4.6136, grad_norm: 2.3940 2021-07-19 18:12:05,801 - mmaction - INFO - Epoch [71][1500/1879] lr: 1.088e-01, eta: 1 day, 2:26:59, time: 1.060, data_time: 0.002, memory: 6921, loss_aux: 1.6171, top1_acc: 0.3324, top5_acc: 0.5813, loss_cls: 3.0461, loss: 4.6632, grad_norm: 2.4107 2021-07-19 18:12:17,785 - mmaction - INFO - Epoch [71][1520/1879] lr: 1.088e-01, eta: 1 day, 2:26:45, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.6120, top1_acc: 0.3301, top5_acc: 0.5824, loss_cls: 3.0486, loss: 4.6606, grad_norm: 2.3762 2021-07-19 18:12:30,006 - mmaction - INFO - Epoch [71][1540/1879] lr: 1.087e-01, eta: 1 day, 2:26:32, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.6182, top1_acc: 0.3406, top5_acc: 0.5895, loss_cls: 3.0580, loss: 4.6762, grad_norm: 2.4028 2021-07-19 18:12:45,692 - mmaction - INFO - Epoch [71][1560/1879] lr: 1.087e-01, eta: 1 day, 2:26:22, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.6056, top1_acc: 0.3445, top5_acc: 0.5848, loss_cls: 3.0104, loss: 4.6160, grad_norm: 2.3681 2021-07-19 18:12:58,936 - mmaction - INFO - Epoch [71][1580/1879] lr: 1.087e-01, eta: 1 day, 2:26:10, time: 0.665, data_time: 0.015, memory: 6921, loss_aux: 1.5830, top1_acc: 0.3469, top5_acc: 0.5996, loss_cls: 2.9878, loss: 4.5708, grad_norm: 2.4300 2021-07-19 18:13:10,733 - mmaction - INFO - Epoch [71][1600/1879] lr: 1.087e-01, eta: 1 day, 2:25:56, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5852, top1_acc: 0.3441, top5_acc: 0.5980, loss_cls: 2.9659, loss: 4.5511, grad_norm: 2.3499 2021-07-19 18:13:22,578 - mmaction - INFO - Epoch [71][1620/1879] lr: 1.087e-01, eta: 1 day, 2:25:42, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.6075, top1_acc: 0.3359, top5_acc: 0.5758, loss_cls: 3.0512, loss: 4.6587, grad_norm: 2.4062 2021-07-19 18:13:38,675 - mmaction - INFO - Epoch [71][1640/1879] lr: 1.086e-01, eta: 1 day, 2:25:33, time: 0.803, data_time: 0.002, memory: 6921, loss_aux: 1.6297, top1_acc: 0.3402, top5_acc: 0.5789, loss_cls: 3.0985, loss: 4.7282, grad_norm: 2.3861 2021-07-19 18:13:52,692 - mmaction - INFO - Epoch [71][1660/1879] lr: 1.086e-01, eta: 1 day, 2:25:21, time: 0.700, data_time: 0.004, memory: 6921, loss_aux: 1.5750, top1_acc: 0.3508, top5_acc: 0.6066, loss_cls: 2.9516, loss: 4.5266, grad_norm: 2.4075 2021-07-19 18:14:04,640 - mmaction - INFO - Epoch [71][1680/1879] lr: 1.086e-01, eta: 1 day, 2:25:08, time: 0.599, data_time: 0.006, memory: 6921, loss_aux: 1.6273, top1_acc: 0.3410, top5_acc: 0.5777, loss_cls: 3.0556, loss: 4.6830, grad_norm: 2.4170 2021-07-19 18:14:17,587 - mmaction - INFO - Epoch [71][1700/1879] lr: 1.086e-01, eta: 1 day, 2:24:55, time: 0.648, data_time: 0.053, memory: 6921, loss_aux: 1.6212, top1_acc: 0.3344, top5_acc: 0.5797, loss_cls: 3.0472, loss: 4.6684, grad_norm: 2.4158 2021-07-19 18:14:29,401 - mmaction - INFO - Epoch [71][1720/1879] lr: 1.085e-01, eta: 1 day, 2:24:41, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.6082, top1_acc: 0.3434, top5_acc: 0.6004, loss_cls: 3.0108, loss: 4.6190, grad_norm: 2.3792 2021-07-19 18:14:41,218 - mmaction - INFO - Epoch [71][1740/1879] lr: 1.085e-01, eta: 1 day, 2:24:27, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.6250, top1_acc: 0.3379, top5_acc: 0.5887, loss_cls: 3.0712, loss: 4.6962, grad_norm: 2.3967 2021-07-19 18:14:53,005 - mmaction - INFO - Epoch [71][1760/1879] lr: 1.085e-01, eta: 1 day, 2:24:13, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.6403, top1_acc: 0.3324, top5_acc: 0.5750, loss_cls: 3.1029, loss: 4.7433, grad_norm: 2.4238 2021-07-19 18:15:07,341 - mmaction - INFO - Epoch [71][1780/1879] lr: 1.085e-01, eta: 1 day, 2:24:02, time: 0.736, data_time: 0.021, memory: 6921, loss_aux: 1.5774, top1_acc: 0.3516, top5_acc: 0.6074, loss_cls: 2.9454, loss: 4.5228, grad_norm: 2.3500 2021-07-19 18:15:22,274 - mmaction - INFO - Epoch [71][1800/1879] lr: 1.085e-01, eta: 1 day, 2:23:52, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.6262, top1_acc: 0.3344, top5_acc: 0.5785, loss_cls: 3.0531, loss: 4.6793, grad_norm: 2.3973 2021-07-19 18:15:33,564 - mmaction - INFO - Epoch [71][1820/1879] lr: 1.084e-01, eta: 1 day, 2:23:37, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.6361, top1_acc: 0.3391, top5_acc: 0.5793, loss_cls: 3.0678, loss: 4.7040, grad_norm: 2.3919 2021-07-19 18:15:48,822 - mmaction - INFO - Epoch [71][1840/1879] lr: 1.084e-01, eta: 1 day, 2:23:27, time: 0.737, data_time: 0.008, memory: 6921, loss_aux: 1.5832, top1_acc: 0.3492, top5_acc: 0.6039, loss_cls: 2.9956, loss: 4.5788, grad_norm: 2.3937 2021-07-19 18:16:02,865 - mmaction - INFO - Epoch [71][1860/1879] lr: 1.084e-01, eta: 1 day, 2:23:16, time: 0.731, data_time: 0.032, memory: 6921, loss_aux: 1.5939, top1_acc: 0.3453, top5_acc: 0.5828, loss_cls: 3.0065, loss: 4.6003, grad_norm: 2.4287 2021-07-19 18:16:13,075 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-07-19 18:16:36,462 - mmaction - INFO - Epoch [72][20/1879] lr: 1.083e-01, eta: 1 day, 2:22:41, time: 0.803, data_time: 0.146, memory: 6921, loss_aux: 1.5941, top1_acc: 0.3473, top5_acc: 0.5992, loss_cls: 3.0158, loss: 4.6099, grad_norm: 2.3507 2021-07-19 18:16:50,953 - mmaction - INFO - Epoch [72][40/1879] lr: 1.083e-01, eta: 1 day, 2:22:30, time: 0.725, data_time: 0.005, memory: 6921, loss_aux: 1.5925, top1_acc: 0.3457, top5_acc: 0.5910, loss_cls: 2.9915, loss: 4.5840, grad_norm: 2.3891 2021-07-19 18:17:04,284 - mmaction - INFO - Epoch [72][60/1879] lr: 1.083e-01, eta: 1 day, 2:22:18, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.5981, top1_acc: 0.3527, top5_acc: 0.5941, loss_cls: 2.9839, loss: 4.5820, grad_norm: 2.3789 2021-07-19 18:17:17,232 - mmaction - INFO - Epoch [72][80/1879] lr: 1.083e-01, eta: 1 day, 2:22:05, time: 0.648, data_time: 0.007, memory: 6921, loss_aux: 1.6093, top1_acc: 0.3465, top5_acc: 0.6051, loss_cls: 2.9927, loss: 4.6020, grad_norm: 2.3793 2021-07-19 18:17:31,497 - mmaction - INFO - Epoch [72][100/1879] lr: 1.083e-01, eta: 1 day, 2:21:54, time: 0.714, data_time: 0.005, memory: 6921, loss_aux: 1.6260, top1_acc: 0.3230, top5_acc: 0.5832, loss_cls: 3.0516, loss: 4.6776, grad_norm: 2.4632 2021-07-19 18:17:47,461 - mmaction - INFO - Epoch [72][120/1879] lr: 1.082e-01, eta: 1 day, 2:21:45, time: 0.798, data_time: 0.003, memory: 6921, loss_aux: 1.6042, top1_acc: 0.3410, top5_acc: 0.5891, loss_cls: 3.0306, loss: 4.6349, grad_norm: 2.3562 2021-07-19 18:18:03,360 - mmaction - INFO - Epoch [72][140/1879] lr: 1.082e-01, eta: 1 day, 2:21:36, time: 0.796, data_time: 0.004, memory: 6921, loss_aux: 1.6221, top1_acc: 0.3230, top5_acc: 0.5938, loss_cls: 3.0664, loss: 4.6884, grad_norm: 2.4144 2021-07-19 18:18:15,125 - mmaction - INFO - Epoch [72][160/1879] lr: 1.082e-01, eta: 1 day, 2:21:22, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.5914, top1_acc: 0.3531, top5_acc: 0.5977, loss_cls: 2.9752, loss: 4.5666, grad_norm: 2.4323 2021-07-19 18:18:27,183 - mmaction - INFO - Epoch [72][180/1879] lr: 1.082e-01, eta: 1 day, 2:21:08, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.6148, top1_acc: 0.3395, top5_acc: 0.5922, loss_cls: 3.0411, loss: 4.6559, grad_norm: 2.4450 2021-07-19 18:18:41,697 - mmaction - INFO - Epoch [72][200/1879] lr: 1.081e-01, eta: 1 day, 2:20:57, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.6159, top1_acc: 0.3363, top5_acc: 0.5762, loss_cls: 3.0366, loss: 4.6525, grad_norm: 2.4110 2021-07-19 18:18:53,244 - mmaction - INFO - Epoch [72][220/1879] lr: 1.081e-01, eta: 1 day, 2:20:43, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6056, top1_acc: 0.3281, top5_acc: 0.5941, loss_cls: 3.0344, loss: 4.6400, grad_norm: 2.4345 2021-07-19 18:19:05,999 - mmaction - INFO - Epoch [72][240/1879] lr: 1.081e-01, eta: 1 day, 2:20:30, time: 0.639, data_time: 0.018, memory: 6921, loss_aux: 1.6094, top1_acc: 0.3480, top5_acc: 0.5914, loss_cls: 3.0305, loss: 4.6399, grad_norm: 2.3852 2021-07-19 18:19:17,695 - mmaction - INFO - Epoch [72][260/1879] lr: 1.081e-01, eta: 1 day, 2:20:16, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.6171, top1_acc: 0.3375, top5_acc: 0.5750, loss_cls: 3.0495, loss: 4.6666, grad_norm: 2.3505 2021-07-19 18:19:32,363 - mmaction - INFO - Epoch [72][280/1879] lr: 1.081e-01, eta: 1 day, 2:20:05, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.5393, top1_acc: 0.3613, top5_acc: 0.6102, loss_cls: 2.8910, loss: 4.4303, grad_norm: 2.3906 2021-07-19 18:19:45,306 - mmaction - INFO - Epoch [72][300/1879] lr: 1.080e-01, eta: 1 day, 2:19:53, time: 0.654, data_time: 0.010, memory: 6921, loss_aux: 1.6060, top1_acc: 0.3445, top5_acc: 0.5867, loss_cls: 3.0024, loss: 4.6084, grad_norm: 2.4295 2021-07-19 18:19:56,905 - mmaction - INFO - Epoch [72][320/1879] lr: 1.080e-01, eta: 1 day, 2:19:38, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.5660, top1_acc: 0.3508, top5_acc: 0.6152, loss_cls: 2.9293, loss: 4.4953, grad_norm: 2.4514 2021-07-19 18:20:09,922 - mmaction - INFO - Epoch [72][340/1879] lr: 1.080e-01, eta: 1 day, 2:19:26, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.6047, top1_acc: 0.3332, top5_acc: 0.5898, loss_cls: 3.0061, loss: 4.6107, grad_norm: 2.4175 2021-07-19 18:20:22,018 - mmaction - INFO - Epoch [72][360/1879] lr: 1.080e-01, eta: 1 day, 2:19:12, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.5781, top1_acc: 0.3461, top5_acc: 0.6059, loss_cls: 2.9497, loss: 4.5278, grad_norm: 2.3930 2021-07-19 18:20:33,471 - mmaction - INFO - Epoch [72][380/1879] lr: 1.079e-01, eta: 1 day, 2:18:58, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.6061, top1_acc: 0.3336, top5_acc: 0.5898, loss_cls: 3.0263, loss: 4.6324, grad_norm: 2.4216 2021-07-19 18:20:45,702 - mmaction - INFO - Epoch [72][400/1879] lr: 1.079e-01, eta: 1 day, 2:18:45, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.6009, top1_acc: 0.3508, top5_acc: 0.5824, loss_cls: 3.0270, loss: 4.6279, grad_norm: 2.4037 2021-07-19 18:20:59,148 - mmaction - INFO - Epoch [72][420/1879] lr: 1.079e-01, eta: 1 day, 2:18:33, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.6191, top1_acc: 0.3559, top5_acc: 0.5887, loss_cls: 2.9983, loss: 4.6174, grad_norm: 2.4440 2021-07-19 18:21:10,374 - mmaction - INFO - Epoch [72][440/1879] lr: 1.079e-01, eta: 1 day, 2:18:18, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.6157, top1_acc: 0.3441, top5_acc: 0.5941, loss_cls: 3.0313, loss: 4.6470, grad_norm: 2.3915 2021-07-19 18:21:25,814 - mmaction - INFO - Epoch [72][460/1879] lr: 1.079e-01, eta: 1 day, 2:18:08, time: 0.771, data_time: 0.001, memory: 6921, loss_aux: 1.5847, top1_acc: 0.3344, top5_acc: 0.5895, loss_cls: 2.9819, loss: 4.5666, grad_norm: 2.3932 2021-07-19 18:21:41,888 - mmaction - INFO - Epoch [72][480/1879] lr: 1.078e-01, eta: 1 day, 2:17:59, time: 0.803, data_time: 0.003, memory: 6921, loss_aux: 1.5643, top1_acc: 0.3566, top5_acc: 0.5957, loss_cls: 2.9742, loss: 4.5385, grad_norm: 2.4038 2021-07-19 18:21:55,313 - mmaction - INFO - Epoch [72][500/1879] lr: 1.078e-01, eta: 1 day, 2:17:47, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.6236, top1_acc: 0.3430, top5_acc: 0.5805, loss_cls: 3.0499, loss: 4.6735, grad_norm: 2.3908 2021-07-19 18:22:07,093 - mmaction - INFO - Epoch [72][520/1879] lr: 1.078e-01, eta: 1 day, 2:17:33, time: 0.597, data_time: 0.010, memory: 6921, loss_aux: 1.5857, top1_acc: 0.3434, top5_acc: 0.5887, loss_cls: 3.0068, loss: 4.5926, grad_norm: 2.4046 2021-07-19 18:22:18,472 - mmaction - INFO - Epoch [72][540/1879] lr: 1.078e-01, eta: 1 day, 2:17:19, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.5750, top1_acc: 0.3566, top5_acc: 0.6066, loss_cls: 2.9588, loss: 4.5338, grad_norm: 2.3643 2021-07-19 18:22:31,655 - mmaction - INFO - Epoch [72][560/1879] lr: 1.077e-01, eta: 1 day, 2:17:06, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.6010, top1_acc: 0.3402, top5_acc: 0.6016, loss_cls: 2.9869, loss: 4.5878, grad_norm: 2.3911 2021-07-19 18:22:43,717 - mmaction - INFO - Epoch [72][580/1879] lr: 1.077e-01, eta: 1 day, 2:16:53, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.6096, top1_acc: 0.3430, top5_acc: 0.5918, loss_cls: 3.0254, loss: 4.6350, grad_norm: 2.3633 2021-07-19 18:22:57,371 - mmaction - INFO - Epoch [72][600/1879] lr: 1.077e-01, eta: 1 day, 2:16:41, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.5828, top1_acc: 0.3422, top5_acc: 0.6055, loss_cls: 2.9666, loss: 4.5494, grad_norm: 2.4083 2021-07-19 18:23:08,835 - mmaction - INFO - Epoch [72][620/1879] lr: 1.077e-01, eta: 1 day, 2:16:27, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6143, top1_acc: 0.3461, top5_acc: 0.5773, loss_cls: 3.0521, loss: 4.6664, grad_norm: 2.4139 2021-07-19 18:23:21,116 - mmaction - INFO - Epoch [72][640/1879] lr: 1.077e-01, eta: 1 day, 2:16:13, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.5828, top1_acc: 0.3582, top5_acc: 0.6023, loss_cls: 2.9427, loss: 4.5256, grad_norm: 2.4241 2021-07-19 18:23:32,560 - mmaction - INFO - Epoch [72][660/1879] lr: 1.076e-01, eta: 1 day, 2:15:59, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.6116, top1_acc: 0.3293, top5_acc: 0.5879, loss_cls: 3.0313, loss: 4.6428, grad_norm: 2.4394 2021-07-19 18:23:46,465 - mmaction - INFO - Epoch [72][680/1879] lr: 1.076e-01, eta: 1 day, 2:15:47, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.5925, top1_acc: 0.3492, top5_acc: 0.5887, loss_cls: 2.9998, loss: 4.5923, grad_norm: 2.3372 2021-07-19 18:24:00,270 - mmaction - INFO - Epoch [72][700/1879] lr: 1.076e-01, eta: 1 day, 2:15:36, time: 0.688, data_time: 0.006, memory: 6921, loss_aux: 1.6104, top1_acc: 0.3352, top5_acc: 0.5984, loss_cls: 3.0229, loss: 4.6332, grad_norm: 2.4463 2021-07-19 18:24:13,842 - mmaction - INFO - Epoch [72][720/1879] lr: 1.076e-01, eta: 1 day, 2:15:24, time: 0.676, data_time: 0.005, memory: 6921, loss_aux: 1.5834, top1_acc: 0.3605, top5_acc: 0.5957, loss_cls: 2.9902, loss: 4.5736, grad_norm: 2.3915 2021-07-19 18:24:25,147 - mmaction - INFO - Epoch [72][740/1879] lr: 1.075e-01, eta: 1 day, 2:15:09, time: 0.570, data_time: 0.007, memory: 6921, loss_aux: 1.6166, top1_acc: 0.3297, top5_acc: 0.5816, loss_cls: 3.0679, loss: 4.6845, grad_norm: 2.4000 2021-07-19 18:24:37,305 - mmaction - INFO - Epoch [72][760/1879] lr: 1.075e-01, eta: 1 day, 2:14:56, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.5804, top1_acc: 0.3480, top5_acc: 0.5988, loss_cls: 2.9572, loss: 4.5376, grad_norm: 2.4132 2021-07-19 18:24:51,809 - mmaction - INFO - Epoch [72][780/1879] lr: 1.075e-01, eta: 1 day, 2:14:45, time: 0.727, data_time: 0.005, memory: 6921, loss_aux: 1.5841, top1_acc: 0.3570, top5_acc: 0.5906, loss_cls: 2.9998, loss: 4.5839, grad_norm: 2.4532 2021-07-19 18:25:05,320 - mmaction - INFO - Epoch [72][800/1879] lr: 1.075e-01, eta: 1 day, 2:14:33, time: 0.676, data_time: 0.002, memory: 6921, loss_aux: 1.6065, top1_acc: 0.3344, top5_acc: 0.5793, loss_cls: 3.0671, loss: 4.6736, grad_norm: 2.4635 2021-07-19 18:25:16,998 - mmaction - INFO - Epoch [72][820/1879] lr: 1.075e-01, eta: 1 day, 2:14:19, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.5973, top1_acc: 0.3363, top5_acc: 0.5855, loss_cls: 3.0120, loss: 4.6093, grad_norm: 2.3361 2021-07-19 18:25:28,871 - mmaction - INFO - Epoch [72][840/1879] lr: 1.074e-01, eta: 1 day, 2:14:05, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5841, top1_acc: 0.3453, top5_acc: 0.5949, loss_cls: 2.9435, loss: 4.5276, grad_norm: 2.4620 2021-07-19 18:25:40,497 - mmaction - INFO - Epoch [72][860/1879] lr: 1.074e-01, eta: 1 day, 2:13:51, time: 0.597, data_time: 0.017, memory: 6921, loss_aux: 1.5905, top1_acc: 0.3414, top5_acc: 0.6051, loss_cls: 2.9848, loss: 4.5753, grad_norm: 2.4877 2021-07-19 18:25:54,370 - mmaction - INFO - Epoch [72][880/1879] lr: 1.074e-01, eta: 1 day, 2:13:39, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.5771, top1_acc: 0.3633, top5_acc: 0.6102, loss_cls: 2.9485, loss: 4.5256, grad_norm: 2.4082 2021-07-19 18:26:05,473 - mmaction - INFO - Epoch [72][900/1879] lr: 1.074e-01, eta: 1 day, 2:13:25, time: 0.558, data_time: 0.005, memory: 6921, loss_aux: 1.6123, top1_acc: 0.3449, top5_acc: 0.5836, loss_cls: 3.0414, loss: 4.6537, grad_norm: 2.4199 2021-07-19 18:26:18,681 - mmaction - INFO - Epoch [72][920/1879] lr: 1.073e-01, eta: 1 day, 2:13:12, time: 0.654, data_time: 0.001, memory: 6921, loss_aux: 1.5864, top1_acc: 0.3500, top5_acc: 0.5973, loss_cls: 2.9734, loss: 4.5598, grad_norm: 2.3822 2021-07-19 18:26:30,174 - mmaction - INFO - Epoch [72][940/1879] lr: 1.073e-01, eta: 1 day, 2:12:58, time: 0.579, data_time: 0.008, memory: 6921, loss_aux: 1.5703, top1_acc: 0.3527, top5_acc: 0.6098, loss_cls: 2.9438, loss: 4.5141, grad_norm: 2.3495 2021-07-19 18:26:41,925 - mmaction - INFO - Epoch [72][960/1879] lr: 1.073e-01, eta: 1 day, 2:12:44, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.5749, top1_acc: 0.3453, top5_acc: 0.6027, loss_cls: 2.9716, loss: 4.5465, grad_norm: 2.3819 2021-07-19 18:26:53,378 - mmaction - INFO - Epoch [72][980/1879] lr: 1.073e-01, eta: 1 day, 2:12:30, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5897, top1_acc: 0.3477, top5_acc: 0.5941, loss_cls: 2.9899, loss: 4.5795, grad_norm: 2.4609 2021-07-19 18:27:07,847 - mmaction - INFO - Epoch [72][1000/1879] lr: 1.073e-01, eta: 1 day, 2:12:19, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.6304, top1_acc: 0.3441, top5_acc: 0.5816, loss_cls: 3.0752, loss: 4.7056, grad_norm: 2.4190 2021-07-19 18:27:19,783 - mmaction - INFO - Epoch [72][1020/1879] lr: 1.072e-01, eta: 1 day, 2:12:05, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.6052, top1_acc: 0.3469, top5_acc: 0.5930, loss_cls: 3.0140, loss: 4.6192, grad_norm: 2.3979 2021-07-19 18:27:33,730 - mmaction - INFO - Epoch [72][1040/1879] lr: 1.072e-01, eta: 1 day, 2:11:53, time: 0.702, data_time: 0.020, memory: 6921, loss_aux: 1.6432, top1_acc: 0.3270, top5_acc: 0.5758, loss_cls: 3.0827, loss: 4.7259, grad_norm: 2.4315 2021-07-19 18:27:45,686 - mmaction - INFO - Epoch [72][1060/1879] lr: 1.072e-01, eta: 1 day, 2:11:40, time: 0.611, data_time: 0.016, memory: 6921, loss_aux: 1.6498, top1_acc: 0.3293, top5_acc: 0.5730, loss_cls: 3.0836, loss: 4.7334, grad_norm: 2.4113 2021-07-19 18:27:57,136 - mmaction - INFO - Epoch [72][1080/1879] lr: 1.072e-01, eta: 1 day, 2:11:25, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.6070, top1_acc: 0.3398, top5_acc: 0.5922, loss_cls: 3.0123, loss: 4.6192, grad_norm: 2.3995 2021-07-19 18:28:13,100 - mmaction - INFO - Epoch [72][1100/1879] lr: 1.071e-01, eta: 1 day, 2:11:16, time: 0.810, data_time: 0.018, memory: 6921, loss_aux: 1.6196, top1_acc: 0.3324, top5_acc: 0.6039, loss_cls: 3.0524, loss: 4.6720, grad_norm: 2.4409 2021-07-19 18:28:26,615 - mmaction - INFO - Epoch [72][1120/1879] lr: 1.071e-01, eta: 1 day, 2:11:04, time: 0.678, data_time: 0.005, memory: 6921, loss_aux: 1.5842, top1_acc: 0.3523, top5_acc: 0.5910, loss_cls: 2.9925, loss: 4.5766, grad_norm: 2.4054 2021-07-19 18:28:38,440 - mmaction - INFO - Epoch [72][1140/1879] lr: 1.071e-01, eta: 1 day, 2:10:50, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5656, top1_acc: 0.3688, top5_acc: 0.6062, loss_cls: 2.9346, loss: 4.5002, grad_norm: 2.3309 2021-07-19 18:28:54,203 - mmaction - INFO - Epoch [72][1160/1879] lr: 1.071e-01, eta: 1 day, 2:10:41, time: 0.790, data_time: 0.007, memory: 6921, loss_aux: 1.5910, top1_acc: 0.3582, top5_acc: 0.6039, loss_cls: 2.9808, loss: 4.5719, grad_norm: 2.4179 2021-07-19 18:29:06,232 - mmaction - INFO - Epoch [72][1180/1879] lr: 1.071e-01, eta: 1 day, 2:10:27, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.6014, top1_acc: 0.3461, top5_acc: 0.5855, loss_cls: 3.0237, loss: 4.6250, grad_norm: 2.4141 2021-07-19 18:29:17,938 - mmaction - INFO - Epoch [72][1200/1879] lr: 1.070e-01, eta: 1 day, 2:10:13, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.5741, top1_acc: 0.3395, top5_acc: 0.5977, loss_cls: 2.9833, loss: 4.5574, grad_norm: 2.3761 2021-07-19 18:29:35,591 - mmaction - INFO - Epoch [72][1220/1879] lr: 1.070e-01, eta: 1 day, 2:10:06, time: 0.883, data_time: 0.003, memory: 6921, loss_aux: 1.6199, top1_acc: 0.3359, top5_acc: 0.5832, loss_cls: 3.0638, loss: 4.6836, grad_norm: 2.4240 2021-07-19 18:29:48,077 - mmaction - INFO - Epoch [72][1240/1879] lr: 1.070e-01, eta: 1 day, 2:09:53, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.5847, top1_acc: 0.3555, top5_acc: 0.5855, loss_cls: 2.9707, loss: 4.5554, grad_norm: 2.3925 2021-07-19 18:30:04,996 - mmaction - INFO - Epoch [72][1260/1879] lr: 1.070e-01, eta: 1 day, 2:09:44, time: 0.844, data_time: 0.006, memory: 6921, loss_aux: 1.6075, top1_acc: 0.3352, top5_acc: 0.5887, loss_cls: 3.0586, loss: 4.6661, grad_norm: 2.4450 2021-07-19 18:30:17,123 - mmaction - INFO - Epoch [72][1280/1879] lr: 1.069e-01, eta: 1 day, 2:09:31, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.6217, top1_acc: 0.3297, top5_acc: 0.5824, loss_cls: 3.0547, loss: 4.6764, grad_norm: 2.4818 2021-07-19 18:30:39,129 - mmaction - INFO - Epoch [72][1300/1879] lr: 1.069e-01, eta: 1 day, 2:09:28, time: 1.099, data_time: 0.006, memory: 6921, loss_aux: 1.6013, top1_acc: 0.3375, top5_acc: 0.5867, loss_cls: 3.0451, loss: 4.6464, grad_norm: 2.4088 2021-07-19 18:30:56,961 - mmaction - INFO - Epoch [72][1320/1879] lr: 1.069e-01, eta: 1 day, 2:09:21, time: 0.892, data_time: 0.005, memory: 6921, loss_aux: 1.5754, top1_acc: 0.3602, top5_acc: 0.6066, loss_cls: 2.9638, loss: 4.5392, grad_norm: 2.3433 2021-07-19 18:31:09,410 - mmaction - INFO - Epoch [72][1340/1879] lr: 1.069e-01, eta: 1 day, 2:09:07, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 1.5692, top1_acc: 0.3566, top5_acc: 0.6023, loss_cls: 2.9430, loss: 4.5121, grad_norm: 2.4377 2021-07-19 18:31:20,812 - mmaction - INFO - Epoch [72][1360/1879] lr: 1.069e-01, eta: 1 day, 2:08:53, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.5602, top1_acc: 0.3516, top5_acc: 0.6125, loss_cls: 2.9291, loss: 4.4893, grad_norm: 2.4223 2021-07-19 18:31:32,506 - mmaction - INFO - Epoch [72][1380/1879] lr: 1.068e-01, eta: 1 day, 2:08:39, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.5890, top1_acc: 0.3543, top5_acc: 0.5961, loss_cls: 2.9648, loss: 4.5538, grad_norm: 2.4846 2021-07-19 18:31:48,272 - mmaction - INFO - Epoch [72][1400/1879] lr: 1.068e-01, eta: 1 day, 2:08:30, time: 0.788, data_time: 0.003, memory: 6921, loss_aux: 1.6212, top1_acc: 0.3477, top5_acc: 0.5871, loss_cls: 3.0565, loss: 4.6777, grad_norm: 2.4359 2021-07-19 18:32:07,479 - mmaction - INFO - Epoch [72][1420/1879] lr: 1.068e-01, eta: 1 day, 2:08:24, time: 0.954, data_time: 0.007, memory: 6921, loss_aux: 1.6206, top1_acc: 0.3410, top5_acc: 0.5863, loss_cls: 3.0293, loss: 4.6499, grad_norm: 2.3819 2021-07-19 18:32:26,650 - mmaction - INFO - Epoch [72][1440/1879] lr: 1.068e-01, eta: 1 day, 2:08:18, time: 0.963, data_time: 0.018, memory: 6921, loss_aux: 1.6007, top1_acc: 0.3469, top5_acc: 0.5922, loss_cls: 3.0102, loss: 4.6109, grad_norm: 2.3983 2021-07-19 18:32:38,359 - mmaction - INFO - Epoch [72][1460/1879] lr: 1.067e-01, eta: 1 day, 2:08:04, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.6079, top1_acc: 0.3508, top5_acc: 0.5703, loss_cls: 3.0357, loss: 4.6436, grad_norm: 2.4443 2021-07-19 18:32:49,440 - mmaction - INFO - Epoch [72][1480/1879] lr: 1.067e-01, eta: 1 day, 2:07:49, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.6371, top1_acc: 0.3395, top5_acc: 0.5758, loss_cls: 3.0838, loss: 4.7209, grad_norm: 2.3886 2021-07-19 18:33:03,106 - mmaction - INFO - Epoch [72][1500/1879] lr: 1.067e-01, eta: 1 day, 2:07:37, time: 0.684, data_time: 0.003, memory: 6921, loss_aux: 1.6371, top1_acc: 0.3230, top5_acc: 0.5691, loss_cls: 3.1228, loss: 4.7598, grad_norm: 2.3900 2021-07-19 18:33:15,944 - mmaction - INFO - Epoch [72][1520/1879] lr: 1.067e-01, eta: 1 day, 2:07:24, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.6193, top1_acc: 0.3383, top5_acc: 0.5895, loss_cls: 3.0376, loss: 4.6569, grad_norm: 2.3955 2021-07-19 18:33:28,192 - mmaction - INFO - Epoch [72][1540/1879] lr: 1.067e-01, eta: 1 day, 2:07:11, time: 0.654, data_time: 0.043, memory: 6921, loss_aux: 1.6140, top1_acc: 0.3348, top5_acc: 0.5887, loss_cls: 3.0312, loss: 4.6452, grad_norm: 2.4009 2021-07-19 18:33:39,832 - mmaction - INFO - Epoch [72][1560/1879] lr: 1.066e-01, eta: 1 day, 2:06:57, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5963, top1_acc: 0.3473, top5_acc: 0.5934, loss_cls: 2.9974, loss: 4.5937, grad_norm: 2.3745 2021-07-19 18:33:51,051 - mmaction - INFO - Epoch [72][1580/1879] lr: 1.066e-01, eta: 1 day, 2:06:43, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.6103, top1_acc: 0.3465, top5_acc: 0.5891, loss_cls: 3.0412, loss: 4.6515, grad_norm: 2.4215 2021-07-19 18:34:02,354 - mmaction - INFO - Epoch [72][1600/1879] lr: 1.066e-01, eta: 1 day, 2:06:28, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.5845, top1_acc: 0.3523, top5_acc: 0.6031, loss_cls: 2.9969, loss: 4.5814, grad_norm: 2.4379 2021-07-19 18:34:14,140 - mmaction - INFO - Epoch [72][1620/1879] lr: 1.066e-01, eta: 1 day, 2:06:14, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.5842, top1_acc: 0.3508, top5_acc: 0.5969, loss_cls: 2.9523, loss: 4.5365, grad_norm: 2.3604 2021-07-19 18:34:26,256 - mmaction - INFO - Epoch [72][1640/1879] lr: 1.065e-01, eta: 1 day, 2:06:01, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.6234, top1_acc: 0.3328, top5_acc: 0.5887, loss_cls: 3.0607, loss: 4.6841, grad_norm: 2.4131 2021-07-19 18:34:39,616 - mmaction - INFO - Epoch [72][1660/1879] lr: 1.065e-01, eta: 1 day, 2:05:48, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.5961, top1_acc: 0.3469, top5_acc: 0.5840, loss_cls: 2.9920, loss: 4.5882, grad_norm: 2.3918 2021-07-19 18:34:50,877 - mmaction - INFO - Epoch [72][1680/1879] lr: 1.065e-01, eta: 1 day, 2:05:34, time: 0.570, data_time: 0.009, memory: 6921, loss_aux: 1.5986, top1_acc: 0.3492, top5_acc: 0.6086, loss_cls: 2.9818, loss: 4.5804, grad_norm: 2.3753 2021-07-19 18:35:03,689 - mmaction - INFO - Epoch [72][1700/1879] lr: 1.065e-01, eta: 1 day, 2:05:21, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.5457, top1_acc: 0.3504, top5_acc: 0.6051, loss_cls: 2.9252, loss: 4.4709, grad_norm: 2.4202 2021-07-19 18:35:16,233 - mmaction - INFO - Epoch [72][1720/1879] lr: 1.065e-01, eta: 1 day, 2:05:08, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.6154, top1_acc: 0.3441, top5_acc: 0.5891, loss_cls: 3.0342, loss: 4.6496, grad_norm: 2.4672 2021-07-19 18:35:29,876 - mmaction - INFO - Epoch [72][1740/1879] lr: 1.064e-01, eta: 1 day, 2:04:56, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.6109, top1_acc: 0.3352, top5_acc: 0.5898, loss_cls: 3.0091, loss: 4.6200, grad_norm: 2.4603 2021-07-19 18:35:43,949 - mmaction - INFO - Epoch [72][1760/1879] lr: 1.064e-01, eta: 1 day, 2:04:45, time: 0.703, data_time: 0.004, memory: 6921, loss_aux: 1.6070, top1_acc: 0.3285, top5_acc: 0.5855, loss_cls: 3.0466, loss: 4.6536, grad_norm: 2.3808 2021-07-19 18:35:56,515 - mmaction - INFO - Epoch [72][1780/1879] lr: 1.064e-01, eta: 1 day, 2:04:32, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.6037, top1_acc: 0.3410, top5_acc: 0.5852, loss_cls: 3.0210, loss: 4.6246, grad_norm: 2.4276 2021-07-19 18:36:09,938 - mmaction - INFO - Epoch [72][1800/1879] lr: 1.064e-01, eta: 1 day, 2:04:20, time: 0.668, data_time: 0.005, memory: 6921, loss_aux: 1.6040, top1_acc: 0.3367, top5_acc: 0.5969, loss_cls: 3.0134, loss: 4.6174, grad_norm: 2.3751 2021-07-19 18:36:21,557 - mmaction - INFO - Epoch [72][1820/1879] lr: 1.063e-01, eta: 1 day, 2:04:06, time: 0.587, data_time: 0.008, memory: 6921, loss_aux: 1.6026, top1_acc: 0.3387, top5_acc: 0.5949, loss_cls: 3.0103, loss: 4.6128, grad_norm: 2.3428 2021-07-19 18:36:33,255 - mmaction - INFO - Epoch [72][1840/1879] lr: 1.063e-01, eta: 1 day, 2:03:52, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.6158, top1_acc: 0.3211, top5_acc: 0.5863, loss_cls: 3.0596, loss: 4.6754, grad_norm: 2.4351 2021-07-19 18:36:44,664 - mmaction - INFO - Epoch [72][1860/1879] lr: 1.063e-01, eta: 1 day, 2:03:37, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.5873, top1_acc: 0.3477, top5_acc: 0.5930, loss_cls: 2.9981, loss: 4.5853, grad_norm: 2.4100 2021-07-19 18:36:54,849 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-07-19 18:37:19,243 - mmaction - INFO - Epoch [73][20/1879] lr: 1.063e-01, eta: 1 day, 2:03:02, time: 0.759, data_time: 0.160, memory: 6921, loss_aux: 1.5887, top1_acc: 0.3602, top5_acc: 0.5926, loss_cls: 2.9896, loss: 4.5783, grad_norm: 2.3849 2021-07-19 18:37:31,061 - mmaction - INFO - Epoch [73][40/1879] lr: 1.062e-01, eta: 1 day, 2:02:48, time: 0.597, data_time: 0.017, memory: 6921, loss_aux: 1.6059, top1_acc: 0.3289, top5_acc: 0.5973, loss_cls: 3.0399, loss: 4.6458, grad_norm: 2.4146 2021-07-19 18:37:43,457 - mmaction - INFO - Epoch [73][60/1879] lr: 1.062e-01, eta: 1 day, 2:02:35, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.6085, top1_acc: 0.3484, top5_acc: 0.5984, loss_cls: 2.9953, loss: 4.6038, grad_norm: 2.4127 2021-07-19 18:37:55,028 - mmaction - INFO - Epoch [73][80/1879] lr: 1.062e-01, eta: 1 day, 2:02:21, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5906, top1_acc: 0.3570, top5_acc: 0.5949, loss_cls: 2.9610, loss: 4.5516, grad_norm: 2.4136 2021-07-19 18:38:06,204 - mmaction - INFO - Epoch [73][100/1879] lr: 1.062e-01, eta: 1 day, 2:02:06, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.5877, top1_acc: 0.3559, top5_acc: 0.6004, loss_cls: 2.9580, loss: 4.5457, grad_norm: 2.4154 2021-07-19 18:38:17,536 - mmaction - INFO - Epoch [73][120/1879] lr: 1.061e-01, eta: 1 day, 2:01:52, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.6197, top1_acc: 0.3449, top5_acc: 0.5805, loss_cls: 3.0424, loss: 4.6620, grad_norm: 2.3778 2021-07-19 18:38:33,286 - mmaction - INFO - Epoch [73][140/1879] lr: 1.061e-01, eta: 1 day, 2:01:42, time: 0.787, data_time: 0.004, memory: 6921, loss_aux: 1.6254, top1_acc: 0.3445, top5_acc: 0.5898, loss_cls: 3.0295, loss: 4.6549, grad_norm: 2.3817 2021-07-19 18:38:46,140 - mmaction - INFO - Epoch [73][160/1879] lr: 1.061e-01, eta: 1 day, 2:01:29, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5671, top1_acc: 0.3602, top5_acc: 0.6031, loss_cls: 2.9347, loss: 4.5018, grad_norm: 2.4499 2021-07-19 18:39:01,892 - mmaction - INFO - Epoch [73][180/1879] lr: 1.061e-01, eta: 1 day, 2:01:20, time: 0.788, data_time: 0.002, memory: 6921, loss_aux: 1.6241, top1_acc: 0.3379, top5_acc: 0.5879, loss_cls: 3.0540, loss: 4.6782, grad_norm: 2.3378 2021-07-19 18:39:13,490 - mmaction - INFO - Epoch [73][200/1879] lr: 1.061e-01, eta: 1 day, 2:01:06, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.5980, top1_acc: 0.3352, top5_acc: 0.5922, loss_cls: 3.0044, loss: 4.6023, grad_norm: 2.4386 2021-07-19 18:39:27,318 - mmaction - INFO - Epoch [73][220/1879] lr: 1.060e-01, eta: 1 day, 2:00:54, time: 0.690, data_time: 0.001, memory: 6921, loss_aux: 1.5710, top1_acc: 0.3594, top5_acc: 0.6094, loss_cls: 2.9115, loss: 4.4825, grad_norm: 2.4181 2021-07-19 18:39:41,026 - mmaction - INFO - Epoch [73][240/1879] lr: 1.060e-01, eta: 1 day, 2:00:42, time: 0.683, data_time: 0.014, memory: 6921, loss_aux: 1.5901, top1_acc: 0.3281, top5_acc: 0.6102, loss_cls: 2.9885, loss: 4.5786, grad_norm: 2.4550 2021-07-19 18:39:52,990 - mmaction - INFO - Epoch [73][260/1879] lr: 1.060e-01, eta: 1 day, 2:00:28, time: 0.601, data_time: 0.006, memory: 6921, loss_aux: 1.5680, top1_acc: 0.3688, top5_acc: 0.6102, loss_cls: 2.9277, loss: 4.4957, grad_norm: 2.3529 2021-07-19 18:40:08,269 - mmaction - INFO - Epoch [73][280/1879] lr: 1.060e-01, eta: 1 day, 2:00:17, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.5725, top1_acc: 0.3484, top5_acc: 0.6000, loss_cls: 2.9522, loss: 4.5246, grad_norm: 2.4679 2021-07-19 18:40:26,182 - mmaction - INFO - Epoch [73][300/1879] lr: 1.059e-01, eta: 1 day, 2:00:11, time: 0.963, data_time: 0.076, memory: 6921, loss_aux: 1.6369, top1_acc: 0.3391, top5_acc: 0.5762, loss_cls: 3.1087, loss: 4.7456, grad_norm: 2.4638 2021-07-19 18:40:37,724 - mmaction - INFO - Epoch [73][320/1879] lr: 1.059e-01, eta: 1 day, 1:59:57, time: 0.585, data_time: 0.012, memory: 6921, loss_aux: 1.5781, top1_acc: 0.3398, top5_acc: 0.5980, loss_cls: 2.9675, loss: 4.5456, grad_norm: 2.3921 2021-07-19 18:40:55,058 - mmaction - INFO - Epoch [73][340/1879] lr: 1.059e-01, eta: 1 day, 1:59:49, time: 0.865, data_time: 0.003, memory: 6921, loss_aux: 1.6123, top1_acc: 0.3359, top5_acc: 0.5789, loss_cls: 3.0467, loss: 4.6590, grad_norm: 2.4567 2021-07-19 18:41:09,747 - mmaction - INFO - Epoch [73][360/1879] lr: 1.059e-01, eta: 1 day, 1:59:36, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.5991, top1_acc: 0.3477, top5_acc: 0.5934, loss_cls: 2.9934, loss: 4.5925, grad_norm: 2.4383 2021-07-19 18:41:25,067 - mmaction - INFO - Epoch [73][380/1879] lr: 1.059e-01, eta: 1 day, 1:59:28, time: 0.847, data_time: 0.085, memory: 6921, loss_aux: 1.5792, top1_acc: 0.3516, top5_acc: 0.6043, loss_cls: 2.9502, loss: 4.5295, grad_norm: 2.4589 2021-07-19 18:41:37,275 - mmaction - INFO - Epoch [73][400/1879] lr: 1.058e-01, eta: 1 day, 1:59:15, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.6181, top1_acc: 0.3348, top5_acc: 0.5855, loss_cls: 3.0283, loss: 4.6464, grad_norm: 2.4289 2021-07-19 18:41:56,157 - mmaction - INFO - Epoch [73][420/1879] lr: 1.058e-01, eta: 1 day, 1:59:08, time: 0.941, data_time: 0.003, memory: 6921, loss_aux: 1.5867, top1_acc: 0.3473, top5_acc: 0.5969, loss_cls: 2.9639, loss: 4.5506, grad_norm: 2.4417 2021-07-19 18:42:10,751 - mmaction - INFO - Epoch [73][440/1879] lr: 1.058e-01, eta: 1 day, 1:58:58, time: 0.734, data_time: 0.009, memory: 6921, loss_aux: 1.5955, top1_acc: 0.3535, top5_acc: 0.5941, loss_cls: 2.9812, loss: 4.5767, grad_norm: 2.4562 2021-07-19 18:42:26,678 - mmaction - INFO - Epoch [73][460/1879] lr: 1.058e-01, eta: 1 day, 1:58:47, time: 0.753, data_time: 0.003, memory: 6921, loss_aux: 1.5942, top1_acc: 0.3504, top5_acc: 0.5887, loss_cls: 2.9888, loss: 4.5830, grad_norm: 2.4542 2021-07-19 18:42:40,912 - mmaction - INFO - Epoch [73][480/1879] lr: 1.057e-01, eta: 1 day, 1:58:36, time: 0.698, data_time: 0.047, memory: 6921, loss_aux: 1.5980, top1_acc: 0.3496, top5_acc: 0.5906, loss_cls: 2.9971, loss: 4.5950, grad_norm: 2.4436 2021-07-19 18:42:54,419 - mmaction - INFO - Epoch [73][500/1879] lr: 1.057e-01, eta: 1 day, 1:58:25, time: 0.733, data_time: 0.060, memory: 6921, loss_aux: 1.5959, top1_acc: 0.3336, top5_acc: 0.5883, loss_cls: 3.0295, loss: 4.6254, grad_norm: 2.4308 2021-07-19 18:43:06,467 - mmaction - INFO - Epoch [73][520/1879] lr: 1.057e-01, eta: 1 day, 1:58:11, time: 0.602, data_time: 0.008, memory: 6921, loss_aux: 1.5550, top1_acc: 0.3633, top5_acc: 0.6105, loss_cls: 2.9237, loss: 4.4787, grad_norm: 2.3913 2021-07-19 18:43:22,238 - mmaction - INFO - Epoch [73][540/1879] lr: 1.057e-01, eta: 1 day, 1:58:02, time: 0.787, data_time: 0.002, memory: 6921, loss_aux: 1.6005, top1_acc: 0.3492, top5_acc: 0.5977, loss_cls: 2.9879, loss: 4.5883, grad_norm: 2.4828 2021-07-19 18:43:37,453 - mmaction - INFO - Epoch [73][560/1879] lr: 1.057e-01, eta: 1 day, 1:57:51, time: 0.763, data_time: 0.006, memory: 6921, loss_aux: 1.6132, top1_acc: 0.3457, top5_acc: 0.5801, loss_cls: 3.0592, loss: 4.6724, grad_norm: 2.4636 2021-07-19 18:43:48,957 - mmaction - INFO - Epoch [73][580/1879] lr: 1.056e-01, eta: 1 day, 1:57:37, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.5717, top1_acc: 0.3566, top5_acc: 0.6129, loss_cls: 2.9266, loss: 4.4984, grad_norm: 2.4307 2021-07-19 18:44:03,733 - mmaction - INFO - Epoch [73][600/1879] lr: 1.056e-01, eta: 1 day, 1:57:26, time: 0.736, data_time: 0.003, memory: 6921, loss_aux: 1.5901, top1_acc: 0.3414, top5_acc: 0.6008, loss_cls: 2.9824, loss: 4.5725, grad_norm: 2.4177 2021-07-19 18:44:15,516 - mmaction - INFO - Epoch [73][620/1879] lr: 1.056e-01, eta: 1 day, 1:57:13, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.5710, top1_acc: 0.3566, top5_acc: 0.5930, loss_cls: 2.9707, loss: 4.5418, grad_norm: 2.4446 2021-07-19 18:44:27,966 - mmaction - INFO - Epoch [73][640/1879] lr: 1.056e-01, eta: 1 day, 1:56:59, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.5964, top1_acc: 0.3344, top5_acc: 0.6035, loss_cls: 3.0028, loss: 4.5991, grad_norm: 2.4223 2021-07-19 18:44:39,627 - mmaction - INFO - Epoch [73][660/1879] lr: 1.055e-01, eta: 1 day, 1:56:45, time: 0.590, data_time: 0.010, memory: 6921, loss_aux: 1.5980, top1_acc: 0.3426, top5_acc: 0.5945, loss_cls: 3.0024, loss: 4.6004, grad_norm: 2.4283 2021-07-19 18:45:00,126 - mmaction - INFO - Epoch [73][680/1879] lr: 1.055e-01, eta: 1 day, 1:56:41, time: 1.023, data_time: 0.002, memory: 6921, loss_aux: 1.5858, top1_acc: 0.3484, top5_acc: 0.5988, loss_cls: 2.9666, loss: 4.5525, grad_norm: 2.4552 2021-07-19 18:45:20,921 - mmaction - INFO - Epoch [73][700/1879] lr: 1.055e-01, eta: 1 day, 1:56:37, time: 1.037, data_time: 0.007, memory: 6921, loss_aux: 1.5989, top1_acc: 0.3559, top5_acc: 0.5844, loss_cls: 3.0174, loss: 4.6163, grad_norm: 2.4803 2021-07-19 18:45:32,633 - mmaction - INFO - Epoch [73][720/1879] lr: 1.055e-01, eta: 1 day, 1:56:23, time: 0.590, data_time: 0.010, memory: 6921, loss_aux: 1.6380, top1_acc: 0.3289, top5_acc: 0.5910, loss_cls: 3.0681, loss: 4.7061, grad_norm: 2.4560 2021-07-19 18:45:57,493 - mmaction - INFO - Epoch [73][740/1879] lr: 1.055e-01, eta: 1 day, 1:56:23, time: 1.240, data_time: 0.003, memory: 6921, loss_aux: 1.6208, top1_acc: 0.3453, top5_acc: 0.5914, loss_cls: 3.0455, loss: 4.6662, grad_norm: 2.4436 2021-07-19 18:46:12,331 - mmaction - INFO - Epoch [73][760/1879] lr: 1.054e-01, eta: 1 day, 1:56:12, time: 0.744, data_time: 0.007, memory: 6921, loss_aux: 1.5719, top1_acc: 0.3582, top5_acc: 0.5992, loss_cls: 2.9523, loss: 4.5242, grad_norm: 2.4204 2021-07-19 18:46:28,868 - mmaction - INFO - Epoch [73][780/1879] lr: 1.054e-01, eta: 1 day, 1:56:03, time: 0.807, data_time: 0.003, memory: 6921, loss_aux: 1.5925, top1_acc: 0.3469, top5_acc: 0.6051, loss_cls: 2.9868, loss: 4.5793, grad_norm: 2.4384 2021-07-19 18:46:40,894 - mmaction - INFO - Epoch [73][800/1879] lr: 1.054e-01, eta: 1 day, 1:55:50, time: 0.621, data_time: 0.022, memory: 6921, loss_aux: 1.6049, top1_acc: 0.3375, top5_acc: 0.5902, loss_cls: 3.0124, loss: 4.6173, grad_norm: 2.3636 2021-07-19 18:46:53,133 - mmaction - INFO - Epoch [73][820/1879] lr: 1.054e-01, eta: 1 day, 1:55:36, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.6073, top1_acc: 0.3355, top5_acc: 0.5895, loss_cls: 3.0503, loss: 4.6576, grad_norm: 2.4370 2021-07-19 18:47:04,311 - mmaction - INFO - Epoch [73][840/1879] lr: 1.053e-01, eta: 1 day, 1:55:22, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6226, top1_acc: 0.3273, top5_acc: 0.5898, loss_cls: 3.0547, loss: 4.6773, grad_norm: 2.4383 2021-07-19 18:47:17,432 - mmaction - INFO - Epoch [73][860/1879] lr: 1.053e-01, eta: 1 day, 1:55:09, time: 0.650, data_time: 0.001, memory: 6921, loss_aux: 1.6202, top1_acc: 0.3477, top5_acc: 0.5922, loss_cls: 3.0260, loss: 4.6461, grad_norm: 2.4132 2021-07-19 18:47:29,021 - mmaction - INFO - Epoch [73][880/1879] lr: 1.053e-01, eta: 1 day, 1:54:55, time: 0.584, data_time: 0.008, memory: 6921, loss_aux: 1.5858, top1_acc: 0.3570, top5_acc: 0.5996, loss_cls: 3.0032, loss: 4.5889, grad_norm: 2.4274 2021-07-19 18:47:41,497 - mmaction - INFO - Epoch [73][900/1879] lr: 1.053e-01, eta: 1 day, 1:54:42, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.5933, top1_acc: 0.3430, top5_acc: 0.5965, loss_cls: 2.9856, loss: 4.5789, grad_norm: 2.4518 2021-07-19 18:47:58,213 - mmaction - INFO - Epoch [73][920/1879] lr: 1.053e-01, eta: 1 day, 1:54:33, time: 0.836, data_time: 0.003, memory: 6921, loss_aux: 1.6322, top1_acc: 0.3379, top5_acc: 0.5895, loss_cls: 3.0637, loss: 4.6959, grad_norm: 2.3692 2021-07-19 18:48:13,618 - mmaction - INFO - Epoch [73][940/1879] lr: 1.052e-01, eta: 1 day, 1:54:23, time: 0.770, data_time: 0.003, memory: 6921, loss_aux: 1.5876, top1_acc: 0.3402, top5_acc: 0.5988, loss_cls: 2.9641, loss: 4.5517, grad_norm: 2.4248 2021-07-19 18:48:25,098 - mmaction - INFO - Epoch [73][960/1879] lr: 1.052e-01, eta: 1 day, 1:54:09, time: 0.574, data_time: 0.005, memory: 6921, loss_aux: 1.5774, top1_acc: 0.3520, top5_acc: 0.5887, loss_cls: 2.9741, loss: 4.5515, grad_norm: 2.4345 2021-07-19 18:48:36,726 - mmaction - INFO - Epoch [73][980/1879] lr: 1.052e-01, eta: 1 day, 1:53:55, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5579, top1_acc: 0.3605, top5_acc: 0.6078, loss_cls: 2.9255, loss: 4.4834, grad_norm: 2.4404 2021-07-19 18:48:49,646 - mmaction - INFO - Epoch [73][1000/1879] lr: 1.052e-01, eta: 1 day, 1:53:42, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.6181, top1_acc: 0.3430, top5_acc: 0.5836, loss_cls: 3.0668, loss: 4.6849, grad_norm: 2.4109 2021-07-19 18:49:01,688 - mmaction - INFO - Epoch [73][1020/1879] lr: 1.051e-01, eta: 1 day, 1:53:29, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.6094, top1_acc: 0.3539, top5_acc: 0.5984, loss_cls: 2.9924, loss: 4.6018, grad_norm: 2.4103 2021-07-19 18:49:13,111 - mmaction - INFO - Epoch [73][1040/1879] lr: 1.051e-01, eta: 1 day, 1:53:14, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.5903, top1_acc: 0.3316, top5_acc: 0.6012, loss_cls: 3.0040, loss: 4.5943, grad_norm: 2.4161 2021-07-19 18:49:24,780 - mmaction - INFO - Epoch [73][1060/1879] lr: 1.051e-01, eta: 1 day, 1:53:00, time: 0.582, data_time: 0.001, memory: 6921, loss_aux: 1.5923, top1_acc: 0.3477, top5_acc: 0.5953, loss_cls: 3.0147, loss: 4.6071, grad_norm: 2.4086 2021-07-19 18:49:37,856 - mmaction - INFO - Epoch [73][1080/1879] lr: 1.051e-01, eta: 1 day, 1:52:48, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.5876, top1_acc: 0.3516, top5_acc: 0.5977, loss_cls: 2.9825, loss: 4.5701, grad_norm: 2.3913 2021-07-19 18:49:49,292 - mmaction - INFO - Epoch [73][1100/1879] lr: 1.051e-01, eta: 1 day, 1:52:34, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.5776, top1_acc: 0.3457, top5_acc: 0.5945, loss_cls: 2.9835, loss: 4.5611, grad_norm: 2.4056 2021-07-19 18:50:01,128 - mmaction - INFO - Epoch [73][1120/1879] lr: 1.050e-01, eta: 1 day, 1:52:20, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.5641, top1_acc: 0.3441, top5_acc: 0.6094, loss_cls: 2.9649, loss: 4.5290, grad_norm: 2.4783 2021-07-19 18:50:12,811 - mmaction - INFO - Epoch [73][1140/1879] lr: 1.050e-01, eta: 1 day, 1:52:06, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6241, top1_acc: 0.3316, top5_acc: 0.5777, loss_cls: 3.0769, loss: 4.7011, grad_norm: 2.4203 2021-07-19 18:50:30,133 - mmaction - INFO - Epoch [73][1160/1879] lr: 1.050e-01, eta: 1 day, 1:51:58, time: 0.865, data_time: 0.004, memory: 6921, loss_aux: 1.5922, top1_acc: 0.3387, top5_acc: 0.5832, loss_cls: 3.0267, loss: 4.6188, grad_norm: 2.3799 2021-07-19 18:50:42,141 - mmaction - INFO - Epoch [73][1180/1879] lr: 1.050e-01, eta: 1 day, 1:51:44, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.5959, top1_acc: 0.3484, top5_acc: 0.5965, loss_cls: 2.9752, loss: 4.5711, grad_norm: 2.4500 2021-07-19 18:50:53,623 - mmaction - INFO - Epoch [73][1200/1879] lr: 1.049e-01, eta: 1 day, 1:51:30, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.5771, top1_acc: 0.3484, top5_acc: 0.6121, loss_cls: 2.9347, loss: 4.5118, grad_norm: 2.4227 2021-07-19 18:51:05,039 - mmaction - INFO - Epoch [73][1220/1879] lr: 1.049e-01, eta: 1 day, 1:51:16, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.6132, top1_acc: 0.3332, top5_acc: 0.5875, loss_cls: 3.0249, loss: 4.6381, grad_norm: 2.4417 2021-07-19 18:51:18,068 - mmaction - INFO - Epoch [73][1240/1879] lr: 1.049e-01, eta: 1 day, 1:51:03, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.5926, top1_acc: 0.3609, top5_acc: 0.6039, loss_cls: 3.0052, loss: 4.5978, grad_norm: 2.4075 2021-07-19 18:51:30,222 - mmaction - INFO - Epoch [73][1260/1879] lr: 1.049e-01, eta: 1 day, 1:50:48, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.6255, top1_acc: 0.3289, top5_acc: 0.5777, loss_cls: 3.0838, loss: 4.7093, grad_norm: 2.4178 2021-07-19 18:51:48,669 - mmaction - INFO - Epoch [73][1280/1879] lr: 1.049e-01, eta: 1 day, 1:50:43, time: 0.966, data_time: 0.051, memory: 6921, loss_aux: 1.6264, top1_acc: 0.3418, top5_acc: 0.5809, loss_cls: 3.0725, loss: 4.6989, grad_norm: 2.4412 2021-07-19 18:52:00,378 - mmaction - INFO - Epoch [73][1300/1879] lr: 1.048e-01, eta: 1 day, 1:50:29, time: 0.590, data_time: 0.008, memory: 6921, loss_aux: 1.5547, top1_acc: 0.3508, top5_acc: 0.6105, loss_cls: 2.9348, loss: 4.4895, grad_norm: 2.4202 2021-07-19 18:52:12,084 - mmaction - INFO - Epoch [73][1320/1879] lr: 1.048e-01, eta: 1 day, 1:50:15, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.5959, top1_acc: 0.3512, top5_acc: 0.6102, loss_cls: 2.9835, loss: 4.5794, grad_norm: 2.4373 2021-07-19 18:52:27,870 - mmaction - INFO - Epoch [73][1340/1879] lr: 1.048e-01, eta: 1 day, 1:50:05, time: 0.784, data_time: 0.001, memory: 6921, loss_aux: 1.5932, top1_acc: 0.3332, top5_acc: 0.5945, loss_cls: 2.9810, loss: 4.5742, grad_norm: 2.3885 2021-07-19 18:52:42,685 - mmaction - INFO - Epoch [73][1360/1879] lr: 1.048e-01, eta: 1 day, 1:49:54, time: 0.745, data_time: 0.008, memory: 6921, loss_aux: 1.5978, top1_acc: 0.3500, top5_acc: 0.5910, loss_cls: 3.0239, loss: 4.6217, grad_norm: 2.4168 2021-07-19 18:52:54,313 - mmaction - INFO - Epoch [73][1380/1879] lr: 1.047e-01, eta: 1 day, 1:49:40, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.5882, top1_acc: 0.3398, top5_acc: 0.5883, loss_cls: 2.9961, loss: 4.5843, grad_norm: 2.4513 2021-07-19 18:53:06,186 - mmaction - INFO - Epoch [73][1400/1879] lr: 1.047e-01, eta: 1 day, 1:49:26, time: 0.594, data_time: 0.007, memory: 6921, loss_aux: 1.6072, top1_acc: 0.3395, top5_acc: 0.5887, loss_cls: 3.0098, loss: 4.6170, grad_norm: 2.4357 2021-07-19 18:53:18,066 - mmaction - INFO - Epoch [73][1420/1879] lr: 1.047e-01, eta: 1 day, 1:49:13, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.5998, top1_acc: 0.3371, top5_acc: 0.5828, loss_cls: 3.0107, loss: 4.6105, grad_norm: 2.4077 2021-07-19 18:53:30,065 - mmaction - INFO - Epoch [73][1440/1879] lr: 1.047e-01, eta: 1 day, 1:48:59, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.6024, top1_acc: 0.3430, top5_acc: 0.5977, loss_cls: 3.0026, loss: 4.6050, grad_norm: 2.3997 2021-07-19 18:53:42,893 - mmaction - INFO - Epoch [73][1460/1879] lr: 1.047e-01, eta: 1 day, 1:48:46, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.6043, top1_acc: 0.3402, top5_acc: 0.5855, loss_cls: 3.0227, loss: 4.6271, grad_norm: 2.3911 2021-07-19 18:53:55,066 - mmaction - INFO - Epoch [73][1480/1879] lr: 1.046e-01, eta: 1 day, 1:48:33, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.6003, top1_acc: 0.3477, top5_acc: 0.5875, loss_cls: 3.0210, loss: 4.6213, grad_norm: 2.4139 2021-07-19 18:54:16,994 - mmaction - INFO - Epoch [73][1500/1879] lr: 1.046e-01, eta: 1 day, 1:48:30, time: 1.092, data_time: 0.001, memory: 6921, loss_aux: 1.6305, top1_acc: 0.3352, top5_acc: 0.5906, loss_cls: 3.0468, loss: 4.6773, grad_norm: 2.4331 2021-07-19 18:54:28,462 - mmaction - INFO - Epoch [73][1520/1879] lr: 1.046e-01, eta: 1 day, 1:48:15, time: 0.577, data_time: 0.007, memory: 6921, loss_aux: 1.5874, top1_acc: 0.3457, top5_acc: 0.5941, loss_cls: 2.9812, loss: 4.5686, grad_norm: 2.4737 2021-07-19 18:54:42,481 - mmaction - INFO - Epoch [73][1540/1879] lr: 1.046e-01, eta: 1 day, 1:48:04, time: 0.699, data_time: 0.003, memory: 6921, loss_aux: 1.6078, top1_acc: 0.3500, top5_acc: 0.5930, loss_cls: 2.9961, loss: 4.6040, grad_norm: 2.4390 2021-07-19 18:54:54,039 - mmaction - INFO - Epoch [73][1560/1879] lr: 1.045e-01, eta: 1 day, 1:47:50, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.5751, top1_acc: 0.3441, top5_acc: 0.6062, loss_cls: 2.9467, loss: 4.5218, grad_norm: 2.3871 2021-07-19 18:55:05,679 - mmaction - INFO - Epoch [73][1580/1879] lr: 1.045e-01, eta: 1 day, 1:47:36, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6190, top1_acc: 0.3328, top5_acc: 0.5719, loss_cls: 3.0339, loss: 4.6529, grad_norm: 2.4298 2021-07-19 18:55:19,302 - mmaction - INFO - Epoch [73][1600/1879] lr: 1.045e-01, eta: 1 day, 1:47:24, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 1.6141, top1_acc: 0.3254, top5_acc: 0.5715, loss_cls: 3.0761, loss: 4.6902, grad_norm: 2.5072 2021-07-19 18:55:34,234 - mmaction - INFO - Epoch [73][1620/1879] lr: 1.045e-01, eta: 1 day, 1:47:13, time: 0.747, data_time: 0.006, memory: 6921, loss_aux: 1.6354, top1_acc: 0.3379, top5_acc: 0.5703, loss_cls: 3.0918, loss: 4.7272, grad_norm: 2.4196 2021-07-19 18:55:48,849 - mmaction - INFO - Epoch [73][1640/1879] lr: 1.045e-01, eta: 1 day, 1:47:02, time: 0.730, data_time: 0.005, memory: 6921, loss_aux: 1.6188, top1_acc: 0.3324, top5_acc: 0.5766, loss_cls: 3.0781, loss: 4.6969, grad_norm: 2.4101 2021-07-19 18:56:02,489 - mmaction - INFO - Epoch [73][1660/1879] lr: 1.044e-01, eta: 1 day, 1:46:50, time: 0.684, data_time: 0.005, memory: 6921, loss_aux: 1.6276, top1_acc: 0.3547, top5_acc: 0.5770, loss_cls: 3.0659, loss: 4.6935, grad_norm: 2.3873 2021-07-19 18:56:13,873 - mmaction - INFO - Epoch [73][1680/1879] lr: 1.044e-01, eta: 1 day, 1:46:36, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.6019, top1_acc: 0.3398, top5_acc: 0.5969, loss_cls: 2.9932, loss: 4.5951, grad_norm: 2.3868 2021-07-19 18:56:26,541 - mmaction - INFO - Epoch [73][1700/1879] lr: 1.044e-01, eta: 1 day, 1:46:23, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.5735, top1_acc: 0.3430, top5_acc: 0.5969, loss_cls: 2.9391, loss: 4.5126, grad_norm: 2.3920 2021-07-19 18:56:39,682 - mmaction - INFO - Epoch [73][1720/1879] lr: 1.044e-01, eta: 1 day, 1:46:11, time: 0.661, data_time: 0.008, memory: 6921, loss_aux: 1.6041, top1_acc: 0.3348, top5_acc: 0.5945, loss_cls: 3.0321, loss: 4.6362, grad_norm: 2.4151 2021-07-19 18:56:53,366 - mmaction - INFO - Epoch [73][1740/1879] lr: 1.043e-01, eta: 1 day, 1:45:59, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 1.6087, top1_acc: 0.3422, top5_acc: 0.5934, loss_cls: 3.0007, loss: 4.6094, grad_norm: 2.4383 2021-07-19 18:57:07,836 - mmaction - INFO - Epoch [73][1760/1879] lr: 1.043e-01, eta: 1 day, 1:45:48, time: 0.725, data_time: 0.003, memory: 6921, loss_aux: 1.6007, top1_acc: 0.3387, top5_acc: 0.5828, loss_cls: 3.0363, loss: 4.6370, grad_norm: 2.3893 2021-07-19 18:57:19,172 - mmaction - INFO - Epoch [73][1780/1879] lr: 1.043e-01, eta: 1 day, 1:45:33, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.6174, top1_acc: 0.3371, top5_acc: 0.5824, loss_cls: 3.0395, loss: 4.6569, grad_norm: 2.4050 2021-07-19 18:57:31,435 - mmaction - INFO - Epoch [73][1800/1879] lr: 1.043e-01, eta: 1 day, 1:45:20, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.5980, top1_acc: 0.3434, top5_acc: 0.5930, loss_cls: 3.0416, loss: 4.6396, grad_norm: 2.3956 2021-07-19 18:57:43,647 - mmaction - INFO - Epoch [73][1820/1879] lr: 1.043e-01, eta: 1 day, 1:45:06, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.5907, top1_acc: 0.3316, top5_acc: 0.5941, loss_cls: 2.9902, loss: 4.5809, grad_norm: 2.4475 2021-07-19 18:57:55,791 - mmaction - INFO - Epoch [73][1840/1879] lr: 1.042e-01, eta: 1 day, 1:44:53, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.6149, top1_acc: 0.3355, top5_acc: 0.5762, loss_cls: 3.0489, loss: 4.6638, grad_norm: 2.4451 2021-07-19 18:58:07,959 - mmaction - INFO - Epoch [73][1860/1879] lr: 1.042e-01, eta: 1 day, 1:44:39, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.6023, top1_acc: 0.3500, top5_acc: 0.5953, loss_cls: 3.0144, loss: 4.6167, grad_norm: 2.3983 2021-07-19 18:58:18,447 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-07-19 18:58:39,904 - mmaction - INFO - Epoch [74][20/1879] lr: 1.042e-01, eta: 1 day, 1:44:03, time: 0.726, data_time: 0.146, memory: 6921, loss_aux: 1.5757, top1_acc: 0.3520, top5_acc: 0.6039, loss_cls: 2.9574, loss: 4.5332, grad_norm: 2.4054 2021-07-19 18:58:52,817 - mmaction - INFO - Epoch [74][40/1879] lr: 1.041e-01, eta: 1 day, 1:43:51, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.6073, top1_acc: 0.3410, top5_acc: 0.5836, loss_cls: 3.0389, loss: 4.6462, grad_norm: 2.4171 2021-07-19 18:59:04,175 - mmaction - INFO - Epoch [74][60/1879] lr: 1.041e-01, eta: 1 day, 1:43:36, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3375, top5_acc: 0.5855, loss_cls: 3.0191, loss: 4.6242, grad_norm: 2.4230 2021-07-19 18:59:23,242 - mmaction - INFO - Epoch [74][80/1879] lr: 1.041e-01, eta: 1 day, 1:43:30, time: 0.952, data_time: 0.002, memory: 6921, loss_aux: 1.5881, top1_acc: 0.3430, top5_acc: 0.5949, loss_cls: 2.9769, loss: 4.5650, grad_norm: 2.4390 2021-07-19 18:59:40,637 - mmaction - INFO - Epoch [74][100/1879] lr: 1.041e-01, eta: 1 day, 1:43:22, time: 0.869, data_time: 0.004, memory: 6921, loss_aux: 1.5954, top1_acc: 0.3453, top5_acc: 0.5922, loss_cls: 2.9986, loss: 4.5940, grad_norm: 2.4420 2021-07-19 18:59:52,558 - mmaction - INFO - Epoch [74][120/1879] lr: 1.041e-01, eta: 1 day, 1:43:08, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.5864, top1_acc: 0.3352, top5_acc: 0.5996, loss_cls: 2.9654, loss: 4.5518, grad_norm: 2.4791 2021-07-19 19:00:07,073 - mmaction - INFO - Epoch [74][140/1879] lr: 1.040e-01, eta: 1 day, 1:42:57, time: 0.723, data_time: 0.001, memory: 6921, loss_aux: 1.5744, top1_acc: 0.3637, top5_acc: 0.5996, loss_cls: 2.9380, loss: 4.5123, grad_norm: 2.3919 2021-07-19 19:00:24,302 - mmaction - INFO - Epoch [74][160/1879] lr: 1.040e-01, eta: 1 day, 1:42:49, time: 0.863, data_time: 0.004, memory: 6921, loss_aux: 1.5929, top1_acc: 0.3426, top5_acc: 0.6008, loss_cls: 3.0138, loss: 4.6067, grad_norm: 2.5055 2021-07-19 19:00:35,372 - mmaction - INFO - Epoch [74][180/1879] lr: 1.040e-01, eta: 1 day, 1:42:35, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.5616, top1_acc: 0.3551, top5_acc: 0.6016, loss_cls: 2.9630, loss: 4.5246, grad_norm: 2.4005 2021-07-19 19:00:47,356 - mmaction - INFO - Epoch [74][200/1879] lr: 1.040e-01, eta: 1 day, 1:42:21, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.5691, top1_acc: 0.3445, top5_acc: 0.6047, loss_cls: 2.9387, loss: 4.5078, grad_norm: 2.3868 2021-07-19 19:00:59,713 - mmaction - INFO - Epoch [74][220/1879] lr: 1.039e-01, eta: 1 day, 1:42:08, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.5919, top1_acc: 0.3422, top5_acc: 0.6051, loss_cls: 2.9761, loss: 4.5680, grad_norm: 2.4357 2021-07-19 19:01:17,629 - mmaction - INFO - Epoch [74][240/1879] lr: 1.039e-01, eta: 1 day, 1:42:00, time: 0.895, data_time: 0.003, memory: 6921, loss_aux: 1.5238, top1_acc: 0.3621, top5_acc: 0.6195, loss_cls: 2.8514, loss: 4.3752, grad_norm: 2.4219 2021-07-19 19:01:36,040 - mmaction - INFO - Epoch [74][260/1879] lr: 1.039e-01, eta: 1 day, 1:41:53, time: 0.921, data_time: 0.003, memory: 6921, loss_aux: 1.5724, top1_acc: 0.3578, top5_acc: 0.5977, loss_cls: 2.9577, loss: 4.5302, grad_norm: 2.4532 2021-07-19 19:01:47,930 - mmaction - INFO - Epoch [74][280/1879] lr: 1.039e-01, eta: 1 day, 1:41:39, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.5868, top1_acc: 0.3574, top5_acc: 0.6016, loss_cls: 2.9423, loss: 4.5291, grad_norm: 2.4623 2021-07-19 19:02:01,714 - mmaction - INFO - Epoch [74][300/1879] lr: 1.039e-01, eta: 1 day, 1:41:28, time: 0.688, data_time: 0.001, memory: 6921, loss_aux: 1.6114, top1_acc: 0.3422, top5_acc: 0.5797, loss_cls: 3.0283, loss: 4.6397, grad_norm: 2.4300 2021-07-19 19:02:14,253 - mmaction - INFO - Epoch [74][320/1879] lr: 1.038e-01, eta: 1 day, 1:41:14, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.5628, top1_acc: 0.3715, top5_acc: 0.6082, loss_cls: 2.9167, loss: 4.4795, grad_norm: 2.4367 2021-07-19 19:02:25,608 - mmaction - INFO - Epoch [74][340/1879] lr: 1.038e-01, eta: 1 day, 1:41:00, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.5929, top1_acc: 0.3449, top5_acc: 0.5938, loss_cls: 2.9919, loss: 4.5848, grad_norm: 2.4641 2021-07-19 19:02:40,506 - mmaction - INFO - Epoch [74][360/1879] lr: 1.038e-01, eta: 1 day, 1:40:49, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.5785, top1_acc: 0.3617, top5_acc: 0.5984, loss_cls: 2.9762, loss: 4.5547, grad_norm: 2.4754 2021-07-19 19:02:55,382 - mmaction - INFO - Epoch [74][380/1879] lr: 1.038e-01, eta: 1 day, 1:40:39, time: 0.746, data_time: 0.006, memory: 6921, loss_aux: 1.6218, top1_acc: 0.3359, top5_acc: 0.5852, loss_cls: 3.0175, loss: 4.6393, grad_norm: 2.4579 2021-07-19 19:03:06,357 - mmaction - INFO - Epoch [74][400/1879] lr: 1.037e-01, eta: 1 day, 1:40:24, time: 0.550, data_time: 0.004, memory: 6921, loss_aux: 1.6276, top1_acc: 0.3375, top5_acc: 0.5820, loss_cls: 3.0465, loss: 4.6740, grad_norm: 2.4892 2021-07-19 19:03:17,444 - mmaction - INFO - Epoch [74][420/1879] lr: 1.037e-01, eta: 1 day, 1:40:10, time: 0.554, data_time: 0.001, memory: 6921, loss_aux: 1.5477, top1_acc: 0.3609, top5_acc: 0.6191, loss_cls: 2.9055, loss: 4.4532, grad_norm: 2.4308 2021-07-19 19:03:34,807 - mmaction - INFO - Epoch [74][440/1879] lr: 1.037e-01, eta: 1 day, 1:40:01, time: 0.868, data_time: 0.002, memory: 6921, loss_aux: 1.5882, top1_acc: 0.3559, top5_acc: 0.6016, loss_cls: 2.9769, loss: 4.5651, grad_norm: 2.4604 2021-07-19 19:03:46,171 - mmaction - INFO - Epoch [74][460/1879] lr: 1.037e-01, eta: 1 day, 1:39:47, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.6005, top1_acc: 0.3551, top5_acc: 0.6043, loss_cls: 2.9650, loss: 4.5655, grad_norm: 2.4623 2021-07-19 19:03:59,313 - mmaction - INFO - Epoch [74][480/1879] lr: 1.037e-01, eta: 1 day, 1:39:35, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.6049, top1_acc: 0.3566, top5_acc: 0.5844, loss_cls: 3.0061, loss: 4.6110, grad_norm: 2.4762 2021-07-19 19:04:11,839 - mmaction - INFO - Epoch [74][500/1879] lr: 1.036e-01, eta: 1 day, 1:39:22, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.5878, top1_acc: 0.3496, top5_acc: 0.5953, loss_cls: 2.9849, loss: 4.5727, grad_norm: 2.5186 2021-07-19 19:04:23,155 - mmaction - INFO - Epoch [74][520/1879] lr: 1.036e-01, eta: 1 day, 1:39:07, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5753, top1_acc: 0.3508, top5_acc: 0.6125, loss_cls: 2.9398, loss: 4.5151, grad_norm: 2.4870 2021-07-19 19:04:40,790 - mmaction - INFO - Epoch [74][540/1879] lr: 1.036e-01, eta: 1 day, 1:38:59, time: 0.880, data_time: 0.002, memory: 6921, loss_aux: 1.5904, top1_acc: 0.3438, top5_acc: 0.5992, loss_cls: 2.9540, loss: 4.5444, grad_norm: 2.4537 2021-07-19 19:04:54,277 - mmaction - INFO - Epoch [74][560/1879] lr: 1.036e-01, eta: 1 day, 1:38:45, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.5497, top1_acc: 0.3691, top5_acc: 0.6250, loss_cls: 2.8745, loss: 4.4242, grad_norm: 2.4703 2021-07-19 19:05:09,009 - mmaction - INFO - Epoch [74][580/1879] lr: 1.035e-01, eta: 1 day, 1:38:37, time: 0.826, data_time: 0.093, memory: 6921, loss_aux: 1.6090, top1_acc: 0.3492, top5_acc: 0.5875, loss_cls: 3.0595, loss: 4.6686, grad_norm: 2.4889 2021-07-19 19:05:21,108 - mmaction - INFO - Epoch [74][600/1879] lr: 1.035e-01, eta: 1 day, 1:38:23, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.6062, top1_acc: 0.3344, top5_acc: 0.5746, loss_cls: 3.0485, loss: 4.6546, grad_norm: 2.4574 2021-07-19 19:05:33,304 - mmaction - INFO - Epoch [74][620/1879] lr: 1.035e-01, eta: 1 day, 1:38:10, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.5792, top1_acc: 0.3645, top5_acc: 0.6125, loss_cls: 2.9473, loss: 4.5265, grad_norm: 2.4808 2021-07-19 19:05:45,136 - mmaction - INFO - Epoch [74][640/1879] lr: 1.035e-01, eta: 1 day, 1:37:56, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.5561, top1_acc: 0.3602, top5_acc: 0.6086, loss_cls: 2.9444, loss: 4.5005, grad_norm: 2.4350 2021-07-19 19:06:01,438 - mmaction - INFO - Epoch [74][660/1879] lr: 1.035e-01, eta: 1 day, 1:37:46, time: 0.820, data_time: 0.009, memory: 6921, loss_aux: 1.5931, top1_acc: 0.3434, top5_acc: 0.5980, loss_cls: 3.0090, loss: 4.6021, grad_norm: 2.4403 2021-07-19 19:06:15,525 - mmaction - INFO - Epoch [74][680/1879] lr: 1.034e-01, eta: 1 day, 1:37:35, time: 0.706, data_time: 0.005, memory: 6921, loss_aux: 1.5597, top1_acc: 0.3664, top5_acc: 0.6090, loss_cls: 2.9186, loss: 4.4783, grad_norm: 2.4352 2021-07-19 19:06:34,650 - mmaction - INFO - Epoch [74][700/1879] lr: 1.034e-01, eta: 1 day, 1:37:29, time: 0.954, data_time: 0.003, memory: 6921, loss_aux: 1.5970, top1_acc: 0.3434, top5_acc: 0.5922, loss_cls: 2.9926, loss: 4.5896, grad_norm: 2.4499 2021-07-19 19:06:46,980 - mmaction - INFO - Epoch [74][720/1879] lr: 1.034e-01, eta: 1 day, 1:37:15, time: 0.619, data_time: 0.007, memory: 6921, loss_aux: 1.5847, top1_acc: 0.3574, top5_acc: 0.6027, loss_cls: 2.9488, loss: 4.5335, grad_norm: 2.4830 2021-07-19 19:06:57,978 - mmaction - INFO - Epoch [74][740/1879] lr: 1.034e-01, eta: 1 day, 1:37:01, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.5888, top1_acc: 0.3613, top5_acc: 0.5992, loss_cls: 2.9721, loss: 4.5609, grad_norm: 2.4329 2021-07-19 19:07:10,494 - mmaction - INFO - Epoch [74][760/1879] lr: 1.033e-01, eta: 1 day, 1:36:48, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.5777, top1_acc: 0.3445, top5_acc: 0.6051, loss_cls: 2.9750, loss: 4.5528, grad_norm: 2.4962 2021-07-19 19:07:23,734 - mmaction - INFO - Epoch [74][780/1879] lr: 1.033e-01, eta: 1 day, 1:36:35, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.6067, top1_acc: 0.3340, top5_acc: 0.5879, loss_cls: 3.0381, loss: 4.6449, grad_norm: 2.3877 2021-07-19 19:07:37,821 - mmaction - INFO - Epoch [74][800/1879] lr: 1.033e-01, eta: 1 day, 1:36:24, time: 0.704, data_time: 0.005, memory: 6921, loss_aux: 1.5813, top1_acc: 0.3527, top5_acc: 0.5879, loss_cls: 2.9842, loss: 4.5655, grad_norm: 2.4555 2021-07-19 19:07:52,142 - mmaction - INFO - Epoch [74][820/1879] lr: 1.033e-01, eta: 1 day, 1:36:13, time: 0.716, data_time: 0.004, memory: 6921, loss_aux: 1.5861, top1_acc: 0.3547, top5_acc: 0.5977, loss_cls: 2.9613, loss: 4.5474, grad_norm: 2.4314 2021-07-19 19:08:06,857 - mmaction - INFO - Epoch [74][840/1879] lr: 1.033e-01, eta: 1 day, 1:36:02, time: 0.736, data_time: 0.003, memory: 6921, loss_aux: 1.6077, top1_acc: 0.3383, top5_acc: 0.5898, loss_cls: 3.0232, loss: 4.6309, grad_norm: 2.4674 2021-07-19 19:08:18,544 - mmaction - INFO - Epoch [74][860/1879] lr: 1.032e-01, eta: 1 day, 1:35:48, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.5762, top1_acc: 0.3535, top5_acc: 0.5891, loss_cls: 2.9787, loss: 4.5549, grad_norm: 2.4515 2021-07-19 19:08:32,476 - mmaction - INFO - Epoch [74][880/1879] lr: 1.032e-01, eta: 1 day, 1:35:36, time: 0.695, data_time: 0.003, memory: 6921, loss_aux: 1.6046, top1_acc: 0.3402, top5_acc: 0.5910, loss_cls: 3.0268, loss: 4.6314, grad_norm: 2.5068 2021-07-19 19:08:48,307 - mmaction - INFO - Epoch [74][900/1879] lr: 1.032e-01, eta: 1 day, 1:35:26, time: 0.793, data_time: 0.004, memory: 6921, loss_aux: 1.6009, top1_acc: 0.3496, top5_acc: 0.5820, loss_cls: 3.0523, loss: 4.6531, grad_norm: 2.4829 2021-07-19 19:08:59,981 - mmaction - INFO - Epoch [74][920/1879] lr: 1.032e-01, eta: 1 day, 1:35:12, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.6431, top1_acc: 0.3223, top5_acc: 0.5684, loss_cls: 3.1310, loss: 4.7741, grad_norm: 2.4647 2021-07-19 19:09:12,294 - mmaction - INFO - Epoch [74][940/1879] lr: 1.031e-01, eta: 1 day, 1:34:59, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.6064, top1_acc: 0.3332, top5_acc: 0.5879, loss_cls: 3.0189, loss: 4.6252, grad_norm: 2.4363 2021-07-19 19:09:28,282 - mmaction - INFO - Epoch [74][960/1879] lr: 1.031e-01, eta: 1 day, 1:34:47, time: 0.694, data_time: 0.076, memory: 6921, loss_aux: 1.5856, top1_acc: 0.3566, top5_acc: 0.6000, loss_cls: 2.9569, loss: 4.5425, grad_norm: 2.4066 2021-07-19 19:09:40,414 - mmaction - INFO - Epoch [74][980/1879] lr: 1.031e-01, eta: 1 day, 1:34:36, time: 0.713, data_time: 0.112, memory: 6921, loss_aux: 1.5904, top1_acc: 0.3504, top5_acc: 0.6070, loss_cls: 2.9586, loss: 4.5491, grad_norm: 2.4398 2021-07-19 19:09:52,326 - mmaction - INFO - Epoch [74][1000/1879] lr: 1.031e-01, eta: 1 day, 1:34:22, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.5906, top1_acc: 0.3613, top5_acc: 0.5969, loss_cls: 2.9998, loss: 4.5904, grad_norm: 2.4592 2021-07-19 19:10:08,350 - mmaction - INFO - Epoch [74][1020/1879] lr: 1.031e-01, eta: 1 day, 1:34:13, time: 0.801, data_time: 0.003, memory: 6921, loss_aux: 1.5963, top1_acc: 0.3395, top5_acc: 0.6059, loss_cls: 2.9863, loss: 4.5826, grad_norm: 2.4410 2021-07-19 19:10:20,814 - mmaction - INFO - Epoch [74][1040/1879] lr: 1.030e-01, eta: 1 day, 1:33:59, time: 0.617, data_time: 0.004, memory: 6921, loss_aux: 1.5909, top1_acc: 0.3383, top5_acc: 0.5879, loss_cls: 3.0137, loss: 4.6045, grad_norm: 2.4658 2021-07-19 19:10:32,568 - mmaction - INFO - Epoch [74][1060/1879] lr: 1.030e-01, eta: 1 day, 1:33:46, time: 0.588, data_time: 0.010, memory: 6921, loss_aux: 1.5816, top1_acc: 0.3457, top5_acc: 0.5938, loss_cls: 2.9637, loss: 4.5453, grad_norm: 2.4392 2021-07-19 19:10:48,160 - mmaction - INFO - Epoch [74][1080/1879] lr: 1.030e-01, eta: 1 day, 1:33:36, time: 0.787, data_time: 0.010, memory: 6921, loss_aux: 1.6146, top1_acc: 0.3340, top5_acc: 0.5895, loss_cls: 3.0459, loss: 4.6605, grad_norm: 2.4645 2021-07-19 19:10:59,670 - mmaction - INFO - Epoch [74][1100/1879] lr: 1.030e-01, eta: 1 day, 1:33:22, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.6068, top1_acc: 0.3340, top5_acc: 0.5867, loss_cls: 3.0250, loss: 4.6319, grad_norm: 2.4246 2021-07-19 19:11:13,656 - mmaction - INFO - Epoch [74][1120/1879] lr: 1.029e-01, eta: 1 day, 1:33:10, time: 0.698, data_time: 0.003, memory: 6921, loss_aux: 1.5906, top1_acc: 0.3496, top5_acc: 0.5945, loss_cls: 2.9930, loss: 4.5836, grad_norm: 2.3881 2021-07-19 19:11:25,679 - mmaction - INFO - Epoch [74][1140/1879] lr: 1.029e-01, eta: 1 day, 1:32:56, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.5838, top1_acc: 0.3473, top5_acc: 0.5969, loss_cls: 2.9512, loss: 4.5350, grad_norm: 2.3659 2021-07-19 19:11:37,318 - mmaction - INFO - Epoch [74][1160/1879] lr: 1.029e-01, eta: 1 day, 1:32:42, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.6138, top1_acc: 0.3328, top5_acc: 0.5754, loss_cls: 3.0589, loss: 4.6727, grad_norm: 2.4212 2021-07-19 19:11:49,471 - mmaction - INFO - Epoch [74][1180/1879] lr: 1.029e-01, eta: 1 day, 1:32:29, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.5952, top1_acc: 0.3477, top5_acc: 0.5875, loss_cls: 2.9991, loss: 4.5943, grad_norm: 2.4504 2021-07-19 19:12:03,918 - mmaction - INFO - Epoch [74][1200/1879] lr: 1.029e-01, eta: 1 day, 1:32:18, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.5893, top1_acc: 0.3523, top5_acc: 0.5961, loss_cls: 2.9720, loss: 4.5613, grad_norm: 2.5283 2021-07-19 19:12:17,114 - mmaction - INFO - Epoch [74][1220/1879] lr: 1.028e-01, eta: 1 day, 1:32:05, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 1.5629, top1_acc: 0.3477, top5_acc: 0.6043, loss_cls: 2.9513, loss: 4.5142, grad_norm: 2.4781 2021-07-19 19:12:28,827 - mmaction - INFO - Epoch [74][1240/1879] lr: 1.028e-01, eta: 1 day, 1:31:51, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.5949, top1_acc: 0.3422, top5_acc: 0.5980, loss_cls: 2.9974, loss: 4.5923, grad_norm: 2.4398 2021-07-19 19:12:40,296 - mmaction - INFO - Epoch [74][1260/1879] lr: 1.028e-01, eta: 1 day, 1:31:37, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.5752, top1_acc: 0.3625, top5_acc: 0.6109, loss_cls: 2.9210, loss: 4.4961, grad_norm: 2.4679 2021-07-19 19:12:53,350 - mmaction - INFO - Epoch [74][1280/1879] lr: 1.028e-01, eta: 1 day, 1:31:25, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.5897, top1_acc: 0.3473, top5_acc: 0.5961, loss_cls: 2.9795, loss: 4.5692, grad_norm: 2.4683 2021-07-19 19:13:05,283 - mmaction - INFO - Epoch [74][1300/1879] lr: 1.027e-01, eta: 1 day, 1:31:11, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.5916, top1_acc: 0.3582, top5_acc: 0.5984, loss_cls: 2.9926, loss: 4.5842, grad_norm: 2.4361 2021-07-19 19:13:17,184 - mmaction - INFO - Epoch [74][1320/1879] lr: 1.027e-01, eta: 1 day, 1:30:57, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.5729, top1_acc: 0.3480, top5_acc: 0.6000, loss_cls: 2.9827, loss: 4.5556, grad_norm: 2.4210 2021-07-19 19:13:29,006 - mmaction - INFO - Epoch [74][1340/1879] lr: 1.027e-01, eta: 1 day, 1:30:43, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.5851, top1_acc: 0.3438, top5_acc: 0.5980, loss_cls: 2.9937, loss: 4.5787, grad_norm: 2.4444 2021-07-19 19:13:40,871 - mmaction - INFO - Epoch [74][1360/1879] lr: 1.027e-01, eta: 1 day, 1:30:29, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6298, top1_acc: 0.3293, top5_acc: 0.5879, loss_cls: 3.0626, loss: 4.6924, grad_norm: 2.4726 2021-07-19 19:13:55,339 - mmaction - INFO - Epoch [74][1380/1879] lr: 1.027e-01, eta: 1 day, 1:30:18, time: 0.723, data_time: 0.004, memory: 6921, loss_aux: 1.6140, top1_acc: 0.3398, top5_acc: 0.5895, loss_cls: 3.0299, loss: 4.6439, grad_norm: 2.4122 2021-07-19 19:14:06,413 - mmaction - INFO - Epoch [74][1400/1879] lr: 1.026e-01, eta: 1 day, 1:30:04, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.5609, top1_acc: 0.3605, top5_acc: 0.6039, loss_cls: 2.9229, loss: 4.4839, grad_norm: 2.4314 2021-07-19 19:14:19,616 - mmaction - INFO - Epoch [74][1420/1879] lr: 1.026e-01, eta: 1 day, 1:29:51, time: 0.661, data_time: 0.004, memory: 6921, loss_aux: 1.6157, top1_acc: 0.3320, top5_acc: 0.5855, loss_cls: 3.0369, loss: 4.6527, grad_norm: 2.4574 2021-07-19 19:14:31,450 - mmaction - INFO - Epoch [74][1440/1879] lr: 1.026e-01, eta: 1 day, 1:29:37, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.6193, top1_acc: 0.3340, top5_acc: 0.5816, loss_cls: 3.0683, loss: 4.6877, grad_norm: 2.4559 2021-07-19 19:14:43,004 - mmaction - INFO - Epoch [74][1460/1879] lr: 1.026e-01, eta: 1 day, 1:29:23, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.5774, top1_acc: 0.3594, top5_acc: 0.6109, loss_cls: 2.9516, loss: 4.5290, grad_norm: 2.4446 2021-07-19 19:14:54,661 - mmaction - INFO - Epoch [74][1480/1879] lr: 1.025e-01, eta: 1 day, 1:29:09, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.6193, top1_acc: 0.3457, top5_acc: 0.5906, loss_cls: 3.0556, loss: 4.6749, grad_norm: 2.4506 2021-07-19 19:15:09,401 - mmaction - INFO - Epoch [74][1500/1879] lr: 1.025e-01, eta: 1 day, 1:28:58, time: 0.743, data_time: 0.010, memory: 6921, loss_aux: 1.6085, top1_acc: 0.3371, top5_acc: 0.5910, loss_cls: 3.0371, loss: 4.6456, grad_norm: 2.4606 2021-07-19 19:15:21,148 - mmaction - INFO - Epoch [74][1520/1879] lr: 1.025e-01, eta: 1 day, 1:28:45, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.6175, top1_acc: 0.3371, top5_acc: 0.6027, loss_cls: 3.0082, loss: 4.6257, grad_norm: 2.4002 2021-07-19 19:15:32,475 - mmaction - INFO - Epoch [74][1540/1879] lr: 1.025e-01, eta: 1 day, 1:28:30, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.5628, top1_acc: 0.3438, top5_acc: 0.5992, loss_cls: 2.9587, loss: 4.5215, grad_norm: 2.4347 2021-07-19 19:15:47,310 - mmaction - INFO - Epoch [74][1560/1879] lr: 1.025e-01, eta: 1 day, 1:28:20, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 1.5139, top1_acc: 0.3676, top5_acc: 0.6219, loss_cls: 2.8633, loss: 4.3772, grad_norm: 2.4061 2021-07-19 19:15:59,819 - mmaction - INFO - Epoch [74][1580/1879] lr: 1.024e-01, eta: 1 day, 1:28:06, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.6027, top1_acc: 0.3461, top5_acc: 0.6047, loss_cls: 2.9890, loss: 4.5917, grad_norm: 2.5117 2021-07-19 19:16:16,533 - mmaction - INFO - Epoch [74][1600/1879] lr: 1.024e-01, eta: 1 day, 1:27:58, time: 0.834, data_time: 0.003, memory: 6921, loss_aux: 1.5769, top1_acc: 0.3520, top5_acc: 0.6074, loss_cls: 2.9388, loss: 4.5157, grad_norm: 2.4516 2021-07-19 19:16:38,048 - mmaction - INFO - Epoch [74][1620/1879] lr: 1.024e-01, eta: 1 day, 1:27:54, time: 1.076, data_time: 0.005, memory: 6921, loss_aux: 1.5741, top1_acc: 0.3578, top5_acc: 0.5996, loss_cls: 2.9426, loss: 4.5168, grad_norm: 2.4248 2021-07-19 19:16:50,645 - mmaction - INFO - Epoch [74][1640/1879] lr: 1.024e-01, eta: 1 day, 1:27:41, time: 0.632, data_time: 0.009, memory: 6921, loss_aux: 1.6127, top1_acc: 0.3285, top5_acc: 0.5879, loss_cls: 3.0646, loss: 4.6773, grad_norm: 2.4805 2021-07-19 19:17:03,952 - mmaction - INFO - Epoch [74][1660/1879] lr: 1.023e-01, eta: 1 day, 1:27:28, time: 0.663, data_time: 0.005, memory: 6921, loss_aux: 1.5583, top1_acc: 0.3508, top5_acc: 0.5941, loss_cls: 2.9508, loss: 4.5091, grad_norm: 2.3859 2021-07-19 19:17:19,697 - mmaction - INFO - Epoch [74][1680/1879] lr: 1.023e-01, eta: 1 day, 1:27:19, time: 0.789, data_time: 0.006, memory: 6921, loss_aux: 1.5611, top1_acc: 0.3523, top5_acc: 0.5973, loss_cls: 2.9612, loss: 4.5224, grad_norm: 2.4108 2021-07-19 19:17:31,847 - mmaction - INFO - Epoch [74][1700/1879] lr: 1.023e-01, eta: 1 day, 1:27:05, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.5703, top1_acc: 0.3590, top5_acc: 0.6109, loss_cls: 2.9337, loss: 4.5039, grad_norm: 2.4431 2021-07-19 19:17:43,787 - mmaction - INFO - Epoch [74][1720/1879] lr: 1.023e-01, eta: 1 day, 1:26:51, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.5888, top1_acc: 0.3461, top5_acc: 0.5980, loss_cls: 2.9870, loss: 4.5758, grad_norm: 2.4456 2021-07-19 19:17:55,183 - mmaction - INFO - Epoch [74][1740/1879] lr: 1.023e-01, eta: 1 day, 1:26:37, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.5927, top1_acc: 0.3340, top5_acc: 0.6004, loss_cls: 3.0261, loss: 4.6188, grad_norm: 2.4667 2021-07-19 19:18:07,253 - mmaction - INFO - Epoch [74][1760/1879] lr: 1.022e-01, eta: 1 day, 1:26:24, time: 0.602, data_time: 0.001, memory: 6921, loss_aux: 1.5912, top1_acc: 0.3523, top5_acc: 0.5906, loss_cls: 2.9866, loss: 4.5778, grad_norm: 2.4322 2021-07-19 19:18:19,439 - mmaction - INFO - Epoch [74][1780/1879] lr: 1.022e-01, eta: 1 day, 1:26:10, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.6215, top1_acc: 0.3438, top5_acc: 0.5852, loss_cls: 3.0339, loss: 4.6554, grad_norm: 2.4176 2021-07-19 19:18:32,127 - mmaction - INFO - Epoch [74][1800/1879] lr: 1.022e-01, eta: 1 day, 1:25:57, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.5767, top1_acc: 0.3488, top5_acc: 0.6074, loss_cls: 2.9643, loss: 4.5410, grad_norm: 2.4656 2021-07-19 19:18:43,684 - mmaction - INFO - Epoch [74][1820/1879] lr: 1.022e-01, eta: 1 day, 1:25:43, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.6078, top1_acc: 0.3480, top5_acc: 0.5906, loss_cls: 2.9925, loss: 4.6003, grad_norm: 2.4426 2021-07-19 19:18:55,574 - mmaction - INFO - Epoch [74][1840/1879] lr: 1.021e-01, eta: 1 day, 1:25:29, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.6188, top1_acc: 0.3457, top5_acc: 0.5832, loss_cls: 3.0345, loss: 4.6533, grad_norm: 2.4348 2021-07-19 19:19:07,045 - mmaction - INFO - Epoch [74][1860/1879] lr: 1.021e-01, eta: 1 day, 1:25:15, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.5735, top1_acc: 0.3469, top5_acc: 0.6078, loss_cls: 2.9425, loss: 4.5160, grad_norm: 2.4308 2021-07-19 19:19:17,543 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-07-19 19:19:43,438 - mmaction - INFO - Epoch [75][20/1879] lr: 1.021e-01, eta: 1 day, 1:24:41, time: 0.791, data_time: 0.168, memory: 6921, loss_aux: 1.5982, top1_acc: 0.3438, top5_acc: 0.6059, loss_cls: 2.9839, loss: 4.5821, grad_norm: 2.4611 2021-07-19 19:19:55,381 - mmaction - INFO - Epoch [75][40/1879] lr: 1.021e-01, eta: 1 day, 1:24:27, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.5746, top1_acc: 0.3590, top5_acc: 0.6148, loss_cls: 2.9117, loss: 4.4863, grad_norm: 2.4599 2021-07-19 19:20:14,826 - mmaction - INFO - Epoch [75][60/1879] lr: 1.020e-01, eta: 1 day, 1:24:21, time: 0.969, data_time: 0.002, memory: 6921, loss_aux: 1.6109, top1_acc: 0.3250, top5_acc: 0.5961, loss_cls: 3.0505, loss: 4.6614, grad_norm: 2.4741 2021-07-19 19:20:26,205 - mmaction - INFO - Epoch [75][80/1879] lr: 1.020e-01, eta: 1 day, 1:24:07, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.5911, top1_acc: 0.3441, top5_acc: 0.5941, loss_cls: 2.9868, loss: 4.5779, grad_norm: 2.4805 2021-07-19 19:20:38,040 - mmaction - INFO - Epoch [75][100/1879] lr: 1.020e-01, eta: 1 day, 1:23:53, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.5649, top1_acc: 0.3594, top5_acc: 0.6168, loss_cls: 2.9268, loss: 4.4918, grad_norm: 2.4913 2021-07-19 19:20:49,960 - mmaction - INFO - Epoch [75][120/1879] lr: 1.020e-01, eta: 1 day, 1:23:39, time: 0.595, data_time: 0.001, memory: 6921, loss_aux: 1.5401, top1_acc: 0.3598, top5_acc: 0.6051, loss_cls: 2.8892, loss: 4.4294, grad_norm: 2.5243 2021-07-19 19:21:01,451 - mmaction - INFO - Epoch [75][140/1879] lr: 1.019e-01, eta: 1 day, 1:23:25, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.6156, top1_acc: 0.3410, top5_acc: 0.5957, loss_cls: 3.0232, loss: 4.6387, grad_norm: 2.4636 2021-07-19 19:21:14,576 - mmaction - INFO - Epoch [75][160/1879] lr: 1.019e-01, eta: 1 day, 1:23:12, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.5717, top1_acc: 0.3531, top5_acc: 0.6004, loss_cls: 2.9435, loss: 4.5152, grad_norm: 2.4142 2021-07-19 19:21:32,849 - mmaction - INFO - Epoch [75][180/1879] lr: 1.019e-01, eta: 1 day, 1:23:05, time: 0.912, data_time: 0.003, memory: 6921, loss_aux: 1.6048, top1_acc: 0.3398, top5_acc: 0.5934, loss_cls: 2.9864, loss: 4.5912, grad_norm: 2.5297 2021-07-19 19:21:44,038 - mmaction - INFO - Epoch [75][200/1879] lr: 1.019e-01, eta: 1 day, 1:22:51, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.6002, top1_acc: 0.3324, top5_acc: 0.5852, loss_cls: 3.0550, loss: 4.6552, grad_norm: 2.5032 2021-07-19 19:21:55,761 - mmaction - INFO - Epoch [75][220/1879] lr: 1.019e-01, eta: 1 day, 1:22:37, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.5951, top1_acc: 0.3375, top5_acc: 0.5957, loss_cls: 3.0026, loss: 4.5977, grad_norm: 2.4649 2021-07-19 19:22:08,028 - mmaction - INFO - Epoch [75][240/1879] lr: 1.018e-01, eta: 1 day, 1:22:23, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.6105, top1_acc: 0.3480, top5_acc: 0.5957, loss_cls: 2.9867, loss: 4.5972, grad_norm: 2.4520 2021-07-19 19:22:19,889 - mmaction - INFO - Epoch [75][260/1879] lr: 1.018e-01, eta: 1 day, 1:22:10, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.5581, top1_acc: 0.3566, top5_acc: 0.6145, loss_cls: 2.9212, loss: 4.4792, grad_norm: 2.4092 2021-07-19 19:22:33,293 - mmaction - INFO - Epoch [75][280/1879] lr: 1.018e-01, eta: 1 day, 1:21:57, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.5571, top1_acc: 0.3617, top5_acc: 0.5945, loss_cls: 2.9344, loss: 4.4915, grad_norm: 2.4722 2021-07-19 19:22:45,775 - mmaction - INFO - Epoch [75][300/1879] lr: 1.018e-01, eta: 1 day, 1:21:44, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.5662, top1_acc: 0.3555, top5_acc: 0.6031, loss_cls: 2.9543, loss: 4.5205, grad_norm: 2.4564 2021-07-19 19:22:57,560 - mmaction - INFO - Epoch [75][320/1879] lr: 1.017e-01, eta: 1 day, 1:21:30, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.5830, top1_acc: 0.3461, top5_acc: 0.6031, loss_cls: 2.9738, loss: 4.5568, grad_norm: 2.4815 2021-07-19 19:23:11,958 - mmaction - INFO - Epoch [75][340/1879] lr: 1.017e-01, eta: 1 day, 1:21:19, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.5818, top1_acc: 0.3492, top5_acc: 0.6004, loss_cls: 2.9803, loss: 4.5621, grad_norm: 2.4469 2021-07-19 19:23:24,510 - mmaction - INFO - Epoch [75][360/1879] lr: 1.017e-01, eta: 1 day, 1:21:06, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.5609, top1_acc: 0.3555, top5_acc: 0.6094, loss_cls: 2.9224, loss: 4.4834, grad_norm: 2.4492 2021-07-19 19:23:37,645 - mmaction - INFO - Epoch [75][380/1879] lr: 1.017e-01, eta: 1 day, 1:20:54, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.5976, top1_acc: 0.3535, top5_acc: 0.5969, loss_cls: 2.9678, loss: 4.5653, grad_norm: 2.4766 2021-07-19 19:23:51,050 - mmaction - INFO - Epoch [75][400/1879] lr: 1.016e-01, eta: 1 day, 1:20:41, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.5794, top1_acc: 0.3531, top5_acc: 0.6016, loss_cls: 2.9631, loss: 4.5425, grad_norm: 2.4743 2021-07-19 19:24:02,479 - mmaction - INFO - Epoch [75][420/1879] lr: 1.016e-01, eta: 1 day, 1:20:27, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.5563, top1_acc: 0.3543, top5_acc: 0.6145, loss_cls: 2.9387, loss: 4.4950, grad_norm: 2.4767 2021-07-19 19:24:14,713 - mmaction - INFO - Epoch [75][440/1879] lr: 1.016e-01, eta: 1 day, 1:20:14, time: 0.610, data_time: 0.001, memory: 6921, loss_aux: 1.6191, top1_acc: 0.3410, top5_acc: 0.5910, loss_cls: 3.0503, loss: 4.6694, grad_norm: 2.4864 2021-07-19 19:24:26,399 - mmaction - INFO - Epoch [75][460/1879] lr: 1.016e-01, eta: 1 day, 1:20:00, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.5834, top1_acc: 0.3418, top5_acc: 0.6000, loss_cls: 2.9615, loss: 4.5449, grad_norm: 2.5127 2021-07-19 19:24:38,918 - mmaction - INFO - Epoch [75][480/1879] lr: 1.016e-01, eta: 1 day, 1:19:47, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.5726, top1_acc: 0.3488, top5_acc: 0.6051, loss_cls: 2.9497, loss: 4.5223, grad_norm: 2.4838 2021-07-19 19:24:50,706 - mmaction - INFO - Epoch [75][500/1879] lr: 1.015e-01, eta: 1 day, 1:19:33, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3387, top5_acc: 0.5867, loss_cls: 3.0144, loss: 4.6195, grad_norm: 2.4952 2021-07-19 19:25:02,392 - mmaction - INFO - Epoch [75][520/1879] lr: 1.015e-01, eta: 1 day, 1:19:19, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.5749, top1_acc: 0.3559, top5_acc: 0.5988, loss_cls: 2.9854, loss: 4.5603, grad_norm: 2.4199 2021-07-19 19:25:15,654 - mmaction - INFO - Epoch [75][540/1879] lr: 1.015e-01, eta: 1 day, 1:19:07, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.6165, top1_acc: 0.3359, top5_acc: 0.5867, loss_cls: 3.0382, loss: 4.6547, grad_norm: 2.5218 2021-07-19 19:25:27,555 - mmaction - INFO - Epoch [75][560/1879] lr: 1.015e-01, eta: 1 day, 1:18:53, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.5475, top1_acc: 0.3617, top5_acc: 0.6121, loss_cls: 2.9028, loss: 4.4504, grad_norm: 2.4256 2021-07-19 19:25:39,420 - mmaction - INFO - Epoch [75][580/1879] lr: 1.014e-01, eta: 1 day, 1:18:39, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.5622, top1_acc: 0.3469, top5_acc: 0.6070, loss_cls: 2.9122, loss: 4.4744, grad_norm: 2.4298 2021-07-19 19:25:50,883 - mmaction - INFO - Epoch [75][600/1879] lr: 1.014e-01, eta: 1 day, 1:18:25, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.6263, top1_acc: 0.3410, top5_acc: 0.5805, loss_cls: 3.0368, loss: 4.6631, grad_norm: 2.5198 2021-07-19 19:26:08,648 - mmaction - INFO - Epoch [75][620/1879] lr: 1.014e-01, eta: 1 day, 1:18:17, time: 0.886, data_time: 0.005, memory: 6921, loss_aux: 1.6016, top1_acc: 0.3418, top5_acc: 0.5938, loss_cls: 2.9810, loss: 4.5826, grad_norm: 2.4836 2021-07-19 19:26:25,540 - mmaction - INFO - Epoch [75][640/1879] lr: 1.014e-01, eta: 1 day, 1:18:08, time: 0.842, data_time: 0.005, memory: 6921, loss_aux: 1.5769, top1_acc: 0.3598, top5_acc: 0.6082, loss_cls: 2.9042, loss: 4.4811, grad_norm: 2.4354 2021-07-19 19:26:36,762 - mmaction - INFO - Epoch [75][660/1879] lr: 1.014e-01, eta: 1 day, 1:17:54, time: 0.568, data_time: 0.012, memory: 6921, loss_aux: 1.5707, top1_acc: 0.3633, top5_acc: 0.6031, loss_cls: 2.9453, loss: 4.5161, grad_norm: 2.5003 2021-07-19 19:26:50,823 - mmaction - INFO - Epoch [75][680/1879] lr: 1.013e-01, eta: 1 day, 1:17:42, time: 0.693, data_time: 0.001, memory: 6921, loss_aux: 1.5836, top1_acc: 0.3543, top5_acc: 0.5918, loss_cls: 2.9786, loss: 4.5623, grad_norm: 2.4499 2021-07-19 19:27:05,965 - mmaction - INFO - Epoch [75][700/1879] lr: 1.013e-01, eta: 1 day, 1:17:32, time: 0.766, data_time: 0.012, memory: 6921, loss_aux: 1.5798, top1_acc: 0.3598, top5_acc: 0.6059, loss_cls: 2.9697, loss: 4.5495, grad_norm: 2.4802 2021-07-19 19:27:19,784 - mmaction - INFO - Epoch [75][720/1879] lr: 1.013e-01, eta: 1 day, 1:17:20, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.5700, top1_acc: 0.3492, top5_acc: 0.5988, loss_cls: 2.9402, loss: 4.5103, grad_norm: 2.4690 2021-07-19 19:27:32,435 - mmaction - INFO - Epoch [75][740/1879] lr: 1.013e-01, eta: 1 day, 1:17:07, time: 0.641, data_time: 0.013, memory: 6921, loss_aux: 1.5953, top1_acc: 0.3457, top5_acc: 0.6008, loss_cls: 2.9624, loss: 4.5578, grad_norm: 2.4598 2021-07-19 19:27:43,806 - mmaction - INFO - Epoch [75][760/1879] lr: 1.012e-01, eta: 1 day, 1:16:53, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.5902, top1_acc: 0.3602, top5_acc: 0.5898, loss_cls: 3.0008, loss: 4.5910, grad_norm: 2.4843 2021-07-19 19:27:55,296 - mmaction - INFO - Epoch [75][780/1879] lr: 1.012e-01, eta: 1 day, 1:16:39, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.5714, top1_acc: 0.3406, top5_acc: 0.5992, loss_cls: 2.9649, loss: 4.5363, grad_norm: 2.5217 2021-07-19 19:28:12,539 - mmaction - INFO - Epoch [75][800/1879] lr: 1.012e-01, eta: 1 day, 1:16:30, time: 0.865, data_time: 0.005, memory: 6921, loss_aux: 1.5571, top1_acc: 0.3523, top5_acc: 0.6113, loss_cls: 2.9124, loss: 4.4695, grad_norm: 2.4516 2021-07-19 19:28:23,964 - mmaction - INFO - Epoch [75][820/1879] lr: 1.012e-01, eta: 1 day, 1:16:16, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.6095, top1_acc: 0.3293, top5_acc: 0.5820, loss_cls: 3.0585, loss: 4.6680, grad_norm: 2.4634 2021-07-19 19:28:36,506 - mmaction - INFO - Epoch [75][840/1879] lr: 1.012e-01, eta: 1 day, 1:16:03, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.5726, top1_acc: 0.3520, top5_acc: 0.5996, loss_cls: 2.9321, loss: 4.5046, grad_norm: 2.4945 2021-07-19 19:28:52,519 - mmaction - INFO - Epoch [75][860/1879] lr: 1.011e-01, eta: 1 day, 1:15:53, time: 0.798, data_time: 0.002, memory: 6921, loss_aux: 1.5650, top1_acc: 0.3570, top5_acc: 0.6090, loss_cls: 2.9349, loss: 4.4999, grad_norm: 2.4864 2021-07-19 19:29:04,838 - mmaction - INFO - Epoch [75][880/1879] lr: 1.011e-01, eta: 1 day, 1:15:40, time: 0.618, data_time: 0.005, memory: 6921, loss_aux: 1.6060, top1_acc: 0.3430, top5_acc: 0.6016, loss_cls: 2.9865, loss: 4.5925, grad_norm: 2.5520 2021-07-19 19:29:19,632 - mmaction - INFO - Epoch [75][900/1879] lr: 1.011e-01, eta: 1 day, 1:15:29, time: 0.741, data_time: 0.003, memory: 6921, loss_aux: 1.5698, top1_acc: 0.3484, top5_acc: 0.6043, loss_cls: 2.9369, loss: 4.5066, grad_norm: 2.5248 2021-07-19 19:29:34,056 - mmaction - INFO - Epoch [75][920/1879] lr: 1.011e-01, eta: 1 day, 1:15:18, time: 0.721, data_time: 0.004, memory: 6921, loss_aux: 1.5638, top1_acc: 0.3531, top5_acc: 0.6004, loss_cls: 2.9537, loss: 4.5175, grad_norm: 2.5297 2021-07-19 19:29:45,282 - mmaction - INFO - Epoch [75][940/1879] lr: 1.010e-01, eta: 1 day, 1:15:04, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.6313, top1_acc: 0.3309, top5_acc: 0.5863, loss_cls: 3.0481, loss: 4.6794, grad_norm: 2.5396 2021-07-19 19:29:59,481 - mmaction - INFO - Epoch [75][960/1879] lr: 1.010e-01, eta: 1 day, 1:14:52, time: 0.707, data_time: 0.012, memory: 6921, loss_aux: 1.6039, top1_acc: 0.3297, top5_acc: 0.5930, loss_cls: 3.0433, loss: 4.6471, grad_norm: 2.4787 2021-07-19 19:30:18,532 - mmaction - INFO - Epoch [75][980/1879] lr: 1.010e-01, eta: 1 day, 1:14:46, time: 0.953, data_time: 0.015, memory: 6921, loss_aux: 1.6420, top1_acc: 0.3285, top5_acc: 0.5754, loss_cls: 3.0859, loss: 4.7279, grad_norm: 2.4565 2021-07-19 19:30:30,155 - mmaction - INFO - Epoch [75][1000/1879] lr: 1.010e-01, eta: 1 day, 1:14:32, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.5747, top1_acc: 0.3453, top5_acc: 0.6016, loss_cls: 2.9487, loss: 4.5234, grad_norm: 2.4551 2021-07-19 19:30:42,248 - mmaction - INFO - Epoch [75][1020/1879] lr: 1.010e-01, eta: 1 day, 1:14:18, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.5543, top1_acc: 0.3621, top5_acc: 0.6137, loss_cls: 2.9205, loss: 4.4748, grad_norm: 2.4722 2021-07-19 19:30:54,754 - mmaction - INFO - Epoch [75][1040/1879] lr: 1.009e-01, eta: 1 day, 1:14:05, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.5950, top1_acc: 0.3480, top5_acc: 0.5980, loss_cls: 3.0072, loss: 4.6021, grad_norm: 2.4443 2021-07-19 19:31:10,345 - mmaction - INFO - Epoch [75][1060/1879] lr: 1.009e-01, eta: 1 day, 1:13:55, time: 0.786, data_time: 0.019, memory: 6921, loss_aux: 1.5928, top1_acc: 0.3465, top5_acc: 0.5965, loss_cls: 2.9825, loss: 4.5753, grad_norm: 2.4324 2021-07-19 19:31:22,146 - mmaction - INFO - Epoch [75][1080/1879] lr: 1.009e-01, eta: 1 day, 1:13:41, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.5714, top1_acc: 0.3551, top5_acc: 0.6043, loss_cls: 2.9551, loss: 4.5265, grad_norm: 2.4343 2021-07-19 19:31:34,010 - mmaction - INFO - Epoch [75][1100/1879] lr: 1.009e-01, eta: 1 day, 1:13:28, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.5939, top1_acc: 0.3383, top5_acc: 0.5996, loss_cls: 3.0059, loss: 4.5998, grad_norm: 2.5223 2021-07-19 19:31:45,720 - mmaction - INFO - Epoch [75][1120/1879] lr: 1.008e-01, eta: 1 day, 1:13:14, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.5716, top1_acc: 0.3527, top5_acc: 0.6012, loss_cls: 2.9201, loss: 4.4917, grad_norm: 2.4716 2021-07-19 19:31:59,399 - mmaction - INFO - Epoch [75][1140/1879] lr: 1.008e-01, eta: 1 day, 1:13:02, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.6080, top1_acc: 0.3398, top5_acc: 0.6043, loss_cls: 3.0206, loss: 4.6286, grad_norm: 2.4862 2021-07-19 19:32:10,582 - mmaction - INFO - Epoch [75][1160/1879] lr: 1.008e-01, eta: 1 day, 1:12:47, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.6068, top1_acc: 0.3484, top5_acc: 0.5949, loss_cls: 3.0328, loss: 4.6395, grad_norm: 2.4516 2021-07-19 19:32:22,592 - mmaction - INFO - Epoch [75][1180/1879] lr: 1.008e-01, eta: 1 day, 1:12:33, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.6183, top1_acc: 0.3316, top5_acc: 0.5844, loss_cls: 3.0411, loss: 4.6594, grad_norm: 2.5081 2021-07-19 19:32:33,609 - mmaction - INFO - Epoch [75][1200/1879] lr: 1.008e-01, eta: 1 day, 1:12:19, time: 0.554, data_time: 0.006, memory: 6921, loss_aux: 1.6187, top1_acc: 0.3293, top5_acc: 0.5863, loss_cls: 3.0650, loss: 4.6836, grad_norm: 2.5280 2021-07-19 19:32:49,019 - mmaction - INFO - Epoch [75][1220/1879] lr: 1.007e-01, eta: 1 day, 1:12:09, time: 0.768, data_time: 0.002, memory: 6921, loss_aux: 1.5816, top1_acc: 0.3488, top5_acc: 0.6031, loss_cls: 2.9572, loss: 4.5388, grad_norm: 2.4799 2021-07-19 19:33:00,840 - mmaction - INFO - Epoch [75][1240/1879] lr: 1.007e-01, eta: 1 day, 1:11:55, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.5656, top1_acc: 0.3555, top5_acc: 0.6133, loss_cls: 2.9370, loss: 4.5026, grad_norm: 2.4858 2021-07-19 19:33:15,159 - mmaction - INFO - Epoch [75][1260/1879] lr: 1.007e-01, eta: 1 day, 1:11:44, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.5743, top1_acc: 0.3531, top5_acc: 0.6152, loss_cls: 2.9386, loss: 4.5129, grad_norm: 2.4825 2021-07-19 19:33:26,964 - mmaction - INFO - Epoch [75][1280/1879] lr: 1.007e-01, eta: 1 day, 1:11:30, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.5472, top1_acc: 0.3551, top5_acc: 0.6016, loss_cls: 2.9118, loss: 4.4590, grad_norm: 2.4586 2021-07-19 19:33:38,534 - mmaction - INFO - Epoch [75][1300/1879] lr: 1.006e-01, eta: 1 day, 1:11:16, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.6041, top1_acc: 0.3449, top5_acc: 0.5871, loss_cls: 3.0216, loss: 4.6257, grad_norm: 2.4807 2021-07-19 19:33:53,802 - mmaction - INFO - Epoch [75][1320/1879] lr: 1.006e-01, eta: 1 day, 1:11:05, time: 0.758, data_time: 0.002, memory: 6921, loss_aux: 1.5584, top1_acc: 0.3641, top5_acc: 0.6121, loss_cls: 2.9122, loss: 4.4706, grad_norm: 2.4478 2021-07-19 19:34:08,035 - mmaction - INFO - Epoch [75][1340/1879] lr: 1.006e-01, eta: 1 day, 1:10:54, time: 0.716, data_time: 0.007, memory: 6921, loss_aux: 1.6488, top1_acc: 0.3348, top5_acc: 0.5859, loss_cls: 3.0890, loss: 4.7378, grad_norm: 2.5212 2021-07-19 19:34:19,886 - mmaction - INFO - Epoch [75][1360/1879] lr: 1.006e-01, eta: 1 day, 1:10:40, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.5698, top1_acc: 0.3645, top5_acc: 0.5949, loss_cls: 2.9553, loss: 4.5252, grad_norm: 2.4418 2021-07-19 19:34:31,474 - mmaction - INFO - Epoch [75][1380/1879] lr: 1.006e-01, eta: 1 day, 1:10:26, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5708, top1_acc: 0.3469, top5_acc: 0.6117, loss_cls: 2.9547, loss: 4.5255, grad_norm: 2.4686 2021-07-19 19:34:42,700 - mmaction - INFO - Epoch [75][1400/1879] lr: 1.005e-01, eta: 1 day, 1:10:12, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.6030, top1_acc: 0.3316, top5_acc: 0.5766, loss_cls: 3.0753, loss: 4.6782, grad_norm: 2.4745 2021-07-19 19:34:57,140 - mmaction - INFO - Epoch [75][1420/1879] lr: 1.005e-01, eta: 1 day, 1:10:00, time: 0.722, data_time: 0.004, memory: 6921, loss_aux: 1.6576, top1_acc: 0.3281, top5_acc: 0.5687, loss_cls: 3.1299, loss: 4.7875, grad_norm: 2.4382 2021-07-19 19:35:10,268 - mmaction - INFO - Epoch [75][1440/1879] lr: 1.005e-01, eta: 1 day, 1:09:48, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.5977, top1_acc: 0.3453, top5_acc: 0.5996, loss_cls: 3.0059, loss: 4.6035, grad_norm: 2.4970 2021-07-19 19:35:21,926 - mmaction - INFO - Epoch [75][1460/1879] lr: 1.005e-01, eta: 1 day, 1:09:34, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.5833, top1_acc: 0.3477, top5_acc: 0.5953, loss_cls: 2.9934, loss: 4.5766, grad_norm: 2.4345 2021-07-19 19:35:33,223 - mmaction - INFO - Epoch [75][1480/1879] lr: 1.004e-01, eta: 1 day, 1:09:20, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.5706, top1_acc: 0.3563, top5_acc: 0.5938, loss_cls: 2.9838, loss: 4.5544, grad_norm: 2.4506 2021-07-19 19:35:47,296 - mmaction - INFO - Epoch [75][1500/1879] lr: 1.004e-01, eta: 1 day, 1:09:08, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.5763, top1_acc: 0.3578, top5_acc: 0.6055, loss_cls: 2.9366, loss: 4.5129, grad_norm: 2.4333 2021-07-19 19:35:58,686 - mmaction - INFO - Epoch [75][1520/1879] lr: 1.004e-01, eta: 1 day, 1:08:54, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.6050, top1_acc: 0.3398, top5_acc: 0.5891, loss_cls: 3.0422, loss: 4.6472, grad_norm: 2.4813 2021-07-19 19:36:17,402 - mmaction - INFO - Epoch [75][1540/1879] lr: 1.004e-01, eta: 1 day, 1:08:47, time: 0.936, data_time: 0.005, memory: 6921, loss_aux: 1.5939, top1_acc: 0.3484, top5_acc: 0.5883, loss_cls: 2.9949, loss: 4.5888, grad_norm: 2.4905 2021-07-19 19:36:30,726 - mmaction - INFO - Epoch [75][1560/1879] lr: 1.004e-01, eta: 1 day, 1:08:35, time: 0.666, data_time: 0.035, memory: 6921, loss_aux: 1.6244, top1_acc: 0.3406, top5_acc: 0.5934, loss_cls: 3.0245, loss: 4.6489, grad_norm: 2.4505 2021-07-19 19:36:42,771 - mmaction - INFO - Epoch [75][1580/1879] lr: 1.003e-01, eta: 1 day, 1:08:21, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.5862, top1_acc: 0.3445, top5_acc: 0.5930, loss_cls: 2.9747, loss: 4.5609, grad_norm: 2.4325 2021-07-19 19:36:55,944 - mmaction - INFO - Epoch [75][1600/1879] lr: 1.003e-01, eta: 1 day, 1:08:09, time: 0.659, data_time: 0.004, memory: 6921, loss_aux: 1.5892, top1_acc: 0.3430, top5_acc: 0.5832, loss_cls: 3.0011, loss: 4.5903, grad_norm: 2.4999 2021-07-19 19:37:07,906 - mmaction - INFO - Epoch [75][1620/1879] lr: 1.003e-01, eta: 1 day, 1:07:55, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.6204, top1_acc: 0.3332, top5_acc: 0.5848, loss_cls: 3.0694, loss: 4.6898, grad_norm: 2.4620 2021-07-19 19:37:19,462 - mmaction - INFO - Epoch [75][1640/1879] lr: 1.003e-01, eta: 1 day, 1:07:41, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.5389, top1_acc: 0.3613, top5_acc: 0.6086, loss_cls: 2.8881, loss: 4.4270, grad_norm: 2.4370 2021-07-19 19:37:31,231 - mmaction - INFO - Epoch [75][1660/1879] lr: 1.002e-01, eta: 1 day, 1:07:27, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.5824, top1_acc: 0.3426, top5_acc: 0.5945, loss_cls: 2.9841, loss: 4.5665, grad_norm: 2.4884 2021-07-19 19:37:43,445 - mmaction - INFO - Epoch [75][1680/1879] lr: 1.002e-01, eta: 1 day, 1:07:14, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.5872, top1_acc: 0.3598, top5_acc: 0.5969, loss_cls: 2.9686, loss: 4.5558, grad_norm: 2.4499 2021-07-19 19:37:55,134 - mmaction - INFO - Epoch [75][1700/1879] lr: 1.002e-01, eta: 1 day, 1:07:00, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5849, top1_acc: 0.3465, top5_acc: 0.5926, loss_cls: 3.0018, loss: 4.5867, grad_norm: 2.5077 2021-07-19 19:38:10,735 - mmaction - INFO - Epoch [75][1720/1879] lr: 1.002e-01, eta: 1 day, 1:06:50, time: 0.779, data_time: 0.003, memory: 6921, loss_aux: 1.5886, top1_acc: 0.3473, top5_acc: 0.5984, loss_cls: 2.9715, loss: 4.5601, grad_norm: 2.4800 2021-07-19 19:38:21,901 - mmaction - INFO - Epoch [75][1740/1879] lr: 1.002e-01, eta: 1 day, 1:06:35, time: 0.557, data_time: 0.005, memory: 6921, loss_aux: 1.6073, top1_acc: 0.3441, top5_acc: 0.5934, loss_cls: 3.0180, loss: 4.6252, grad_norm: 2.4940 2021-07-19 19:38:35,098 - mmaction - INFO - Epoch [75][1760/1879] lr: 1.001e-01, eta: 1 day, 1:06:23, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 1.5927, top1_acc: 0.3512, top5_acc: 0.5980, loss_cls: 2.9936, loss: 4.5863, grad_norm: 2.4481 2021-07-19 19:38:47,120 - mmaction - INFO - Epoch [75][1780/1879] lr: 1.001e-01, eta: 1 day, 1:06:09, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.5750, top1_acc: 0.3551, top5_acc: 0.6098, loss_cls: 2.9516, loss: 4.5265, grad_norm: 2.4492 2021-07-19 19:39:06,802 - mmaction - INFO - Epoch [75][1800/1879] lr: 1.001e-01, eta: 1 day, 1:06:03, time: 0.983, data_time: 0.002, memory: 6921, loss_aux: 1.5985, top1_acc: 0.3441, top5_acc: 0.5945, loss_cls: 2.9876, loss: 4.5860, grad_norm: 2.4111 2021-07-19 19:39:20,088 - mmaction - INFO - Epoch [75][1820/1879] lr: 1.001e-01, eta: 1 day, 1:05:51, time: 0.666, data_time: 0.006, memory: 6921, loss_aux: 1.5784, top1_acc: 0.3496, top5_acc: 0.6062, loss_cls: 2.9435, loss: 4.5219, grad_norm: 2.4818 2021-07-19 19:39:41,047 - mmaction - INFO - Epoch [75][1840/1879] lr: 1.000e-01, eta: 1 day, 1:05:46, time: 1.044, data_time: 0.006, memory: 6921, loss_aux: 1.5975, top1_acc: 0.3359, top5_acc: 0.5906, loss_cls: 3.0101, loss: 4.6077, grad_norm: 2.5174 2021-07-19 19:39:54,286 - mmaction - INFO - Epoch [75][1860/1879] lr: 1.000e-01, eta: 1 day, 1:05:34, time: 0.660, data_time: 0.006, memory: 6921, loss_aux: 1.6166, top1_acc: 0.3332, top5_acc: 0.5852, loss_cls: 3.0535, loss: 4.6701, grad_norm: 2.4474 2021-07-19 19:40:07,158 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-07-19 19:40:33,977 - mmaction - INFO - Epoch [76][20/1879] lr: 9.998e-02, eta: 1 day, 1:05:03, time: 0.959, data_time: 0.169, memory: 6921, loss_aux: 1.5783, top1_acc: 0.3539, top5_acc: 0.5973, loss_cls: 2.9490, loss: 4.5274, grad_norm: 2.4765 2021-07-19 19:40:45,631 - mmaction - INFO - Epoch [76][40/1879] lr: 9.996e-02, eta: 1 day, 1:04:49, time: 0.590, data_time: 0.011, memory: 6921, loss_aux: 1.6001, top1_acc: 0.3500, top5_acc: 0.5906, loss_cls: 3.0024, loss: 4.6026, grad_norm: 2.4537 2021-07-19 19:41:02,133 - mmaction - INFO - Epoch [76][60/1879] lr: 9.993e-02, eta: 1 day, 1:04:40, time: 0.824, data_time: 0.001, memory: 6921, loss_aux: 1.5528, top1_acc: 0.3633, top5_acc: 0.6039, loss_cls: 2.9072, loss: 4.4600, grad_norm: 2.4324 2021-07-19 19:41:14,068 - mmaction - INFO - Epoch [76][80/1879] lr: 9.991e-02, eta: 1 day, 1:04:26, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.5878, top1_acc: 0.3398, top5_acc: 0.5988, loss_cls: 2.9896, loss: 4.5774, grad_norm: 2.4481 2021-07-19 19:41:27,217 - mmaction - INFO - Epoch [76][100/1879] lr: 9.989e-02, eta: 1 day, 1:04:14, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.5360, top1_acc: 0.3715, top5_acc: 0.6133, loss_cls: 2.8900, loss: 4.4260, grad_norm: 2.4498 2021-07-19 19:41:43,571 - mmaction - INFO - Epoch [76][120/1879] lr: 9.987e-02, eta: 1 day, 1:04:04, time: 0.818, data_time: 0.005, memory: 6921, loss_aux: 1.5758, top1_acc: 0.3457, top5_acc: 0.6031, loss_cls: 2.9549, loss: 4.5306, grad_norm: 2.4839 2021-07-19 19:41:59,146 - mmaction - INFO - Epoch [76][140/1879] lr: 9.985e-02, eta: 1 day, 1:03:54, time: 0.775, data_time: 0.002, memory: 6921, loss_aux: 1.5873, top1_acc: 0.3566, top5_acc: 0.6062, loss_cls: 2.9566, loss: 4.5439, grad_norm: 2.4405 2021-07-19 19:42:10,647 - mmaction - INFO - Epoch [76][160/1879] lr: 9.982e-02, eta: 1 day, 1:03:40, time: 0.578, data_time: 0.008, memory: 6921, loss_aux: 1.5853, top1_acc: 0.3512, top5_acc: 0.5949, loss_cls: 2.9688, loss: 4.5540, grad_norm: 2.5289 2021-07-19 19:42:24,193 - mmaction - INFO - Epoch [76][180/1879] lr: 9.980e-02, eta: 1 day, 1:03:28, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.5639, top1_acc: 0.3547, top5_acc: 0.6062, loss_cls: 2.9176, loss: 4.4815, grad_norm: 2.5105 2021-07-19 19:42:36,165 - mmaction - INFO - Epoch [76][200/1879] lr: 9.978e-02, eta: 1 day, 1:03:14, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 1.6217, top1_acc: 0.3465, top5_acc: 0.6012, loss_cls: 3.0128, loss: 4.6345, grad_norm: 2.5210 2021-07-19 19:42:47,641 - mmaction - INFO - Epoch [76][220/1879] lr: 9.976e-02, eta: 1 day, 1:03:00, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.5652, top1_acc: 0.3586, top5_acc: 0.6055, loss_cls: 2.9505, loss: 4.5156, grad_norm: 2.4696 2021-07-19 19:42:59,225 - mmaction - INFO - Epoch [76][240/1879] lr: 9.973e-02, eta: 1 day, 1:02:46, time: 0.578, data_time: 0.001, memory: 6921, loss_aux: 1.5726, top1_acc: 0.3500, top5_acc: 0.6082, loss_cls: 2.9314, loss: 4.5040, grad_norm: 2.4987 2021-07-19 19:43:11,950 - mmaction - INFO - Epoch [76][260/1879] lr: 9.971e-02, eta: 1 day, 1:02:33, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.5646, top1_acc: 0.3563, top5_acc: 0.6039, loss_cls: 2.9633, loss: 4.5280, grad_norm: 2.5584 2021-07-19 19:43:23,566 - mmaction - INFO - Epoch [76][280/1879] lr: 9.969e-02, eta: 1 day, 1:02:19, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.6094, top1_acc: 0.3465, top5_acc: 0.5941, loss_cls: 2.9851, loss: 4.5945, grad_norm: 2.4987 2021-07-19 19:43:35,468 - mmaction - INFO - Epoch [76][300/1879] lr: 9.967e-02, eta: 1 day, 1:02:06, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.5817, top1_acc: 0.3574, top5_acc: 0.5934, loss_cls: 2.9884, loss: 4.5701, grad_norm: 2.4553 2021-07-19 19:43:49,693 - mmaction - INFO - Epoch [76][320/1879] lr: 9.964e-02, eta: 1 day, 1:01:54, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.5742, top1_acc: 0.3551, top5_acc: 0.6066, loss_cls: 2.9370, loss: 4.5112, grad_norm: 2.3768 2021-07-19 19:44:01,004 - mmaction - INFO - Epoch [76][340/1879] lr: 9.962e-02, eta: 1 day, 1:01:40, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5895, top1_acc: 0.3445, top5_acc: 0.5980, loss_cls: 2.9790, loss: 4.5685, grad_norm: 2.4547 2021-07-19 19:44:12,716 - mmaction - INFO - Epoch [76][360/1879] lr: 9.960e-02, eta: 1 day, 1:01:26, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5930, top1_acc: 0.3500, top5_acc: 0.6020, loss_cls: 2.9718, loss: 4.5648, grad_norm: 2.4822 2021-07-19 19:44:24,624 - mmaction - INFO - Epoch [76][380/1879] lr: 9.958e-02, eta: 1 day, 1:01:12, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.5801, top1_acc: 0.3500, top5_acc: 0.6094, loss_cls: 2.9393, loss: 4.5194, grad_norm: 2.4788 2021-07-19 19:44:37,152 - mmaction - INFO - Epoch [76][400/1879] lr: 9.956e-02, eta: 1 day, 1:00:59, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.5730, top1_acc: 0.3629, top5_acc: 0.6035, loss_cls: 2.9276, loss: 4.5006, grad_norm: 2.4574 2021-07-19 19:44:48,538 - mmaction - INFO - Epoch [76][420/1879] lr: 9.953e-02, eta: 1 day, 1:00:45, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.5790, top1_acc: 0.3516, top5_acc: 0.5992, loss_cls: 2.9727, loss: 4.5517, grad_norm: 2.5332 2021-07-19 19:45:06,938 - mmaction - INFO - Epoch [76][440/1879] lr: 9.951e-02, eta: 1 day, 1:00:37, time: 0.914, data_time: 0.002, memory: 6921, loss_aux: 1.5738, top1_acc: 0.3555, top5_acc: 0.6102, loss_cls: 2.9440, loss: 4.5178, grad_norm: 2.4619 2021-07-19 19:45:18,326 - mmaction - INFO - Epoch [76][460/1879] lr: 9.949e-02, eta: 1 day, 1:00:23, time: 0.575, data_time: 0.009, memory: 6921, loss_aux: 1.5812, top1_acc: 0.3504, top5_acc: 0.6012, loss_cls: 2.9470, loss: 4.5282, grad_norm: 2.5127 2021-07-19 19:45:30,752 - mmaction - INFO - Epoch [76][480/1879] lr: 9.947e-02, eta: 1 day, 1:00:10, time: 0.620, data_time: 0.001, memory: 6921, loss_aux: 1.5557, top1_acc: 0.3602, top5_acc: 0.5996, loss_cls: 2.9324, loss: 4.4882, grad_norm: 2.5251 2021-07-19 19:45:44,948 - mmaction - INFO - Epoch [76][500/1879] lr: 9.944e-02, eta: 1 day, 0:59:59, time: 0.707, data_time: 0.002, memory: 6921, loss_aux: 1.5591, top1_acc: 0.3500, top5_acc: 0.6074, loss_cls: 2.9170, loss: 4.4761, grad_norm: 2.4408 2021-07-19 19:45:56,517 - mmaction - INFO - Epoch [76][520/1879] lr: 9.942e-02, eta: 1 day, 0:59:45, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.5835, top1_acc: 0.3434, top5_acc: 0.5949, loss_cls: 3.0138, loss: 4.5973, grad_norm: 2.5146 2021-07-19 19:46:08,135 - mmaction - INFO - Epoch [76][540/1879] lr: 9.940e-02, eta: 1 day, 0:59:31, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.5404, top1_acc: 0.3816, top5_acc: 0.6211, loss_cls: 2.8590, loss: 4.3994, grad_norm: 2.4689 2021-07-19 19:46:19,432 - mmaction - INFO - Epoch [76][560/1879] lr: 9.938e-02, eta: 1 day, 0:59:16, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5842, top1_acc: 0.3473, top5_acc: 0.6066, loss_cls: 2.9561, loss: 4.5402, grad_norm: 2.5164 2021-07-19 19:46:35,613 - mmaction - INFO - Epoch [76][580/1879] lr: 9.935e-02, eta: 1 day, 0:59:07, time: 0.808, data_time: 0.002, memory: 6921, loss_aux: 1.5672, top1_acc: 0.3641, top5_acc: 0.6016, loss_cls: 2.9326, loss: 4.4998, grad_norm: 2.4424 2021-07-19 19:46:49,328 - mmaction - INFO - Epoch [76][600/1879] lr: 9.933e-02, eta: 1 day, 0:58:55, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.5681, top1_acc: 0.3566, top5_acc: 0.6160, loss_cls: 2.9239, loss: 4.4921, grad_norm: 2.4663 2021-07-19 19:47:01,107 - mmaction - INFO - Epoch [76][620/1879] lr: 9.931e-02, eta: 1 day, 0:58:41, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.6087, top1_acc: 0.3484, top5_acc: 0.6066, loss_cls: 2.9735, loss: 4.5823, grad_norm: 2.5264 2021-07-19 19:47:18,924 - mmaction - INFO - Epoch [76][640/1879] lr: 9.929e-02, eta: 1 day, 0:58:33, time: 0.891, data_time: 0.005, memory: 6921, loss_aux: 1.5879, top1_acc: 0.3512, top5_acc: 0.5934, loss_cls: 2.9925, loss: 4.5804, grad_norm: 2.5466 2021-07-19 19:47:30,082 - mmaction - INFO - Epoch [76][660/1879] lr: 9.927e-02, eta: 1 day, 0:58:19, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.5964, top1_acc: 0.3418, top5_acc: 0.5918, loss_cls: 3.0114, loss: 4.6078, grad_norm: 2.5244 2021-07-19 19:47:48,752 - mmaction - INFO - Epoch [76][680/1879] lr: 9.924e-02, eta: 1 day, 0:58:12, time: 0.931, data_time: 0.002, memory: 6921, loss_aux: 1.5896, top1_acc: 0.3512, top5_acc: 0.5945, loss_cls: 2.9942, loss: 4.5837, grad_norm: 2.5227 2021-07-19 19:48:00,055 - mmaction - INFO - Epoch [76][700/1879] lr: 9.922e-02, eta: 1 day, 0:57:57, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.5596, top1_acc: 0.3496, top5_acc: 0.6008, loss_cls: 2.9462, loss: 4.5058, grad_norm: 2.4647 2021-07-19 19:48:13,745 - mmaction - INFO - Epoch [76][720/1879] lr: 9.920e-02, eta: 1 day, 0:57:45, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3379, top5_acc: 0.6000, loss_cls: 3.0233, loss: 4.6265, grad_norm: 2.4977 2021-07-19 19:48:26,045 - mmaction - INFO - Epoch [76][740/1879] lr: 9.918e-02, eta: 1 day, 0:57:32, time: 0.618, data_time: 0.006, memory: 6921, loss_aux: 1.5648, top1_acc: 0.3457, top5_acc: 0.6094, loss_cls: 2.9361, loss: 4.5009, grad_norm: 2.5066 2021-07-19 19:48:37,774 - mmaction - INFO - Epoch [76][760/1879] lr: 9.915e-02, eta: 1 day, 0:57:18, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6007, top1_acc: 0.3523, top5_acc: 0.6012, loss_cls: 2.9862, loss: 4.5869, grad_norm: 2.4897 2021-07-19 19:48:49,421 - mmaction - INFO - Epoch [76][780/1879] lr: 9.913e-02, eta: 1 day, 0:57:04, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.6110, top1_acc: 0.3547, top5_acc: 0.5988, loss_cls: 3.0027, loss: 4.6136, grad_norm: 2.4979 2021-07-19 19:49:02,099 - mmaction - INFO - Epoch [76][800/1879] lr: 9.911e-02, eta: 1 day, 0:56:51, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.5855, top1_acc: 0.3352, top5_acc: 0.5945, loss_cls: 2.9908, loss: 4.5763, grad_norm: 2.5007 2021-07-19 19:49:13,966 - mmaction - INFO - Epoch [76][820/1879] lr: 9.909e-02, eta: 1 day, 0:56:37, time: 0.595, data_time: 0.011, memory: 6921, loss_aux: 1.6030, top1_acc: 0.3520, top5_acc: 0.6008, loss_cls: 2.9895, loss: 4.5924, grad_norm: 2.4575 2021-07-19 19:49:28,026 - mmaction - INFO - Epoch [76][840/1879] lr: 9.906e-02, eta: 1 day, 0:56:25, time: 0.679, data_time: 0.004, memory: 6921, loss_aux: 1.5723, top1_acc: 0.3453, top5_acc: 0.6086, loss_cls: 2.9594, loss: 4.5316, grad_norm: 2.4775 2021-07-19 19:49:40,194 - mmaction - INFO - Epoch [76][860/1879] lr: 9.904e-02, eta: 1 day, 0:56:12, time: 0.632, data_time: 0.026, memory: 6921, loss_aux: 1.6212, top1_acc: 0.3320, top5_acc: 0.5793, loss_cls: 3.0542, loss: 4.6754, grad_norm: 2.4532 2021-07-19 19:49:54,856 - mmaction - INFO - Epoch [76][880/1879] lr: 9.902e-02, eta: 1 day, 0:56:01, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.5760, top1_acc: 0.3453, top5_acc: 0.5965, loss_cls: 2.9844, loss: 4.5604, grad_norm: 2.4848 2021-07-19 19:50:07,409 - mmaction - INFO - Epoch [76][900/1879] lr: 9.900e-02, eta: 1 day, 0:55:48, time: 0.628, data_time: 0.005, memory: 6921, loss_aux: 1.5704, top1_acc: 0.3496, top5_acc: 0.5953, loss_cls: 2.9971, loss: 4.5675, grad_norm: 2.4789 2021-07-19 19:50:22,346 - mmaction - INFO - Epoch [76][920/1879] lr: 9.898e-02, eta: 1 day, 0:55:38, time: 0.747, data_time: 0.004, memory: 6921, loss_aux: 1.5789, top1_acc: 0.3504, top5_acc: 0.6020, loss_cls: 2.9486, loss: 4.5276, grad_norm: 2.4509 2021-07-19 19:50:33,771 - mmaction - INFO - Epoch [76][940/1879] lr: 9.895e-02, eta: 1 day, 0:55:23, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.5670, top1_acc: 0.3535, top5_acc: 0.5996, loss_cls: 2.9613, loss: 4.5283, grad_norm: 2.4697 2021-07-19 19:50:46,699 - mmaction - INFO - Epoch [76][960/1879] lr: 9.893e-02, eta: 1 day, 0:55:11, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.5991, top1_acc: 0.3551, top5_acc: 0.5965, loss_cls: 2.9814, loss: 4.5805, grad_norm: 2.5607 2021-07-19 19:50:58,415 - mmaction - INFO - Epoch [76][980/1879] lr: 9.891e-02, eta: 1 day, 0:54:57, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.5997, top1_acc: 0.3473, top5_acc: 0.5910, loss_cls: 2.9961, loss: 4.5958, grad_norm: 2.4880 2021-07-19 19:51:10,254 - mmaction - INFO - Epoch [76][1000/1879] lr: 9.889e-02, eta: 1 day, 0:54:43, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.5822, top1_acc: 0.3512, top5_acc: 0.6031, loss_cls: 2.9667, loss: 4.5490, grad_norm: 2.4651 2021-07-19 19:51:22,202 - mmaction - INFO - Epoch [76][1020/1879] lr: 9.886e-02, eta: 1 day, 0:54:29, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.5655, top1_acc: 0.3527, top5_acc: 0.6055, loss_cls: 2.9350, loss: 4.5005, grad_norm: 2.5071 2021-07-19 19:51:33,829 - mmaction - INFO - Epoch [76][1040/1879] lr: 9.884e-02, eta: 1 day, 0:54:15, time: 0.596, data_time: 0.017, memory: 6921, loss_aux: 1.5984, top1_acc: 0.3414, top5_acc: 0.6023, loss_cls: 2.9991, loss: 4.5975, grad_norm: 2.5012 2021-07-19 19:51:48,583 - mmaction - INFO - Epoch [76][1060/1879] lr: 9.882e-02, eta: 1 day, 0:54:04, time: 0.734, data_time: 0.001, memory: 6921, loss_aux: 1.6039, top1_acc: 0.3402, top5_acc: 0.5961, loss_cls: 3.0069, loss: 4.6108, grad_norm: 2.4728 2021-07-19 19:52:00,118 - mmaction - INFO - Epoch [76][1080/1879] lr: 9.880e-02, eta: 1 day, 0:53:50, time: 0.579, data_time: 0.006, memory: 6921, loss_aux: 1.6227, top1_acc: 0.3375, top5_acc: 0.5840, loss_cls: 3.0548, loss: 4.6774, grad_norm: 2.4369 2021-07-19 19:52:12,340 - mmaction - INFO - Epoch [76][1100/1879] lr: 9.878e-02, eta: 1 day, 0:53:37, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.5772, top1_acc: 0.3570, top5_acc: 0.6000, loss_cls: 2.9580, loss: 4.5352, grad_norm: 2.4924 2021-07-19 19:52:24,162 - mmaction - INFO - Epoch [76][1120/1879] lr: 9.875e-02, eta: 1 day, 0:53:23, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.5939, top1_acc: 0.3445, top5_acc: 0.6164, loss_cls: 2.9746, loss: 4.5685, grad_norm: 2.4631 2021-07-19 19:52:47,212 - mmaction - INFO - Epoch [76][1140/1879] lr: 9.873e-02, eta: 1 day, 0:53:20, time: 1.152, data_time: 0.005, memory: 6921, loss_aux: 1.5811, top1_acc: 0.3598, top5_acc: 0.6016, loss_cls: 2.9659, loss: 4.5470, grad_norm: 2.4557 2021-07-19 19:52:58,249 - mmaction - INFO - Epoch [76][1160/1879] lr: 9.871e-02, eta: 1 day, 0:53:06, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.6005, top1_acc: 0.3500, top5_acc: 0.5902, loss_cls: 3.0199, loss: 4.6204, grad_norm: 2.5091 2021-07-19 19:53:12,848 - mmaction - INFO - Epoch [76][1180/1879] lr: 9.869e-02, eta: 1 day, 0:52:55, time: 0.726, data_time: 0.003, memory: 6921, loss_aux: 1.6005, top1_acc: 0.3332, top5_acc: 0.5895, loss_cls: 3.0392, loss: 4.6398, grad_norm: 2.5055 2021-07-19 19:53:25,416 - mmaction - INFO - Epoch [76][1200/1879] lr: 9.866e-02, eta: 1 day, 0:52:42, time: 0.631, data_time: 0.007, memory: 6921, loss_aux: 1.6173, top1_acc: 0.3324, top5_acc: 0.5871, loss_cls: 3.0429, loss: 4.6601, grad_norm: 2.4660 2021-07-19 19:53:37,168 - mmaction - INFO - Epoch [76][1220/1879] lr: 9.864e-02, eta: 1 day, 0:52:28, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.5638, top1_acc: 0.3430, top5_acc: 0.5988, loss_cls: 2.9660, loss: 4.5299, grad_norm: 2.4021 2021-07-19 19:53:49,412 - mmaction - INFO - Epoch [76][1240/1879] lr: 9.862e-02, eta: 1 day, 0:52:14, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.6210, top1_acc: 0.3449, top5_acc: 0.5926, loss_cls: 3.0368, loss: 4.6579, grad_norm: 2.4550 2021-07-19 19:54:03,905 - mmaction - INFO - Epoch [76][1260/1879] lr: 9.860e-02, eta: 1 day, 0:52:03, time: 0.721, data_time: 0.004, memory: 6921, loss_aux: 1.5941, top1_acc: 0.3371, top5_acc: 0.5949, loss_cls: 3.0098, loss: 4.6039, grad_norm: 2.4965 2021-07-19 19:54:17,792 - mmaction - INFO - Epoch [76][1280/1879] lr: 9.857e-02, eta: 1 day, 0:51:51, time: 0.699, data_time: 0.007, memory: 6921, loss_aux: 1.5572, top1_acc: 0.3484, top5_acc: 0.6082, loss_cls: 2.8976, loss: 4.4549, grad_norm: 2.4942 2021-07-19 19:54:29,624 - mmaction - INFO - Epoch [76][1300/1879] lr: 9.855e-02, eta: 1 day, 0:51:38, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.5856, top1_acc: 0.3457, top5_acc: 0.6012, loss_cls: 2.9543, loss: 4.5399, grad_norm: 2.4680 2021-07-19 19:54:41,426 - mmaction - INFO - Epoch [76][1320/1879] lr: 9.853e-02, eta: 1 day, 0:51:24, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.5766, top1_acc: 0.3543, top5_acc: 0.6012, loss_cls: 2.9749, loss: 4.5515, grad_norm: 2.5027 2021-07-19 19:54:56,751 - mmaction - INFO - Epoch [76][1340/1879] lr: 9.851e-02, eta: 1 day, 0:51:13, time: 0.766, data_time: 0.002, memory: 6921, loss_aux: 1.5685, top1_acc: 0.3621, top5_acc: 0.6129, loss_cls: 2.9347, loss: 4.5032, grad_norm: 2.5052 2021-07-19 19:55:09,086 - mmaction - INFO - Epoch [76][1360/1879] lr: 9.849e-02, eta: 1 day, 0:51:00, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.6233, top1_acc: 0.3461, top5_acc: 0.5820, loss_cls: 3.0403, loss: 4.6636, grad_norm: 2.5181 2021-07-19 19:55:23,388 - mmaction - INFO - Epoch [76][1380/1879] lr: 9.846e-02, eta: 1 day, 0:50:49, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 1.5621, top1_acc: 0.3637, top5_acc: 0.6113, loss_cls: 2.9211, loss: 4.4832, grad_norm: 2.4474 2021-07-19 19:55:36,790 - mmaction - INFO - Epoch [76][1400/1879] lr: 9.844e-02, eta: 1 day, 0:50:37, time: 0.673, data_time: 0.006, memory: 6921, loss_aux: 1.5974, top1_acc: 0.3402, top5_acc: 0.5930, loss_cls: 3.0029, loss: 4.6003, grad_norm: 2.4754 2021-07-19 19:55:49,332 - mmaction - INFO - Epoch [76][1420/1879] lr: 9.842e-02, eta: 1 day, 0:50:23, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.5744, top1_acc: 0.3539, top5_acc: 0.5965, loss_cls: 2.9556, loss: 4.5301, grad_norm: 2.4552 2021-07-19 19:56:00,999 - mmaction - INFO - Epoch [76][1440/1879] lr: 9.840e-02, eta: 1 day, 0:50:10, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.5691, top1_acc: 0.3551, top5_acc: 0.6051, loss_cls: 2.9606, loss: 4.5297, grad_norm: 2.4993 2021-07-19 19:56:11,987 - mmaction - INFO - Epoch [76][1460/1879] lr: 9.837e-02, eta: 1 day, 0:49:55, time: 0.548, data_time: 0.003, memory: 6921, loss_aux: 1.5888, top1_acc: 0.3469, top5_acc: 0.5965, loss_cls: 2.9909, loss: 4.5797, grad_norm: 2.5591 2021-07-19 19:56:26,869 - mmaction - INFO - Epoch [76][1480/1879] lr: 9.835e-02, eta: 1 day, 0:49:44, time: 0.746, data_time: 0.005, memory: 6921, loss_aux: 1.6002, top1_acc: 0.3371, top5_acc: 0.5871, loss_cls: 3.0022, loss: 4.6024, grad_norm: 2.4691 2021-07-19 19:56:40,888 - mmaction - INFO - Epoch [76][1500/1879] lr: 9.833e-02, eta: 1 day, 0:49:32, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.5512, top1_acc: 0.3617, top5_acc: 0.6027, loss_cls: 2.9351, loss: 4.4863, grad_norm: 2.4704 2021-07-19 19:56:54,434 - mmaction - INFO - Epoch [76][1520/1879] lr: 9.831e-02, eta: 1 day, 0:49:20, time: 0.676, data_time: 0.005, memory: 6921, loss_aux: 1.5748, top1_acc: 0.3590, top5_acc: 0.6086, loss_cls: 2.9154, loss: 4.4903, grad_norm: 2.4818 2021-07-19 19:57:07,339 - mmaction - INFO - Epoch [76][1540/1879] lr: 9.828e-02, eta: 1 day, 0:49:08, time: 0.646, data_time: 0.005, memory: 6921, loss_aux: 1.5974, top1_acc: 0.3414, top5_acc: 0.5871, loss_cls: 3.0073, loss: 4.6047, grad_norm: 2.4793 2021-07-19 19:57:19,391 - mmaction - INFO - Epoch [76][1560/1879] lr: 9.826e-02, eta: 1 day, 0:48:54, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.6079, top1_acc: 0.3410, top5_acc: 0.5895, loss_cls: 3.0089, loss: 4.6168, grad_norm: 2.4922 2021-07-19 19:57:30,849 - mmaction - INFO - Epoch [76][1580/1879] lr: 9.824e-02, eta: 1 day, 0:48:40, time: 0.577, data_time: 0.007, memory: 6921, loss_aux: 1.5886, top1_acc: 0.3641, top5_acc: 0.6031, loss_cls: 2.9732, loss: 4.5618, grad_norm: 2.5104 2021-07-19 19:57:46,640 - mmaction - INFO - Epoch [76][1600/1879] lr: 9.822e-02, eta: 1 day, 0:48:30, time: 0.786, data_time: 0.010, memory: 6921, loss_aux: 1.5943, top1_acc: 0.3480, top5_acc: 0.5891, loss_cls: 2.9904, loss: 4.5847, grad_norm: 2.4634 2021-07-19 19:57:59,027 - mmaction - INFO - Epoch [76][1620/1879] lr: 9.820e-02, eta: 1 day, 0:48:17, time: 0.621, data_time: 0.022, memory: 6921, loss_aux: 1.5924, top1_acc: 0.3504, top5_acc: 0.5961, loss_cls: 2.9856, loss: 4.5780, grad_norm: 2.4423 2021-07-19 19:58:11,239 - mmaction - INFO - Epoch [76][1640/1879] lr: 9.817e-02, eta: 1 day, 0:48:03, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.5465, top1_acc: 0.3504, top5_acc: 0.6059, loss_cls: 2.9136, loss: 4.4601, grad_norm: 2.5514 2021-07-19 19:58:22,985 - mmaction - INFO - Epoch [76][1660/1879] lr: 9.815e-02, eta: 1 day, 0:47:49, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.5938, top1_acc: 0.3488, top5_acc: 0.5996, loss_cls: 3.0118, loss: 4.6057, grad_norm: 2.5498 2021-07-19 19:58:38,277 - mmaction - INFO - Epoch [76][1680/1879] lr: 9.813e-02, eta: 1 day, 0:47:39, time: 0.764, data_time: 0.003, memory: 6921, loss_aux: 1.5759, top1_acc: 0.3547, top5_acc: 0.5984, loss_cls: 2.9583, loss: 4.5342, grad_norm: 2.4520 2021-07-19 19:58:50,121 - mmaction - INFO - Epoch [76][1700/1879] lr: 9.811e-02, eta: 1 day, 0:47:25, time: 0.592, data_time: 0.008, memory: 6921, loss_aux: 1.5879, top1_acc: 0.3492, top5_acc: 0.6109, loss_cls: 2.9543, loss: 4.5423, grad_norm: 2.5619 2021-07-19 19:59:01,605 - mmaction - INFO - Epoch [76][1720/1879] lr: 9.808e-02, eta: 1 day, 0:47:11, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.5825, top1_acc: 0.3402, top5_acc: 0.5918, loss_cls: 2.9786, loss: 4.5611, grad_norm: 2.4697 2021-07-19 19:59:18,348 - mmaction - INFO - Epoch [76][1740/1879] lr: 9.806e-02, eta: 1 day, 0:47:02, time: 0.814, data_time: 0.007, memory: 6921, loss_aux: 1.5842, top1_acc: 0.3348, top5_acc: 0.5969, loss_cls: 2.9878, loss: 4.5720, grad_norm: 2.5323 2021-07-19 19:59:31,906 - mmaction - INFO - Epoch [76][1760/1879] lr: 9.804e-02, eta: 1 day, 0:46:50, time: 0.705, data_time: 0.030, memory: 6921, loss_aux: 1.6182, top1_acc: 0.3297, top5_acc: 0.5867, loss_cls: 3.0604, loss: 4.6786, grad_norm: 2.4837 2021-07-19 19:59:48,137 - mmaction - INFO - Epoch [76][1780/1879] lr: 9.802e-02, eta: 1 day, 0:46:40, time: 0.809, data_time: 0.003, memory: 6921, loss_aux: 1.5606, top1_acc: 0.3598, top5_acc: 0.6113, loss_cls: 2.9174, loss: 4.4781, grad_norm: 2.4646 2021-07-19 19:59:59,998 - mmaction - INFO - Epoch [76][1800/1879] lr: 9.799e-02, eta: 1 day, 0:46:27, time: 0.596, data_time: 0.007, memory: 6921, loss_aux: 1.6064, top1_acc: 0.3508, top5_acc: 0.5895, loss_cls: 2.9822, loss: 4.5886, grad_norm: 2.4284 2021-07-19 20:00:16,124 - mmaction - INFO - Epoch [76][1820/1879] lr: 9.797e-02, eta: 1 day, 0:46:17, time: 0.805, data_time: 0.003, memory: 6921, loss_aux: 1.6086, top1_acc: 0.3371, top5_acc: 0.5891, loss_cls: 3.0168, loss: 4.6254, grad_norm: 2.5014 2021-07-19 20:00:29,501 - mmaction - INFO - Epoch [76][1840/1879] lr: 9.795e-02, eta: 1 day, 0:46:05, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.5495, top1_acc: 0.3582, top5_acc: 0.5906, loss_cls: 2.9161, loss: 4.4656, grad_norm: 2.5101 2021-07-19 20:00:41,248 - mmaction - INFO - Epoch [76][1860/1879] lr: 9.793e-02, eta: 1 day, 0:45:51, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.5749, top1_acc: 0.3484, top5_acc: 0.5934, loss_cls: 2.9665, loss: 4.5414, grad_norm: 2.5323 2021-07-19 20:00:53,015 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-07-19 20:01:24,108 - mmaction - INFO - Epoch [77][20/1879] lr: 9.788e-02, eta: 1 day, 0:45:24, time: 1.127, data_time: 0.156, memory: 6921, loss_aux: 1.5653, top1_acc: 0.3594, top5_acc: 0.6062, loss_cls: 2.9192, loss: 4.4844, grad_norm: 2.4563 2021-07-19 20:01:35,644 - mmaction - INFO - Epoch [77][40/1879] lr: 9.786e-02, eta: 1 day, 0:45:10, time: 0.581, data_time: 0.009, memory: 6921, loss_aux: 1.5686, top1_acc: 0.3563, top5_acc: 0.6086, loss_cls: 2.9556, loss: 4.5242, grad_norm: 2.4569 2021-07-19 20:01:47,511 - mmaction - INFO - Epoch [77][60/1879] lr: 9.784e-02, eta: 1 day, 0:44:56, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.5718, top1_acc: 0.3449, top5_acc: 0.6117, loss_cls: 2.9463, loss: 4.5181, grad_norm: 2.4605 2021-07-19 20:01:59,479 - mmaction - INFO - Epoch [77][80/1879] lr: 9.782e-02, eta: 1 day, 0:44:42, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.5519, top1_acc: 0.3770, top5_acc: 0.6117, loss_cls: 2.8682, loss: 4.4201, grad_norm: 2.4838 2021-07-19 20:02:12,946 - mmaction - INFO - Epoch [77][100/1879] lr: 9.780e-02, eta: 1 day, 0:44:30, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.5692, top1_acc: 0.3609, top5_acc: 0.6086, loss_cls: 2.9262, loss: 4.4954, grad_norm: 2.5654 2021-07-19 20:02:28,442 - mmaction - INFO - Epoch [77][120/1879] lr: 9.777e-02, eta: 1 day, 0:44:20, time: 0.773, data_time: 0.005, memory: 6921, loss_aux: 1.5727, top1_acc: 0.3574, top5_acc: 0.5992, loss_cls: 2.9735, loss: 4.5462, grad_norm: 2.5120 2021-07-19 20:02:42,776 - mmaction - INFO - Epoch [77][140/1879] lr: 9.775e-02, eta: 1 day, 0:44:08, time: 0.719, data_time: 0.007, memory: 6921, loss_aux: 1.5655, top1_acc: 0.3566, top5_acc: 0.6109, loss_cls: 2.9082, loss: 4.4737, grad_norm: 2.4878 2021-07-19 20:03:03,121 - mmaction - INFO - Epoch [77][160/1879] lr: 9.773e-02, eta: 1 day, 0:44:03, time: 1.014, data_time: 0.004, memory: 6921, loss_aux: 1.5441, top1_acc: 0.3559, top5_acc: 0.6125, loss_cls: 2.9118, loss: 4.4559, grad_norm: 2.4682 2021-07-19 20:03:14,763 - mmaction - INFO - Epoch [77][180/1879] lr: 9.771e-02, eta: 1 day, 0:43:49, time: 0.586, data_time: 0.007, memory: 6921, loss_aux: 1.5519, top1_acc: 0.3695, top5_acc: 0.6105, loss_cls: 2.8995, loss: 4.4514, grad_norm: 2.4273 2021-07-19 20:03:28,271 - mmaction - INFO - Epoch [77][200/1879] lr: 9.768e-02, eta: 1 day, 0:43:37, time: 0.674, data_time: 0.002, memory: 6921, loss_aux: 1.5668, top1_acc: 0.3605, top5_acc: 0.6031, loss_cls: 2.9398, loss: 4.5066, grad_norm: 2.5056 2021-07-19 20:03:43,417 - mmaction - INFO - Epoch [77][220/1879] lr: 9.766e-02, eta: 1 day, 0:43:26, time: 0.757, data_time: 0.005, memory: 6921, loss_aux: 1.5608, top1_acc: 0.3605, top5_acc: 0.6141, loss_cls: 2.8950, loss: 4.4559, grad_norm: 2.4668 2021-07-19 20:03:55,366 - mmaction - INFO - Epoch [77][240/1879] lr: 9.764e-02, eta: 1 day, 0:43:13, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.5552, top1_acc: 0.3633, top5_acc: 0.6102, loss_cls: 2.8980, loss: 4.4532, grad_norm: 2.4280 2021-07-19 20:04:15,183 - mmaction - INFO - Epoch [77][260/1879] lr: 9.762e-02, eta: 1 day, 0:43:07, time: 0.988, data_time: 0.002, memory: 6921, loss_aux: 1.5748, top1_acc: 0.3504, top5_acc: 0.5984, loss_cls: 2.9596, loss: 4.5345, grad_norm: 2.5796 2021-07-19 20:04:28,297 - mmaction - INFO - Epoch [77][280/1879] lr: 9.759e-02, eta: 1 day, 0:42:54, time: 0.658, data_time: 0.005, memory: 6921, loss_aux: 1.5598, top1_acc: 0.3648, top5_acc: 0.6039, loss_cls: 2.9304, loss: 4.4903, grad_norm: 2.5159 2021-07-19 20:04:39,677 - mmaction - INFO - Epoch [77][300/1879] lr: 9.757e-02, eta: 1 day, 0:42:40, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.5869, top1_acc: 0.3480, top5_acc: 0.5922, loss_cls: 2.9904, loss: 4.5773, grad_norm: 2.5190 2021-07-19 20:04:51,288 - mmaction - INFO - Epoch [77][320/1879] lr: 9.755e-02, eta: 1 day, 0:42:26, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5744, top1_acc: 0.3523, top5_acc: 0.6070, loss_cls: 2.9289, loss: 4.5032, grad_norm: 2.5098 2021-07-19 20:05:10,063 - mmaction - INFO - Epoch [77][340/1879] lr: 9.753e-02, eta: 1 day, 0:42:19, time: 0.931, data_time: 0.005, memory: 6921, loss_aux: 1.5732, top1_acc: 0.3574, top5_acc: 0.6078, loss_cls: 2.9408, loss: 4.5141, grad_norm: 2.4578 2021-07-19 20:05:21,935 - mmaction - INFO - Epoch [77][360/1879] lr: 9.751e-02, eta: 1 day, 0:42:05, time: 0.601, data_time: 0.014, memory: 6921, loss_aux: 1.5628, top1_acc: 0.3703, top5_acc: 0.6117, loss_cls: 2.9257, loss: 4.4885, grad_norm: 2.4568 2021-07-19 20:05:36,345 - mmaction - INFO - Epoch [77][380/1879] lr: 9.748e-02, eta: 1 day, 0:41:54, time: 0.719, data_time: 0.001, memory: 6921, loss_aux: 1.5800, top1_acc: 0.3621, top5_acc: 0.5875, loss_cls: 2.9888, loss: 4.5688, grad_norm: 2.5222 2021-07-19 20:05:47,536 - mmaction - INFO - Epoch [77][400/1879] lr: 9.746e-02, eta: 1 day, 0:41:39, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.5480, top1_acc: 0.3574, top5_acc: 0.6152, loss_cls: 2.9138, loss: 4.4618, grad_norm: 2.5098 2021-07-19 20:06:00,912 - mmaction - INFO - Epoch [77][420/1879] lr: 9.744e-02, eta: 1 day, 0:41:27, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.5611, top1_acc: 0.3520, top5_acc: 0.6109, loss_cls: 2.9233, loss: 4.4843, grad_norm: 2.5395 2021-07-19 20:06:12,074 - mmaction - INFO - Epoch [77][440/1879] lr: 9.742e-02, eta: 1 day, 0:41:13, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.5559, top1_acc: 0.3523, top5_acc: 0.6184, loss_cls: 2.9145, loss: 4.4704, grad_norm: 2.5252 2021-07-19 20:06:23,304 - mmaction - INFO - Epoch [77][460/1879] lr: 9.739e-02, eta: 1 day, 0:40:58, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.5610, top1_acc: 0.3598, top5_acc: 0.6062, loss_cls: 2.9229, loss: 4.4839, grad_norm: 2.5230 2021-07-19 20:06:34,701 - mmaction - INFO - Epoch [77][480/1879] lr: 9.737e-02, eta: 1 day, 0:40:44, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.5428, top1_acc: 0.3730, top5_acc: 0.6145, loss_cls: 2.8759, loss: 4.4187, grad_norm: 2.5780 2021-07-19 20:06:48,418 - mmaction - INFO - Epoch [77][500/1879] lr: 9.735e-02, eta: 1 day, 0:40:32, time: 0.684, data_time: 0.001, memory: 6921, loss_aux: 1.5837, top1_acc: 0.3422, top5_acc: 0.6062, loss_cls: 2.9945, loss: 4.5782, grad_norm: 2.5208 2021-07-19 20:07:00,191 - mmaction - INFO - Epoch [77][520/1879] lr: 9.733e-02, eta: 1 day, 0:40:18, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.6082, top1_acc: 0.3477, top5_acc: 0.5910, loss_cls: 3.0308, loss: 4.6390, grad_norm: 2.5191 2021-07-19 20:07:13,066 - mmaction - INFO - Epoch [77][540/1879] lr: 9.731e-02, eta: 1 day, 0:40:05, time: 0.647, data_time: 0.007, memory: 6921, loss_aux: 1.5475, top1_acc: 0.3641, top5_acc: 0.6129, loss_cls: 2.8960, loss: 4.4435, grad_norm: 2.4636 2021-07-19 20:07:25,591 - mmaction - INFO - Epoch [77][560/1879] lr: 9.728e-02, eta: 1 day, 0:39:52, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.5739, top1_acc: 0.3457, top5_acc: 0.6105, loss_cls: 2.9467, loss: 4.5205, grad_norm: 2.5117 2021-07-19 20:07:36,816 - mmaction - INFO - Epoch [77][580/1879] lr: 9.726e-02, eta: 1 day, 0:39:38, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.5873, top1_acc: 0.3570, top5_acc: 0.5988, loss_cls: 2.9649, loss: 4.5523, grad_norm: 2.4721 2021-07-19 20:07:48,374 - mmaction - INFO - Epoch [77][600/1879] lr: 9.724e-02, eta: 1 day, 0:39:24, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.5441, top1_acc: 0.3672, top5_acc: 0.6238, loss_cls: 2.8675, loss: 4.4116, grad_norm: 2.4820 2021-07-19 20:08:00,993 - mmaction - INFO - Epoch [77][620/1879] lr: 9.722e-02, eta: 1 day, 0:39:11, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.5592, top1_acc: 0.3566, top5_acc: 0.6020, loss_cls: 2.9341, loss: 4.4934, grad_norm: 2.5031 2021-07-19 20:08:16,513 - mmaction - INFO - Epoch [77][640/1879] lr: 9.719e-02, eta: 1 day, 0:39:01, time: 0.775, data_time: 0.002, memory: 6921, loss_aux: 1.5693, top1_acc: 0.3613, top5_acc: 0.5918, loss_cls: 2.9369, loss: 4.5063, grad_norm: 2.4630 2021-07-19 20:08:27,806 - mmaction - INFO - Epoch [77][660/1879] lr: 9.717e-02, eta: 1 day, 0:38:46, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.6108, top1_acc: 0.3375, top5_acc: 0.5684, loss_cls: 3.0867, loss: 4.6975, grad_norm: 2.4998 2021-07-19 20:08:39,583 - mmaction - INFO - Epoch [77][680/1879] lr: 9.715e-02, eta: 1 day, 0:38:33, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5780, top1_acc: 0.3602, top5_acc: 0.6008, loss_cls: 2.9644, loss: 4.5423, grad_norm: 2.4663 2021-07-19 20:08:51,026 - mmaction - INFO - Epoch [77][700/1879] lr: 9.713e-02, eta: 1 day, 0:38:18, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.5479, top1_acc: 0.3559, top5_acc: 0.6152, loss_cls: 2.8863, loss: 4.4341, grad_norm: 2.5278 2021-07-19 20:09:02,943 - mmaction - INFO - Epoch [77][720/1879] lr: 9.710e-02, eta: 1 day, 0:38:05, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.6061, top1_acc: 0.3551, top5_acc: 0.5902, loss_cls: 3.0060, loss: 4.6121, grad_norm: 2.4923 2021-07-19 20:09:15,137 - mmaction - INFO - Epoch [77][740/1879] lr: 9.708e-02, eta: 1 day, 0:37:51, time: 0.609, data_time: 0.001, memory: 6921, loss_aux: 1.5912, top1_acc: 0.3527, top5_acc: 0.6020, loss_cls: 2.9771, loss: 4.5683, grad_norm: 2.4790 2021-07-19 20:09:40,681 - mmaction - INFO - Epoch [77][760/1879] lr: 9.706e-02, eta: 1 day, 0:37:51, time: 1.274, data_time: 0.002, memory: 6921, loss_aux: 1.5781, top1_acc: 0.3715, top5_acc: 0.6074, loss_cls: 2.9526, loss: 4.5307, grad_norm: 2.4922 2021-07-19 20:09:52,357 - mmaction - INFO - Epoch [77][780/1879] lr: 9.704e-02, eta: 1 day, 0:37:37, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.5502, top1_acc: 0.3555, top5_acc: 0.6113, loss_cls: 2.9155, loss: 4.4658, grad_norm: 2.5237 2021-07-19 20:10:04,134 - mmaction - INFO - Epoch [77][800/1879] lr: 9.702e-02, eta: 1 day, 0:37:23, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5752, top1_acc: 0.3559, top5_acc: 0.6047, loss_cls: 2.9529, loss: 4.5280, grad_norm: 2.5513 2021-07-19 20:10:15,721 - mmaction - INFO - Epoch [77][820/1879] lr: 9.699e-02, eta: 1 day, 0:37:09, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5749, top1_acc: 0.3586, top5_acc: 0.6051, loss_cls: 2.9342, loss: 4.5091, grad_norm: 2.4774 2021-07-19 20:10:29,932 - mmaction - INFO - Epoch [77][840/1879] lr: 9.697e-02, eta: 1 day, 0:36:57, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.6032, top1_acc: 0.3453, top5_acc: 0.6004, loss_cls: 3.0140, loss: 4.6172, grad_norm: 2.5389 2021-07-19 20:10:42,885 - mmaction - INFO - Epoch [77][860/1879] lr: 9.695e-02, eta: 1 day, 0:36:45, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.5426, top1_acc: 0.3590, top5_acc: 0.6137, loss_cls: 2.9086, loss: 4.4512, grad_norm: 2.4516 2021-07-19 20:10:54,925 - mmaction - INFO - Epoch [77][880/1879] lr: 9.693e-02, eta: 1 day, 0:36:31, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.5771, top1_acc: 0.3543, top5_acc: 0.5980, loss_cls: 2.9576, loss: 4.5347, grad_norm: 2.5358 2021-07-19 20:11:14,243 - mmaction - INFO - Epoch [77][900/1879] lr: 9.690e-02, eta: 1 day, 0:36:25, time: 0.966, data_time: 0.002, memory: 6921, loss_aux: 1.5636, top1_acc: 0.3629, top5_acc: 0.6078, loss_cls: 2.9174, loss: 4.4810, grad_norm: 2.5012 2021-07-19 20:11:25,950 - mmaction - INFO - Epoch [77][920/1879] lr: 9.688e-02, eta: 1 day, 0:36:11, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5818, top1_acc: 0.3512, top5_acc: 0.6004, loss_cls: 2.9721, loss: 4.5539, grad_norm: 2.4985 2021-07-19 20:11:37,457 - mmaction - INFO - Epoch [77][940/1879] lr: 9.686e-02, eta: 1 day, 0:35:57, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.6052, top1_acc: 0.3547, top5_acc: 0.6039, loss_cls: 2.9820, loss: 4.5872, grad_norm: 2.5327 2021-07-19 20:11:53,245 - mmaction - INFO - Epoch [77][960/1879] lr: 9.684e-02, eta: 1 day, 0:35:47, time: 0.788, data_time: 0.002, memory: 6921, loss_aux: 1.6091, top1_acc: 0.3406, top5_acc: 0.5875, loss_cls: 3.0270, loss: 4.6360, grad_norm: 2.4783 2021-07-19 20:12:04,510 - mmaction - INFO - Epoch [77][980/1879] lr: 9.681e-02, eta: 1 day, 0:35:32, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.5531, top1_acc: 0.3676, top5_acc: 0.6168, loss_cls: 2.9024, loss: 4.4555, grad_norm: 2.3997 2021-07-19 20:12:17,899 - mmaction - INFO - Epoch [77][1000/1879] lr: 9.679e-02, eta: 1 day, 0:35:20, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.5708, top1_acc: 0.3496, top5_acc: 0.6039, loss_cls: 2.9623, loss: 4.5331, grad_norm: 2.4300 2021-07-19 20:12:33,006 - mmaction - INFO - Epoch [77][1020/1879] lr: 9.677e-02, eta: 1 day, 0:35:09, time: 0.754, data_time: 0.006, memory: 6921, loss_aux: 1.5400, top1_acc: 0.3695, top5_acc: 0.6195, loss_cls: 2.8821, loss: 4.4221, grad_norm: 2.5222 2021-07-19 20:12:46,351 - mmaction - INFO - Epoch [77][1040/1879] lr: 9.675e-02, eta: 1 day, 0:34:57, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.5717, top1_acc: 0.3621, top5_acc: 0.6047, loss_cls: 2.9446, loss: 4.5163, grad_norm: 2.5551 2021-07-19 20:12:58,012 - mmaction - INFO - Epoch [77][1060/1879] lr: 9.673e-02, eta: 1 day, 0:34:43, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.5717, top1_acc: 0.3563, top5_acc: 0.6023, loss_cls: 2.9567, loss: 4.5284, grad_norm: 2.5291 2021-07-19 20:13:11,430 - mmaction - INFO - Epoch [77][1080/1879] lr: 9.670e-02, eta: 1 day, 0:34:31, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.5773, top1_acc: 0.3734, top5_acc: 0.6043, loss_cls: 2.9251, loss: 4.5024, grad_norm: 2.5196 2021-07-19 20:13:28,663 - mmaction - INFO - Epoch [77][1100/1879] lr: 9.668e-02, eta: 1 day, 0:34:22, time: 0.859, data_time: 0.002, memory: 6921, loss_aux: 1.5796, top1_acc: 0.3418, top5_acc: 0.6004, loss_cls: 2.9852, loss: 4.5648, grad_norm: 2.4903 2021-07-19 20:13:39,957 - mmaction - INFO - Epoch [77][1120/1879] lr: 9.666e-02, eta: 1 day, 0:34:08, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.5842, top1_acc: 0.3414, top5_acc: 0.5984, loss_cls: 3.0003, loss: 4.5845, grad_norm: 2.4600 2021-07-19 20:13:51,195 - mmaction - INFO - Epoch [77][1140/1879] lr: 9.664e-02, eta: 1 day, 0:33:54, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.5460, top1_acc: 0.3617, top5_acc: 0.6035, loss_cls: 2.9083, loss: 4.4544, grad_norm: 2.5257 2021-07-19 20:14:03,419 - mmaction - INFO - Epoch [77][1160/1879] lr: 9.661e-02, eta: 1 day, 0:33:40, time: 0.611, data_time: 0.008, memory: 6921, loss_aux: 1.6044, top1_acc: 0.3316, top5_acc: 0.5813, loss_cls: 3.0626, loss: 4.6671, grad_norm: 2.5228 2021-07-19 20:14:14,946 - mmaction - INFO - Epoch [77][1180/1879] lr: 9.659e-02, eta: 1 day, 0:33:26, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.5882, top1_acc: 0.3516, top5_acc: 0.5984, loss_cls: 2.9879, loss: 4.5761, grad_norm: 2.5410 2021-07-19 20:14:29,941 - mmaction - INFO - Epoch [77][1200/1879] lr: 9.657e-02, eta: 1 day, 0:33:15, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.5732, top1_acc: 0.3484, top5_acc: 0.5992, loss_cls: 2.9513, loss: 4.5245, grad_norm: 2.5071 2021-07-19 20:14:44,082 - mmaction - INFO - Epoch [77][1220/1879] lr: 9.655e-02, eta: 1 day, 0:33:04, time: 0.707, data_time: 0.004, memory: 6921, loss_aux: 1.5991, top1_acc: 0.3512, top5_acc: 0.5945, loss_cls: 2.9978, loss: 4.5969, grad_norm: 2.4949 2021-07-19 20:14:55,173 - mmaction - INFO - Epoch [77][1240/1879] lr: 9.653e-02, eta: 1 day, 0:32:49, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.5699, top1_acc: 0.3625, top5_acc: 0.6086, loss_cls: 2.9022, loss: 4.4721, grad_norm: 2.5033 2021-07-19 20:15:07,528 - mmaction - INFO - Epoch [77][1260/1879] lr: 9.650e-02, eta: 1 day, 0:32:36, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.5470, top1_acc: 0.3574, top5_acc: 0.6070, loss_cls: 2.9228, loss: 4.4698, grad_norm: 2.4955 2021-07-19 20:15:19,248 - mmaction - INFO - Epoch [77][1280/1879] lr: 9.648e-02, eta: 1 day, 0:32:22, time: 0.604, data_time: 0.021, memory: 6921, loss_aux: 1.5622, top1_acc: 0.3594, top5_acc: 0.6121, loss_cls: 2.9362, loss: 4.4984, grad_norm: 2.4977 2021-07-19 20:15:31,350 - mmaction - INFO - Epoch [77][1300/1879] lr: 9.646e-02, eta: 1 day, 0:32:09, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.5550, top1_acc: 0.3625, top5_acc: 0.6070, loss_cls: 2.9357, loss: 4.4907, grad_norm: 2.4965 2021-07-19 20:15:52,190 - mmaction - INFO - Epoch [77][1320/1879] lr: 9.644e-02, eta: 1 day, 0:32:03, time: 1.039, data_time: 0.002, memory: 6921, loss_aux: 1.5821, top1_acc: 0.3402, top5_acc: 0.5926, loss_cls: 2.9865, loss: 4.5686, grad_norm: 2.4567 2021-07-19 20:16:05,540 - mmaction - INFO - Epoch [77][1340/1879] lr: 9.641e-02, eta: 1 day, 0:31:51, time: 0.670, data_time: 0.005, memory: 6921, loss_aux: 1.5914, top1_acc: 0.3438, top5_acc: 0.5824, loss_cls: 3.0208, loss: 4.6122, grad_norm: 2.5315 2021-07-19 20:16:18,637 - mmaction - INFO - Epoch [77][1360/1879] lr: 9.639e-02, eta: 1 day, 0:31:39, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.5896, top1_acc: 0.3473, top5_acc: 0.6055, loss_cls: 2.9800, loss: 4.5695, grad_norm: 2.4076 2021-07-19 20:16:29,909 - mmaction - INFO - Epoch [77][1380/1879] lr: 9.637e-02, eta: 1 day, 0:31:24, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.5706, top1_acc: 0.3629, top5_acc: 0.5973, loss_cls: 2.9585, loss: 4.5291, grad_norm: 2.4952 2021-07-19 20:16:41,781 - mmaction - INFO - Epoch [77][1400/1879] lr: 9.635e-02, eta: 1 day, 0:31:11, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.5877, top1_acc: 0.3395, top5_acc: 0.5969, loss_cls: 2.9734, loss: 4.5610, grad_norm: 2.4856 2021-07-19 20:16:52,908 - mmaction - INFO - Epoch [77][1420/1879] lr: 9.632e-02, eta: 1 day, 0:30:56, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.5978, top1_acc: 0.3328, top5_acc: 0.5879, loss_cls: 3.0112, loss: 4.6090, grad_norm: 2.5013 2021-07-19 20:17:04,678 - mmaction - INFO - Epoch [77][1440/1879] lr: 9.630e-02, eta: 1 day, 0:30:42, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.6026, top1_acc: 0.3438, top5_acc: 0.6039, loss_cls: 2.9913, loss: 4.5938, grad_norm: 2.4787 2021-07-19 20:17:16,781 - mmaction - INFO - Epoch [77][1460/1879] lr: 9.628e-02, eta: 1 day, 0:30:29, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.5558, top1_acc: 0.3602, top5_acc: 0.6223, loss_cls: 2.8822, loss: 4.4379, grad_norm: 2.4943 2021-07-19 20:17:28,500 - mmaction - INFO - Epoch [77][1480/1879] lr: 9.626e-02, eta: 1 day, 0:30:15, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.5720, top1_acc: 0.3492, top5_acc: 0.6043, loss_cls: 2.9410, loss: 4.5130, grad_norm: 2.4835 2021-07-19 20:17:40,857 - mmaction - INFO - Epoch [77][1500/1879] lr: 9.624e-02, eta: 1 day, 0:30:02, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.5455, top1_acc: 0.3633, top5_acc: 0.6125, loss_cls: 2.8972, loss: 4.4427, grad_norm: 2.4400 2021-07-19 20:17:54,913 - mmaction - INFO - Epoch [77][1520/1879] lr: 9.621e-02, eta: 1 day, 0:29:50, time: 0.701, data_time: 0.002, memory: 6921, loss_aux: 1.6006, top1_acc: 0.3422, top5_acc: 0.5941, loss_cls: 2.9945, loss: 4.5951, grad_norm: 2.5227 2021-07-19 20:18:06,433 - mmaction - INFO - Epoch [77][1540/1879] lr: 9.619e-02, eta: 1 day, 0:29:36, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.5999, top1_acc: 0.3391, top5_acc: 0.5965, loss_cls: 2.9702, loss: 4.5702, grad_norm: 2.6005 2021-07-19 20:18:20,750 - mmaction - INFO - Epoch [77][1560/1879] lr: 9.617e-02, eta: 1 day, 0:29:24, time: 0.715, data_time: 0.003, memory: 6921, loss_aux: 1.5658, top1_acc: 0.3555, top5_acc: 0.6039, loss_cls: 2.9342, loss: 4.5000, grad_norm: 2.5329 2021-07-19 20:18:33,877 - mmaction - INFO - Epoch [77][1580/1879] lr: 9.615e-02, eta: 1 day, 0:29:12, time: 0.652, data_time: 0.006, memory: 6921, loss_aux: 1.5658, top1_acc: 0.3609, top5_acc: 0.6051, loss_cls: 2.9138, loss: 4.4796, grad_norm: 2.4843 2021-07-19 20:18:45,202 - mmaction - INFO - Epoch [77][1600/1879] lr: 9.612e-02, eta: 1 day, 0:28:58, time: 0.571, data_time: 0.007, memory: 6921, loss_aux: 1.5630, top1_acc: 0.3582, top5_acc: 0.6051, loss_cls: 2.9300, loss: 4.4930, grad_norm: 2.4654 2021-07-19 20:18:57,238 - mmaction - INFO - Epoch [77][1620/1879] lr: 9.610e-02, eta: 1 day, 0:28:44, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.5830, top1_acc: 0.3453, top5_acc: 0.6094, loss_cls: 2.9501, loss: 4.5331, grad_norm: 2.5209 2021-07-19 20:19:10,146 - mmaction - INFO - Epoch [77][1640/1879] lr: 9.608e-02, eta: 1 day, 0:28:31, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.6180, top1_acc: 0.3410, top5_acc: 0.5891, loss_cls: 3.0472, loss: 4.6651, grad_norm: 2.5340 2021-07-19 20:19:21,946 - mmaction - INFO - Epoch [77][1660/1879] lr: 9.606e-02, eta: 1 day, 0:28:18, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.5840, top1_acc: 0.3500, top5_acc: 0.6016, loss_cls: 2.9718, loss: 4.5559, grad_norm: 2.5598 2021-07-19 20:19:35,205 - mmaction - INFO - Epoch [77][1680/1879] lr: 9.604e-02, eta: 1 day, 0:28:05, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.5680, top1_acc: 0.3617, top5_acc: 0.6121, loss_cls: 2.9515, loss: 4.5195, grad_norm: 2.4533 2021-07-19 20:19:47,907 - mmaction - INFO - Epoch [77][1700/1879] lr: 9.601e-02, eta: 1 day, 0:27:52, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.6091, top1_acc: 0.3516, top5_acc: 0.5945, loss_cls: 2.9906, loss: 4.5996, grad_norm: 2.5556 2021-07-19 20:19:59,191 - mmaction - INFO - Epoch [77][1720/1879] lr: 9.599e-02, eta: 1 day, 0:27:38, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.6105, top1_acc: 0.3359, top5_acc: 0.5883, loss_cls: 3.0396, loss: 4.6502, grad_norm: 2.6221 2021-07-19 20:20:10,516 - mmaction - INFO - Epoch [77][1740/1879] lr: 9.597e-02, eta: 1 day, 0:27:24, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.5868, top1_acc: 0.3488, top5_acc: 0.6004, loss_cls: 2.9861, loss: 4.5728, grad_norm: 2.4884 2021-07-19 20:20:21,822 - mmaction - INFO - Epoch [77][1760/1879] lr: 9.595e-02, eta: 1 day, 0:27:09, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.5774, top1_acc: 0.3465, top5_acc: 0.5910, loss_cls: 2.9555, loss: 4.5329, grad_norm: 2.5560 2021-07-19 20:20:37,104 - mmaction - INFO - Epoch [77][1780/1879] lr: 9.592e-02, eta: 1 day, 0:26:59, time: 0.763, data_time: 0.001, memory: 6921, loss_aux: 1.5901, top1_acc: 0.3535, top5_acc: 0.6102, loss_cls: 2.9475, loss: 4.5376, grad_norm: 2.4803 2021-07-19 20:20:49,497 - mmaction - INFO - Epoch [77][1800/1879] lr: 9.590e-02, eta: 1 day, 0:26:46, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.5552, top1_acc: 0.3676, top5_acc: 0.6156, loss_cls: 2.9048, loss: 4.4601, grad_norm: 2.4824 2021-07-19 20:21:01,094 - mmaction - INFO - Epoch [77][1820/1879] lr: 9.588e-02, eta: 1 day, 0:26:32, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.5754, top1_acc: 0.3453, top5_acc: 0.6090, loss_cls: 2.9659, loss: 4.5414, grad_norm: 2.5309 2021-07-19 20:21:12,869 - mmaction - INFO - Epoch [77][1840/1879] lr: 9.586e-02, eta: 1 day, 0:26:18, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5477, top1_acc: 0.3520, top5_acc: 0.6227, loss_cls: 2.9099, loss: 4.4577, grad_norm: 2.4783 2021-07-19 20:21:27,878 - mmaction - INFO - Epoch [77][1860/1879] lr: 9.583e-02, eta: 1 day, 0:26:07, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.5786, top1_acc: 0.3598, top5_acc: 0.5961, loss_cls: 2.9688, loss: 4.5474, grad_norm: 2.5094 2021-07-19 20:21:38,030 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-07-19 20:22:00,385 - mmaction - INFO - Epoch [78][20/1879] lr: 9.579e-02, eta: 1 day, 0:25:33, time: 0.783, data_time: 0.186, memory: 6921, loss_aux: 1.5453, top1_acc: 0.3668, top5_acc: 0.6188, loss_cls: 2.8946, loss: 4.4399, grad_norm: 2.5123 2021-07-19 20:22:18,163 - mmaction - INFO - Epoch [78][40/1879] lr: 9.577e-02, eta: 1 day, 0:25:25, time: 0.878, data_time: 0.003, memory: 6921, loss_aux: 1.5683, top1_acc: 0.3520, top5_acc: 0.6055, loss_cls: 2.9394, loss: 4.5077, grad_norm: 2.5654 2021-07-19 20:22:32,471 - mmaction - INFO - Epoch [78][60/1879] lr: 9.575e-02, eta: 1 day, 0:25:14, time: 0.724, data_time: 0.013, memory: 6921, loss_aux: 1.5897, top1_acc: 0.3531, top5_acc: 0.5992, loss_cls: 2.9699, loss: 4.5596, grad_norm: 2.5195 2021-07-19 20:22:45,069 - mmaction - INFO - Epoch [78][80/1879] lr: 9.572e-02, eta: 1 day, 0:25:01, time: 0.631, data_time: 0.005, memory: 6921, loss_aux: 1.5616, top1_acc: 0.3531, top5_acc: 0.5988, loss_cls: 2.9482, loss: 4.5099, grad_norm: 2.5136 2021-07-19 20:22:57,465 - mmaction - INFO - Epoch [78][100/1879] lr: 9.570e-02, eta: 1 day, 0:24:47, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.5705, top1_acc: 0.3582, top5_acc: 0.6090, loss_cls: 2.9091, loss: 4.4796, grad_norm: 2.4777 2021-07-19 20:23:09,502 - mmaction - INFO - Epoch [78][120/1879] lr: 9.568e-02, eta: 1 day, 0:24:34, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.5565, top1_acc: 0.3789, top5_acc: 0.6094, loss_cls: 2.8887, loss: 4.4452, grad_norm: 2.5556 2021-07-19 20:23:21,711 - mmaction - INFO - Epoch [78][140/1879] lr: 9.566e-02, eta: 1 day, 0:24:20, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.5702, top1_acc: 0.3543, top5_acc: 0.5973, loss_cls: 2.9514, loss: 4.5216, grad_norm: 2.5146 2021-07-19 20:23:33,246 - mmaction - INFO - Epoch [78][160/1879] lr: 9.564e-02, eta: 1 day, 0:24:06, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.5563, top1_acc: 0.3563, top5_acc: 0.6125, loss_cls: 2.9268, loss: 4.4832, grad_norm: 2.5241 2021-07-19 20:23:45,262 - mmaction - INFO - Epoch [78][180/1879] lr: 9.561e-02, eta: 1 day, 0:23:53, time: 0.608, data_time: 0.008, memory: 6921, loss_aux: 1.5223, top1_acc: 0.3707, top5_acc: 0.6172, loss_cls: 2.8664, loss: 4.3887, grad_norm: 2.4843 2021-07-19 20:23:56,867 - mmaction - INFO - Epoch [78][200/1879] lr: 9.559e-02, eta: 1 day, 0:23:39, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5579, top1_acc: 0.3559, top5_acc: 0.6078, loss_cls: 2.9289, loss: 4.4868, grad_norm: 2.5623 2021-07-19 20:24:09,169 - mmaction - INFO - Epoch [78][220/1879] lr: 9.557e-02, eta: 1 day, 0:23:26, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 1.5540, top1_acc: 0.3641, top5_acc: 0.6137, loss_cls: 2.9134, loss: 4.4674, grad_norm: 2.5558 2021-07-19 20:24:27,163 - mmaction - INFO - Epoch [78][240/1879] lr: 9.555e-02, eta: 1 day, 0:23:18, time: 0.898, data_time: 0.002, memory: 6921, loss_aux: 1.5424, top1_acc: 0.3715, top5_acc: 0.6133, loss_cls: 2.8765, loss: 4.4188, grad_norm: 2.4734 2021-07-19 20:24:42,465 - mmaction - INFO - Epoch [78][260/1879] lr: 9.552e-02, eta: 1 day, 0:23:07, time: 0.766, data_time: 0.009, memory: 6921, loss_aux: 1.5690, top1_acc: 0.3531, top5_acc: 0.6062, loss_cls: 2.9167, loss: 4.4857, grad_norm: 2.5296 2021-07-19 20:24:53,641 - mmaction - INFO - Epoch [78][280/1879] lr: 9.550e-02, eta: 1 day, 0:22:53, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.6238, top1_acc: 0.3422, top5_acc: 0.5902, loss_cls: 3.0222, loss: 4.6460, grad_norm: 2.5534 2021-07-19 20:25:10,144 - mmaction - INFO - Epoch [78][300/1879] lr: 9.548e-02, eta: 1 day, 0:22:43, time: 0.825, data_time: 0.005, memory: 6921, loss_aux: 1.5723, top1_acc: 0.3543, top5_acc: 0.6066, loss_cls: 2.9428, loss: 4.5151, grad_norm: 2.5375 2021-07-19 20:25:23,576 - mmaction - INFO - Epoch [78][320/1879] lr: 9.546e-02, eta: 1 day, 0:22:31, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.5910, top1_acc: 0.3629, top5_acc: 0.6016, loss_cls: 2.9591, loss: 4.5500, grad_norm: 2.5462 2021-07-19 20:25:35,557 - mmaction - INFO - Epoch [78][340/1879] lr: 9.543e-02, eta: 1 day, 0:22:18, time: 0.604, data_time: 0.007, memory: 6921, loss_aux: 1.5661, top1_acc: 0.3613, top5_acc: 0.6078, loss_cls: 2.9156, loss: 4.4817, grad_norm: 2.5108 2021-07-19 20:25:48,215 - mmaction - INFO - Epoch [78][360/1879] lr: 9.541e-02, eta: 1 day, 0:22:05, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.5784, top1_acc: 0.3637, top5_acc: 0.6059, loss_cls: 2.9364, loss: 4.5148, grad_norm: 2.5564 2021-07-19 20:25:59,654 - mmaction - INFO - Epoch [78][380/1879] lr: 9.539e-02, eta: 1 day, 0:21:50, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5991, top1_acc: 0.3570, top5_acc: 0.5887, loss_cls: 2.9929, loss: 4.5920, grad_norm: 2.4964 2021-07-19 20:26:14,885 - mmaction - INFO - Epoch [78][400/1879] lr: 9.537e-02, eta: 1 day, 0:21:40, time: 0.757, data_time: 0.001, memory: 6921, loss_aux: 1.5742, top1_acc: 0.3551, top5_acc: 0.5906, loss_cls: 2.9787, loss: 4.5529, grad_norm: 2.5488 2021-07-19 20:26:29,081 - mmaction - INFO - Epoch [78][420/1879] lr: 9.535e-02, eta: 1 day, 0:21:28, time: 0.711, data_time: 0.006, memory: 6921, loss_aux: 1.5565, top1_acc: 0.3629, top5_acc: 0.6078, loss_cls: 2.9125, loss: 4.4690, grad_norm: 2.5001 2021-07-19 20:26:41,856 - mmaction - INFO - Epoch [78][440/1879] lr: 9.532e-02, eta: 1 day, 0:21:15, time: 0.640, data_time: 0.006, memory: 6921, loss_aux: 1.5429, top1_acc: 0.3742, top5_acc: 0.6141, loss_cls: 2.8842, loss: 4.4271, grad_norm: 2.5232 2021-07-19 20:26:53,599 - mmaction - INFO - Epoch [78][460/1879] lr: 9.530e-02, eta: 1 day, 0:21:02, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.5617, top1_acc: 0.3512, top5_acc: 0.6078, loss_cls: 2.9194, loss: 4.4811, grad_norm: 2.4971 2021-07-19 20:27:05,585 - mmaction - INFO - Epoch [78][480/1879] lr: 9.528e-02, eta: 1 day, 0:20:48, time: 0.598, data_time: 0.001, memory: 6921, loss_aux: 1.5464, top1_acc: 0.3551, top5_acc: 0.6176, loss_cls: 2.8764, loss: 4.4227, grad_norm: 2.4707 2021-07-19 20:27:17,647 - mmaction - INFO - Epoch [78][500/1879] lr: 9.526e-02, eta: 1 day, 0:20:34, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.5266, top1_acc: 0.3590, top5_acc: 0.6137, loss_cls: 2.8596, loss: 4.3861, grad_norm: 2.4880 2021-07-19 20:27:33,568 - mmaction - INFO - Epoch [78][520/1879] lr: 9.523e-02, eta: 1 day, 0:20:24, time: 0.798, data_time: 0.008, memory: 6921, loss_aux: 1.5672, top1_acc: 0.3512, top5_acc: 0.5938, loss_cls: 2.9470, loss: 4.5142, grad_norm: 2.5424 2021-07-19 20:27:46,240 - mmaction - INFO - Epoch [78][540/1879] lr: 9.521e-02, eta: 1 day, 0:20:12, time: 0.638, data_time: 0.013, memory: 6921, loss_aux: 1.5969, top1_acc: 0.3293, top5_acc: 0.5910, loss_cls: 3.0185, loss: 4.6154, grad_norm: 2.5511 2021-07-19 20:28:00,501 - mmaction - INFO - Epoch [78][560/1879] lr: 9.519e-02, eta: 1 day, 0:20:00, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.5461, top1_acc: 0.3660, top5_acc: 0.6137, loss_cls: 2.8927, loss: 4.4388, grad_norm: 2.4739 2021-07-19 20:28:14,287 - mmaction - INFO - Epoch [78][580/1879] lr: 9.517e-02, eta: 1 day, 0:19:48, time: 0.692, data_time: 0.004, memory: 6921, loss_aux: 1.5385, top1_acc: 0.3668, top5_acc: 0.6172, loss_cls: 2.8794, loss: 4.4178, grad_norm: 2.5734 2021-07-19 20:28:26,352 - mmaction - INFO - Epoch [78][600/1879] lr: 9.515e-02, eta: 1 day, 0:19:35, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.5867, top1_acc: 0.3605, top5_acc: 0.6027, loss_cls: 2.9198, loss: 4.5066, grad_norm: 2.5127 2021-07-19 20:28:38,666 - mmaction - INFO - Epoch [78][620/1879] lr: 9.512e-02, eta: 1 day, 0:19:21, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.5708, top1_acc: 0.3555, top5_acc: 0.6168, loss_cls: 2.9201, loss: 4.4909, grad_norm: 2.5442 2021-07-19 20:28:51,272 - mmaction - INFO - Epoch [78][640/1879] lr: 9.510e-02, eta: 1 day, 0:19:08, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.5593, top1_acc: 0.3430, top5_acc: 0.6152, loss_cls: 2.9299, loss: 4.4892, grad_norm: 2.5446 2021-07-19 20:29:02,818 - mmaction - INFO - Epoch [78][660/1879] lr: 9.508e-02, eta: 1 day, 0:18:54, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.5716, top1_acc: 0.3570, top5_acc: 0.6121, loss_cls: 2.9489, loss: 4.5205, grad_norm: 2.5069 2021-07-19 20:29:15,617 - mmaction - INFO - Epoch [78][680/1879] lr: 9.506e-02, eta: 1 day, 0:18:41, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 1.5149, top1_acc: 0.3656, top5_acc: 0.6195, loss_cls: 2.8312, loss: 4.3461, grad_norm: 2.5066 2021-07-19 20:29:41,074 - mmaction - INFO - Epoch [78][700/1879] lr: 9.503e-02, eta: 1 day, 0:18:40, time: 1.273, data_time: 0.006, memory: 6921, loss_aux: 1.5668, top1_acc: 0.3641, top5_acc: 0.6066, loss_cls: 2.9196, loss: 4.4864, grad_norm: 2.5532 2021-07-19 20:29:52,467 - mmaction - INFO - Epoch [78][720/1879] lr: 9.501e-02, eta: 1 day, 0:18:26, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.5577, top1_acc: 0.3551, top5_acc: 0.5930, loss_cls: 2.9339, loss: 4.4915, grad_norm: 2.5003 2021-07-19 20:30:04,800 - mmaction - INFO - Epoch [78][740/1879] lr: 9.499e-02, eta: 1 day, 0:18:13, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3438, top5_acc: 0.6023, loss_cls: 2.9911, loss: 4.5944, grad_norm: 2.5674 2021-07-19 20:30:19,463 - mmaction - INFO - Epoch [78][760/1879] lr: 9.497e-02, eta: 1 day, 0:18:02, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.6199, top1_acc: 0.3375, top5_acc: 0.5934, loss_cls: 3.0247, loss: 4.6446, grad_norm: 2.5658 2021-07-19 20:30:32,761 - mmaction - INFO - Epoch [78][780/1879] lr: 9.495e-02, eta: 1 day, 0:17:49, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.5314, top1_acc: 0.3652, top5_acc: 0.6180, loss_cls: 2.8864, loss: 4.4177, grad_norm: 2.4838 2021-07-19 20:30:46,851 - mmaction - INFO - Epoch [78][800/1879] lr: 9.492e-02, eta: 1 day, 0:17:38, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.5778, top1_acc: 0.3469, top5_acc: 0.5949, loss_cls: 3.0129, loss: 4.5907, grad_norm: 2.5128 2021-07-19 20:30:59,330 - mmaction - INFO - Epoch [78][820/1879] lr: 9.490e-02, eta: 1 day, 0:17:25, time: 0.625, data_time: 0.005, memory: 6921, loss_aux: 1.5621, top1_acc: 0.3469, top5_acc: 0.6020, loss_cls: 2.9763, loss: 4.5384, grad_norm: 2.5263 2021-07-19 20:31:15,121 - mmaction - INFO - Epoch [78][840/1879] lr: 9.488e-02, eta: 1 day, 0:17:15, time: 0.788, data_time: 0.002, memory: 6921, loss_aux: 1.5691, top1_acc: 0.3664, top5_acc: 0.5961, loss_cls: 2.9485, loss: 4.5176, grad_norm: 2.4856 2021-07-19 20:31:27,250 - mmaction - INFO - Epoch [78][860/1879] lr: 9.486e-02, eta: 1 day, 0:17:01, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.5629, top1_acc: 0.3637, top5_acc: 0.6105, loss_cls: 2.9051, loss: 4.4680, grad_norm: 2.4841 2021-07-19 20:31:41,134 - mmaction - INFO - Epoch [78][880/1879] lr: 9.483e-02, eta: 1 day, 0:16:49, time: 0.693, data_time: 0.002, memory: 6921, loss_aux: 1.5503, top1_acc: 0.3520, top5_acc: 0.6176, loss_cls: 2.9053, loss: 4.4556, grad_norm: 2.5326 2021-07-19 20:31:54,401 - mmaction - INFO - Epoch [78][900/1879] lr: 9.481e-02, eta: 1 day, 0:16:37, time: 0.664, data_time: 0.004, memory: 6921, loss_aux: 1.5909, top1_acc: 0.3520, top5_acc: 0.6000, loss_cls: 2.9439, loss: 4.5347, grad_norm: 2.5690 2021-07-19 20:32:06,091 - mmaction - INFO - Epoch [78][920/1879] lr: 9.479e-02, eta: 1 day, 0:16:23, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.5711, top1_acc: 0.3664, top5_acc: 0.6230, loss_cls: 2.9156, loss: 4.4867, grad_norm: 2.5880 2021-07-19 20:32:21,264 - mmaction - INFO - Epoch [78][940/1879] lr: 9.477e-02, eta: 1 day, 0:16:12, time: 0.755, data_time: 0.004, memory: 6921, loss_aux: 1.5959, top1_acc: 0.3527, top5_acc: 0.5859, loss_cls: 3.0158, loss: 4.6117, grad_norm: 2.5994 2021-07-19 20:32:33,124 - mmaction - INFO - Epoch [78][960/1879] lr: 9.474e-02, eta: 1 day, 0:15:59, time: 0.596, data_time: 0.008, memory: 6921, loss_aux: 1.5735, top1_acc: 0.3563, top5_acc: 0.5957, loss_cls: 2.9825, loss: 4.5560, grad_norm: 2.5545 2021-07-19 20:32:44,450 - mmaction - INFO - Epoch [78][980/1879] lr: 9.472e-02, eta: 1 day, 0:15:44, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.5320, top1_acc: 0.3645, top5_acc: 0.6195, loss_cls: 2.8556, loss: 4.3876, grad_norm: 2.5235 2021-07-19 20:32:56,436 - mmaction - INFO - Epoch [78][1000/1879] lr: 9.470e-02, eta: 1 day, 0:15:31, time: 0.599, data_time: 0.001, memory: 6921, loss_aux: 1.5407, top1_acc: 0.3625, top5_acc: 0.6055, loss_cls: 2.9255, loss: 4.4661, grad_norm: 2.4940 2021-07-19 20:33:09,425 - mmaction - INFO - Epoch [78][1020/1879] lr: 9.468e-02, eta: 1 day, 0:15:18, time: 0.646, data_time: 0.001, memory: 6921, loss_aux: 1.5902, top1_acc: 0.3559, top5_acc: 0.5848, loss_cls: 2.9866, loss: 4.5767, grad_norm: 2.4974 2021-07-19 20:33:23,529 - mmaction - INFO - Epoch [78][1040/1879] lr: 9.466e-02, eta: 1 day, 0:15:06, time: 0.707, data_time: 0.005, memory: 6921, loss_aux: 1.5787, top1_acc: 0.3531, top5_acc: 0.6039, loss_cls: 2.9670, loss: 4.5456, grad_norm: 2.4981 2021-07-19 20:33:38,210 - mmaction - INFO - Epoch [78][1060/1879] lr: 9.463e-02, eta: 1 day, 0:14:55, time: 0.733, data_time: 0.002, memory: 6921, loss_aux: 1.5830, top1_acc: 0.3641, top5_acc: 0.6062, loss_cls: 2.9534, loss: 4.5363, grad_norm: 2.5205 2021-07-19 20:33:50,926 - mmaction - INFO - Epoch [78][1080/1879] lr: 9.461e-02, eta: 1 day, 0:14:42, time: 0.634, data_time: 0.007, memory: 6921, loss_aux: 1.5887, top1_acc: 0.3559, top5_acc: 0.5867, loss_cls: 3.0161, loss: 4.6048, grad_norm: 2.5071 2021-07-19 20:34:02,185 - mmaction - INFO - Epoch [78][1100/1879] lr: 9.459e-02, eta: 1 day, 0:14:28, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.5614, top1_acc: 0.3602, top5_acc: 0.6125, loss_cls: 2.9383, loss: 4.4997, grad_norm: 2.4732 2021-07-19 20:34:14,222 - mmaction - INFO - Epoch [78][1120/1879] lr: 9.457e-02, eta: 1 day, 0:14:15, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.5751, top1_acc: 0.3551, top5_acc: 0.6137, loss_cls: 2.9461, loss: 4.5212, grad_norm: 2.5175 2021-07-19 20:34:26,274 - mmaction - INFO - Epoch [78][1140/1879] lr: 9.454e-02, eta: 1 day, 0:14:01, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.5923, top1_acc: 0.3469, top5_acc: 0.6008, loss_cls: 2.9666, loss: 4.5589, grad_norm: 2.5106 2021-07-19 20:34:38,318 - mmaction - INFO - Epoch [78][1160/1879] lr: 9.452e-02, eta: 1 day, 0:13:47, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.5683, top1_acc: 0.3535, top5_acc: 0.6191, loss_cls: 2.9200, loss: 4.4883, grad_norm: 2.5458 2021-07-19 20:34:50,985 - mmaction - INFO - Epoch [78][1180/1879] lr: 9.450e-02, eta: 1 day, 0:13:34, time: 0.624, data_time: 0.005, memory: 6921, loss_aux: 1.5596, top1_acc: 0.3492, top5_acc: 0.6059, loss_cls: 2.9461, loss: 4.5057, grad_norm: 2.5524 2021-07-19 20:35:03,286 - mmaction - INFO - Epoch [78][1200/1879] lr: 9.448e-02, eta: 1 day, 0:13:21, time: 0.625, data_time: 0.013, memory: 6921, loss_aux: 1.5608, top1_acc: 0.3523, top5_acc: 0.6062, loss_cls: 2.9444, loss: 4.5052, grad_norm: 2.5746 2021-07-19 20:35:16,867 - mmaction - INFO - Epoch [78][1220/1879] lr: 9.446e-02, eta: 1 day, 0:13:09, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.5305, top1_acc: 0.3629, top5_acc: 0.6191, loss_cls: 2.8926, loss: 4.4232, grad_norm: 2.5320 2021-07-19 20:35:28,228 - mmaction - INFO - Epoch [78][1240/1879] lr: 9.443e-02, eta: 1 day, 0:12:55, time: 0.573, data_time: 0.008, memory: 6921, loss_aux: 1.5817, top1_acc: 0.3551, top5_acc: 0.6156, loss_cls: 2.9391, loss: 4.5208, grad_norm: 2.5129 2021-07-19 20:35:40,516 - mmaction - INFO - Epoch [78][1260/1879] lr: 9.441e-02, eta: 1 day, 0:12:41, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.5929, top1_acc: 0.3457, top5_acc: 0.5926, loss_cls: 2.9939, loss: 4.5869, grad_norm: 2.5924 2021-07-19 20:35:52,053 - mmaction - INFO - Epoch [78][1280/1879] lr: 9.439e-02, eta: 1 day, 0:12:28, time: 0.581, data_time: 0.009, memory: 6921, loss_aux: 1.5900, top1_acc: 0.3602, top5_acc: 0.6090, loss_cls: 2.9610, loss: 4.5510, grad_norm: 2.5332 2021-07-19 20:36:11,769 - mmaction - INFO - Epoch [78][1300/1879] lr: 9.437e-02, eta: 1 day, 0:12:21, time: 0.982, data_time: 0.012, memory: 6921, loss_aux: 1.5717, top1_acc: 0.3566, top5_acc: 0.5992, loss_cls: 2.9393, loss: 4.5110, grad_norm: 2.5745 2021-07-19 20:36:23,215 - mmaction - INFO - Epoch [78][1320/1879] lr: 9.434e-02, eta: 1 day, 0:12:07, time: 0.564, data_time: 0.006, memory: 6921, loss_aux: 1.6051, top1_acc: 0.3465, top5_acc: 0.5867, loss_cls: 3.0141, loss: 4.6192, grad_norm: 2.5685 2021-07-19 20:36:34,741 - mmaction - INFO - Epoch [78][1340/1879] lr: 9.432e-02, eta: 1 day, 0:11:53, time: 0.588, data_time: 0.024, memory: 6921, loss_aux: 1.5590, top1_acc: 0.3512, top5_acc: 0.6062, loss_cls: 2.9385, loss: 4.4975, grad_norm: 2.5869 2021-07-19 20:36:49,089 - mmaction - INFO - Epoch [78][1360/1879] lr: 9.430e-02, eta: 1 day, 0:11:42, time: 0.716, data_time: 0.002, memory: 6921, loss_aux: 1.5683, top1_acc: 0.3555, top5_acc: 0.6207, loss_cls: 2.9357, loss: 4.5040, grad_norm: 2.5099 2021-07-19 20:37:01,726 - mmaction - INFO - Epoch [78][1380/1879] lr: 9.428e-02, eta: 1 day, 0:11:29, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.5880, top1_acc: 0.3383, top5_acc: 0.5945, loss_cls: 2.9900, loss: 4.5780, grad_norm: 2.5598 2021-07-19 20:37:14,659 - mmaction - INFO - Epoch [78][1400/1879] lr: 9.426e-02, eta: 1 day, 0:11:16, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.5961, top1_acc: 0.3430, top5_acc: 0.5926, loss_cls: 2.9995, loss: 4.5955, grad_norm: 2.5399 2021-07-19 20:37:28,739 - mmaction - INFO - Epoch [78][1420/1879] lr: 9.423e-02, eta: 1 day, 0:11:04, time: 0.701, data_time: 0.003, memory: 6921, loss_aux: 1.5880, top1_acc: 0.3512, top5_acc: 0.5906, loss_cls: 2.9832, loss: 4.5712, grad_norm: 2.5133 2021-07-19 20:37:41,113 - mmaction - INFO - Epoch [78][1440/1879] lr: 9.421e-02, eta: 1 day, 0:10:51, time: 0.621, data_time: 0.006, memory: 6921, loss_aux: 1.6304, top1_acc: 0.3422, top5_acc: 0.5730, loss_cls: 3.0629, loss: 4.6933, grad_norm: 2.5401 2021-07-19 20:37:58,733 - mmaction - INFO - Epoch [78][1460/1879] lr: 9.419e-02, eta: 1 day, 0:10:42, time: 0.853, data_time: 0.003, memory: 6921, loss_aux: 1.5483, top1_acc: 0.3613, top5_acc: 0.6176, loss_cls: 2.9012, loss: 4.4495, grad_norm: 2.4394 2021-07-19 20:38:18,887 - mmaction - INFO - Epoch [78][1480/1879] lr: 9.417e-02, eta: 1 day, 0:10:36, time: 1.036, data_time: 0.031, memory: 6921, loss_aux: 1.5464, top1_acc: 0.3590, top5_acc: 0.6102, loss_cls: 2.9332, loss: 4.4796, grad_norm: 2.4823 2021-07-19 20:38:32,711 - mmaction - INFO - Epoch [78][1500/1879] lr: 9.414e-02, eta: 1 day, 0:10:25, time: 0.687, data_time: 0.002, memory: 6921, loss_aux: 1.5655, top1_acc: 0.3535, top5_acc: 0.6117, loss_cls: 2.9355, loss: 4.5010, grad_norm: 2.5174 2021-07-19 20:38:44,095 - mmaction - INFO - Epoch [78][1520/1879] lr: 9.412e-02, eta: 1 day, 0:10:10, time: 0.573, data_time: 0.007, memory: 6921, loss_aux: 1.5715, top1_acc: 0.3551, top5_acc: 0.6039, loss_cls: 2.9379, loss: 4.5094, grad_norm: 2.5332 2021-07-19 20:38:59,257 - mmaction - INFO - Epoch [78][1540/1879] lr: 9.410e-02, eta: 1 day, 0:10:00, time: 0.758, data_time: 0.003, memory: 6921, loss_aux: 1.5884, top1_acc: 0.3496, top5_acc: 0.6027, loss_cls: 2.9626, loss: 4.5510, grad_norm: 2.4902 2021-07-19 20:39:11,157 - mmaction - INFO - Epoch [78][1560/1879] lr: 9.408e-02, eta: 1 day, 0:09:46, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.5646, top1_acc: 0.3625, top5_acc: 0.6117, loss_cls: 2.9195, loss: 4.4841, grad_norm: 2.5684 2021-07-19 20:39:43,381 - mmaction - INFO - Epoch [78][1580/1879] lr: 9.405e-02, eta: 1 day, 0:09:51, time: 1.610, data_time: 0.003, memory: 6921, loss_aux: 1.5588, top1_acc: 0.3586, top5_acc: 0.6004, loss_cls: 2.9439, loss: 4.5027, grad_norm: 2.4999 2021-07-19 20:39:56,178 - mmaction - INFO - Epoch [78][1600/1879] lr: 9.403e-02, eta: 1 day, 0:09:38, time: 0.641, data_time: 0.005, memory: 6921, loss_aux: 1.5784, top1_acc: 0.3508, top5_acc: 0.6027, loss_cls: 2.9446, loss: 4.5230, grad_norm: 2.5178 2021-07-19 20:40:10,143 - mmaction - INFO - Epoch [78][1620/1879] lr: 9.401e-02, eta: 1 day, 0:09:27, time: 0.699, data_time: 0.003, memory: 6921, loss_aux: 1.5148, top1_acc: 0.3641, top5_acc: 0.6137, loss_cls: 2.8363, loss: 4.3511, grad_norm: 2.5340 2021-07-19 20:40:21,671 - mmaction - INFO - Epoch [78][1640/1879] lr: 9.399e-02, eta: 1 day, 0:09:13, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.5844, top1_acc: 0.3422, top5_acc: 0.5988, loss_cls: 2.9808, loss: 4.5652, grad_norm: 2.5112 2021-07-19 20:40:34,753 - mmaction - INFO - Epoch [78][1660/1879] lr: 9.397e-02, eta: 1 day, 0:09:00, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.5761, top1_acc: 0.3660, top5_acc: 0.6133, loss_cls: 2.9271, loss: 4.5032, grad_norm: 2.5526 2021-07-19 20:40:46,251 - mmaction - INFO - Epoch [78][1680/1879] lr: 9.394e-02, eta: 1 day, 0:08:46, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.5977, top1_acc: 0.3445, top5_acc: 0.5871, loss_cls: 2.9936, loss: 4.5914, grad_norm: 2.5318 2021-07-19 20:40:59,158 - mmaction - INFO - Epoch [78][1700/1879] lr: 9.392e-02, eta: 1 day, 0:08:33, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.5636, top1_acc: 0.3602, top5_acc: 0.6070, loss_cls: 2.9093, loss: 4.4729, grad_norm: 2.5302 2021-07-19 20:41:10,513 - mmaction - INFO - Epoch [78][1720/1879] lr: 9.390e-02, eta: 1 day, 0:08:19, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.5644, top1_acc: 0.3602, top5_acc: 0.6023, loss_cls: 2.9497, loss: 4.5141, grad_norm: 2.5399 2021-07-19 20:41:22,837 - mmaction - INFO - Epoch [78][1740/1879] lr: 9.388e-02, eta: 1 day, 0:08:06, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.5803, top1_acc: 0.3453, top5_acc: 0.6008, loss_cls: 2.9752, loss: 4.5555, grad_norm: 2.5555 2021-07-19 20:41:35,473 - mmaction - INFO - Epoch [78][1760/1879] lr: 9.385e-02, eta: 1 day, 0:07:53, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.5498, top1_acc: 0.3516, top5_acc: 0.6141, loss_cls: 2.9041, loss: 4.4539, grad_norm: 2.5031 2021-07-19 20:41:49,059 - mmaction - INFO - Epoch [78][1780/1879] lr: 9.383e-02, eta: 1 day, 0:07:40, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.5669, top1_acc: 0.3492, top5_acc: 0.6039, loss_cls: 2.9728, loss: 4.5396, grad_norm: 2.5661 2021-07-19 20:42:00,330 - mmaction - INFO - Epoch [78][1800/1879] lr: 9.381e-02, eta: 1 day, 0:07:26, time: 0.567, data_time: 0.006, memory: 6921, loss_aux: 1.5702, top1_acc: 0.3594, top5_acc: 0.5980, loss_cls: 2.9659, loss: 4.5362, grad_norm: 2.5164 2021-07-19 20:42:24,714 - mmaction - INFO - Epoch [78][1820/1879] lr: 9.379e-02, eta: 1 day, 0:07:24, time: 1.217, data_time: 0.002, memory: 6921, loss_aux: 1.5718, top1_acc: 0.3539, top5_acc: 0.6004, loss_cls: 2.9862, loss: 4.5581, grad_norm: 2.5558 2021-07-19 20:42:36,281 - mmaction - INFO - Epoch [78][1840/1879] lr: 9.377e-02, eta: 1 day, 0:07:10, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.5617, top1_acc: 0.3754, top5_acc: 0.6059, loss_cls: 2.9243, loss: 4.4860, grad_norm: 2.4913 2021-07-19 20:42:47,901 - mmaction - INFO - Epoch [78][1860/1879] lr: 9.374e-02, eta: 1 day, 0:06:56, time: 0.582, data_time: 0.006, memory: 6921, loss_aux: 1.5674, top1_acc: 0.3613, top5_acc: 0.6109, loss_cls: 2.9419, loss: 4.5094, grad_norm: 2.5275 2021-07-19 20:42:58,122 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-07-19 20:43:22,751 - mmaction - INFO - Epoch [79][20/1879] lr: 9.370e-02, eta: 1 day, 0:06:24, time: 0.868, data_time: 0.230, memory: 6921, loss_aux: 1.5620, top1_acc: 0.3594, top5_acc: 0.6062, loss_cls: 2.9202, loss: 4.4822, grad_norm: 2.5004 2021-07-19 20:43:34,420 - mmaction - INFO - Epoch [79][40/1879] lr: 9.368e-02, eta: 1 day, 0:06:10, time: 0.586, data_time: 0.010, memory: 6921, loss_aux: 1.5330, top1_acc: 0.3785, top5_acc: 0.6199, loss_cls: 2.8358, loss: 4.3688, grad_norm: 2.4999 2021-07-19 20:43:46,460 - mmaction - INFO - Epoch [79][60/1879] lr: 9.366e-02, eta: 1 day, 0:05:57, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.5332, top1_acc: 0.3766, top5_acc: 0.6199, loss_cls: 2.8589, loss: 4.3922, grad_norm: 2.5035 2021-07-19 20:44:04,848 - mmaction - INFO - Epoch [79][80/1879] lr: 9.363e-02, eta: 1 day, 0:05:49, time: 0.917, data_time: 0.002, memory: 6921, loss_aux: 1.5755, top1_acc: 0.3547, top5_acc: 0.5969, loss_cls: 2.9426, loss: 4.5181, grad_norm: 2.5737 2021-07-19 20:44:17,019 - mmaction - INFO - Epoch [79][100/1879] lr: 9.361e-02, eta: 1 day, 0:05:35, time: 0.610, data_time: 0.006, memory: 6921, loss_aux: 1.5806, top1_acc: 0.3559, top5_acc: 0.6105, loss_cls: 2.9532, loss: 4.5338, grad_norm: 2.5274 2021-07-19 20:44:30,607 - mmaction - INFO - Epoch [79][120/1879] lr: 9.359e-02, eta: 1 day, 0:05:23, time: 0.680, data_time: 0.006, memory: 6921, loss_aux: 1.6011, top1_acc: 0.3641, top5_acc: 0.5938, loss_cls: 2.9798, loss: 4.5809, grad_norm: 2.5486 2021-07-19 20:44:42,123 - mmaction - INFO - Epoch [79][140/1879] lr: 9.357e-02, eta: 1 day, 0:05:09, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.5721, top1_acc: 0.3527, top5_acc: 0.6047, loss_cls: 2.9310, loss: 4.5030, grad_norm: 2.5496 2021-07-19 20:44:54,007 - mmaction - INFO - Epoch [79][160/1879] lr: 9.354e-02, eta: 1 day, 0:04:55, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.5309, top1_acc: 0.3688, top5_acc: 0.6246, loss_cls: 2.8584, loss: 4.3893, grad_norm: 2.5910 2021-07-19 20:45:07,275 - mmaction - INFO - Epoch [79][180/1879] lr: 9.352e-02, eta: 1 day, 0:04:43, time: 0.668, data_time: 0.008, memory: 6921, loss_aux: 1.5399, top1_acc: 0.3625, top5_acc: 0.6250, loss_cls: 2.8734, loss: 4.4133, grad_norm: 2.5004 2021-07-19 20:45:19,599 - mmaction - INFO - Epoch [79][200/1879] lr: 9.350e-02, eta: 1 day, 0:04:30, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.5523, top1_acc: 0.3527, top5_acc: 0.6035, loss_cls: 2.9034, loss: 4.4556, grad_norm: 2.5166 2021-07-19 20:45:39,456 - mmaction - INFO - Epoch [79][220/1879] lr: 9.348e-02, eta: 1 day, 0:04:23, time: 0.993, data_time: 0.003, memory: 6921, loss_aux: 1.5553, top1_acc: 0.3660, top5_acc: 0.6078, loss_cls: 2.9273, loss: 4.4825, grad_norm: 2.5512 2021-07-19 20:45:53,605 - mmaction - INFO - Epoch [79][240/1879] lr: 9.346e-02, eta: 1 day, 0:04:12, time: 0.707, data_time: 0.002, memory: 6921, loss_aux: 1.5651, top1_acc: 0.3578, top5_acc: 0.6027, loss_cls: 2.9377, loss: 4.5028, grad_norm: 2.5486 2021-07-19 20:46:05,289 - mmaction - INFO - Epoch [79][260/1879] lr: 9.343e-02, eta: 1 day, 0:03:58, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.5465, top1_acc: 0.3570, top5_acc: 0.6125, loss_cls: 2.9226, loss: 4.4691, grad_norm: 2.5355 2021-07-19 20:46:16,937 - mmaction - INFO - Epoch [79][280/1879] lr: 9.341e-02, eta: 1 day, 0:03:44, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.6184, top1_acc: 0.3457, top5_acc: 0.5836, loss_cls: 3.0399, loss: 4.6584, grad_norm: 2.5063 2021-07-19 20:46:33,900 - mmaction - INFO - Epoch [79][300/1879] lr: 9.339e-02, eta: 1 day, 0:03:35, time: 0.848, data_time: 0.004, memory: 6921, loss_aux: 1.5459, top1_acc: 0.3633, top5_acc: 0.6188, loss_cls: 2.8923, loss: 4.4383, grad_norm: 2.5337 2021-07-19 20:46:50,647 - mmaction - INFO - Epoch [79][320/1879] lr: 9.337e-02, eta: 1 day, 0:03:26, time: 0.837, data_time: 0.006, memory: 6921, loss_aux: 1.5550, top1_acc: 0.3547, top5_acc: 0.5973, loss_cls: 2.9266, loss: 4.4815, grad_norm: 2.5222 2021-07-19 20:47:02,601 - mmaction - INFO - Epoch [79][340/1879] lr: 9.334e-02, eta: 1 day, 0:03:12, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.5445, top1_acc: 0.3664, top5_acc: 0.6137, loss_cls: 2.8853, loss: 4.4298, grad_norm: 2.5292 2021-07-19 20:47:15,243 - mmaction - INFO - Epoch [79][360/1879] lr: 9.332e-02, eta: 1 day, 0:02:59, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.5762, top1_acc: 0.3582, top5_acc: 0.6074, loss_cls: 2.9429, loss: 4.5191, grad_norm: 2.4914 2021-07-19 20:47:26,923 - mmaction - INFO - Epoch [79][380/1879] lr: 9.330e-02, eta: 1 day, 0:02:45, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.5662, top1_acc: 0.3543, top5_acc: 0.6051, loss_cls: 2.9390, loss: 4.5053, grad_norm: 2.5101 2021-07-19 20:47:38,756 - mmaction - INFO - Epoch [79][400/1879] lr: 9.328e-02, eta: 1 day, 0:02:31, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.5409, top1_acc: 0.3570, top5_acc: 0.6223, loss_cls: 2.8741, loss: 4.4150, grad_norm: 2.4966 2021-07-19 20:47:50,363 - mmaction - INFO - Epoch [79][420/1879] lr: 9.325e-02, eta: 1 day, 0:02:18, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.5581, top1_acc: 0.3582, top5_acc: 0.6090, loss_cls: 2.9275, loss: 4.4856, grad_norm: 2.5426 2021-07-19 20:48:03,472 - mmaction - INFO - Epoch [79][440/1879] lr: 9.323e-02, eta: 1 day, 0:02:05, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.5700, top1_acc: 0.3570, top5_acc: 0.6035, loss_cls: 2.9577, loss: 4.5277, grad_norm: 2.5295 2021-07-19 20:48:15,329 - mmaction - INFO - Epoch [79][460/1879] lr: 9.321e-02, eta: 1 day, 0:01:51, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.5529, top1_acc: 0.3438, top5_acc: 0.6055, loss_cls: 2.9147, loss: 4.4676, grad_norm: 2.5297 2021-07-19 20:48:29,583 - mmaction - INFO - Epoch [79][480/1879] lr: 9.319e-02, eta: 1 day, 0:01:40, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.5898, top1_acc: 0.3477, top5_acc: 0.5988, loss_cls: 2.9904, loss: 4.5802, grad_norm: 2.5709 2021-07-19 20:48:41,166 - mmaction - INFO - Epoch [79][500/1879] lr: 9.317e-02, eta: 1 day, 0:01:26, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5243, top1_acc: 0.3652, top5_acc: 0.6113, loss_cls: 2.8855, loss: 4.4099, grad_norm: 2.4986 2021-07-19 20:48:56,514 - mmaction - INFO - Epoch [79][520/1879] lr: 9.314e-02, eta: 1 day, 0:01:15, time: 0.767, data_time: 0.003, memory: 6921, loss_aux: 1.5763, top1_acc: 0.3605, top5_acc: 0.6113, loss_cls: 2.9614, loss: 4.5377, grad_norm: 2.5746 2021-07-19 20:49:08,597 - mmaction - INFO - Epoch [79][540/1879] lr: 9.312e-02, eta: 1 day, 0:01:02, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.5362, top1_acc: 0.3664, top5_acc: 0.6059, loss_cls: 2.8963, loss: 4.4325, grad_norm: 2.5116 2021-07-19 20:49:21,316 - mmaction - INFO - Epoch [79][560/1879] lr: 9.310e-02, eta: 1 day, 0:00:49, time: 0.640, data_time: 0.008, memory: 6921, loss_aux: 1.6132, top1_acc: 0.3473, top5_acc: 0.5953, loss_cls: 3.0051, loss: 4.6183, grad_norm: 2.5188 2021-07-19 20:49:35,076 - mmaction - INFO - Epoch [79][580/1879] lr: 9.308e-02, eta: 1 day, 0:00:37, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.5544, top1_acc: 0.3512, top5_acc: 0.6070, loss_cls: 2.9197, loss: 4.4741, grad_norm: 2.5866 2021-07-19 20:49:46,481 - mmaction - INFO - Epoch [79][600/1879] lr: 9.305e-02, eta: 1 day, 0:00:23, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.5531, top1_acc: 0.3570, top5_acc: 0.6062, loss_cls: 2.9074, loss: 4.4605, grad_norm: 2.5073 2021-07-19 20:50:01,829 - mmaction - INFO - Epoch [79][620/1879] lr: 9.303e-02, eta: 1 day, 0:00:12, time: 0.765, data_time: 0.005, memory: 6921, loss_aux: 1.5832, top1_acc: 0.3652, top5_acc: 0.6098, loss_cls: 2.9440, loss: 4.5272, grad_norm: 2.5596 2021-07-19 20:50:13,300 - mmaction - INFO - Epoch [79][640/1879] lr: 9.301e-02, eta: 23:59:58, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.5766, top1_acc: 0.3539, top5_acc: 0.5977, loss_cls: 2.9772, loss: 4.5538, grad_norm: 2.4836 2021-07-19 20:50:26,731 - mmaction - INFO - Epoch [79][660/1879] lr: 9.299e-02, eta: 23:59:46, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.5771, top1_acc: 0.3441, top5_acc: 0.5988, loss_cls: 2.9535, loss: 4.5306, grad_norm: 2.5343 2021-07-19 20:50:39,119 - mmaction - INFO - Epoch [79][680/1879] lr: 9.297e-02, eta: 23:59:32, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.5859, top1_acc: 0.3523, top5_acc: 0.6035, loss_cls: 2.9622, loss: 4.5480, grad_norm: 2.5433 2021-07-19 20:50:52,475 - mmaction - INFO - Epoch [79][700/1879] lr: 9.294e-02, eta: 23:59:20, time: 0.667, data_time: 0.004, memory: 6921, loss_aux: 1.5336, top1_acc: 0.3730, top5_acc: 0.6262, loss_cls: 2.8193, loss: 4.3530, grad_norm: 2.5385 2021-07-19 20:51:07,861 - mmaction - INFO - Epoch [79][720/1879] lr: 9.292e-02, eta: 23:59:10, time: 0.769, data_time: 0.003, memory: 6921, loss_aux: 1.5708, top1_acc: 0.3578, top5_acc: 0.6004, loss_cls: 2.9428, loss: 4.5135, grad_norm: 2.5816 2021-07-19 20:51:23,352 - mmaction - INFO - Epoch [79][740/1879] lr: 9.290e-02, eta: 23:58:59, time: 0.775, data_time: 0.005, memory: 6921, loss_aux: 1.5399, top1_acc: 0.3633, top5_acc: 0.6125, loss_cls: 2.8883, loss: 4.4282, grad_norm: 2.5500 2021-07-19 20:51:35,025 - mmaction - INFO - Epoch [79][760/1879] lr: 9.288e-02, eta: 23:58:45, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.5193, top1_acc: 0.3703, top5_acc: 0.6328, loss_cls: 2.8622, loss: 4.3814, grad_norm: 2.5065 2021-07-19 20:51:52,913 - mmaction - INFO - Epoch [79][780/1879] lr: 9.285e-02, eta: 23:58:37, time: 0.884, data_time: 0.004, memory: 6921, loss_aux: 1.5754, top1_acc: 0.3555, top5_acc: 0.6051, loss_cls: 2.9661, loss: 4.5415, grad_norm: 2.6128 2021-07-19 20:52:04,430 - mmaction - INFO - Epoch [79][800/1879] lr: 9.283e-02, eta: 23:58:23, time: 0.586, data_time: 0.013, memory: 6921, loss_aux: 1.5374, top1_acc: 0.3613, top5_acc: 0.6180, loss_cls: 2.8728, loss: 4.4101, grad_norm: 2.5537 2021-07-19 20:52:15,776 - mmaction - INFO - Epoch [79][820/1879] lr: 9.281e-02, eta: 23:58:09, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.5836, top1_acc: 0.3605, top5_acc: 0.5977, loss_cls: 2.9376, loss: 4.5212, grad_norm: 2.5780 2021-07-19 20:52:26,999 - mmaction - INFO - Epoch [79][840/1879] lr: 9.279e-02, eta: 23:57:55, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.5498, top1_acc: 0.3520, top5_acc: 0.6086, loss_cls: 2.9399, loss: 4.4898, grad_norm: 2.5500 2021-07-19 20:52:38,979 - mmaction - INFO - Epoch [79][860/1879] lr: 9.277e-02, eta: 23:57:41, time: 0.599, data_time: 0.001, memory: 6921, loss_aux: 1.5899, top1_acc: 0.3500, top5_acc: 0.6121, loss_cls: 2.9856, loss: 4.5755, grad_norm: 2.5296 2021-07-19 20:52:50,481 - mmaction - INFO - Epoch [79][880/1879] lr: 9.274e-02, eta: 23:57:27, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.5792, top1_acc: 0.3496, top5_acc: 0.6066, loss_cls: 2.9739, loss: 4.5532, grad_norm: 2.5499 2021-07-19 20:53:02,105 - mmaction - INFO - Epoch [79][900/1879] lr: 9.272e-02, eta: 23:57:13, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.5853, top1_acc: 0.3449, top5_acc: 0.6016, loss_cls: 2.9504, loss: 4.5357, grad_norm: 2.5362 2021-07-19 20:53:19,267 - mmaction - INFO - Epoch [79][920/1879] lr: 9.270e-02, eta: 23:57:04, time: 0.858, data_time: 0.002, memory: 6921, loss_aux: 1.6017, top1_acc: 0.3504, top5_acc: 0.5930, loss_cls: 2.9878, loss: 4.5895, grad_norm: 2.5097 2021-07-19 20:53:31,308 - mmaction - INFO - Epoch [79][940/1879] lr: 9.268e-02, eta: 23:56:50, time: 0.603, data_time: 0.005, memory: 6921, loss_aux: 1.5548, top1_acc: 0.3594, top5_acc: 0.6141, loss_cls: 2.8827, loss: 4.4375, grad_norm: 2.5972 2021-07-19 20:53:44,549 - mmaction - INFO - Epoch [79][960/1879] lr: 9.265e-02, eta: 23:56:38, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.5929, top1_acc: 0.3668, top5_acc: 0.6113, loss_cls: 2.9679, loss: 4.5608, grad_norm: 2.6178 2021-07-19 20:53:56,551 - mmaction - INFO - Epoch [79][980/1879] lr: 9.263e-02, eta: 23:56:24, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.5471, top1_acc: 0.3609, top5_acc: 0.6152, loss_cls: 2.8930, loss: 4.4401, grad_norm: 2.5732 2021-07-19 20:54:11,489 - mmaction - INFO - Epoch [79][1000/1879] lr: 9.261e-02, eta: 23:56:13, time: 0.745, data_time: 0.002, memory: 6921, loss_aux: 1.5741, top1_acc: 0.3535, top5_acc: 0.5988, loss_cls: 2.9628, loss: 4.5368, grad_norm: 2.5354 2021-07-19 20:54:29,043 - mmaction - INFO - Epoch [79][1020/1879] lr: 9.259e-02, eta: 23:56:05, time: 0.879, data_time: 0.007, memory: 6921, loss_aux: 1.5595, top1_acc: 0.3633, top5_acc: 0.6062, loss_cls: 2.9195, loss: 4.4791, grad_norm: 2.5742 2021-07-19 20:54:40,488 - mmaction - INFO - Epoch [79][1040/1879] lr: 9.257e-02, eta: 23:55:51, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.5615, top1_acc: 0.3645, top5_acc: 0.6020, loss_cls: 2.9209, loss: 4.4824, grad_norm: 2.5653 2021-07-19 20:54:54,372 - mmaction - INFO - Epoch [79][1060/1879] lr: 9.254e-02, eta: 23:55:39, time: 0.693, data_time: 0.003, memory: 6921, loss_aux: 1.5712, top1_acc: 0.3555, top5_acc: 0.6020, loss_cls: 2.9338, loss: 4.5050, grad_norm: 2.5949 2021-07-19 20:55:09,207 - mmaction - INFO - Epoch [79][1080/1879] lr: 9.252e-02, eta: 23:55:28, time: 0.739, data_time: 0.005, memory: 6921, loss_aux: 1.6025, top1_acc: 0.3504, top5_acc: 0.6062, loss_cls: 2.9798, loss: 4.5823, grad_norm: 2.7193 2021-07-19 20:55:25,531 - mmaction - INFO - Epoch [79][1100/1879] lr: 9.250e-02, eta: 23:55:18, time: 0.821, data_time: 0.020, memory: 6921, loss_aux: 1.5798, top1_acc: 0.3434, top5_acc: 0.6082, loss_cls: 2.9626, loss: 4.5424, grad_norm: 2.5311 2021-07-19 20:55:37,027 - mmaction - INFO - Epoch [79][1120/1879] lr: 9.248e-02, eta: 23:55:04, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.5659, top1_acc: 0.3660, top5_acc: 0.6086, loss_cls: 2.9152, loss: 4.4811, grad_norm: 2.5594 2021-07-19 20:55:53,129 - mmaction - INFO - Epoch [79][1140/1879] lr: 9.245e-02, eta: 23:54:54, time: 0.804, data_time: 0.002, memory: 6921, loss_aux: 1.5586, top1_acc: 0.3586, top5_acc: 0.6078, loss_cls: 2.9340, loss: 4.4926, grad_norm: 2.4833 2021-07-19 20:56:06,567 - mmaction - INFO - Epoch [79][1160/1879] lr: 9.243e-02, eta: 23:54:42, time: 0.673, data_time: 0.004, memory: 6921, loss_aux: 1.5664, top1_acc: 0.3652, top5_acc: 0.6105, loss_cls: 2.9034, loss: 4.4697, grad_norm: 2.5035 2021-07-19 20:56:20,206 - mmaction - INFO - Epoch [79][1180/1879] lr: 9.241e-02, eta: 23:54:30, time: 0.681, data_time: 0.002, memory: 6921, loss_aux: 1.5530, top1_acc: 0.3563, top5_acc: 0.6121, loss_cls: 2.8946, loss: 4.4476, grad_norm: 2.5716 2021-07-19 20:56:33,248 - mmaction - INFO - Epoch [79][1200/1879] lr: 9.239e-02, eta: 23:54:17, time: 0.652, data_time: 0.007, memory: 6921, loss_aux: 1.5473, top1_acc: 0.3570, top5_acc: 0.6117, loss_cls: 2.9082, loss: 4.4555, grad_norm: 2.5358 2021-07-19 20:56:44,831 - mmaction - INFO - Epoch [79][1220/1879] lr: 9.237e-02, eta: 23:54:03, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.5680, top1_acc: 0.3590, top5_acc: 0.6141, loss_cls: 2.9108, loss: 4.4788, grad_norm: 2.5463 2021-07-19 20:56:56,918 - mmaction - INFO - Epoch [79][1240/1879] lr: 9.234e-02, eta: 23:53:50, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.5671, top1_acc: 0.3504, top5_acc: 0.6121, loss_cls: 2.9336, loss: 4.5007, grad_norm: 2.5154 2021-07-19 20:57:08,968 - mmaction - INFO - Epoch [79][1260/1879] lr: 9.232e-02, eta: 23:53:36, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.5601, top1_acc: 0.3473, top5_acc: 0.6008, loss_cls: 2.9379, loss: 4.4980, grad_norm: 2.5205 2021-07-19 20:57:23,543 - mmaction - INFO - Epoch [79][1280/1879] lr: 9.230e-02, eta: 23:53:25, time: 0.739, data_time: 0.015, memory: 6921, loss_aux: 1.5785, top1_acc: 0.3586, top5_acc: 0.5969, loss_cls: 2.9599, loss: 4.5384, grad_norm: 2.4987 2021-07-19 20:57:35,244 - mmaction - INFO - Epoch [79][1300/1879] lr: 9.228e-02, eta: 23:53:11, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.5533, top1_acc: 0.3531, top5_acc: 0.6098, loss_cls: 2.9176, loss: 4.4708, grad_norm: 2.5870 2021-07-19 20:57:47,047 - mmaction - INFO - Epoch [79][1320/1879] lr: 9.225e-02, eta: 23:52:57, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5737, top1_acc: 0.3590, top5_acc: 0.6082, loss_cls: 2.9371, loss: 4.5108, grad_norm: 2.5700 2021-07-19 20:57:58,386 - mmaction - INFO - Epoch [79][1340/1879] lr: 9.223e-02, eta: 23:52:43, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.5549, top1_acc: 0.3590, top5_acc: 0.6176, loss_cls: 2.8966, loss: 4.4514, grad_norm: 2.5446 2021-07-19 20:58:10,569 - mmaction - INFO - Epoch [79][1360/1879] lr: 9.221e-02, eta: 23:52:30, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.5336, top1_acc: 0.3734, top5_acc: 0.6203, loss_cls: 2.8501, loss: 4.3837, grad_norm: 2.5527 2021-07-19 20:58:23,488 - mmaction - INFO - Epoch [79][1380/1879] lr: 9.219e-02, eta: 23:52:17, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.5971, top1_acc: 0.3473, top5_acc: 0.5813, loss_cls: 2.9826, loss: 4.5797, grad_norm: 2.5433 2021-07-19 20:58:35,220 - mmaction - INFO - Epoch [79][1400/1879] lr: 9.217e-02, eta: 23:52:03, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.5526, top1_acc: 0.3629, top5_acc: 0.6062, loss_cls: 2.9022, loss: 4.4548, grad_norm: 2.5717 2021-07-19 20:58:47,629 - mmaction - INFO - Epoch [79][1420/1879] lr: 9.214e-02, eta: 23:51:50, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.5627, top1_acc: 0.3535, top5_acc: 0.6016, loss_cls: 2.9235, loss: 4.4862, grad_norm: 2.5169 2021-07-19 20:59:00,468 - mmaction - INFO - Epoch [79][1440/1879] lr: 9.212e-02, eta: 23:51:37, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5630, top1_acc: 0.3645, top5_acc: 0.6117, loss_cls: 2.9252, loss: 4.4882, grad_norm: 2.5536 2021-07-19 20:59:12,500 - mmaction - INFO - Epoch [79][1460/1879] lr: 9.210e-02, eta: 23:51:24, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.5927, top1_acc: 0.3535, top5_acc: 0.5945, loss_cls: 2.9634, loss: 4.5561, grad_norm: 2.5694 2021-07-19 20:59:33,767 - mmaction - INFO - Epoch [79][1480/1879] lr: 9.208e-02, eta: 23:51:18, time: 1.060, data_time: 0.075, memory: 6921, loss_aux: 1.5613, top1_acc: 0.3559, top5_acc: 0.6047, loss_cls: 2.9279, loss: 4.4893, grad_norm: 2.5142 2021-07-19 20:59:50,845 - mmaction - INFO - Epoch [79][1500/1879] lr: 9.205e-02, eta: 23:51:09, time: 0.852, data_time: 0.012, memory: 6921, loss_aux: 1.5541, top1_acc: 0.3676, top5_acc: 0.6043, loss_cls: 2.8942, loss: 4.4483, grad_norm: 2.5708 2021-07-19 21:00:03,383 - mmaction - INFO - Epoch [79][1520/1879] lr: 9.203e-02, eta: 23:50:56, time: 0.630, data_time: 0.006, memory: 6921, loss_aux: 1.6111, top1_acc: 0.3402, top5_acc: 0.5875, loss_cls: 3.0185, loss: 4.6296, grad_norm: 2.5621 2021-07-19 21:00:19,041 - mmaction - INFO - Epoch [79][1540/1879] lr: 9.201e-02, eta: 23:50:46, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.5944, top1_acc: 0.3551, top5_acc: 0.5961, loss_cls: 2.9864, loss: 4.5807, grad_norm: 2.5117 2021-07-19 21:00:30,463 - mmaction - INFO - Epoch [79][1560/1879] lr: 9.199e-02, eta: 23:50:32, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.5249, top1_acc: 0.3777, top5_acc: 0.6156, loss_cls: 2.8276, loss: 4.3525, grad_norm: 2.5267 2021-07-19 21:00:44,634 - mmaction - INFO - Epoch [79][1580/1879] lr: 9.197e-02, eta: 23:50:20, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 1.5959, top1_acc: 0.3547, top5_acc: 0.5879, loss_cls: 2.9897, loss: 4.5856, grad_norm: 2.5858 2021-07-19 21:00:59,050 - mmaction - INFO - Epoch [79][1600/1879] lr: 9.194e-02, eta: 23:50:09, time: 0.720, data_time: 0.003, memory: 6921, loss_aux: 1.5689, top1_acc: 0.3711, top5_acc: 0.6137, loss_cls: 2.9101, loss: 4.4790, grad_norm: 2.5758 2021-07-19 21:01:11,546 - mmaction - INFO - Epoch [79][1620/1879] lr: 9.192e-02, eta: 23:49:56, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.6030, top1_acc: 0.3320, top5_acc: 0.5824, loss_cls: 3.0257, loss: 4.6287, grad_norm: 2.5597 2021-07-19 21:01:24,292 - mmaction - INFO - Epoch [79][1640/1879] lr: 9.190e-02, eta: 23:49:43, time: 0.637, data_time: 0.007, memory: 6921, loss_aux: 1.5915, top1_acc: 0.3594, top5_acc: 0.6008, loss_cls: 2.9713, loss: 4.5628, grad_norm: 2.6037 2021-07-19 21:01:35,521 - mmaction - INFO - Epoch [79][1660/1879] lr: 9.188e-02, eta: 23:49:28, time: 0.562, data_time: 0.005, memory: 6921, loss_aux: 1.5929, top1_acc: 0.3527, top5_acc: 0.5914, loss_cls: 2.9579, loss: 4.5508, grad_norm: 2.5237 2021-07-19 21:01:47,924 - mmaction - INFO - Epoch [79][1680/1879] lr: 9.185e-02, eta: 23:49:15, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.5658, top1_acc: 0.3535, top5_acc: 0.6074, loss_cls: 2.9480, loss: 4.5138, grad_norm: 2.5675 2021-07-19 21:02:00,639 - mmaction - INFO - Epoch [79][1700/1879] lr: 9.183e-02, eta: 23:49:02, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.5473, top1_acc: 0.3676, top5_acc: 0.6184, loss_cls: 2.8851, loss: 4.4324, grad_norm: 2.5089 2021-07-19 21:02:12,437 - mmaction - INFO - Epoch [79][1720/1879] lr: 9.181e-02, eta: 23:48:48, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.5697, top1_acc: 0.3594, top5_acc: 0.6004, loss_cls: 2.9508, loss: 4.5205, grad_norm: 2.5070 2021-07-19 21:02:27,361 - mmaction - INFO - Epoch [79][1740/1879] lr: 9.179e-02, eta: 23:48:38, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.5779, top1_acc: 0.3504, top5_acc: 0.5949, loss_cls: 2.9737, loss: 4.5516, grad_norm: 2.5567 2021-07-19 21:02:38,744 - mmaction - INFO - Epoch [79][1760/1879] lr: 9.177e-02, eta: 23:48:23, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.5588, top1_acc: 0.3559, top5_acc: 0.6117, loss_cls: 2.9242, loss: 4.4830, grad_norm: 2.5837 2021-07-19 21:02:51,054 - mmaction - INFO - Epoch [79][1780/1879] lr: 9.174e-02, eta: 23:48:10, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.5572, top1_acc: 0.3523, top5_acc: 0.6090, loss_cls: 2.9158, loss: 4.4730, grad_norm: 2.5677 2021-07-19 21:03:02,657 - mmaction - INFO - Epoch [79][1800/1879] lr: 9.172e-02, eta: 23:47:56, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5875, top1_acc: 0.3664, top5_acc: 0.5988, loss_cls: 2.9468, loss: 4.5343, grad_norm: 2.5512 2021-07-19 21:03:14,767 - mmaction - INFO - Epoch [79][1820/1879] lr: 9.170e-02, eta: 23:47:43, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.5144, top1_acc: 0.3789, top5_acc: 0.6254, loss_cls: 2.8478, loss: 4.3622, grad_norm: 2.4851 2021-07-19 21:03:27,310 - mmaction - INFO - Epoch [79][1840/1879] lr: 9.168e-02, eta: 23:47:30, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.5615, top1_acc: 0.3512, top5_acc: 0.6066, loss_cls: 2.9428, loss: 4.5042, grad_norm: 2.5554 2021-07-19 21:03:38,958 - mmaction - INFO - Epoch [79][1860/1879] lr: 9.165e-02, eta: 23:47:16, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.5556, top1_acc: 0.3434, top5_acc: 0.6098, loss_cls: 2.9075, loss: 4.4632, grad_norm: 2.5578 2021-07-19 21:03:49,332 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-07-19 21:04:16,050 - mmaction - INFO - Epoch [80][20/1879] lr: 9.161e-02, eta: 23:46:46, time: 0.968, data_time: 0.155, memory: 6921, loss_aux: 1.5214, top1_acc: 0.3613, top5_acc: 0.6102, loss_cls: 2.8686, loss: 4.3901, grad_norm: 2.5376 2021-07-19 21:04:28,699 - mmaction - INFO - Epoch [80][40/1879] lr: 9.159e-02, eta: 23:46:32, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.5206, top1_acc: 0.3695, top5_acc: 0.6387, loss_cls: 2.8003, loss: 4.3209, grad_norm: 2.5194 2021-07-19 21:04:40,301 - mmaction - INFO - Epoch [80][60/1879] lr: 9.157e-02, eta: 23:46:19, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.5920, top1_acc: 0.3516, top5_acc: 0.5992, loss_cls: 2.9919, loss: 4.5839, grad_norm: 2.5745 2021-07-19 21:04:56,252 - mmaction - INFO - Epoch [80][80/1879] lr: 9.154e-02, eta: 23:46:09, time: 0.796, data_time: 0.003, memory: 6921, loss_aux: 1.5325, top1_acc: 0.3879, top5_acc: 0.6172, loss_cls: 2.8425, loss: 4.3750, grad_norm: 2.5330 2021-07-19 21:05:08,827 - mmaction - INFO - Epoch [80][100/1879] lr: 9.152e-02, eta: 23:45:55, time: 0.631, data_time: 0.006, memory: 6921, loss_aux: 1.6035, top1_acc: 0.3488, top5_acc: 0.6102, loss_cls: 3.0071, loss: 4.6106, grad_norm: 2.6240 2021-07-19 21:05:25,364 - mmaction - INFO - Epoch [80][120/1879] lr: 9.150e-02, eta: 23:45:46, time: 0.825, data_time: 0.004, memory: 6921, loss_aux: 1.5500, top1_acc: 0.3559, top5_acc: 0.6113, loss_cls: 2.9011, loss: 4.4511, grad_norm: 2.5235 2021-07-19 21:05:41,866 - mmaction - INFO - Epoch [80][140/1879] lr: 9.148e-02, eta: 23:45:36, time: 0.826, data_time: 0.004, memory: 6921, loss_aux: 1.5801, top1_acc: 0.3543, top5_acc: 0.6113, loss_cls: 2.9675, loss: 4.5475, grad_norm: 2.5423 2021-07-19 21:05:52,989 - mmaction - INFO - Epoch [80][160/1879] lr: 9.146e-02, eta: 23:45:22, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.5368, top1_acc: 0.3633, top5_acc: 0.6113, loss_cls: 2.8752, loss: 4.4119, grad_norm: 2.5164 2021-07-19 21:06:06,277 - mmaction - INFO - Epoch [80][180/1879] lr: 9.143e-02, eta: 23:45:10, time: 0.664, data_time: 0.002, memory: 6921, loss_aux: 1.5435, top1_acc: 0.3742, top5_acc: 0.6168, loss_cls: 2.9017, loss: 4.4452, grad_norm: 2.5601 2021-07-19 21:06:17,827 - mmaction - INFO - Epoch [80][200/1879] lr: 9.141e-02, eta: 23:44:56, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.5639, top1_acc: 0.3582, top5_acc: 0.6031, loss_cls: 2.9011, loss: 4.4651, grad_norm: 2.5867 2021-07-19 21:06:32,544 - mmaction - INFO - Epoch [80][220/1879] lr: 9.139e-02, eta: 23:44:44, time: 0.738, data_time: 0.004, memory: 6921, loss_aux: 1.5402, top1_acc: 0.3676, top5_acc: 0.6180, loss_cls: 2.8993, loss: 4.4395, grad_norm: 2.5029 2021-07-19 21:06:44,250 - mmaction - INFO - Epoch [80][240/1879] lr: 9.137e-02, eta: 23:44:31, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5398, top1_acc: 0.3617, top5_acc: 0.6051, loss_cls: 2.9084, loss: 4.4483, grad_norm: 2.5649 2021-07-19 21:06:56,879 - mmaction - INFO - Epoch [80][260/1879] lr: 9.134e-02, eta: 23:44:18, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.5662, top1_acc: 0.3527, top5_acc: 0.6070, loss_cls: 2.9535, loss: 4.5198, grad_norm: 2.5329 2021-07-19 21:07:08,101 - mmaction - INFO - Epoch [80][280/1879] lr: 9.132e-02, eta: 23:44:03, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.5846, top1_acc: 0.3590, top5_acc: 0.6000, loss_cls: 2.9631, loss: 4.5477, grad_norm: 2.5408 2021-07-19 21:07:20,461 - mmaction - INFO - Epoch [80][300/1879] lr: 9.130e-02, eta: 23:43:50, time: 0.618, data_time: 0.006, memory: 6921, loss_aux: 1.5431, top1_acc: 0.3656, top5_acc: 0.6199, loss_cls: 2.9027, loss: 4.4459, grad_norm: 2.5611 2021-07-19 21:07:32,445 - mmaction - INFO - Epoch [80][320/1879] lr: 9.128e-02, eta: 23:43:36, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.5333, top1_acc: 0.3770, top5_acc: 0.6305, loss_cls: 2.8398, loss: 4.3731, grad_norm: 2.5042 2021-07-19 21:07:46,378 - mmaction - INFO - Epoch [80][340/1879] lr: 9.126e-02, eta: 23:43:25, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.5368, top1_acc: 0.3738, top5_acc: 0.6211, loss_cls: 2.8705, loss: 4.4073, grad_norm: 2.5533 2021-07-19 21:07:57,870 - mmaction - INFO - Epoch [80][360/1879] lr: 9.123e-02, eta: 23:43:11, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.5633, top1_acc: 0.3602, top5_acc: 0.6074, loss_cls: 2.9294, loss: 4.4926, grad_norm: 2.5635 2021-07-19 21:08:08,995 - mmaction - INFO - Epoch [80][380/1879] lr: 9.121e-02, eta: 23:42:56, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.5316, top1_acc: 0.3719, top5_acc: 0.6184, loss_cls: 2.8600, loss: 4.3916, grad_norm: 2.5307 2021-07-19 21:08:20,693 - mmaction - INFO - Epoch [80][400/1879] lr: 9.119e-02, eta: 23:42:42, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5301, top1_acc: 0.3707, top5_acc: 0.6105, loss_cls: 2.8646, loss: 4.3948, grad_norm: 2.5489 2021-07-19 21:08:34,101 - mmaction - INFO - Epoch [80][420/1879] lr: 9.117e-02, eta: 23:42:30, time: 0.668, data_time: 0.002, memory: 6921, loss_aux: 1.5424, top1_acc: 0.3633, top5_acc: 0.6234, loss_cls: 2.8769, loss: 4.4193, grad_norm: 2.5530 2021-07-19 21:08:45,769 - mmaction - INFO - Epoch [80][440/1879] lr: 9.114e-02, eta: 23:42:16, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.5647, top1_acc: 0.3508, top5_acc: 0.6117, loss_cls: 2.9104, loss: 4.4751, grad_norm: 2.5637 2021-07-19 21:09:06,020 - mmaction - INFO - Epoch [80][460/1879] lr: 9.112e-02, eta: 23:42:10, time: 1.013, data_time: 0.003, memory: 6921, loss_aux: 1.5494, top1_acc: 0.3625, top5_acc: 0.6129, loss_cls: 2.9065, loss: 4.4559, grad_norm: 2.5621 2021-07-19 21:09:17,203 - mmaction - INFO - Epoch [80][480/1879] lr: 9.110e-02, eta: 23:41:56, time: 0.559, data_time: 0.005, memory: 6921, loss_aux: 1.5914, top1_acc: 0.3633, top5_acc: 0.5988, loss_cls: 2.9784, loss: 4.5698, grad_norm: 2.5814 2021-07-19 21:09:28,421 - mmaction - INFO - Epoch [80][500/1879] lr: 9.108e-02, eta: 23:41:41, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.5441, top1_acc: 0.3648, top5_acc: 0.6176, loss_cls: 2.8783, loss: 4.4224, grad_norm: 2.5842 2021-07-19 21:09:40,133 - mmaction - INFO - Epoch [80][520/1879] lr: 9.106e-02, eta: 23:41:28, time: 0.586, data_time: 0.001, memory: 6921, loss_aux: 1.5555, top1_acc: 0.3500, top5_acc: 0.6082, loss_cls: 2.9170, loss: 4.4725, grad_norm: 2.5577 2021-07-19 21:09:51,347 - mmaction - INFO - Epoch [80][540/1879] lr: 9.103e-02, eta: 23:41:13, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.5474, top1_acc: 0.3648, top5_acc: 0.6059, loss_cls: 2.9040, loss: 4.4514, grad_norm: 2.5726 2021-07-19 21:10:06,618 - mmaction - INFO - Epoch [80][560/1879] lr: 9.101e-02, eta: 23:41:02, time: 0.761, data_time: 0.005, memory: 6921, loss_aux: 1.5567, top1_acc: 0.3602, top5_acc: 0.6043, loss_cls: 2.9119, loss: 4.4686, grad_norm: 2.5723 2021-07-19 21:10:19,998 - mmaction - INFO - Epoch [80][580/1879] lr: 9.099e-02, eta: 23:40:50, time: 0.671, data_time: 0.005, memory: 6921, loss_aux: 1.5803, top1_acc: 0.3414, top5_acc: 0.5996, loss_cls: 2.9781, loss: 4.5584, grad_norm: 2.5387 2021-07-19 21:10:31,589 - mmaction - INFO - Epoch [80][600/1879] lr: 9.097e-02, eta: 23:40:36, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5479, top1_acc: 0.3551, top5_acc: 0.6117, loss_cls: 2.9228, loss: 4.4707, grad_norm: 2.5253 2021-07-19 21:10:45,178 - mmaction - INFO - Epoch [80][620/1879] lr: 9.094e-02, eta: 23:40:24, time: 0.680, data_time: 0.002, memory: 6921, loss_aux: 1.5597, top1_acc: 0.3617, top5_acc: 0.6156, loss_cls: 2.8940, loss: 4.4537, grad_norm: 2.5442 2021-07-19 21:10:57,518 - mmaction - INFO - Epoch [80][640/1879] lr: 9.092e-02, eta: 23:40:11, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.5745, top1_acc: 0.3566, top5_acc: 0.6000, loss_cls: 2.9306, loss: 4.5051, grad_norm: 2.6039 2021-07-19 21:11:09,817 - mmaction - INFO - Epoch [80][660/1879] lr: 9.090e-02, eta: 23:39:57, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.5646, top1_acc: 0.3559, top5_acc: 0.6078, loss_cls: 2.9295, loss: 4.4941, grad_norm: 2.5552 2021-07-19 21:11:24,296 - mmaction - INFO - Epoch [80][680/1879] lr: 9.088e-02, eta: 23:39:46, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.5335, top1_acc: 0.3609, top5_acc: 0.6211, loss_cls: 2.8665, loss: 4.4000, grad_norm: 2.5365 2021-07-19 21:11:37,785 - mmaction - INFO - Epoch [80][700/1879] lr: 9.086e-02, eta: 23:39:34, time: 0.675, data_time: 0.005, memory: 6921, loss_aux: 1.5491, top1_acc: 0.3703, top5_acc: 0.6234, loss_cls: 2.8633, loss: 4.4124, grad_norm: 2.6125 2021-07-19 21:11:49,589 - mmaction - INFO - Epoch [80][720/1879] lr: 9.083e-02, eta: 23:39:20, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5470, top1_acc: 0.3617, top5_acc: 0.6047, loss_cls: 2.9329, loss: 4.4800, grad_norm: 2.5389 2021-07-19 21:12:04,163 - mmaction - INFO - Epoch [80][740/1879] lr: 9.081e-02, eta: 23:39:09, time: 0.725, data_time: 0.002, memory: 6921, loss_aux: 1.5456, top1_acc: 0.3539, top5_acc: 0.6117, loss_cls: 2.9225, loss: 4.4681, grad_norm: 2.5059 2021-07-19 21:12:15,797 - mmaction - INFO - Epoch [80][760/1879] lr: 9.079e-02, eta: 23:38:55, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.5540, top1_acc: 0.3680, top5_acc: 0.6129, loss_cls: 2.8905, loss: 4.4445, grad_norm: 2.5826 2021-07-19 21:12:27,410 - mmaction - INFO - Epoch [80][780/1879] lr: 9.077e-02, eta: 23:38:41, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.5543, top1_acc: 0.3582, top5_acc: 0.6145, loss_cls: 2.8821, loss: 4.4364, grad_norm: 2.6123 2021-07-19 21:12:38,616 - mmaction - INFO - Epoch [80][800/1879] lr: 9.075e-02, eta: 23:38:27, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.5377, top1_acc: 0.3766, top5_acc: 0.6156, loss_cls: 2.8533, loss: 4.3909, grad_norm: 2.5271 2021-07-19 21:12:57,312 - mmaction - INFO - Epoch [80][820/1879] lr: 9.072e-02, eta: 23:38:19, time: 0.930, data_time: 0.004, memory: 6921, loss_aux: 1.5541, top1_acc: 0.3629, top5_acc: 0.6062, loss_cls: 2.9205, loss: 4.4746, grad_norm: 2.5435 2021-07-19 21:13:13,370 - mmaction - INFO - Epoch [80][840/1879] lr: 9.070e-02, eta: 23:38:09, time: 0.808, data_time: 0.011, memory: 6921, loss_aux: 1.5795, top1_acc: 0.3441, top5_acc: 0.6051, loss_cls: 2.9433, loss: 4.5228, grad_norm: 2.5575 2021-07-19 21:13:24,758 - mmaction - INFO - Epoch [80][860/1879] lr: 9.068e-02, eta: 23:37:55, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.5845, top1_acc: 0.3602, top5_acc: 0.5988, loss_cls: 2.9755, loss: 4.5600, grad_norm: 2.5489 2021-07-19 21:13:36,729 - mmaction - INFO - Epoch [80][880/1879] lr: 9.066e-02, eta: 23:37:41, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.5892, top1_acc: 0.3691, top5_acc: 0.5895, loss_cls: 2.9691, loss: 4.5583, grad_norm: 2.5387 2021-07-19 21:13:50,533 - mmaction - INFO - Epoch [80][900/1879] lr: 9.063e-02, eta: 23:37:29, time: 0.689, data_time: 0.003, memory: 6921, loss_aux: 1.5162, top1_acc: 0.3691, top5_acc: 0.6266, loss_cls: 2.8317, loss: 4.3479, grad_norm: 2.5640 2021-07-19 21:14:02,840 - mmaction - INFO - Epoch [80][920/1879] lr: 9.061e-02, eta: 23:37:16, time: 0.617, data_time: 0.004, memory: 6921, loss_aux: 1.5430, top1_acc: 0.3680, top5_acc: 0.6223, loss_cls: 2.8960, loss: 4.4389, grad_norm: 2.5904 2021-07-19 21:14:17,618 - mmaction - INFO - Epoch [80][940/1879] lr: 9.059e-02, eta: 23:37:05, time: 0.740, data_time: 0.002, memory: 6921, loss_aux: 1.5560, top1_acc: 0.3750, top5_acc: 0.6211, loss_cls: 2.8772, loss: 4.4332, grad_norm: 2.6029 2021-07-19 21:14:29,508 - mmaction - INFO - Epoch [80][960/1879] lr: 9.057e-02, eta: 23:36:51, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.5618, top1_acc: 0.3691, top5_acc: 0.6020, loss_cls: 2.9349, loss: 4.4967, grad_norm: 2.5442 2021-07-19 21:14:42,418 - mmaction - INFO - Epoch [80][980/1879] lr: 9.055e-02, eta: 23:36:38, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5450, top1_acc: 0.3660, top5_acc: 0.6125, loss_cls: 2.8996, loss: 4.4446, grad_norm: 2.5500 2021-07-19 21:14:53,915 - mmaction - INFO - Epoch [80][1000/1879] lr: 9.052e-02, eta: 23:36:24, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.5578, top1_acc: 0.3574, top5_acc: 0.6055, loss_cls: 2.9483, loss: 4.5060, grad_norm: 2.5585 2021-07-19 21:15:05,619 - mmaction - INFO - Epoch [80][1020/1879] lr: 9.050e-02, eta: 23:36:11, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.5877, top1_acc: 0.3465, top5_acc: 0.6113, loss_cls: 2.9611, loss: 4.5488, grad_norm: 2.5923 2021-07-19 21:15:23,299 - mmaction - INFO - Epoch [80][1040/1879] lr: 9.048e-02, eta: 23:36:02, time: 0.884, data_time: 0.003, memory: 6921, loss_aux: 1.5826, top1_acc: 0.3586, top5_acc: 0.5945, loss_cls: 2.9729, loss: 4.5555, grad_norm: 2.5826 2021-07-19 21:15:34,805 - mmaction - INFO - Epoch [80][1060/1879] lr: 9.046e-02, eta: 23:35:48, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.5664, top1_acc: 0.3594, top5_acc: 0.6074, loss_cls: 2.9407, loss: 4.5070, grad_norm: 2.5553 2021-07-19 21:15:49,496 - mmaction - INFO - Epoch [80][1080/1879] lr: 9.043e-02, eta: 23:35:37, time: 0.724, data_time: 0.003, memory: 6921, loss_aux: 1.5693, top1_acc: 0.3680, top5_acc: 0.6035, loss_cls: 2.9281, loss: 4.4974, grad_norm: 2.5754 2021-07-19 21:16:04,792 - mmaction - INFO - Epoch [80][1100/1879] lr: 9.041e-02, eta: 23:35:26, time: 0.775, data_time: 0.020, memory: 6921, loss_aux: 1.5411, top1_acc: 0.3746, top5_acc: 0.6273, loss_cls: 2.8581, loss: 4.3991, grad_norm: 2.5749 2021-07-19 21:16:20,782 - mmaction - INFO - Epoch [80][1120/1879] lr: 9.039e-02, eta: 23:35:16, time: 0.801, data_time: 0.003, memory: 6921, loss_aux: 1.5617, top1_acc: 0.3512, top5_acc: 0.5996, loss_cls: 2.9355, loss: 4.4972, grad_norm: 2.5790 2021-07-19 21:16:33,540 - mmaction - INFO - Epoch [80][1140/1879] lr: 9.037e-02, eta: 23:35:03, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.5240, top1_acc: 0.3750, top5_acc: 0.6121, loss_cls: 2.8753, loss: 4.3993, grad_norm: 2.5596 2021-07-19 21:16:50,020 - mmaction - INFO - Epoch [80][1160/1879] lr: 9.035e-02, eta: 23:34:54, time: 0.824, data_time: 0.004, memory: 6921, loss_aux: 1.5507, top1_acc: 0.3535, top5_acc: 0.6176, loss_cls: 2.9255, loss: 4.4762, grad_norm: 2.6064 2021-07-19 21:17:01,176 - mmaction - INFO - Epoch [80][1180/1879] lr: 9.032e-02, eta: 23:34:39, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.6151, top1_acc: 0.3375, top5_acc: 0.5902, loss_cls: 3.0117, loss: 4.6268, grad_norm: 2.5889 2021-07-19 21:17:12,064 - mmaction - INFO - Epoch [80][1200/1879] lr: 9.030e-02, eta: 23:34:25, time: 0.545, data_time: 0.002, memory: 6921, loss_aux: 1.5819, top1_acc: 0.3348, top5_acc: 0.5867, loss_cls: 3.0059, loss: 4.5878, grad_norm: 2.5576 2021-07-19 21:17:27,361 - mmaction - INFO - Epoch [80][1220/1879] lr: 9.028e-02, eta: 23:34:14, time: 0.764, data_time: 0.004, memory: 6921, loss_aux: 1.5910, top1_acc: 0.3418, top5_acc: 0.5953, loss_cls: 2.9510, loss: 4.5420, grad_norm: 2.5578 2021-07-19 21:17:38,930 - mmaction - INFO - Epoch [80][1240/1879] lr: 9.026e-02, eta: 23:34:00, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5786, top1_acc: 0.3457, top5_acc: 0.5953, loss_cls: 2.9525, loss: 4.5310, grad_norm: 2.6228 2021-07-19 21:17:50,331 - mmaction - INFO - Epoch [80][1260/1879] lr: 9.023e-02, eta: 23:33:46, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.5652, top1_acc: 0.3746, top5_acc: 0.6117, loss_cls: 2.9073, loss: 4.4725, grad_norm: 2.5183 2021-07-19 21:18:01,947 - mmaction - INFO - Epoch [80][1280/1879] lr: 9.021e-02, eta: 23:33:32, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5394, top1_acc: 0.3598, top5_acc: 0.6129, loss_cls: 2.8868, loss: 4.4263, grad_norm: 2.5847 2021-07-19 21:18:13,592 - mmaction - INFO - Epoch [80][1300/1879] lr: 9.019e-02, eta: 23:33:18, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.5676, top1_acc: 0.3602, top5_acc: 0.6043, loss_cls: 2.9168, loss: 4.4844, grad_norm: 2.5578 2021-07-19 21:18:25,296 - mmaction - INFO - Epoch [80][1320/1879] lr: 9.017e-02, eta: 23:33:04, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.5383, top1_acc: 0.3629, top5_acc: 0.6082, loss_cls: 2.8865, loss: 4.4248, grad_norm: 2.5749 2021-07-19 21:18:42,229 - mmaction - INFO - Epoch [80][1340/1879] lr: 9.015e-02, eta: 23:32:55, time: 0.842, data_time: 0.001, memory: 6921, loss_aux: 1.5497, top1_acc: 0.3629, top5_acc: 0.6145, loss_cls: 2.9184, loss: 4.4681, grad_norm: 2.5788 2021-07-19 21:18:55,878 - mmaction - INFO - Epoch [80][1360/1879] lr: 9.012e-02, eta: 23:32:43, time: 0.660, data_time: 0.007, memory: 6921, loss_aux: 1.5383, top1_acc: 0.3500, top5_acc: 0.6129, loss_cls: 2.8894, loss: 4.4277, grad_norm: 2.5355 2021-07-19 21:19:11,242 - mmaction - INFO - Epoch [80][1380/1879] lr: 9.010e-02, eta: 23:32:32, time: 0.794, data_time: 0.034, memory: 6921, loss_aux: 1.5341, top1_acc: 0.3758, top5_acc: 0.6211, loss_cls: 2.8364, loss: 4.3705, grad_norm: 2.5331 2021-07-19 21:19:23,815 - mmaction - INFO - Epoch [80][1400/1879] lr: 9.008e-02, eta: 23:32:19, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.5358, top1_acc: 0.3699, top5_acc: 0.6234, loss_cls: 2.8701, loss: 4.4059, grad_norm: 2.5796 2021-07-19 21:19:36,215 - mmaction - INFO - Epoch [80][1420/1879] lr: 9.006e-02, eta: 23:32:06, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.5610, top1_acc: 0.3484, top5_acc: 0.6113, loss_cls: 2.9388, loss: 4.4999, grad_norm: 2.6013 2021-07-19 21:19:47,841 - mmaction - INFO - Epoch [80][1440/1879] lr: 9.004e-02, eta: 23:31:52, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5211, top1_acc: 0.3840, top5_acc: 0.6230, loss_cls: 2.8172, loss: 4.3383, grad_norm: 2.5143 2021-07-19 21:20:00,184 - mmaction - INFO - Epoch [80][1460/1879] lr: 9.001e-02, eta: 23:31:39, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.5670, top1_acc: 0.3578, top5_acc: 0.6141, loss_cls: 2.9116, loss: 4.4786, grad_norm: 2.5713 2021-07-19 21:20:11,832 - mmaction - INFO - Epoch [80][1480/1879] lr: 8.999e-02, eta: 23:31:25, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.5781, top1_acc: 0.3598, top5_acc: 0.6062, loss_cls: 2.9433, loss: 4.5215, grad_norm: 2.6046 2021-07-19 21:20:24,502 - mmaction - INFO - Epoch [80][1500/1879] lr: 8.997e-02, eta: 23:31:12, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.6040, top1_acc: 0.3480, top5_acc: 0.5965, loss_cls: 2.9873, loss: 4.5913, grad_norm: 2.5865 2021-07-19 21:20:40,583 - mmaction - INFO - Epoch [80][1520/1879] lr: 8.995e-02, eta: 23:31:02, time: 0.805, data_time: 0.004, memory: 6921, loss_aux: 1.5411, top1_acc: 0.3684, top5_acc: 0.6086, loss_cls: 2.9013, loss: 4.4424, grad_norm: 2.5578 2021-07-19 21:20:56,719 - mmaction - INFO - Epoch [80][1540/1879] lr: 8.992e-02, eta: 23:30:52, time: 0.808, data_time: 0.006, memory: 6921, loss_aux: 1.5677, top1_acc: 0.3801, top5_acc: 0.6109, loss_cls: 2.9118, loss: 4.4795, grad_norm: 2.5747 2021-07-19 21:21:09,982 - mmaction - INFO - Epoch [80][1560/1879] lr: 8.990e-02, eta: 23:30:40, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.5468, top1_acc: 0.3672, top5_acc: 0.6152, loss_cls: 2.8897, loss: 4.4365, grad_norm: 2.5922 2021-07-19 21:21:21,683 - mmaction - INFO - Epoch [80][1580/1879] lr: 8.988e-02, eta: 23:30:26, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.5312, top1_acc: 0.3551, top5_acc: 0.6160, loss_cls: 2.9042, loss: 4.4354, grad_norm: 2.5141 2021-07-19 21:21:38,997 - mmaction - INFO - Epoch [80][1600/1879] lr: 8.986e-02, eta: 23:30:17, time: 0.866, data_time: 0.009, memory: 6921, loss_aux: 1.5851, top1_acc: 0.3668, top5_acc: 0.5922, loss_cls: 2.9553, loss: 4.5404, grad_norm: 2.5460 2021-07-19 21:21:50,554 - mmaction - INFO - Epoch [80][1620/1879] lr: 8.984e-02, eta: 23:30:03, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.5453, top1_acc: 0.3625, top5_acc: 0.6113, loss_cls: 2.8740, loss: 4.4192, grad_norm: 2.5859 2021-07-19 21:22:03,815 - mmaction - INFO - Epoch [80][1640/1879] lr: 8.981e-02, eta: 23:29:50, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.5278, top1_acc: 0.3730, top5_acc: 0.6227, loss_cls: 2.8738, loss: 4.4016, grad_norm: 2.5695 2021-07-19 21:22:17,334 - mmaction - INFO - Epoch [80][1660/1879] lr: 8.979e-02, eta: 23:29:38, time: 0.676, data_time: 0.002, memory: 6921, loss_aux: 1.5538, top1_acc: 0.3590, top5_acc: 0.6008, loss_cls: 2.9175, loss: 4.4713, grad_norm: 2.5838 2021-07-19 21:22:28,739 - mmaction - INFO - Epoch [80][1680/1879] lr: 8.977e-02, eta: 23:29:24, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.5609, top1_acc: 0.3586, top5_acc: 0.6176, loss_cls: 2.8971, loss: 4.4580, grad_norm: 2.6178 2021-07-19 21:22:40,558 - mmaction - INFO - Epoch [80][1700/1879] lr: 8.975e-02, eta: 23:29:10, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.5805, top1_acc: 0.3543, top5_acc: 0.5992, loss_cls: 2.9392, loss: 4.5196, grad_norm: 2.6271 2021-07-19 21:22:54,060 - mmaction - INFO - Epoch [80][1720/1879] lr: 8.972e-02, eta: 23:28:58, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.5522, top1_acc: 0.3555, top5_acc: 0.6129, loss_cls: 2.9307, loss: 4.4829, grad_norm: 2.6367 2021-07-19 21:23:06,832 - mmaction - INFO - Epoch [80][1740/1879] lr: 8.970e-02, eta: 23:28:45, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.5733, top1_acc: 0.3684, top5_acc: 0.6062, loss_cls: 2.9167, loss: 4.4900, grad_norm: 2.5197 2021-07-19 21:23:18,210 - mmaction - INFO - Epoch [80][1760/1879] lr: 8.968e-02, eta: 23:28:31, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.5321, top1_acc: 0.3852, top5_acc: 0.6207, loss_cls: 2.8455, loss: 4.3776, grad_norm: 2.4799 2021-07-19 21:23:31,556 - mmaction - INFO - Epoch [80][1780/1879] lr: 8.966e-02, eta: 23:28:19, time: 0.670, data_time: 0.005, memory: 6921, loss_aux: 1.5641, top1_acc: 0.3563, top5_acc: 0.6012, loss_cls: 2.9140, loss: 4.4781, grad_norm: 2.5374 2021-07-19 21:23:43,963 - mmaction - INFO - Epoch [80][1800/1879] lr: 8.964e-02, eta: 23:28:06, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.5836, top1_acc: 0.3535, top5_acc: 0.6023, loss_cls: 2.9570, loss: 4.5406, grad_norm: 2.6321 2021-07-19 21:23:55,315 - mmaction - INFO - Epoch [80][1820/1879] lr: 8.961e-02, eta: 23:27:51, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.5398, top1_acc: 0.3676, top5_acc: 0.6102, loss_cls: 2.8659, loss: 4.4057, grad_norm: 2.5287 2021-07-19 21:24:07,317 - mmaction - INFO - Epoch [80][1840/1879] lr: 8.959e-02, eta: 23:27:38, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.5657, top1_acc: 0.3594, top5_acc: 0.6152, loss_cls: 2.9067, loss: 4.4724, grad_norm: 2.5585 2021-07-19 21:24:22,190 - mmaction - INFO - Epoch [80][1860/1879] lr: 8.957e-02, eta: 23:27:27, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.5818, top1_acc: 0.3598, top5_acc: 0.5871, loss_cls: 2.9610, loss: 4.5428, grad_norm: 2.5948 2021-07-19 21:24:33,101 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-07-19 21:25:01,679 - mmaction - INFO - Epoch [81][20/1879] lr: 8.953e-02, eta: 23:27:03, time: 1.329, data_time: 0.254, memory: 6921, loss_aux: 1.5319, top1_acc: 0.3676, top5_acc: 0.6152, loss_cls: 2.8597, loss: 4.3916, grad_norm: 2.6194 2021-07-19 21:25:14,757 - mmaction - INFO - Epoch [81][40/1879] lr: 8.950e-02, eta: 23:26:50, time: 0.654, data_time: 0.005, memory: 6921, loss_aux: 1.5604, top1_acc: 0.3629, top5_acc: 0.6000, loss_cls: 2.9347, loss: 4.4951, grad_norm: 2.5800 2021-07-19 21:25:26,201 - mmaction - INFO - Epoch [81][60/1879] lr: 8.948e-02, eta: 23:26:36, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5590, top1_acc: 0.3570, top5_acc: 0.6203, loss_cls: 2.9196, loss: 4.4786, grad_norm: 2.6030 2021-07-19 21:25:39,607 - mmaction - INFO - Epoch [81][80/1879] lr: 8.946e-02, eta: 23:26:24, time: 0.669, data_time: 0.001, memory: 6921, loss_aux: 1.5311, top1_acc: 0.3699, top5_acc: 0.6273, loss_cls: 2.8454, loss: 4.3766, grad_norm: 2.6834 2021-07-19 21:25:50,983 - mmaction - INFO - Epoch [81][100/1879] lr: 8.944e-02, eta: 23:26:10, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.5475, top1_acc: 0.3609, top5_acc: 0.6262, loss_cls: 2.8822, loss: 4.4297, grad_norm: 2.5800 2021-07-19 21:26:02,562 - mmaction - INFO - Epoch [81][120/1879] lr: 8.942e-02, eta: 23:25:56, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5562, top1_acc: 0.3668, top5_acc: 0.6211, loss_cls: 2.8673, loss: 4.4235, grad_norm: 2.6528 2021-07-19 21:26:14,269 - mmaction - INFO - Epoch [81][140/1879] lr: 8.939e-02, eta: 23:25:42, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5349, top1_acc: 0.3660, top5_acc: 0.6129, loss_cls: 2.8692, loss: 4.4041, grad_norm: 2.6119 2021-07-19 21:26:27,794 - mmaction - INFO - Epoch [81][160/1879] lr: 8.937e-02, eta: 23:25:30, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.5687, top1_acc: 0.3527, top5_acc: 0.6102, loss_cls: 2.9322, loss: 4.5009, grad_norm: 2.6358 2021-07-19 21:26:39,317 - mmaction - INFO - Epoch [81][180/1879] lr: 8.935e-02, eta: 23:25:16, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.5833, top1_acc: 0.3441, top5_acc: 0.6020, loss_cls: 2.9736, loss: 4.5569, grad_norm: 2.5907 2021-07-19 21:26:53,742 - mmaction - INFO - Epoch [81][200/1879] lr: 8.933e-02, eta: 23:25:04, time: 0.721, data_time: 0.001, memory: 6921, loss_aux: 1.5780, top1_acc: 0.3402, top5_acc: 0.6051, loss_cls: 2.9687, loss: 4.5467, grad_norm: 2.6177 2021-07-19 21:27:07,619 - mmaction - INFO - Epoch [81][220/1879] lr: 8.930e-02, eta: 23:24:53, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.5291, top1_acc: 0.3680, top5_acc: 0.6105, loss_cls: 2.8919, loss: 4.4210, grad_norm: 2.5822 2021-07-19 21:27:19,447 - mmaction - INFO - Epoch [81][240/1879] lr: 8.928e-02, eta: 23:24:39, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.5027, top1_acc: 0.3828, top5_acc: 0.6188, loss_cls: 2.8058, loss: 4.3084, grad_norm: 2.5549 2021-07-19 21:27:33,926 - mmaction - INFO - Epoch [81][260/1879] lr: 8.926e-02, eta: 23:24:27, time: 0.724, data_time: 0.004, memory: 6921, loss_aux: 1.5125, top1_acc: 0.3711, top5_acc: 0.6270, loss_cls: 2.7973, loss: 4.3098, grad_norm: 2.5877 2021-07-19 21:27:45,334 - mmaction - INFO - Epoch [81][280/1879] lr: 8.924e-02, eta: 23:24:13, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.5450, top1_acc: 0.3621, top5_acc: 0.6062, loss_cls: 2.9061, loss: 4.4512, grad_norm: 2.6065 2021-07-19 21:27:56,892 - mmaction - INFO - Epoch [81][300/1879] lr: 8.922e-02, eta: 23:23:59, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.5682, top1_acc: 0.3473, top5_acc: 0.6035, loss_cls: 2.9145, loss: 4.4827, grad_norm: 2.5866 2021-07-19 21:28:08,670 - mmaction - INFO - Epoch [81][320/1879] lr: 8.919e-02, eta: 23:23:46, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.5626, top1_acc: 0.3496, top5_acc: 0.5973, loss_cls: 2.9566, loss: 4.5191, grad_norm: 2.6391 2021-07-19 21:28:20,028 - mmaction - INFO - Epoch [81][340/1879] lr: 8.917e-02, eta: 23:23:31, time: 0.571, data_time: 0.008, memory: 6921, loss_aux: 1.5498, top1_acc: 0.3684, top5_acc: 0.6160, loss_cls: 2.9171, loss: 4.4669, grad_norm: 2.6213 2021-07-19 21:28:31,376 - mmaction - INFO - Epoch [81][360/1879] lr: 8.915e-02, eta: 23:23:17, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.5717, top1_acc: 0.3500, top5_acc: 0.5949, loss_cls: 2.9364, loss: 4.5081, grad_norm: 2.6065 2021-07-19 21:28:45,925 - mmaction - INFO - Epoch [81][380/1879] lr: 8.913e-02, eta: 23:23:06, time: 0.729, data_time: 0.006, memory: 6921, loss_aux: 1.5587, top1_acc: 0.3570, top5_acc: 0.6191, loss_cls: 2.9067, loss: 4.4654, grad_norm: 2.6344 2021-07-19 21:28:59,821 - mmaction - INFO - Epoch [81][400/1879] lr: 8.910e-02, eta: 23:22:54, time: 0.697, data_time: 0.005, memory: 6921, loss_aux: 1.5682, top1_acc: 0.3578, top5_acc: 0.6102, loss_cls: 2.9482, loss: 4.5164, grad_norm: 2.6091 2021-07-19 21:29:12,269 - mmaction - INFO - Epoch [81][420/1879] lr: 8.908e-02, eta: 23:22:41, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.5297, top1_acc: 0.3699, top5_acc: 0.6242, loss_cls: 2.8316, loss: 4.3613, grad_norm: 2.5779 2021-07-19 21:29:31,441 - mmaction - INFO - Epoch [81][440/1879] lr: 8.906e-02, eta: 23:22:34, time: 0.959, data_time: 0.003, memory: 6921, loss_aux: 1.5833, top1_acc: 0.3531, top5_acc: 0.5992, loss_cls: 2.9718, loss: 4.5551, grad_norm: 2.5605 2021-07-19 21:29:43,110 - mmaction - INFO - Epoch [81][460/1879] lr: 8.904e-02, eta: 23:22:20, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.5606, top1_acc: 0.3551, top5_acc: 0.6145, loss_cls: 2.9389, loss: 4.4995, grad_norm: 2.5753 2021-07-19 21:30:01,762 - mmaction - INFO - Epoch [81][480/1879] lr: 8.902e-02, eta: 23:22:12, time: 0.931, data_time: 0.003, memory: 6921, loss_aux: 1.5811, top1_acc: 0.3566, top5_acc: 0.6039, loss_cls: 2.9407, loss: 4.5218, grad_norm: 2.5774 2021-07-19 21:30:15,307 - mmaction - INFO - Epoch [81][500/1879] lr: 8.899e-02, eta: 23:22:00, time: 0.679, data_time: 0.005, memory: 6921, loss_aux: 1.4953, top1_acc: 0.3789, top5_acc: 0.6371, loss_cls: 2.7867, loss: 4.2820, grad_norm: 2.5998 2021-07-19 21:30:26,761 - mmaction - INFO - Epoch [81][520/1879] lr: 8.897e-02, eta: 23:21:46, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.5413, top1_acc: 0.3695, top5_acc: 0.6184, loss_cls: 2.8697, loss: 4.4110, grad_norm: 2.5826 2021-07-19 21:30:38,277 - mmaction - INFO - Epoch [81][540/1879] lr: 8.895e-02, eta: 23:21:32, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.5608, top1_acc: 0.3578, top5_acc: 0.6039, loss_cls: 2.9212, loss: 4.4821, grad_norm: 2.5066 2021-07-19 21:30:52,242 - mmaction - INFO - Epoch [81][560/1879] lr: 8.893e-02, eta: 23:21:20, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.5386, top1_acc: 0.3703, top5_acc: 0.6055, loss_cls: 2.8845, loss: 4.4231, grad_norm: 2.5850 2021-07-19 21:31:03,812 - mmaction - INFO - Epoch [81][580/1879] lr: 8.891e-02, eta: 23:21:06, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5475, top1_acc: 0.3645, top5_acc: 0.6090, loss_cls: 2.9116, loss: 4.4592, grad_norm: 2.5915 2021-07-19 21:31:16,795 - mmaction - INFO - Epoch [81][600/1879] lr: 8.888e-02, eta: 23:20:53, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.5730, top1_acc: 0.3598, top5_acc: 0.5961, loss_cls: 2.9735, loss: 4.5465, grad_norm: 2.5877 2021-07-19 21:31:27,968 - mmaction - INFO - Epoch [81][620/1879] lr: 8.886e-02, eta: 23:20:39, time: 0.570, data_time: 0.013, memory: 6921, loss_aux: 1.5344, top1_acc: 0.3758, top5_acc: 0.6195, loss_cls: 2.8467, loss: 4.3811, grad_norm: 2.5505 2021-07-19 21:31:41,679 - mmaction - INFO - Epoch [81][640/1879] lr: 8.884e-02, eta: 23:20:27, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.5938, top1_acc: 0.3465, top5_acc: 0.5910, loss_cls: 2.9836, loss: 4.5774, grad_norm: 2.5777 2021-07-19 21:31:53,108 - mmaction - INFO - Epoch [81][660/1879] lr: 8.882e-02, eta: 23:20:13, time: 0.575, data_time: 0.007, memory: 6921, loss_aux: 1.5266, top1_acc: 0.3699, top5_acc: 0.6047, loss_cls: 2.8644, loss: 4.3910, grad_norm: 2.5968 2021-07-19 21:32:05,079 - mmaction - INFO - Epoch [81][680/1879] lr: 8.879e-02, eta: 23:19:59, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.5285, top1_acc: 0.3777, top5_acc: 0.6242, loss_cls: 2.8403, loss: 4.3687, grad_norm: 2.5702 2021-07-19 21:32:16,465 - mmaction - INFO - Epoch [81][700/1879] lr: 8.877e-02, eta: 23:19:45, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.5451, top1_acc: 0.3637, top5_acc: 0.6227, loss_cls: 2.8561, loss: 4.4012, grad_norm: 2.5828 2021-07-19 21:32:28,009 - mmaction - INFO - Epoch [81][720/1879] lr: 8.875e-02, eta: 23:19:31, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.5245, top1_acc: 0.3754, top5_acc: 0.6176, loss_cls: 2.8477, loss: 4.3722, grad_norm: 2.5795 2021-07-19 21:32:39,377 - mmaction - INFO - Epoch [81][740/1879] lr: 8.873e-02, eta: 23:19:17, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.6023, top1_acc: 0.3441, top5_acc: 0.5926, loss_cls: 3.0251, loss: 4.6274, grad_norm: 2.6354 2021-07-19 21:32:50,595 - mmaction - INFO - Epoch [81][760/1879] lr: 8.871e-02, eta: 23:19:03, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.6033, top1_acc: 0.3629, top5_acc: 0.6051, loss_cls: 2.9910, loss: 4.5943, grad_norm: 2.6211 2021-07-19 21:33:02,066 - mmaction - INFO - Epoch [81][780/1879] lr: 8.868e-02, eta: 23:18:49, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.5752, top1_acc: 0.3488, top5_acc: 0.5977, loss_cls: 2.9370, loss: 4.5122, grad_norm: 2.5981 2021-07-19 21:33:13,576 - mmaction - INFO - Epoch [81][800/1879] lr: 8.866e-02, eta: 23:18:35, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.5782, top1_acc: 0.3668, top5_acc: 0.6031, loss_cls: 2.9261, loss: 4.5043, grad_norm: 2.5578 2021-07-19 21:33:25,060 - mmaction - INFO - Epoch [81][820/1879] lr: 8.864e-02, eta: 23:18:21, time: 0.572, data_time: 0.001, memory: 6921, loss_aux: 1.5417, top1_acc: 0.3746, top5_acc: 0.6141, loss_cls: 2.8766, loss: 4.4183, grad_norm: 2.5991 2021-07-19 21:33:36,642 - mmaction - INFO - Epoch [81][840/1879] lr: 8.862e-02, eta: 23:18:07, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.5179, top1_acc: 0.3586, top5_acc: 0.6105, loss_cls: 2.8593, loss: 4.3772, grad_norm: 2.5502 2021-07-19 21:33:49,090 - mmaction - INFO - Epoch [81][860/1879] lr: 8.860e-02, eta: 23:17:54, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.5499, top1_acc: 0.3723, top5_acc: 0.6113, loss_cls: 2.8853, loss: 4.4352, grad_norm: 2.6770 2021-07-19 21:34:01,538 - mmaction - INFO - Epoch [81][880/1879] lr: 8.857e-02, eta: 23:17:40, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.5667, top1_acc: 0.3594, top5_acc: 0.6059, loss_cls: 2.9438, loss: 4.5105, grad_norm: 2.5986 2021-07-19 21:34:13,422 - mmaction - INFO - Epoch [81][900/1879] lr: 8.855e-02, eta: 23:17:27, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.5587, top1_acc: 0.3680, top5_acc: 0.6086, loss_cls: 2.8974, loss: 4.4561, grad_norm: 2.5790 2021-07-19 21:34:24,914 - mmaction - INFO - Epoch [81][920/1879] lr: 8.853e-02, eta: 23:17:13, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.5774, top1_acc: 0.3609, top5_acc: 0.6004, loss_cls: 2.9273, loss: 4.5048, grad_norm: 2.6588 2021-07-19 21:34:37,353 - mmaction - INFO - Epoch [81][940/1879] lr: 8.851e-02, eta: 23:17:00, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.5541, top1_acc: 0.3648, top5_acc: 0.6223, loss_cls: 2.8889, loss: 4.4429, grad_norm: 2.6093 2021-07-19 21:34:53,144 - mmaction - INFO - Epoch [81][960/1879] lr: 8.848e-02, eta: 23:16:49, time: 0.787, data_time: 0.002, memory: 6921, loss_aux: 1.5466, top1_acc: 0.3703, top5_acc: 0.6195, loss_cls: 2.8632, loss: 4.4099, grad_norm: 2.6222 2021-07-19 21:35:09,686 - mmaction - INFO - Epoch [81][980/1879] lr: 8.846e-02, eta: 23:16:40, time: 0.828, data_time: 0.006, memory: 6921, loss_aux: 1.5663, top1_acc: 0.3578, top5_acc: 0.6129, loss_cls: 2.9205, loss: 4.4869, grad_norm: 2.5926 2021-07-19 21:35:21,627 - mmaction - INFO - Epoch [81][1000/1879] lr: 8.844e-02, eta: 23:16:26, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.5370, top1_acc: 0.3695, top5_acc: 0.6152, loss_cls: 2.8743, loss: 4.4113, grad_norm: 2.5856 2021-07-19 21:35:34,198 - mmaction - INFO - Epoch [81][1020/1879] lr: 8.842e-02, eta: 23:16:13, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.5779, top1_acc: 0.3625, top5_acc: 0.6078, loss_cls: 2.9549, loss: 4.5328, grad_norm: 2.6101 2021-07-19 21:35:46,540 - mmaction - INFO - Epoch [81][1040/1879] lr: 8.840e-02, eta: 23:15:59, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.5523, top1_acc: 0.3590, top5_acc: 0.6109, loss_cls: 2.9314, loss: 4.4837, grad_norm: 2.5583 2021-07-19 21:35:58,915 - mmaction - INFO - Epoch [81][1060/1879] lr: 8.837e-02, eta: 23:15:46, time: 0.651, data_time: 0.037, memory: 6921, loss_aux: 1.5744, top1_acc: 0.3605, top5_acc: 0.6035, loss_cls: 2.9397, loss: 4.5141, grad_norm: 2.5942 2021-07-19 21:36:21,228 - mmaction - INFO - Epoch [81][1080/1879] lr: 8.835e-02, eta: 23:15:42, time: 1.117, data_time: 0.005, memory: 6921, loss_aux: 1.5515, top1_acc: 0.3539, top5_acc: 0.6160, loss_cls: 2.8887, loss: 4.4402, grad_norm: 2.5693 2021-07-19 21:36:32,511 - mmaction - INFO - Epoch [81][1100/1879] lr: 8.833e-02, eta: 23:15:28, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.5643, top1_acc: 0.3641, top5_acc: 0.6160, loss_cls: 2.9196, loss: 4.4839, grad_norm: 2.6149 2021-07-19 21:36:44,716 - mmaction - INFO - Epoch [81][1120/1879] lr: 8.831e-02, eta: 23:15:14, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.5650, top1_acc: 0.3594, top5_acc: 0.6227, loss_cls: 2.9190, loss: 4.4841, grad_norm: 2.5762 2021-07-19 21:36:57,761 - mmaction - INFO - Epoch [81][1140/1879] lr: 8.829e-02, eta: 23:15:02, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.5564, top1_acc: 0.3535, top5_acc: 0.6027, loss_cls: 2.9371, loss: 4.4935, grad_norm: 2.6641 2021-07-19 21:37:19,069 - mmaction - INFO - Epoch [81][1160/1879] lr: 8.826e-02, eta: 23:14:56, time: 1.067, data_time: 0.006, memory: 6921, loss_aux: 1.5754, top1_acc: 0.3586, top5_acc: 0.6035, loss_cls: 2.9841, loss: 4.5595, grad_norm: 2.5545 2021-07-19 21:37:31,135 - mmaction - INFO - Epoch [81][1180/1879] lr: 8.824e-02, eta: 23:14:43, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.5748, top1_acc: 0.3684, top5_acc: 0.6035, loss_cls: 2.9219, loss: 4.4967, grad_norm: 2.5785 2021-07-19 21:37:45,026 - mmaction - INFO - Epoch [81][1200/1879] lr: 8.822e-02, eta: 23:14:31, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.5810, top1_acc: 0.3594, top5_acc: 0.5988, loss_cls: 2.9533, loss: 4.5343, grad_norm: 2.6084 2021-07-19 21:37:58,674 - mmaction - INFO - Epoch [81][1220/1879] lr: 8.820e-02, eta: 23:14:18, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 1.5609, top1_acc: 0.3629, top5_acc: 0.6109, loss_cls: 2.9028, loss: 4.4637, grad_norm: 2.5850 2021-07-19 21:38:10,156 - mmaction - INFO - Epoch [81][1240/1879] lr: 8.817e-02, eta: 23:14:04, time: 0.572, data_time: 0.009, memory: 6921, loss_aux: 1.5743, top1_acc: 0.3586, top5_acc: 0.6004, loss_cls: 2.9335, loss: 4.5078, grad_norm: 2.6331 2021-07-19 21:38:26,525 - mmaction - INFO - Epoch [81][1260/1879] lr: 8.815e-02, eta: 23:13:55, time: 0.824, data_time: 0.009, memory: 6921, loss_aux: 1.5798, top1_acc: 0.3676, top5_acc: 0.6066, loss_cls: 2.9136, loss: 4.4933, grad_norm: 2.6000 2021-07-19 21:38:41,507 - mmaction - INFO - Epoch [81][1280/1879] lr: 8.813e-02, eta: 23:13:44, time: 0.748, data_time: 0.005, memory: 6921, loss_aux: 1.5884, top1_acc: 0.3469, top5_acc: 0.6023, loss_cls: 2.9795, loss: 4.5680, grad_norm: 2.6240 2021-07-19 21:38:53,376 - mmaction - INFO - Epoch [81][1300/1879] lr: 8.811e-02, eta: 23:13:30, time: 0.595, data_time: 0.006, memory: 6921, loss_aux: 1.5332, top1_acc: 0.3637, top5_acc: 0.6191, loss_cls: 2.8740, loss: 4.4072, grad_norm: 2.5636 2021-07-19 21:39:06,179 - mmaction - INFO - Epoch [81][1320/1879] lr: 8.809e-02, eta: 23:13:17, time: 0.640, data_time: 0.005, memory: 6921, loss_aux: 1.5663, top1_acc: 0.3637, top5_acc: 0.6113, loss_cls: 2.9190, loss: 4.4853, grad_norm: 2.5638 2021-07-19 21:39:17,405 - mmaction - INFO - Epoch [81][1340/1879] lr: 8.806e-02, eta: 23:13:03, time: 0.563, data_time: 0.006, memory: 6921, loss_aux: 1.5644, top1_acc: 0.3598, top5_acc: 0.6008, loss_cls: 2.9147, loss: 4.4792, grad_norm: 2.5800 2021-07-19 21:39:28,748 - mmaction - INFO - Epoch [81][1360/1879] lr: 8.804e-02, eta: 23:12:49, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5846, top1_acc: 0.3520, top5_acc: 0.5949, loss_cls: 2.9660, loss: 4.5507, grad_norm: 2.5631 2021-07-19 21:39:40,454 - mmaction - INFO - Epoch [81][1380/1879] lr: 8.802e-02, eta: 23:12:35, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5734, top1_acc: 0.3445, top5_acc: 0.5988, loss_cls: 2.9658, loss: 4.5392, grad_norm: 2.6082 2021-07-19 21:39:54,832 - mmaction - INFO - Epoch [81][1400/1879] lr: 8.800e-02, eta: 23:12:23, time: 0.719, data_time: 0.003, memory: 6921, loss_aux: 1.5856, top1_acc: 0.3469, top5_acc: 0.5996, loss_cls: 2.9728, loss: 4.5584, grad_norm: 2.5980 2021-07-19 21:40:06,084 - mmaction - INFO - Epoch [81][1420/1879] lr: 8.798e-02, eta: 23:12:09, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.5425, top1_acc: 0.3699, top5_acc: 0.6109, loss_cls: 2.9046, loss: 4.4471, grad_norm: 2.5059 2021-07-19 21:40:21,514 - mmaction - INFO - Epoch [81][1440/1879] lr: 8.795e-02, eta: 23:11:59, time: 0.772, data_time: 0.004, memory: 6921, loss_aux: 1.5826, top1_acc: 0.3547, top5_acc: 0.6062, loss_cls: 2.9609, loss: 4.5435, grad_norm: 2.6462 2021-07-19 21:40:32,940 - mmaction - INFO - Epoch [81][1460/1879] lr: 8.793e-02, eta: 23:11:45, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.5000, top1_acc: 0.3918, top5_acc: 0.6316, loss_cls: 2.8123, loss: 4.3123, grad_norm: 2.5938 2021-07-19 21:40:46,489 - mmaction - INFO - Epoch [81][1480/1879] lr: 8.791e-02, eta: 23:11:32, time: 0.644, data_time: 0.003, memory: 6921, loss_aux: 1.5424, top1_acc: 0.3715, top5_acc: 0.6078, loss_cls: 2.8864, loss: 4.4288, grad_norm: 2.6118 2021-07-19 21:40:59,614 - mmaction - INFO - Epoch [81][1500/1879] lr: 8.789e-02, eta: 23:11:20, time: 0.688, data_time: 0.037, memory: 6921, loss_aux: 1.5591, top1_acc: 0.3563, top5_acc: 0.6059, loss_cls: 2.9083, loss: 4.4674, grad_norm: 2.6810 2021-07-19 21:41:12,431 - mmaction - INFO - Epoch [81][1520/1879] lr: 8.786e-02, eta: 23:11:07, time: 0.634, data_time: 0.006, memory: 6921, loss_aux: 1.5746, top1_acc: 0.3570, top5_acc: 0.6000, loss_cls: 2.9573, loss: 4.5319, grad_norm: 2.5813 2021-07-19 21:41:24,614 - mmaction - INFO - Epoch [81][1540/1879] lr: 8.784e-02, eta: 23:10:53, time: 0.618, data_time: 0.011, memory: 6921, loss_aux: 1.5119, top1_acc: 0.3809, top5_acc: 0.6285, loss_cls: 2.8137, loss: 4.3256, grad_norm: 2.5132 2021-07-19 21:41:36,376 - mmaction - INFO - Epoch [81][1560/1879] lr: 8.782e-02, eta: 23:10:40, time: 0.587, data_time: 0.001, memory: 6921, loss_aux: 1.5658, top1_acc: 0.3586, top5_acc: 0.5973, loss_cls: 2.9480, loss: 4.5138, grad_norm: 2.6695 2021-07-19 21:41:54,007 - mmaction - INFO - Epoch [81][1580/1879] lr: 8.780e-02, eta: 23:10:31, time: 0.878, data_time: 0.002, memory: 6921, loss_aux: 1.5720, top1_acc: 0.3613, top5_acc: 0.6016, loss_cls: 2.9272, loss: 4.4992, grad_norm: 2.5853 2021-07-19 21:42:05,614 - mmaction - INFO - Epoch [81][1600/1879] lr: 8.778e-02, eta: 23:10:17, time: 0.584, data_time: 0.009, memory: 6921, loss_aux: 1.5487, top1_acc: 0.3637, top5_acc: 0.6117, loss_cls: 2.9036, loss: 4.4522, grad_norm: 2.5806 2021-07-19 21:42:20,465 - mmaction - INFO - Epoch [81][1620/1879] lr: 8.775e-02, eta: 23:10:06, time: 0.743, data_time: 0.003, memory: 6921, loss_aux: 1.5479, top1_acc: 0.3578, top5_acc: 0.6109, loss_cls: 2.9170, loss: 4.4649, grad_norm: 2.6693 2021-07-19 21:42:34,014 - mmaction - INFO - Epoch [81][1640/1879] lr: 8.773e-02, eta: 23:09:54, time: 0.676, data_time: 0.005, memory: 6921, loss_aux: 1.5352, top1_acc: 0.3730, top5_acc: 0.6242, loss_cls: 2.8742, loss: 4.4093, grad_norm: 2.5198 2021-07-19 21:42:45,779 - mmaction - INFO - Epoch [81][1660/1879] lr: 8.771e-02, eta: 23:09:40, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.5324, top1_acc: 0.3684, top5_acc: 0.6301, loss_cls: 2.8743, loss: 4.4067, grad_norm: 2.5868 2021-07-19 21:43:03,878 - mmaction - INFO - Epoch [81][1680/1879] lr: 8.769e-02, eta: 23:09:32, time: 0.904, data_time: 0.003, memory: 6921, loss_aux: 1.5262, top1_acc: 0.3605, top5_acc: 0.6211, loss_cls: 2.8550, loss: 4.3812, grad_norm: 2.6534 2021-07-19 21:43:16,732 - mmaction - INFO - Epoch [81][1700/1879] lr: 8.767e-02, eta: 23:09:19, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.5869, top1_acc: 0.3461, top5_acc: 0.6008, loss_cls: 2.9935, loss: 4.5804, grad_norm: 2.6441 2021-07-19 21:43:27,816 - mmaction - INFO - Epoch [81][1720/1879] lr: 8.764e-02, eta: 23:09:04, time: 0.556, data_time: 0.004, memory: 6921, loss_aux: 1.5697, top1_acc: 0.3547, top5_acc: 0.6055, loss_cls: 2.9506, loss: 4.5203, grad_norm: 2.6732 2021-07-19 21:43:39,966 - mmaction - INFO - Epoch [81][1740/1879] lr: 8.762e-02, eta: 23:08:51, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.5886, top1_acc: 0.3508, top5_acc: 0.5832, loss_cls: 2.9973, loss: 4.5859, grad_norm: 2.5725 2021-07-19 21:43:57,372 - mmaction - INFO - Epoch [81][1760/1879] lr: 8.760e-02, eta: 23:08:42, time: 0.869, data_time: 0.003, memory: 6921, loss_aux: 1.5313, top1_acc: 0.3781, top5_acc: 0.6188, loss_cls: 2.8402, loss: 4.3715, grad_norm: 2.5536 2021-07-19 21:44:09,011 - mmaction - INFO - Epoch [81][1780/1879] lr: 8.758e-02, eta: 23:08:28, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.5515, top1_acc: 0.3500, top5_acc: 0.6145, loss_cls: 2.8964, loss: 4.4479, grad_norm: 2.5824 2021-07-19 21:44:21,672 - mmaction - INFO - Epoch [81][1800/1879] lr: 8.756e-02, eta: 23:08:15, time: 0.632, data_time: 0.001, memory: 6921, loss_aux: 1.5616, top1_acc: 0.3586, top5_acc: 0.6070, loss_cls: 2.9331, loss: 4.4947, grad_norm: 2.5797 2021-07-19 21:44:35,027 - mmaction - INFO - Epoch [81][1820/1879] lr: 8.753e-02, eta: 23:08:03, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.5816, top1_acc: 0.3406, top5_acc: 0.5969, loss_cls: 2.9993, loss: 4.5809, grad_norm: 2.6178 2021-07-19 21:44:49,792 - mmaction - INFO - Epoch [81][1840/1879] lr: 8.751e-02, eta: 23:07:52, time: 0.743, data_time: 0.007, memory: 6921, loss_aux: 1.5405, top1_acc: 0.3703, top5_acc: 0.6191, loss_cls: 2.8567, loss: 4.3972, grad_norm: 2.5269 2021-07-19 21:45:01,302 - mmaction - INFO - Epoch [81][1860/1879] lr: 8.749e-02, eta: 23:07:38, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.5632, top1_acc: 0.3566, top5_acc: 0.6020, loss_cls: 2.9111, loss: 4.4743, grad_norm: 2.5346 2021-07-19 21:45:11,551 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-07-19 21:45:40,171 - mmaction - INFO - Epoch [82][20/1879] lr: 8.745e-02, eta: 23:07:10, time: 1.082, data_time: 0.164, memory: 6921, loss_aux: 1.5532, top1_acc: 0.3539, top5_acc: 0.6070, loss_cls: 2.9126, loss: 4.4658, grad_norm: 2.5741 2021-07-19 21:46:01,192 - mmaction - INFO - Epoch [82][40/1879] lr: 8.742e-02, eta: 23:07:04, time: 1.051, data_time: 0.014, memory: 6921, loss_aux: 1.5516, top1_acc: 0.3637, top5_acc: 0.6121, loss_cls: 2.9005, loss: 4.4520, grad_norm: 2.5523 2021-07-19 21:46:12,789 - mmaction - INFO - Epoch [82][60/1879] lr: 8.740e-02, eta: 23:06:50, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.5284, top1_acc: 0.3746, top5_acc: 0.6281, loss_cls: 2.8310, loss: 4.3594, grad_norm: 2.5992 2021-07-19 21:46:26,230 - mmaction - INFO - Epoch [82][80/1879] lr: 8.738e-02, eta: 23:06:38, time: 0.672, data_time: 0.004, memory: 6921, loss_aux: 1.5148, top1_acc: 0.3789, top5_acc: 0.6375, loss_cls: 2.8313, loss: 4.3461, grad_norm: 2.6204 2021-07-19 21:46:38,980 - mmaction - INFO - Epoch [82][100/1879] lr: 8.736e-02, eta: 23:06:25, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.5442, top1_acc: 0.3656, top5_acc: 0.6105, loss_cls: 2.8735, loss: 4.4177, grad_norm: 2.7423 2021-07-19 21:46:51,672 - mmaction - INFO - Epoch [82][120/1879] lr: 8.734e-02, eta: 23:06:12, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.5394, top1_acc: 0.3707, top5_acc: 0.6215, loss_cls: 2.8728, loss: 4.4122, grad_norm: 2.6097 2021-07-19 21:47:06,493 - mmaction - INFO - Epoch [82][140/1879] lr: 8.731e-02, eta: 23:06:01, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 1.5246, top1_acc: 0.3766, top5_acc: 0.6285, loss_cls: 2.8161, loss: 4.3407, grad_norm: 2.6157 2021-07-19 21:47:19,312 - mmaction - INFO - Epoch [82][160/1879] lr: 8.729e-02, eta: 23:05:48, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.5093, top1_acc: 0.3746, top5_acc: 0.6254, loss_cls: 2.7962, loss: 4.3055, grad_norm: 2.5856 2021-07-19 21:47:31,003 - mmaction - INFO - Epoch [82][180/1879] lr: 8.727e-02, eta: 23:05:34, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.5478, top1_acc: 0.3789, top5_acc: 0.6156, loss_cls: 2.8875, loss: 4.4353, grad_norm: 2.5713 2021-07-19 21:47:44,824 - mmaction - INFO - Epoch [82][200/1879] lr: 8.725e-02, eta: 23:05:22, time: 0.690, data_time: 0.003, memory: 6921, loss_aux: 1.5770, top1_acc: 0.3590, top5_acc: 0.6000, loss_cls: 2.9326, loss: 4.5096, grad_norm: 2.6172 2021-07-19 21:47:56,757 - mmaction - INFO - Epoch [82][220/1879] lr: 8.722e-02, eta: 23:05:08, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.5099, top1_acc: 0.3824, top5_acc: 0.6379, loss_cls: 2.7875, loss: 4.2974, grad_norm: 2.6222 2021-07-19 21:48:10,358 - mmaction - INFO - Epoch [82][240/1879] lr: 8.720e-02, eta: 23:04:56, time: 0.678, data_time: 0.003, memory: 6921, loss_aux: 1.5577, top1_acc: 0.3617, top5_acc: 0.6070, loss_cls: 2.8980, loss: 4.4557, grad_norm: 2.6104 2021-07-19 21:48:22,240 - mmaction - INFO - Epoch [82][260/1879] lr: 8.718e-02, eta: 23:04:42, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.5591, top1_acc: 0.3695, top5_acc: 0.6102, loss_cls: 2.8982, loss: 4.4573, grad_norm: 2.5767 2021-07-19 21:48:36,898 - mmaction - INFO - Epoch [82][280/1879] lr: 8.716e-02, eta: 23:04:31, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.5417, top1_acc: 0.3727, top5_acc: 0.6164, loss_cls: 2.8511, loss: 4.3928, grad_norm: 2.6369 2021-07-19 21:48:52,554 - mmaction - INFO - Epoch [82][300/1879] lr: 8.714e-02, eta: 23:04:21, time: 0.781, data_time: 0.004, memory: 6921, loss_aux: 1.5126, top1_acc: 0.3801, top5_acc: 0.6227, loss_cls: 2.8047, loss: 4.3173, grad_norm: 2.5873 2021-07-19 21:49:07,290 - mmaction - INFO - Epoch [82][320/1879] lr: 8.711e-02, eta: 23:04:09, time: 0.692, data_time: 0.006, memory: 6921, loss_aux: 1.5556, top1_acc: 0.3691, top5_acc: 0.6180, loss_cls: 2.8852, loss: 4.4408, grad_norm: 2.6093 2021-07-19 21:49:19,799 - mmaction - INFO - Epoch [82][340/1879] lr: 8.709e-02, eta: 23:03:56, time: 0.673, data_time: 0.051, memory: 6921, loss_aux: 1.5237, top1_acc: 0.3812, top5_acc: 0.6250, loss_cls: 2.8326, loss: 4.3563, grad_norm: 2.6129 2021-07-19 21:49:31,850 - mmaction - INFO - Epoch [82][360/1879] lr: 8.707e-02, eta: 23:03:43, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.5767, top1_acc: 0.3602, top5_acc: 0.6055, loss_cls: 2.9520, loss: 4.5287, grad_norm: 2.6356 2021-07-19 21:49:46,432 - mmaction - INFO - Epoch [82][380/1879] lr: 8.705e-02, eta: 23:03:31, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 1.5637, top1_acc: 0.3492, top5_acc: 0.6098, loss_cls: 2.9326, loss: 4.4963, grad_norm: 2.5928 2021-07-19 21:49:59,156 - mmaction - INFO - Epoch [82][400/1879] lr: 8.703e-02, eta: 23:03:18, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.5475, top1_acc: 0.3668, top5_acc: 0.6176, loss_cls: 2.8875, loss: 4.4350, grad_norm: 2.6228 2021-07-19 21:50:10,590 - mmaction - INFO - Epoch [82][420/1879] lr: 8.700e-02, eta: 23:03:04, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5743, top1_acc: 0.3672, top5_acc: 0.6012, loss_cls: 2.9339, loss: 4.5082, grad_norm: 2.6368 2021-07-19 21:50:24,472 - mmaction - INFO - Epoch [82][440/1879] lr: 8.698e-02, eta: 23:02:52, time: 0.693, data_time: 0.002, memory: 6921, loss_aux: 1.5479, top1_acc: 0.3633, top5_acc: 0.6008, loss_cls: 2.9323, loss: 4.4802, grad_norm: 2.6242 2021-07-19 21:50:49,565 - mmaction - INFO - Epoch [82][460/1879] lr: 8.696e-02, eta: 23:02:50, time: 1.252, data_time: 0.003, memory: 6921, loss_aux: 1.5488, top1_acc: 0.3566, top5_acc: 0.6188, loss_cls: 2.9000, loss: 4.4488, grad_norm: 2.6628 2021-07-19 21:51:00,944 - mmaction - INFO - Epoch [82][480/1879] lr: 8.694e-02, eta: 23:02:36, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.5319, top1_acc: 0.3680, top5_acc: 0.6305, loss_cls: 2.8713, loss: 4.4031, grad_norm: 2.6525 2021-07-19 21:51:12,578 - mmaction - INFO - Epoch [82][500/1879] lr: 8.692e-02, eta: 23:02:22, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.5516, top1_acc: 0.3605, top5_acc: 0.6043, loss_cls: 2.9039, loss: 4.4555, grad_norm: 2.6220 2021-07-19 21:51:25,142 - mmaction - INFO - Epoch [82][520/1879] lr: 8.689e-02, eta: 23:02:09, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.5291, top1_acc: 0.3578, top5_acc: 0.6195, loss_cls: 2.8828, loss: 4.4119, grad_norm: 2.6239 2021-07-19 21:51:37,189 - mmaction - INFO - Epoch [82][540/1879] lr: 8.687e-02, eta: 23:01:55, time: 0.607, data_time: 0.007, memory: 6921, loss_aux: 1.5713, top1_acc: 0.3625, top5_acc: 0.6008, loss_cls: 2.9283, loss: 4.4996, grad_norm: 2.6306 2021-07-19 21:51:49,896 - mmaction - INFO - Epoch [82][560/1879] lr: 8.685e-02, eta: 23:01:42, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.5299, top1_acc: 0.3582, top5_acc: 0.6297, loss_cls: 2.8837, loss: 4.4136, grad_norm: 2.6543 2021-07-19 21:52:02,208 - mmaction - INFO - Epoch [82][580/1879] lr: 8.683e-02, eta: 23:01:29, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.5672, top1_acc: 0.3477, top5_acc: 0.6074, loss_cls: 2.9459, loss: 4.5132, grad_norm: 2.5986 2021-07-19 21:52:14,791 - mmaction - INFO - Epoch [82][600/1879] lr: 8.680e-02, eta: 23:01:16, time: 0.631, data_time: 0.004, memory: 6921, loss_aux: 1.5596, top1_acc: 0.3645, top5_acc: 0.6125, loss_cls: 2.9112, loss: 4.4708, grad_norm: 2.5996 2021-07-19 21:52:28,399 - mmaction - INFO - Epoch [82][620/1879] lr: 8.678e-02, eta: 23:01:04, time: 0.680, data_time: 0.003, memory: 6921, loss_aux: 1.5386, top1_acc: 0.3688, top5_acc: 0.6211, loss_cls: 2.8655, loss: 4.4041, grad_norm: 2.5678 2021-07-19 21:52:44,260 - mmaction - INFO - Epoch [82][640/1879] lr: 8.676e-02, eta: 23:00:54, time: 0.793, data_time: 0.004, memory: 6921, loss_aux: 1.5343, top1_acc: 0.3777, top5_acc: 0.6141, loss_cls: 2.8505, loss: 4.3848, grad_norm: 2.5902 2021-07-19 21:52:55,476 - mmaction - INFO - Epoch [82][660/1879] lr: 8.674e-02, eta: 23:00:39, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.5091, top1_acc: 0.3746, top5_acc: 0.6301, loss_cls: 2.8309, loss: 4.3400, grad_norm: 2.5402 2021-07-19 21:53:06,921 - mmaction - INFO - Epoch [82][680/1879] lr: 8.672e-02, eta: 23:00:25, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5341, top1_acc: 0.3754, top5_acc: 0.6137, loss_cls: 2.8460, loss: 4.3801, grad_norm: 2.5983 2021-07-19 21:53:18,449 - mmaction - INFO - Epoch [82][700/1879] lr: 8.669e-02, eta: 23:00:11, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.5265, top1_acc: 0.3805, top5_acc: 0.6297, loss_cls: 2.8504, loss: 4.3769, grad_norm: 2.5998 2021-07-19 21:53:29,398 - mmaction - INFO - Epoch [82][720/1879] lr: 8.667e-02, eta: 22:59:57, time: 0.547, data_time: 0.003, memory: 6921, loss_aux: 1.5602, top1_acc: 0.3645, top5_acc: 0.6160, loss_cls: 2.8752, loss: 4.4354, grad_norm: 2.6390 2021-07-19 21:53:43,992 - mmaction - INFO - Epoch [82][740/1879] lr: 8.665e-02, eta: 22:59:46, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.5406, top1_acc: 0.3781, top5_acc: 0.6258, loss_cls: 2.8478, loss: 4.3884, grad_norm: 2.6220 2021-07-19 21:53:55,495 - mmaction - INFO - Epoch [82][760/1879] lr: 8.663e-02, eta: 22:59:32, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.5253, top1_acc: 0.3781, top5_acc: 0.6301, loss_cls: 2.8606, loss: 4.3859, grad_norm: 2.6967 2021-07-19 21:54:09,476 - mmaction - INFO - Epoch [82][780/1879] lr: 8.661e-02, eta: 22:59:20, time: 0.700, data_time: 0.007, memory: 6921, loss_aux: 1.5438, top1_acc: 0.3668, top5_acc: 0.6195, loss_cls: 2.8451, loss: 4.3890, grad_norm: 2.6819 2021-07-19 21:54:20,822 - mmaction - INFO - Epoch [82][800/1879] lr: 8.658e-02, eta: 22:59:06, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.5510, top1_acc: 0.3496, top5_acc: 0.6129, loss_cls: 2.9314, loss: 4.4824, grad_norm: 2.6134 2021-07-19 21:54:32,168 - mmaction - INFO - Epoch [82][820/1879] lr: 8.656e-02, eta: 22:58:51, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5656, top1_acc: 0.3691, top5_acc: 0.5961, loss_cls: 2.9322, loss: 4.4978, grad_norm: 2.5735 2021-07-19 21:54:43,515 - mmaction - INFO - Epoch [82][840/1879] lr: 8.654e-02, eta: 22:58:37, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.5423, top1_acc: 0.3629, top5_acc: 0.6039, loss_cls: 2.9044, loss: 4.4467, grad_norm: 2.6584 2021-07-19 21:54:55,421 - mmaction - INFO - Epoch [82][860/1879] lr: 8.652e-02, eta: 22:58:24, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.5536, top1_acc: 0.3504, top5_acc: 0.6223, loss_cls: 2.8817, loss: 4.4353, grad_norm: 2.6402 2021-07-19 21:55:07,538 - mmaction - INFO - Epoch [82][880/1879] lr: 8.650e-02, eta: 22:58:10, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.5110, top1_acc: 0.3820, top5_acc: 0.6305, loss_cls: 2.8045, loss: 4.3154, grad_norm: 2.6238 2021-07-19 21:55:19,186 - mmaction - INFO - Epoch [82][900/1879] lr: 8.647e-02, eta: 22:57:56, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.5450, top1_acc: 0.3590, top5_acc: 0.6273, loss_cls: 2.8619, loss: 4.4069, grad_norm: 2.6462 2021-07-19 21:55:31,931 - mmaction - INFO - Epoch [82][920/1879] lr: 8.645e-02, eta: 22:57:44, time: 0.638, data_time: 0.004, memory: 6921, loss_aux: 1.5680, top1_acc: 0.3527, top5_acc: 0.6055, loss_cls: 2.9449, loss: 4.5129, grad_norm: 2.6178 2021-07-19 21:55:45,383 - mmaction - INFO - Epoch [82][940/1879] lr: 8.643e-02, eta: 22:57:31, time: 0.672, data_time: 0.006, memory: 6921, loss_aux: 1.5387, top1_acc: 0.3680, top5_acc: 0.6148, loss_cls: 2.8932, loss: 4.4320, grad_norm: 2.6011 2021-07-19 21:55:58,428 - mmaction - INFO - Epoch [82][960/1879] lr: 8.641e-02, eta: 22:57:19, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.5512, top1_acc: 0.3594, top5_acc: 0.6250, loss_cls: 2.8751, loss: 4.4263, grad_norm: 2.5448 2021-07-19 21:56:10,048 - mmaction - INFO - Epoch [82][980/1879] lr: 8.638e-02, eta: 22:57:05, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5978, top1_acc: 0.3617, top5_acc: 0.5980, loss_cls: 2.9834, loss: 4.5812, grad_norm: 2.6583 2021-07-19 21:56:21,418 - mmaction - INFO - Epoch [82][1000/1879] lr: 8.636e-02, eta: 22:56:51, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.5834, top1_acc: 0.3547, top5_acc: 0.5961, loss_cls: 2.9761, loss: 4.5595, grad_norm: 2.6861 2021-07-19 21:56:33,793 - mmaction - INFO - Epoch [82][1020/1879] lr: 8.634e-02, eta: 22:56:37, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.5496, top1_acc: 0.3770, top5_acc: 0.6035, loss_cls: 2.9071, loss: 4.4567, grad_norm: 2.5796 2021-07-19 21:56:53,018 - mmaction - INFO - Epoch [82][1040/1879] lr: 8.632e-02, eta: 22:56:30, time: 0.960, data_time: 0.003, memory: 6921, loss_aux: 1.5474, top1_acc: 0.3633, top5_acc: 0.6066, loss_cls: 2.9001, loss: 4.4475, grad_norm: 2.5964 2021-07-19 21:57:08,998 - mmaction - INFO - Epoch [82][1060/1879] lr: 8.630e-02, eta: 22:56:20, time: 0.793, data_time: 0.004, memory: 6921, loss_aux: 1.5589, top1_acc: 0.3707, top5_acc: 0.6211, loss_cls: 2.8673, loss: 4.4263, grad_norm: 2.6536 2021-07-19 21:57:20,785 - mmaction - INFO - Epoch [82][1080/1879] lr: 8.627e-02, eta: 22:56:06, time: 0.596, data_time: 0.014, memory: 6921, loss_aux: 1.5520, top1_acc: 0.3605, top5_acc: 0.6234, loss_cls: 2.8846, loss: 4.4365, grad_norm: 2.6336 2021-07-19 21:57:35,194 - mmaction - INFO - Epoch [82][1100/1879] lr: 8.625e-02, eta: 22:55:54, time: 0.720, data_time: 0.003, memory: 6921, loss_aux: 1.5668, top1_acc: 0.3594, top5_acc: 0.5945, loss_cls: 2.9381, loss: 4.5050, grad_norm: 2.5940 2021-07-19 21:57:50,294 - mmaction - INFO - Epoch [82][1120/1879] lr: 8.623e-02, eta: 22:55:43, time: 0.753, data_time: 0.002, memory: 6921, loss_aux: 1.5625, top1_acc: 0.3766, top5_acc: 0.6090, loss_cls: 2.8933, loss: 4.4558, grad_norm: 2.6176 2021-07-19 21:58:02,565 - mmaction - INFO - Epoch [82][1140/1879] lr: 8.621e-02, eta: 22:55:30, time: 0.616, data_time: 0.005, memory: 6921, loss_aux: 1.4947, top1_acc: 0.3855, top5_acc: 0.6340, loss_cls: 2.7885, loss: 4.2831, grad_norm: 2.6695 2021-07-19 21:58:14,107 - mmaction - INFO - Epoch [82][1160/1879] lr: 8.619e-02, eta: 22:55:16, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.5621, top1_acc: 0.3582, top5_acc: 0.6129, loss_cls: 2.9221, loss: 4.4842, grad_norm: 2.6430 2021-07-19 21:58:25,271 - mmaction - INFO - Epoch [82][1180/1879] lr: 8.616e-02, eta: 22:55:02, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.5604, top1_acc: 0.3594, top5_acc: 0.6090, loss_cls: 2.9074, loss: 4.4678, grad_norm: 2.6582 2021-07-19 21:58:37,054 - mmaction - INFO - Epoch [82][1200/1879] lr: 8.614e-02, eta: 22:54:48, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.5514, top1_acc: 0.3570, top5_acc: 0.6098, loss_cls: 2.8820, loss: 4.4334, grad_norm: 2.6420 2021-07-19 21:58:49,866 - mmaction - INFO - Epoch [82][1220/1879] lr: 8.612e-02, eta: 22:54:35, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.5338, top1_acc: 0.3598, top5_acc: 0.6125, loss_cls: 2.8864, loss: 4.4202, grad_norm: 2.6178 2021-07-19 21:59:03,407 - mmaction - INFO - Epoch [82][1240/1879] lr: 8.610e-02, eta: 22:54:23, time: 0.676, data_time: 0.002, memory: 6921, loss_aux: 1.5532, top1_acc: 0.3613, top5_acc: 0.6094, loss_cls: 2.9261, loss: 4.4793, grad_norm: 2.6216 2021-07-19 21:59:19,556 - mmaction - INFO - Epoch [82][1260/1879] lr: 8.608e-02, eta: 22:54:13, time: 0.807, data_time: 0.007, memory: 6921, loss_aux: 1.5337, top1_acc: 0.3598, top5_acc: 0.6152, loss_cls: 2.8769, loss: 4.4106, grad_norm: 2.6891 2021-07-19 21:59:31,987 - mmaction - INFO - Epoch [82][1280/1879] lr: 8.605e-02, eta: 22:54:00, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.5667, top1_acc: 0.3531, top5_acc: 0.6039, loss_cls: 2.9621, loss: 4.5287, grad_norm: 2.6709 2021-07-19 21:59:44,555 - mmaction - INFO - Epoch [82][1300/1879] lr: 8.603e-02, eta: 22:53:47, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.5467, top1_acc: 0.3629, top5_acc: 0.6074, loss_cls: 2.9429, loss: 4.4896, grad_norm: 2.6983 2021-07-19 21:59:58,373 - mmaction - INFO - Epoch [82][1320/1879] lr: 8.601e-02, eta: 22:53:35, time: 0.693, data_time: 0.003, memory: 6921, loss_aux: 1.5727, top1_acc: 0.3563, top5_acc: 0.5961, loss_cls: 2.9427, loss: 4.5155, grad_norm: 2.5582 2021-07-19 22:00:11,253 - mmaction - INFO - Epoch [82][1340/1879] lr: 8.599e-02, eta: 22:53:22, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5703, top1_acc: 0.3508, top5_acc: 0.6047, loss_cls: 2.9186, loss: 4.4888, grad_norm: 2.6018 2021-07-19 22:00:26,317 - mmaction - INFO - Epoch [82][1360/1879] lr: 8.597e-02, eta: 22:53:11, time: 0.752, data_time: 0.003, memory: 6921, loss_aux: 1.5343, top1_acc: 0.3648, top5_acc: 0.6230, loss_cls: 2.8453, loss: 4.3796, grad_norm: 2.6127 2021-07-19 22:00:37,972 - mmaction - INFO - Epoch [82][1380/1879] lr: 8.594e-02, eta: 22:52:57, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.5349, top1_acc: 0.3656, top5_acc: 0.6254, loss_cls: 2.8771, loss: 4.4119, grad_norm: 2.6764 2021-07-19 22:00:51,331 - mmaction - INFO - Epoch [82][1400/1879] lr: 8.592e-02, eta: 22:52:45, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.5647, top1_acc: 0.3504, top5_acc: 0.6148, loss_cls: 2.9411, loss: 4.5057, grad_norm: 2.6045 2021-07-19 22:01:03,164 - mmaction - INFO - Epoch [82][1420/1879] lr: 8.590e-02, eta: 22:52:31, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.5311, top1_acc: 0.3797, top5_acc: 0.6207, loss_cls: 2.8884, loss: 4.4195, grad_norm: 2.6045 2021-07-19 22:01:14,995 - mmaction - INFO - Epoch [82][1440/1879] lr: 8.588e-02, eta: 22:52:17, time: 0.590, data_time: 0.010, memory: 6921, loss_aux: 1.5427, top1_acc: 0.3570, top5_acc: 0.6070, loss_cls: 2.8955, loss: 4.4382, grad_norm: 2.6931 2021-07-19 22:01:27,082 - mmaction - INFO - Epoch [82][1460/1879] lr: 8.585e-02, eta: 22:52:04, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.5657, top1_acc: 0.3473, top5_acc: 0.6117, loss_cls: 2.9275, loss: 4.4932, grad_norm: 2.6475 2021-07-19 22:01:38,713 - mmaction - INFO - Epoch [82][1480/1879] lr: 8.583e-02, eta: 22:51:50, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.5492, top1_acc: 0.3523, top5_acc: 0.6121, loss_cls: 2.8956, loss: 4.4448, grad_norm: 2.5985 2021-07-19 22:01:50,214 - mmaction - INFO - Epoch [82][1500/1879] lr: 8.581e-02, eta: 22:51:36, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.5382, top1_acc: 0.3723, top5_acc: 0.6102, loss_cls: 2.8771, loss: 4.4154, grad_norm: 2.6240 2021-07-19 22:02:01,574 - mmaction - INFO - Epoch [82][1520/1879] lr: 8.579e-02, eta: 22:51:22, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.5582, top1_acc: 0.3699, top5_acc: 0.6086, loss_cls: 2.8805, loss: 4.4387, grad_norm: 2.6174 2021-07-19 22:02:16,982 - mmaction - INFO - Epoch [82][1540/1879] lr: 8.577e-02, eta: 22:51:11, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.5463, top1_acc: 0.3719, top5_acc: 0.6086, loss_cls: 2.9021, loss: 4.4484, grad_norm: 2.5933 2021-07-19 22:02:29,578 - mmaction - INFO - Epoch [82][1560/1879] lr: 8.574e-02, eta: 22:50:58, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.5575, top1_acc: 0.3551, top5_acc: 0.6004, loss_cls: 2.9515, loss: 4.5091, grad_norm: 2.5816 2021-07-19 22:02:43,844 - mmaction - INFO - Epoch [82][1580/1879] lr: 8.572e-02, eta: 22:50:46, time: 0.715, data_time: 0.005, memory: 6921, loss_aux: 1.5190, top1_acc: 0.3664, top5_acc: 0.6211, loss_cls: 2.8135, loss: 4.3324, grad_norm: 2.5540 2021-07-19 22:02:57,879 - mmaction - INFO - Epoch [82][1600/1879] lr: 8.570e-02, eta: 22:50:35, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.5744, top1_acc: 0.3523, top5_acc: 0.6012, loss_cls: 2.9426, loss: 4.5170, grad_norm: 2.6681 2021-07-19 22:03:09,358 - mmaction - INFO - Epoch [82][1620/1879] lr: 8.568e-02, eta: 22:50:21, time: 0.579, data_time: 0.007, memory: 6921, loss_aux: 1.5822, top1_acc: 0.3613, top5_acc: 0.6008, loss_cls: 2.9573, loss: 4.5396, grad_norm: 2.5821 2021-07-19 22:03:21,467 - mmaction - INFO - Epoch [82][1640/1879] lr: 8.566e-02, eta: 22:50:07, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.5509, top1_acc: 0.3555, top5_acc: 0.6176, loss_cls: 2.9062, loss: 4.4571, grad_norm: 2.5984 2021-07-19 22:03:32,774 - mmaction - INFO - Epoch [82][1660/1879] lr: 8.563e-02, eta: 22:49:53, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 1.5909, top1_acc: 0.3461, top5_acc: 0.5980, loss_cls: 2.9787, loss: 4.5696, grad_norm: 2.5855 2021-07-19 22:03:44,746 - mmaction - INFO - Epoch [82][1680/1879] lr: 8.561e-02, eta: 22:49:39, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.5706, top1_acc: 0.3691, top5_acc: 0.6094, loss_cls: 2.9157, loss: 4.4863, grad_norm: 2.5891 2021-07-19 22:03:57,802 - mmaction - INFO - Epoch [82][1700/1879] lr: 8.559e-02, eta: 22:49:27, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.5608, top1_acc: 0.3652, top5_acc: 0.6109, loss_cls: 2.8949, loss: 4.4557, grad_norm: 2.6047 2021-07-19 22:04:09,109 - mmaction - INFO - Epoch [82][1720/1879] lr: 8.557e-02, eta: 22:49:13, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.5287, top1_acc: 0.3715, top5_acc: 0.6230, loss_cls: 2.8368, loss: 4.3654, grad_norm: 2.5973 2021-07-19 22:04:20,518 - mmaction - INFO - Epoch [82][1740/1879] lr: 8.555e-02, eta: 22:48:59, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.5330, top1_acc: 0.3742, top5_acc: 0.6137, loss_cls: 2.8586, loss: 4.3916, grad_norm: 2.5978 2021-07-19 22:04:32,425 - mmaction - INFO - Epoch [82][1760/1879] lr: 8.552e-02, eta: 22:48:45, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.5690, top1_acc: 0.3527, top5_acc: 0.6043, loss_cls: 2.9425, loss: 4.5115, grad_norm: 2.5913 2021-07-19 22:04:43,752 - mmaction - INFO - Epoch [82][1780/1879] lr: 8.550e-02, eta: 22:48:31, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5256, top1_acc: 0.3711, top5_acc: 0.6316, loss_cls: 2.8384, loss: 4.3640, grad_norm: 2.5985 2021-07-19 22:05:00,104 - mmaction - INFO - Epoch [82][1800/1879] lr: 8.548e-02, eta: 22:48:21, time: 0.817, data_time: 0.003, memory: 6921, loss_aux: 1.5309, top1_acc: 0.3641, top5_acc: 0.6242, loss_cls: 2.8376, loss: 4.3685, grad_norm: 2.6551 2021-07-19 22:05:11,720 - mmaction - INFO - Epoch [82][1820/1879] lr: 8.546e-02, eta: 22:48:07, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.5435, top1_acc: 0.3715, top5_acc: 0.6195, loss_cls: 2.8852, loss: 4.4287, grad_norm: 2.6361 2021-07-19 22:05:23,594 - mmaction - INFO - Epoch [82][1840/1879] lr: 8.544e-02, eta: 22:47:53, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.5187, top1_acc: 0.3734, top5_acc: 0.6273, loss_cls: 2.8503, loss: 4.3690, grad_norm: 2.6029 2021-07-19 22:05:38,877 - mmaction - INFO - Epoch [82][1860/1879] lr: 8.541e-02, eta: 22:47:43, time: 0.762, data_time: 0.002, memory: 6921, loss_aux: 1.5732, top1_acc: 0.3555, top5_acc: 0.6020, loss_cls: 2.9510, loss: 4.5243, grad_norm: 2.6266 2021-07-19 22:05:49,368 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-07-19 22:06:14,800 - mmaction - INFO - Epoch [83][20/1879] lr: 8.537e-02, eta: 22:47:12, time: 0.910, data_time: 0.157, memory: 6921, loss_aux: 1.5287, top1_acc: 0.3598, top5_acc: 0.6207, loss_cls: 2.8750, loss: 4.4036, grad_norm: 2.6011 2021-07-19 22:06:28,440 - mmaction - INFO - Epoch [83][40/1879] lr: 8.535e-02, eta: 22:47:00, time: 0.680, data_time: 0.005, memory: 6921, loss_aux: 1.5464, top1_acc: 0.3707, top5_acc: 0.6207, loss_cls: 2.8715, loss: 4.4179, grad_norm: 2.6445 2021-07-19 22:06:40,480 - mmaction - INFO - Epoch [83][60/1879] lr: 8.533e-02, eta: 22:46:46, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.5502, top1_acc: 0.3551, top5_acc: 0.6125, loss_cls: 2.9195, loss: 4.4697, grad_norm: 2.6263 2021-07-19 22:06:51,810 - mmaction - INFO - Epoch [83][80/1879] lr: 8.530e-02, eta: 22:46:32, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5120, top1_acc: 0.3750, top5_acc: 0.6180, loss_cls: 2.8254, loss: 4.3374, grad_norm: 2.6299 2021-07-19 22:07:06,678 - mmaction - INFO - Epoch [83][100/1879] lr: 8.528e-02, eta: 22:46:21, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.5425, top1_acc: 0.3758, top5_acc: 0.6086, loss_cls: 2.8974, loss: 4.4399, grad_norm: 2.5630 2021-07-19 22:07:19,171 - mmaction - INFO - Epoch [83][120/1879] lr: 8.526e-02, eta: 22:46:08, time: 0.619, data_time: 0.006, memory: 6921, loss_aux: 1.5523, top1_acc: 0.3527, top5_acc: 0.6027, loss_cls: 2.9070, loss: 4.4594, grad_norm: 2.6161 2021-07-19 22:07:34,444 - mmaction - INFO - Epoch [83][140/1879] lr: 8.524e-02, eta: 22:45:57, time: 0.768, data_time: 0.009, memory: 6921, loss_aux: 1.5251, top1_acc: 0.3668, top5_acc: 0.6129, loss_cls: 2.8421, loss: 4.3671, grad_norm: 2.6283 2021-07-19 22:07:45,982 - mmaction - INFO - Epoch [83][160/1879] lr: 8.522e-02, eta: 22:45:43, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.5058, top1_acc: 0.3867, top5_acc: 0.6328, loss_cls: 2.8038, loss: 4.3095, grad_norm: 2.6574 2021-07-19 22:08:01,795 - mmaction - INFO - Epoch [83][180/1879] lr: 8.519e-02, eta: 22:45:33, time: 0.788, data_time: 0.002, memory: 6921, loss_aux: 1.5323, top1_acc: 0.3719, top5_acc: 0.6176, loss_cls: 2.8577, loss: 4.3900, grad_norm: 2.6191 2021-07-19 22:08:18,241 - mmaction - INFO - Epoch [83][200/1879] lr: 8.517e-02, eta: 22:45:23, time: 0.823, data_time: 0.008, memory: 6921, loss_aux: 1.5130, top1_acc: 0.3816, top5_acc: 0.6215, loss_cls: 2.8196, loss: 4.3326, grad_norm: 2.6757 2021-07-19 22:08:29,958 - mmaction - INFO - Epoch [83][220/1879] lr: 8.515e-02, eta: 22:45:09, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.5124, top1_acc: 0.3734, top5_acc: 0.6242, loss_cls: 2.8387, loss: 4.3511, grad_norm: 2.5650 2021-07-19 22:08:45,210 - mmaction - INFO - Epoch [83][240/1879] lr: 8.513e-02, eta: 22:44:58, time: 0.761, data_time: 0.002, memory: 6921, loss_aux: 1.5186, top1_acc: 0.3641, top5_acc: 0.6199, loss_cls: 2.8670, loss: 4.3856, grad_norm: 2.6476 2021-07-19 22:08:58,933 - mmaction - INFO - Epoch [83][260/1879] lr: 8.511e-02, eta: 22:44:46, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.5301, top1_acc: 0.3629, top5_acc: 0.6066, loss_cls: 2.8583, loss: 4.3883, grad_norm: 2.6036 2021-07-19 22:09:26,786 - mmaction - INFO - Epoch [83][280/1879] lr: 8.508e-02, eta: 22:44:45, time: 1.376, data_time: 0.009, memory: 6921, loss_aux: 1.5401, top1_acc: 0.3629, top5_acc: 0.6141, loss_cls: 2.8643, loss: 4.4043, grad_norm: 2.6014 2021-07-19 22:09:38,520 - mmaction - INFO - Epoch [83][300/1879] lr: 8.506e-02, eta: 22:44:32, time: 0.608, data_time: 0.024, memory: 6921, loss_aux: 1.5337, top1_acc: 0.3828, top5_acc: 0.6250, loss_cls: 2.8574, loss: 4.3912, grad_norm: 2.6374 2021-07-19 22:09:51,143 - mmaction - INFO - Epoch [83][320/1879] lr: 8.504e-02, eta: 22:44:19, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.5523, top1_acc: 0.3637, top5_acc: 0.6223, loss_cls: 2.8911, loss: 4.4434, grad_norm: 2.6720 2021-07-19 22:10:04,069 - mmaction - INFO - Epoch [83][340/1879] lr: 8.502e-02, eta: 22:44:06, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.5288, top1_acc: 0.3688, top5_acc: 0.6234, loss_cls: 2.8696, loss: 4.3983, grad_norm: 2.6431 2021-07-19 22:10:17,428 - mmaction - INFO - Epoch [83][360/1879] lr: 8.500e-02, eta: 22:43:54, time: 0.669, data_time: 0.004, memory: 6921, loss_aux: 1.5959, top1_acc: 0.3535, top5_acc: 0.5938, loss_cls: 2.9604, loss: 4.5563, grad_norm: 2.6751 2021-07-19 22:10:28,830 - mmaction - INFO - Epoch [83][380/1879] lr: 8.497e-02, eta: 22:43:40, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.5660, top1_acc: 0.3594, top5_acc: 0.6031, loss_cls: 2.9323, loss: 4.4983, grad_norm: 2.5633 2021-07-19 22:10:41,583 - mmaction - INFO - Epoch [83][400/1879] lr: 8.495e-02, eta: 22:43:27, time: 0.638, data_time: 0.004, memory: 6921, loss_aux: 1.5278, top1_acc: 0.3742, top5_acc: 0.6160, loss_cls: 2.8453, loss: 4.3731, grad_norm: 2.5968 2021-07-19 22:10:56,027 - mmaction - INFO - Epoch [83][420/1879] lr: 8.493e-02, eta: 22:43:15, time: 0.723, data_time: 0.004, memory: 6921, loss_aux: 1.5648, top1_acc: 0.3730, top5_acc: 0.5980, loss_cls: 2.9351, loss: 4.4999, grad_norm: 2.5878 2021-07-19 22:11:07,118 - mmaction - INFO - Epoch [83][440/1879] lr: 8.491e-02, eta: 22:43:01, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.5545, top1_acc: 0.3574, top5_acc: 0.6078, loss_cls: 2.9219, loss: 4.4764, grad_norm: 2.6353 2021-07-19 22:11:23,017 - mmaction - INFO - Epoch [83][460/1879] lr: 8.489e-02, eta: 22:42:50, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.5276, top1_acc: 0.3734, top5_acc: 0.6133, loss_cls: 2.8509, loss: 4.3785, grad_norm: 2.5941 2021-07-19 22:11:34,357 - mmaction - INFO - Epoch [83][480/1879] lr: 8.486e-02, eta: 22:42:36, time: 0.578, data_time: 0.015, memory: 6921, loss_aux: 1.5593, top1_acc: 0.3688, top5_acc: 0.6191, loss_cls: 2.8811, loss: 4.4403, grad_norm: 2.6751 2021-07-19 22:11:46,234 - mmaction - INFO - Epoch [83][500/1879] lr: 8.484e-02, eta: 22:42:23, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.5579, top1_acc: 0.3715, top5_acc: 0.6215, loss_cls: 2.8722, loss: 4.4300, grad_norm: 2.6419 2021-07-19 22:12:00,845 - mmaction - INFO - Epoch [83][520/1879] lr: 8.482e-02, eta: 22:42:11, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 1.5423, top1_acc: 0.3648, top5_acc: 0.6246, loss_cls: 2.8723, loss: 4.4146, grad_norm: 2.6316 2021-07-19 22:12:13,740 - mmaction - INFO - Epoch [83][540/1879] lr: 8.480e-02, eta: 22:41:59, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.5731, top1_acc: 0.3695, top5_acc: 0.6176, loss_cls: 2.9039, loss: 4.4770, grad_norm: 2.6828 2021-07-19 22:12:25,530 - mmaction - INFO - Epoch [83][560/1879] lr: 8.478e-02, eta: 22:41:45, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.5983, top1_acc: 0.3590, top5_acc: 0.5984, loss_cls: 2.9835, loss: 4.5818, grad_norm: 2.6650 2021-07-19 22:12:37,042 - mmaction - INFO - Epoch [83][580/1879] lr: 8.475e-02, eta: 22:41:31, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.5371, top1_acc: 0.3859, top5_acc: 0.6109, loss_cls: 2.8748, loss: 4.4119, grad_norm: 2.6147 2021-07-19 22:12:52,006 - mmaction - INFO - Epoch [83][600/1879] lr: 8.473e-02, eta: 22:41:20, time: 0.746, data_time: 0.002, memory: 6921, loss_aux: 1.5307, top1_acc: 0.3773, top5_acc: 0.6250, loss_cls: 2.8444, loss: 4.3750, grad_norm: 2.6122 2021-07-19 22:13:06,089 - mmaction - INFO - Epoch [83][620/1879] lr: 8.471e-02, eta: 22:41:08, time: 0.706, data_time: 0.005, memory: 6921, loss_aux: 1.5340, top1_acc: 0.3758, top5_acc: 0.6273, loss_cls: 2.8653, loss: 4.3993, grad_norm: 2.6291 2021-07-19 22:13:18,693 - mmaction - INFO - Epoch [83][640/1879] lr: 8.469e-02, eta: 22:40:55, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.5721, top1_acc: 0.3379, top5_acc: 0.5969, loss_cls: 2.9493, loss: 4.5214, grad_norm: 2.5990 2021-07-19 22:13:29,961 - mmaction - INFO - Epoch [83][660/1879] lr: 8.467e-02, eta: 22:40:41, time: 0.567, data_time: 0.007, memory: 6921, loss_aux: 1.5551, top1_acc: 0.3652, top5_acc: 0.6109, loss_cls: 2.9079, loss: 4.4630, grad_norm: 2.5694 2021-07-19 22:13:41,241 - mmaction - INFO - Epoch [83][680/1879] lr: 8.464e-02, eta: 22:40:27, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.5317, top1_acc: 0.3762, top5_acc: 0.6160, loss_cls: 2.8482, loss: 4.3799, grad_norm: 2.6152 2021-07-19 22:13:55,711 - mmaction - INFO - Epoch [83][700/1879] lr: 8.462e-02, eta: 22:40:15, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.5566, top1_acc: 0.3688, top5_acc: 0.6129, loss_cls: 2.9133, loss: 4.4699, grad_norm: 2.6503 2021-07-19 22:14:12,035 - mmaction - INFO - Epoch [83][720/1879] lr: 8.460e-02, eta: 22:40:05, time: 0.816, data_time: 0.003, memory: 6921, loss_aux: 1.5237, top1_acc: 0.3727, top5_acc: 0.6281, loss_cls: 2.8471, loss: 4.3708, grad_norm: 2.6306 2021-07-19 22:14:23,523 - mmaction - INFO - Epoch [83][740/1879] lr: 8.458e-02, eta: 22:39:51, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.5668, top1_acc: 0.3688, top5_acc: 0.6000, loss_cls: 2.9186, loss: 4.4854, grad_norm: 2.6714 2021-07-19 22:14:35,309 - mmaction - INFO - Epoch [83][760/1879] lr: 8.456e-02, eta: 22:39:37, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.5561, top1_acc: 0.3582, top5_acc: 0.6094, loss_cls: 2.9280, loss: 4.4842, grad_norm: 2.6409 2021-07-19 22:14:47,893 - mmaction - INFO - Epoch [83][780/1879] lr: 8.453e-02, eta: 22:39:24, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.5664, top1_acc: 0.3453, top5_acc: 0.6059, loss_cls: 2.9484, loss: 4.5147, grad_norm: 2.6382 2021-07-19 22:15:03,368 - mmaction - INFO - Epoch [83][800/1879] lr: 8.451e-02, eta: 22:39:14, time: 0.774, data_time: 0.004, memory: 6921, loss_aux: 1.5512, top1_acc: 0.3664, top5_acc: 0.6082, loss_cls: 2.9012, loss: 4.4524, grad_norm: 2.6379 2021-07-19 22:15:18,816 - mmaction - INFO - Epoch [83][820/1879] lr: 8.449e-02, eta: 22:39:03, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.5323, top1_acc: 0.3672, top5_acc: 0.6219, loss_cls: 2.8520, loss: 4.3843, grad_norm: 2.6720 2021-07-19 22:15:34,431 - mmaction - INFO - Epoch [83][840/1879] lr: 8.447e-02, eta: 22:38:52, time: 0.783, data_time: 0.006, memory: 6921, loss_aux: 1.5511, top1_acc: 0.3555, top5_acc: 0.6133, loss_cls: 2.9268, loss: 4.4779, grad_norm: 2.6664 2021-07-19 22:15:49,343 - mmaction - INFO - Epoch [83][860/1879] lr: 8.445e-02, eta: 22:38:41, time: 0.745, data_time: 0.004, memory: 6921, loss_aux: 1.5356, top1_acc: 0.3699, top5_acc: 0.6141, loss_cls: 2.8702, loss: 4.4058, grad_norm: 2.6628 2021-07-19 22:16:00,955 - mmaction - INFO - Epoch [83][880/1879] lr: 8.442e-02, eta: 22:38:27, time: 0.582, data_time: 0.011, memory: 6921, loss_aux: 1.5718, top1_acc: 0.3621, top5_acc: 0.6055, loss_cls: 2.9310, loss: 4.5027, grad_norm: 2.6256 2021-07-19 22:16:13,878 - mmaction - INFO - Epoch [83][900/1879] lr: 8.440e-02, eta: 22:38:15, time: 0.645, data_time: 0.004, memory: 6921, loss_aux: 1.5226, top1_acc: 0.3727, top5_acc: 0.6262, loss_cls: 2.8318, loss: 4.3545, grad_norm: 2.6667 2021-07-19 22:16:25,685 - mmaction - INFO - Epoch [83][920/1879] lr: 8.438e-02, eta: 22:38:01, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.5353, top1_acc: 0.3578, top5_acc: 0.6145, loss_cls: 2.8810, loss: 4.4162, grad_norm: 2.6808 2021-07-19 22:16:37,058 - mmaction - INFO - Epoch [83][940/1879] lr: 8.436e-02, eta: 22:37:47, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.5432, top1_acc: 0.3684, top5_acc: 0.6133, loss_cls: 2.8892, loss: 4.4324, grad_norm: 2.5873 2021-07-19 22:16:49,620 - mmaction - INFO - Epoch [83][960/1879] lr: 8.434e-02, eta: 22:37:34, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.5047, top1_acc: 0.3785, top5_acc: 0.6273, loss_cls: 2.8128, loss: 4.3175, grad_norm: 2.6397 2021-07-19 22:17:01,751 - mmaction - INFO - Epoch [83][980/1879] lr: 8.431e-02, eta: 22:37:20, time: 0.607, data_time: 0.005, memory: 6921, loss_aux: 1.5683, top1_acc: 0.3652, top5_acc: 0.6074, loss_cls: 2.9190, loss: 4.4873, grad_norm: 2.6573 2021-07-19 22:17:13,767 - mmaction - INFO - Epoch [83][1000/1879] lr: 8.429e-02, eta: 22:37:06, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.5744, top1_acc: 0.3563, top5_acc: 0.6078, loss_cls: 2.9426, loss: 4.5170, grad_norm: 2.6396 2021-07-19 22:17:26,234 - mmaction - INFO - Epoch [83][1020/1879] lr: 8.427e-02, eta: 22:36:54, time: 0.664, data_time: 0.058, memory: 6921, loss_aux: 1.5944, top1_acc: 0.3430, top5_acc: 0.6016, loss_cls: 2.9796, loss: 4.5740, grad_norm: 2.6660 2021-07-19 22:17:37,454 - mmaction - INFO - Epoch [83][1040/1879] lr: 8.425e-02, eta: 22:36:40, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.5180, top1_acc: 0.3742, top5_acc: 0.6219, loss_cls: 2.8327, loss: 4.3507, grad_norm: 2.5768 2021-07-19 22:17:48,794 - mmaction - INFO - Epoch [83][1060/1879] lr: 8.423e-02, eta: 22:36:25, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.5527, top1_acc: 0.3707, top5_acc: 0.6148, loss_cls: 2.9056, loss: 4.4583, grad_norm: 2.6629 2021-07-19 22:18:03,390 - mmaction - INFO - Epoch [83][1080/1879] lr: 8.420e-02, eta: 22:36:14, time: 0.729, data_time: 0.002, memory: 6921, loss_aux: 1.5712, top1_acc: 0.3617, top5_acc: 0.6148, loss_cls: 2.9150, loss: 4.4862, grad_norm: 2.6545 2021-07-19 22:18:17,871 - mmaction - INFO - Epoch [83][1100/1879] lr: 8.418e-02, eta: 22:36:03, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.5954, top1_acc: 0.3477, top5_acc: 0.5988, loss_cls: 2.9949, loss: 4.5902, grad_norm: 2.6264 2021-07-19 22:18:29,410 - mmaction - INFO - Epoch [83][1120/1879] lr: 8.416e-02, eta: 22:35:49, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.5691, top1_acc: 0.3629, top5_acc: 0.6051, loss_cls: 2.9261, loss: 4.4952, grad_norm: 2.5973 2021-07-19 22:18:41,203 - mmaction - INFO - Epoch [83][1140/1879] lr: 8.414e-02, eta: 22:35:35, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.5290, top1_acc: 0.3652, top5_acc: 0.6109, loss_cls: 2.8551, loss: 4.3842, grad_norm: 2.6743 2021-07-19 22:18:53,674 - mmaction - INFO - Epoch [83][1160/1879] lr: 8.411e-02, eta: 22:35:22, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.4927, top1_acc: 0.3867, top5_acc: 0.6293, loss_cls: 2.7671, loss: 4.2598, grad_norm: 2.5933 2021-07-19 22:19:06,976 - mmaction - INFO - Epoch [83][1180/1879] lr: 8.409e-02, eta: 22:35:09, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.5646, top1_acc: 0.3742, top5_acc: 0.6082, loss_cls: 2.8902, loss: 4.4549, grad_norm: 2.6919 2021-07-19 22:19:18,545 - mmaction - INFO - Epoch [83][1200/1879] lr: 8.407e-02, eta: 22:34:55, time: 0.588, data_time: 0.014, memory: 6921, loss_aux: 1.5450, top1_acc: 0.3574, top5_acc: 0.6215, loss_cls: 2.8822, loss: 4.4272, grad_norm: 2.6720 2021-07-19 22:19:32,416 - mmaction - INFO - Epoch [83][1220/1879] lr: 8.405e-02, eta: 22:34:43, time: 0.694, data_time: 0.010, memory: 6921, loss_aux: 1.4812, top1_acc: 0.3883, top5_acc: 0.6293, loss_cls: 2.7507, loss: 4.2319, grad_norm: 2.6152 2021-07-19 22:19:47,801 - mmaction - INFO - Epoch [83][1240/1879] lr: 8.403e-02, eta: 22:34:33, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.5481, top1_acc: 0.3648, top5_acc: 0.6230, loss_cls: 2.8610, loss: 4.4091, grad_norm: 2.6787 2021-07-19 22:19:59,610 - mmaction - INFO - Epoch [83][1260/1879] lr: 8.400e-02, eta: 22:34:19, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.5362, top1_acc: 0.3648, top5_acc: 0.6230, loss_cls: 2.8595, loss: 4.3957, grad_norm: 2.6853 2021-07-19 22:20:11,302 - mmaction - INFO - Epoch [83][1280/1879] lr: 8.398e-02, eta: 22:34:05, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.5124, top1_acc: 0.3871, top5_acc: 0.6359, loss_cls: 2.8156, loss: 4.3280, grad_norm: 2.6715 2021-07-19 22:20:23,069 - mmaction - INFO - Epoch [83][1300/1879] lr: 8.396e-02, eta: 22:33:51, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.5551, top1_acc: 0.3586, top5_acc: 0.6078, loss_cls: 2.9075, loss: 4.4627, grad_norm: 2.6725 2021-07-19 22:20:36,052 - mmaction - INFO - Epoch [83][1320/1879] lr: 8.394e-02, eta: 22:33:39, time: 0.654, data_time: 0.007, memory: 6921, loss_aux: 1.5629, top1_acc: 0.3477, top5_acc: 0.5969, loss_cls: 2.9484, loss: 4.5113, grad_norm: 2.6204 2021-07-19 22:20:47,370 - mmaction - INFO - Epoch [83][1340/1879] lr: 8.392e-02, eta: 22:33:25, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.6041, top1_acc: 0.3426, top5_acc: 0.5926, loss_cls: 3.0287, loss: 4.6328, grad_norm: 2.6077 2021-07-19 22:20:58,917 - mmaction - INFO - Epoch [83][1360/1879] lr: 8.389e-02, eta: 22:33:11, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5129, top1_acc: 0.3648, top5_acc: 0.6348, loss_cls: 2.8122, loss: 4.3251, grad_norm: 2.6392 2021-07-19 22:21:10,230 - mmaction - INFO - Epoch [83][1380/1879] lr: 8.387e-02, eta: 22:32:57, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.5155, top1_acc: 0.3715, top5_acc: 0.6289, loss_cls: 2.8241, loss: 4.3396, grad_norm: 2.6451 2021-07-19 22:21:23,308 - mmaction - INFO - Epoch [83][1400/1879] lr: 8.385e-02, eta: 22:32:44, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.5525, top1_acc: 0.3625, top5_acc: 0.6113, loss_cls: 2.9254, loss: 4.4779, grad_norm: 2.6847 2021-07-19 22:21:36,187 - mmaction - INFO - Epoch [83][1420/1879] lr: 8.383e-02, eta: 22:32:31, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.5701, top1_acc: 0.3648, top5_acc: 0.6066, loss_cls: 2.9348, loss: 4.5050, grad_norm: 2.6360 2021-07-19 22:21:48,374 - mmaction - INFO - Epoch [83][1440/1879] lr: 8.381e-02, eta: 22:32:18, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.5492, top1_acc: 0.3773, top5_acc: 0.6219, loss_cls: 2.8729, loss: 4.4221, grad_norm: 2.5964 2021-07-19 22:21:59,861 - mmaction - INFO - Epoch [83][1460/1879] lr: 8.378e-02, eta: 22:32:04, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.5772, top1_acc: 0.3555, top5_acc: 0.6043, loss_cls: 2.9253, loss: 4.5025, grad_norm: 2.6051 2021-07-19 22:22:11,490 - mmaction - INFO - Epoch [83][1480/1879] lr: 8.376e-02, eta: 22:31:50, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5389, top1_acc: 0.3699, top5_acc: 0.6109, loss_cls: 2.9094, loss: 4.4483, grad_norm: 2.6114 2021-07-19 22:22:24,691 - mmaction - INFO - Epoch [83][1500/1879] lr: 8.374e-02, eta: 22:31:37, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.5178, top1_acc: 0.3828, top5_acc: 0.6344, loss_cls: 2.8086, loss: 4.3264, grad_norm: 2.5718 2021-07-19 22:22:38,568 - mmaction - INFO - Epoch [83][1520/1879] lr: 8.372e-02, eta: 22:31:25, time: 0.693, data_time: 0.002, memory: 6921, loss_aux: 1.5806, top1_acc: 0.3441, top5_acc: 0.6023, loss_cls: 2.9741, loss: 4.5547, grad_norm: 2.6779 2021-07-19 22:22:55,096 - mmaction - INFO - Epoch [83][1540/1879] lr: 8.370e-02, eta: 22:31:16, time: 0.824, data_time: 0.004, memory: 6921, loss_aux: 1.5514, top1_acc: 0.3727, top5_acc: 0.6113, loss_cls: 2.9172, loss: 4.4686, grad_norm: 2.6659 2021-07-19 22:23:06,269 - mmaction - INFO - Epoch [83][1560/1879] lr: 8.367e-02, eta: 22:31:01, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.5495, top1_acc: 0.3723, top5_acc: 0.6148, loss_cls: 2.8831, loss: 4.4326, grad_norm: 2.6514 2021-07-19 22:23:18,350 - mmaction - INFO - Epoch [83][1580/1879] lr: 8.365e-02, eta: 22:30:48, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.5053, top1_acc: 0.3727, top5_acc: 0.6230, loss_cls: 2.8363, loss: 4.3416, grad_norm: 2.6218 2021-07-19 22:23:30,769 - mmaction - INFO - Epoch [83][1600/1879] lr: 8.363e-02, eta: 22:30:35, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.5617, top1_acc: 0.3547, top5_acc: 0.6047, loss_cls: 2.9252, loss: 4.4869, grad_norm: 2.6849 2021-07-19 22:23:42,283 - mmaction - INFO - Epoch [83][1620/1879] lr: 8.361e-02, eta: 22:30:21, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.5149, top1_acc: 0.3805, top5_acc: 0.6340, loss_cls: 2.8081, loss: 4.3230, grad_norm: 2.5700 2021-07-19 22:23:55,191 - mmaction - INFO - Epoch [83][1640/1879] lr: 8.359e-02, eta: 22:30:08, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.5077, top1_acc: 0.3609, top5_acc: 0.6184, loss_cls: 2.8220, loss: 4.3296, grad_norm: 2.5416 2021-07-19 22:24:07,598 - mmaction - INFO - Epoch [83][1660/1879] lr: 8.356e-02, eta: 22:29:55, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.5468, top1_acc: 0.3621, top5_acc: 0.6219, loss_cls: 2.8698, loss: 4.4166, grad_norm: 2.6304 2021-07-19 22:24:19,169 - mmaction - INFO - Epoch [83][1680/1879] lr: 8.354e-02, eta: 22:29:41, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.5276, top1_acc: 0.3812, top5_acc: 0.6285, loss_cls: 2.8562, loss: 4.3839, grad_norm: 2.6093 2021-07-19 22:24:35,090 - mmaction - INFO - Epoch [83][1700/1879] lr: 8.352e-02, eta: 22:29:31, time: 0.800, data_time: 0.006, memory: 6921, loss_aux: 1.5133, top1_acc: 0.3754, top5_acc: 0.6316, loss_cls: 2.8120, loss: 4.3253, grad_norm: 2.5980 2021-07-19 22:24:51,053 - mmaction - INFO - Epoch [83][1720/1879] lr: 8.350e-02, eta: 22:29:20, time: 0.797, data_time: 0.004, memory: 6921, loss_aux: 1.5035, top1_acc: 0.3746, top5_acc: 0.6293, loss_cls: 2.8129, loss: 4.3164, grad_norm: 2.6447 2021-07-19 22:25:05,264 - mmaction - INFO - Epoch [83][1740/1879] lr: 8.348e-02, eta: 22:29:08, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.5465, top1_acc: 0.3680, top5_acc: 0.6203, loss_cls: 2.9083, loss: 4.4548, grad_norm: 2.6622 2021-07-19 22:25:17,300 - mmaction - INFO - Epoch [83][1760/1879] lr: 8.346e-02, eta: 22:28:55, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.5391, top1_acc: 0.3629, top5_acc: 0.6133, loss_cls: 2.9090, loss: 4.4481, grad_norm: 2.6372 2021-07-19 22:25:32,819 - mmaction - INFO - Epoch [83][1780/1879] lr: 8.343e-02, eta: 22:28:44, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.5292, top1_acc: 0.3691, top5_acc: 0.6281, loss_cls: 2.8456, loss: 4.3748, grad_norm: 2.6691 2021-07-19 22:25:44,765 - mmaction - INFO - Epoch [83][1800/1879] lr: 8.341e-02, eta: 22:28:31, time: 0.602, data_time: 0.007, memory: 6921, loss_aux: 1.5479, top1_acc: 0.3652, top5_acc: 0.6020, loss_cls: 2.8852, loss: 4.4332, grad_norm: 2.6404 2021-07-19 22:26:09,595 - mmaction - INFO - Epoch [83][1820/1879] lr: 8.339e-02, eta: 22:28:27, time: 1.198, data_time: 0.004, memory: 6921, loss_aux: 1.5426, top1_acc: 0.3598, top5_acc: 0.6086, loss_cls: 2.9123, loss: 4.4550, grad_norm: 2.6615 2021-07-19 22:26:23,154 - mmaction - INFO - Epoch [83][1840/1879] lr: 8.337e-02, eta: 22:28:15, time: 0.722, data_time: 0.046, memory: 6921, loss_aux: 1.5344, top1_acc: 0.3840, top5_acc: 0.6305, loss_cls: 2.8118, loss: 4.3462, grad_norm: 2.6677 2021-07-19 22:26:36,989 - mmaction - INFO - Epoch [83][1860/1879] lr: 8.335e-02, eta: 22:28:03, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.5313, top1_acc: 0.3684, top5_acc: 0.6219, loss_cls: 2.8735, loss: 4.4048, grad_norm: 2.6699 2021-07-19 22:26:47,166 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-07-19 22:27:16,174 - mmaction - INFO - Epoch [84][20/1879] lr: 8.330e-02, eta: 22:27:36, time: 1.097, data_time: 0.233, memory: 6921, loss_aux: 1.5311, top1_acc: 0.3688, top5_acc: 0.6184, loss_cls: 2.8754, loss: 4.4065, grad_norm: 2.6352 2021-07-19 22:27:29,936 - mmaction - INFO - Epoch [84][40/1879] lr: 8.328e-02, eta: 22:27:24, time: 0.685, data_time: 0.006, memory: 6921, loss_aux: 1.5915, top1_acc: 0.3395, top5_acc: 0.6074, loss_cls: 2.9753, loss: 4.5669, grad_norm: 2.6708 2021-07-19 22:27:41,681 - mmaction - INFO - Epoch [84][60/1879] lr: 8.326e-02, eta: 22:27:10, time: 0.594, data_time: 0.009, memory: 6921, loss_aux: 1.5208, top1_acc: 0.3766, top5_acc: 0.6309, loss_cls: 2.8341, loss: 4.3549, grad_norm: 2.6206 2021-07-19 22:27:58,320 - mmaction - INFO - Epoch [84][80/1879] lr: 8.324e-02, eta: 22:27:00, time: 0.831, data_time: 0.007, memory: 6921, loss_aux: 1.4690, top1_acc: 0.3914, top5_acc: 0.6559, loss_cls: 2.7006, loss: 4.1696, grad_norm: 2.5861 2021-07-19 22:28:09,827 - mmaction - INFO - Epoch [84][100/1879] lr: 8.321e-02, eta: 22:26:46, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.5295, top1_acc: 0.3738, top5_acc: 0.6324, loss_cls: 2.8329, loss: 4.3624, grad_norm: 2.6421 2021-07-19 22:28:21,667 - mmaction - INFO - Epoch [84][120/1879] lr: 8.319e-02, eta: 22:26:33, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.5519, top1_acc: 0.3699, top5_acc: 0.6180, loss_cls: 2.9113, loss: 4.4632, grad_norm: 2.6636 2021-07-19 22:28:33,890 - mmaction - INFO - Epoch [84][140/1879] lr: 8.317e-02, eta: 22:26:19, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.5402, top1_acc: 0.3613, top5_acc: 0.6238, loss_cls: 2.8733, loss: 4.4135, grad_norm: 2.6319 2021-07-19 22:28:45,257 - mmaction - INFO - Epoch [84][160/1879] lr: 8.315e-02, eta: 22:26:05, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.5321, top1_acc: 0.3684, top5_acc: 0.6105, loss_cls: 2.8409, loss: 4.3730, grad_norm: 2.6187 2021-07-19 22:28:57,216 - mmaction - INFO - Epoch [84][180/1879] lr: 8.313e-02, eta: 22:25:52, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.5249, top1_acc: 0.3695, top5_acc: 0.6188, loss_cls: 2.8723, loss: 4.3972, grad_norm: 2.6935 2021-07-19 22:29:11,443 - mmaction - INFO - Epoch [84][200/1879] lr: 8.310e-02, eta: 22:25:40, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.5536, top1_acc: 0.3609, top5_acc: 0.6137, loss_cls: 2.8870, loss: 4.4406, grad_norm: 2.7222 2021-07-19 22:29:26,716 - mmaction - INFO - Epoch [84][220/1879] lr: 8.308e-02, eta: 22:25:29, time: 0.761, data_time: 0.002, memory: 6921, loss_aux: 1.5619, top1_acc: 0.3574, top5_acc: 0.6156, loss_cls: 2.9046, loss: 4.4665, grad_norm: 2.7254 2021-07-19 22:29:41,857 - mmaction - INFO - Epoch [84][240/1879] lr: 8.306e-02, eta: 22:25:18, time: 0.760, data_time: 0.004, memory: 6921, loss_aux: 1.5388, top1_acc: 0.3688, top5_acc: 0.6207, loss_cls: 2.8678, loss: 4.4065, grad_norm: 2.6542 2021-07-19 22:29:58,129 - mmaction - INFO - Epoch [84][260/1879] lr: 8.304e-02, eta: 22:25:08, time: 0.812, data_time: 0.002, memory: 6921, loss_aux: 1.4982, top1_acc: 0.3914, top5_acc: 0.6301, loss_cls: 2.7521, loss: 4.2502, grad_norm: 2.6528 2021-07-19 22:30:10,217 - mmaction - INFO - Epoch [84][280/1879] lr: 8.302e-02, eta: 22:24:54, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.5227, top1_acc: 0.3879, top5_acc: 0.6191, loss_cls: 2.8447, loss: 4.3674, grad_norm: 2.6085 2021-07-19 22:30:26,759 - mmaction - INFO - Epoch [84][300/1879] lr: 8.299e-02, eta: 22:24:44, time: 0.826, data_time: 0.002, memory: 6921, loss_aux: 1.5339, top1_acc: 0.3598, top5_acc: 0.6238, loss_cls: 2.8678, loss: 4.4016, grad_norm: 2.6878 2021-07-19 22:30:40,410 - mmaction - INFO - Epoch [84][320/1879] lr: 8.297e-02, eta: 22:24:32, time: 0.684, data_time: 0.003, memory: 6921, loss_aux: 1.5384, top1_acc: 0.3668, top5_acc: 0.6156, loss_cls: 2.8704, loss: 4.4088, grad_norm: 2.6431 2021-07-19 22:30:51,968 - mmaction - INFO - Epoch [84][340/1879] lr: 8.295e-02, eta: 22:24:18, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.5461, top1_acc: 0.3590, top5_acc: 0.6152, loss_cls: 2.9015, loss: 4.4476, grad_norm: 2.6112 2021-07-19 22:31:04,843 - mmaction - INFO - Epoch [84][360/1879] lr: 8.293e-02, eta: 22:24:06, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.5658, top1_acc: 0.3781, top5_acc: 0.6035, loss_cls: 2.9074, loss: 4.4732, grad_norm: 2.6033 2021-07-19 22:31:16,741 - mmaction - INFO - Epoch [84][380/1879] lr: 8.291e-02, eta: 22:23:52, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.5447, top1_acc: 0.3672, top5_acc: 0.6277, loss_cls: 2.8360, loss: 4.3807, grad_norm: 2.6302 2021-07-19 22:31:28,058 - mmaction - INFO - Epoch [84][400/1879] lr: 8.288e-02, eta: 22:23:38, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5085, top1_acc: 0.3727, top5_acc: 0.6406, loss_cls: 2.8288, loss: 4.3373, grad_norm: 2.6613 2021-07-19 22:31:42,842 - mmaction - INFO - Epoch [84][420/1879] lr: 8.286e-02, eta: 22:23:27, time: 0.736, data_time: 0.004, memory: 6921, loss_aux: 1.5379, top1_acc: 0.3656, top5_acc: 0.6168, loss_cls: 2.8833, loss: 4.4212, grad_norm: 2.6360 2021-07-19 22:31:54,271 - mmaction - INFO - Epoch [84][440/1879] lr: 8.284e-02, eta: 22:23:13, time: 0.575, data_time: 0.010, memory: 6921, loss_aux: 1.5506, top1_acc: 0.3602, top5_acc: 0.6086, loss_cls: 2.8952, loss: 4.4458, grad_norm: 2.6607 2021-07-19 22:32:08,124 - mmaction - INFO - Epoch [84][460/1879] lr: 8.282e-02, eta: 22:23:00, time: 0.689, data_time: 0.003, memory: 6921, loss_aux: 1.5297, top1_acc: 0.3676, top5_acc: 0.6230, loss_cls: 2.8293, loss: 4.3590, grad_norm: 2.6554 2021-07-19 22:32:19,873 - mmaction - INFO - Epoch [84][480/1879] lr: 8.280e-02, eta: 22:22:47, time: 0.591, data_time: 0.006, memory: 6921, loss_aux: 1.5354, top1_acc: 0.3660, top5_acc: 0.6156, loss_cls: 2.8962, loss: 4.4316, grad_norm: 2.6459 2021-07-19 22:32:33,754 - mmaction - INFO - Epoch [84][500/1879] lr: 8.277e-02, eta: 22:22:35, time: 0.690, data_time: 0.001, memory: 6921, loss_aux: 1.5659, top1_acc: 0.3723, top5_acc: 0.6176, loss_cls: 2.8977, loss: 4.4636, grad_norm: 2.5782 2021-07-19 22:32:44,928 - mmaction - INFO - Epoch [84][520/1879] lr: 8.275e-02, eta: 22:22:21, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.5164, top1_acc: 0.3789, top5_acc: 0.6309, loss_cls: 2.8373, loss: 4.3538, grad_norm: 2.6524 2021-07-19 22:32:57,276 - mmaction - INFO - Epoch [84][540/1879] lr: 8.273e-02, eta: 22:22:07, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.5423, top1_acc: 0.3641, top5_acc: 0.6156, loss_cls: 2.8866, loss: 4.4289, grad_norm: 2.6664 2021-07-19 22:33:08,753 - mmaction - INFO - Epoch [84][560/1879] lr: 8.271e-02, eta: 22:21:53, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.5505, top1_acc: 0.3664, top5_acc: 0.5977, loss_cls: 2.9204, loss: 4.4709, grad_norm: 2.6236 2021-07-19 22:33:20,809 - mmaction - INFO - Epoch [84][580/1879] lr: 8.269e-02, eta: 22:21:40, time: 0.603, data_time: 0.001, memory: 6921, loss_aux: 1.5223, top1_acc: 0.3855, top5_acc: 0.6258, loss_cls: 2.8356, loss: 4.3579, grad_norm: 2.6309 2021-07-19 22:33:32,214 - mmaction - INFO - Epoch [84][600/1879] lr: 8.267e-02, eta: 22:21:26, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.5500, top1_acc: 0.3527, top5_acc: 0.5973, loss_cls: 2.9321, loss: 4.4821, grad_norm: 2.6264 2021-07-19 22:33:48,163 - mmaction - INFO - Epoch [84][620/1879] lr: 8.264e-02, eta: 22:21:16, time: 0.796, data_time: 0.002, memory: 6921, loss_aux: 1.5109, top1_acc: 0.3703, top5_acc: 0.6301, loss_cls: 2.8159, loss: 4.3268, grad_norm: 2.5556 2021-07-19 22:33:59,658 - mmaction - INFO - Epoch [84][640/1879] lr: 8.262e-02, eta: 22:21:02, time: 0.578, data_time: 0.009, memory: 6921, loss_aux: 1.5065, top1_acc: 0.3742, top5_acc: 0.6305, loss_cls: 2.8059, loss: 4.3124, grad_norm: 2.6290 2021-07-19 22:34:13,006 - mmaction - INFO - Epoch [84][660/1879] lr: 8.260e-02, eta: 22:20:49, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.5393, top1_acc: 0.3805, top5_acc: 0.6336, loss_cls: 2.8682, loss: 4.4075, grad_norm: 2.7192 2021-07-19 22:34:26,554 - mmaction - INFO - Epoch [84][680/1879] lr: 8.258e-02, eta: 22:20:37, time: 0.686, data_time: 0.010, memory: 6921, loss_aux: 1.5289, top1_acc: 0.3703, top5_acc: 0.6160, loss_cls: 2.8818, loss: 4.4107, grad_norm: 2.6473 2021-07-19 22:34:38,668 - mmaction - INFO - Epoch [84][700/1879] lr: 8.256e-02, eta: 22:20:23, time: 0.604, data_time: 0.001, memory: 6921, loss_aux: 1.5602, top1_acc: 0.3758, top5_acc: 0.6070, loss_cls: 2.8972, loss: 4.4573, grad_norm: 2.6889 2021-07-19 22:34:50,485 - mmaction - INFO - Epoch [84][720/1879] lr: 8.253e-02, eta: 22:20:10, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.5347, top1_acc: 0.3801, top5_acc: 0.6195, loss_cls: 2.8585, loss: 4.3932, grad_norm: 2.5828 2021-07-19 22:35:05,572 - mmaction - INFO - Epoch [84][740/1879] lr: 8.251e-02, eta: 22:19:59, time: 0.752, data_time: 0.001, memory: 6921, loss_aux: 1.4844, top1_acc: 0.3801, top5_acc: 0.6395, loss_cls: 2.7726, loss: 4.2570, grad_norm: 2.5734 2021-07-19 22:35:17,722 - mmaction - INFO - Epoch [84][760/1879] lr: 8.249e-02, eta: 22:19:45, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.5566, top1_acc: 0.3652, top5_acc: 0.6234, loss_cls: 2.8996, loss: 4.4562, grad_norm: 2.6534 2021-07-19 22:35:29,610 - mmaction - INFO - Epoch [84][780/1879] lr: 8.247e-02, eta: 22:19:32, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.5069, top1_acc: 0.3848, top5_acc: 0.6336, loss_cls: 2.7802, loss: 4.2871, grad_norm: 2.6925 2021-07-19 22:35:42,095 - mmaction - INFO - Epoch [84][800/1879] lr: 8.245e-02, eta: 22:19:19, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.5759, top1_acc: 0.3582, top5_acc: 0.6133, loss_cls: 2.9505, loss: 4.5263, grad_norm: 2.6414 2021-07-19 22:35:53,814 - mmaction - INFO - Epoch [84][820/1879] lr: 8.242e-02, eta: 22:19:05, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.5283, top1_acc: 0.3707, top5_acc: 0.6133, loss_cls: 2.8553, loss: 4.3835, grad_norm: 2.6528 2021-07-19 22:36:05,309 - mmaction - INFO - Epoch [84][840/1879] lr: 8.240e-02, eta: 22:18:51, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.5363, top1_acc: 0.3672, top5_acc: 0.6176, loss_cls: 2.8682, loss: 4.4045, grad_norm: 2.6732 2021-07-19 22:36:17,925 - mmaction - INFO - Epoch [84][860/1879] lr: 8.238e-02, eta: 22:18:38, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.5196, top1_acc: 0.3668, top5_acc: 0.6223, loss_cls: 2.8312, loss: 4.3508, grad_norm: 2.6414 2021-07-19 22:36:29,780 - mmaction - INFO - Epoch [84][880/1879] lr: 8.236e-02, eta: 22:18:24, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.5001, top1_acc: 0.3867, top5_acc: 0.6238, loss_cls: 2.8014, loss: 4.3015, grad_norm: 2.6668 2021-07-19 22:36:42,040 - mmaction - INFO - Epoch [84][900/1879] lr: 8.234e-02, eta: 22:18:11, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.5467, top1_acc: 0.3691, top5_acc: 0.6207, loss_cls: 2.8912, loss: 4.4379, grad_norm: 2.7181 2021-07-19 22:36:53,862 - mmaction - INFO - Epoch [84][920/1879] lr: 8.231e-02, eta: 22:17:57, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.5291, top1_acc: 0.3715, top5_acc: 0.6145, loss_cls: 2.8731, loss: 4.4021, grad_norm: 2.6844 2021-07-19 22:37:11,216 - mmaction - INFO - Epoch [84][940/1879] lr: 8.229e-02, eta: 22:17:48, time: 0.865, data_time: 0.002, memory: 6921, loss_aux: 1.5255, top1_acc: 0.3699, top5_acc: 0.6211, loss_cls: 2.8799, loss: 4.4054, grad_norm: 2.6149 2021-07-19 22:37:23,870 - mmaction - INFO - Epoch [84][960/1879] lr: 8.227e-02, eta: 22:17:35, time: 0.635, data_time: 0.005, memory: 6921, loss_aux: 1.5401, top1_acc: 0.3551, top5_acc: 0.6117, loss_cls: 2.8886, loss: 4.4287, grad_norm: 2.7427 2021-07-19 22:37:36,239 - mmaction - INFO - Epoch [84][980/1879] lr: 8.225e-02, eta: 22:17:22, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.5432, top1_acc: 0.3668, top5_acc: 0.6160, loss_cls: 2.8856, loss: 4.4288, grad_norm: 2.6568 2021-07-19 22:37:49,787 - mmaction - INFO - Epoch [84][1000/1879] lr: 8.223e-02, eta: 22:17:09, time: 0.665, data_time: 0.001, memory: 6921, loss_aux: 1.5137, top1_acc: 0.3785, top5_acc: 0.6254, loss_cls: 2.8345, loss: 4.3482, grad_norm: 2.6146 2021-07-19 22:38:01,117 - mmaction - INFO - Epoch [84][1020/1879] lr: 8.220e-02, eta: 22:16:55, time: 0.578, data_time: 0.014, memory: 6921, loss_aux: 1.5695, top1_acc: 0.3527, top5_acc: 0.6090, loss_cls: 2.9349, loss: 4.5045, grad_norm: 2.6444 2021-07-19 22:38:13,359 - mmaction - INFO - Epoch [84][1040/1879] lr: 8.218e-02, eta: 22:16:42, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.5419, top1_acc: 0.3633, top5_acc: 0.6027, loss_cls: 2.8929, loss: 4.4347, grad_norm: 2.6430 2021-07-19 22:38:25,777 - mmaction - INFO - Epoch [84][1060/1879] lr: 8.216e-02, eta: 22:16:29, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.5342, top1_acc: 0.3684, top5_acc: 0.6219, loss_cls: 2.8445, loss: 4.3787, grad_norm: 2.6645 2021-07-19 22:38:37,377 - mmaction - INFO - Epoch [84][1080/1879] lr: 8.214e-02, eta: 22:16:15, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.5454, top1_acc: 0.3633, top5_acc: 0.6141, loss_cls: 2.8763, loss: 4.4217, grad_norm: 2.6790 2021-07-19 22:38:49,772 - mmaction - INFO - Epoch [84][1100/1879] lr: 8.212e-02, eta: 22:16:01, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.5438, top1_acc: 0.3695, top5_acc: 0.6129, loss_cls: 2.8932, loss: 4.4369, grad_norm: 2.6900 2021-07-19 22:39:01,439 - mmaction - INFO - Epoch [84][1120/1879] lr: 8.209e-02, eta: 22:15:48, time: 0.607, data_time: 0.025, memory: 6921, loss_aux: 1.5040, top1_acc: 0.3855, top5_acc: 0.6348, loss_cls: 2.7913, loss: 4.2953, grad_norm: 2.6249 2021-07-19 22:39:16,291 - mmaction - INFO - Epoch [84][1140/1879] lr: 8.207e-02, eta: 22:15:37, time: 0.741, data_time: 0.002, memory: 6921, loss_aux: 1.5302, top1_acc: 0.3785, top5_acc: 0.6223, loss_cls: 2.8492, loss: 4.3794, grad_norm: 2.6586 2021-07-19 22:39:30,179 - mmaction - INFO - Epoch [84][1160/1879] lr: 8.205e-02, eta: 22:15:25, time: 0.695, data_time: 0.008, memory: 6921, loss_aux: 1.5632, top1_acc: 0.3637, top5_acc: 0.6215, loss_cls: 2.9184, loss: 4.4816, grad_norm: 2.7005 2021-07-19 22:39:41,761 - mmaction - INFO - Epoch [84][1180/1879] lr: 8.203e-02, eta: 22:15:11, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5233, top1_acc: 0.3828, top5_acc: 0.6324, loss_cls: 2.8171, loss: 4.3404, grad_norm: 2.6529 2021-07-19 22:39:57,393 - mmaction - INFO - Epoch [84][1200/1879] lr: 8.201e-02, eta: 22:15:00, time: 0.779, data_time: 0.002, memory: 6921, loss_aux: 1.5068, top1_acc: 0.3789, top5_acc: 0.6328, loss_cls: 2.8000, loss: 4.3068, grad_norm: 2.6293 2021-07-19 22:40:10,694 - mmaction - INFO - Epoch [84][1220/1879] lr: 8.198e-02, eta: 22:14:48, time: 0.668, data_time: 0.006, memory: 6921, loss_aux: 1.5386, top1_acc: 0.3730, top5_acc: 0.6160, loss_cls: 2.8678, loss: 4.4064, grad_norm: 2.6439 2021-07-19 22:40:22,698 - mmaction - INFO - Epoch [84][1240/1879] lr: 8.196e-02, eta: 22:14:34, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.5583, top1_acc: 0.3535, top5_acc: 0.5984, loss_cls: 2.9013, loss: 4.4596, grad_norm: 2.6631 2021-07-19 22:40:35,242 - mmaction - INFO - Epoch [84][1260/1879] lr: 8.194e-02, eta: 22:14:21, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.5679, top1_acc: 0.3641, top5_acc: 0.6125, loss_cls: 2.8986, loss: 4.4665, grad_norm: 2.6649 2021-07-19 22:40:46,713 - mmaction - INFO - Epoch [84][1280/1879] lr: 8.192e-02, eta: 22:14:07, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.5544, top1_acc: 0.3660, top5_acc: 0.5984, loss_cls: 2.9051, loss: 4.4595, grad_norm: 2.7297 2021-07-19 22:40:59,736 - mmaction - INFO - Epoch [84][1300/1879] lr: 8.190e-02, eta: 22:13:55, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.5451, top1_acc: 0.3563, top5_acc: 0.6188, loss_cls: 2.9089, loss: 4.4540, grad_norm: 2.6883 2021-07-19 22:41:11,984 - mmaction - INFO - Epoch [84][1320/1879] lr: 8.188e-02, eta: 22:13:41, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.5434, top1_acc: 0.3758, top5_acc: 0.6109, loss_cls: 2.8557, loss: 4.3991, grad_norm: 2.6128 2021-07-19 22:41:31,947 - mmaction - INFO - Epoch [84][1340/1879] lr: 8.185e-02, eta: 22:13:34, time: 0.997, data_time: 0.002, memory: 6921, loss_aux: 1.5376, top1_acc: 0.3770, top5_acc: 0.6082, loss_cls: 2.8766, loss: 4.4142, grad_norm: 2.6676 2021-07-19 22:41:43,321 - mmaction - INFO - Epoch [84][1360/1879] lr: 8.183e-02, eta: 22:13:20, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.5143, top1_acc: 0.3852, top5_acc: 0.6184, loss_cls: 2.8049, loss: 4.3192, grad_norm: 2.6368 2021-07-19 22:41:55,119 - mmaction - INFO - Epoch [84][1380/1879] lr: 8.181e-02, eta: 22:13:06, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.5603, top1_acc: 0.3590, top5_acc: 0.6152, loss_cls: 2.9044, loss: 4.4647, grad_norm: 2.6919 2021-07-19 22:42:17,718 - mmaction - INFO - Epoch [84][1400/1879] lr: 8.179e-02, eta: 22:13:01, time: 1.124, data_time: 0.014, memory: 6921, loss_aux: 1.5218, top1_acc: 0.3809, top5_acc: 0.6238, loss_cls: 2.8362, loss: 4.3581, grad_norm: 2.6476 2021-07-19 22:42:29,185 - mmaction - INFO - Epoch [84][1420/1879] lr: 8.177e-02, eta: 22:12:47, time: 0.579, data_time: 0.013, memory: 6921, loss_aux: 1.5675, top1_acc: 0.3652, top5_acc: 0.6164, loss_cls: 2.8854, loss: 4.4529, grad_norm: 2.6948 2021-07-19 22:42:41,203 - mmaction - INFO - Epoch [84][1440/1879] lr: 8.174e-02, eta: 22:12:34, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.5567, top1_acc: 0.3730, top5_acc: 0.6266, loss_cls: 2.8631, loss: 4.4198, grad_norm: 2.6523 2021-07-19 22:42:52,804 - mmaction - INFO - Epoch [84][1460/1879] lr: 8.172e-02, eta: 22:12:20, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.5394, top1_acc: 0.3758, top5_acc: 0.6188, loss_cls: 2.8627, loss: 4.4021, grad_norm: 2.6914 2021-07-19 22:43:04,172 - mmaction - INFO - Epoch [84][1480/1879] lr: 8.170e-02, eta: 22:12:06, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.5300, top1_acc: 0.3770, top5_acc: 0.6273, loss_cls: 2.8422, loss: 4.3722, grad_norm: 2.6192 2021-07-19 22:43:20,748 - mmaction - INFO - Epoch [84][1500/1879] lr: 8.168e-02, eta: 22:11:56, time: 0.828, data_time: 0.001, memory: 6921, loss_aux: 1.5633, top1_acc: 0.3656, top5_acc: 0.6027, loss_cls: 2.9018, loss: 4.4650, grad_norm: 2.6782 2021-07-19 22:43:39,177 - mmaction - INFO - Epoch [84][1520/1879] lr: 8.166e-02, eta: 22:11:47, time: 0.919, data_time: 0.003, memory: 6921, loss_aux: 1.5377, top1_acc: 0.3660, top5_acc: 0.6309, loss_cls: 2.8467, loss: 4.3844, grad_norm: 2.6230 2021-07-19 22:43:51,276 - mmaction - INFO - Epoch [84][1540/1879] lr: 8.163e-02, eta: 22:11:34, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.5190, top1_acc: 0.3797, top5_acc: 0.6125, loss_cls: 2.8525, loss: 4.3716, grad_norm: 2.7038 2021-07-19 22:44:03,117 - mmaction - INFO - Epoch [84][1560/1879] lr: 8.161e-02, eta: 22:11:20, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.5325, top1_acc: 0.3586, top5_acc: 0.6289, loss_cls: 2.8573, loss: 4.3898, grad_norm: 2.6797 2021-07-19 22:44:14,976 - mmaction - INFO - Epoch [84][1580/1879] lr: 8.159e-02, eta: 22:11:07, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.5383, top1_acc: 0.3734, top5_acc: 0.6164, loss_cls: 2.8792, loss: 4.4176, grad_norm: 2.6798 2021-07-19 22:44:32,193 - mmaction - INFO - Epoch [84][1600/1879] lr: 8.157e-02, eta: 22:10:57, time: 0.860, data_time: 0.004, memory: 6921, loss_aux: 1.5642, top1_acc: 0.3660, top5_acc: 0.6078, loss_cls: 2.9360, loss: 4.5002, grad_norm: 2.7053 2021-07-19 22:44:44,651 - mmaction - INFO - Epoch [84][1620/1879] lr: 8.155e-02, eta: 22:10:44, time: 0.624, data_time: 0.007, memory: 6921, loss_aux: 1.5335, top1_acc: 0.3730, top5_acc: 0.6199, loss_cls: 2.8736, loss: 4.4070, grad_norm: 2.6146 2021-07-19 22:44:56,631 - mmaction - INFO - Epoch [84][1640/1879] lr: 8.152e-02, eta: 22:10:31, time: 0.601, data_time: 0.006, memory: 6921, loss_aux: 1.5140, top1_acc: 0.3758, top5_acc: 0.6180, loss_cls: 2.8449, loss: 4.3589, grad_norm: 2.6685 2021-07-19 22:45:08,612 - mmaction - INFO - Epoch [84][1660/1879] lr: 8.150e-02, eta: 22:10:17, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.5340, top1_acc: 0.3602, top5_acc: 0.6090, loss_cls: 2.8526, loss: 4.3866, grad_norm: 2.6456 2021-07-19 22:45:20,045 - mmaction - INFO - Epoch [84][1680/1879] lr: 8.148e-02, eta: 22:10:03, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.5039, top1_acc: 0.3859, top5_acc: 0.6277, loss_cls: 2.7973, loss: 4.3012, grad_norm: 2.6127 2021-07-19 22:45:31,526 - mmaction - INFO - Epoch [84][1700/1879] lr: 8.146e-02, eta: 22:09:49, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.5613, top1_acc: 0.3605, top5_acc: 0.6117, loss_cls: 2.9185, loss: 4.4798, grad_norm: 2.6594 2021-07-19 22:45:45,101 - mmaction - INFO - Epoch [84][1720/1879] lr: 8.144e-02, eta: 22:09:37, time: 0.677, data_time: 0.002, memory: 6921, loss_aux: 1.5662, top1_acc: 0.3680, top5_acc: 0.6020, loss_cls: 2.9375, loss: 4.5037, grad_norm: 2.6322 2021-07-19 22:45:56,673 - mmaction - INFO - Epoch [84][1740/1879] lr: 8.142e-02, eta: 22:09:23, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.5418, top1_acc: 0.3895, top5_acc: 0.6254, loss_cls: 2.8746, loss: 4.4163, grad_norm: 2.6536 2021-07-19 22:46:08,844 - mmaction - INFO - Epoch [84][1760/1879] lr: 8.139e-02, eta: 22:09:10, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.5488, top1_acc: 0.3734, top5_acc: 0.6238, loss_cls: 2.8805, loss: 4.4293, grad_norm: 2.6554 2021-07-19 22:46:19,898 - mmaction - INFO - Epoch [84][1780/1879] lr: 8.137e-02, eta: 22:08:56, time: 0.553, data_time: 0.001, memory: 6921, loss_aux: 1.5504, top1_acc: 0.3652, top5_acc: 0.6082, loss_cls: 2.9298, loss: 4.4802, grad_norm: 2.7007 2021-07-19 22:46:32,616 - mmaction - INFO - Epoch [84][1800/1879] lr: 8.135e-02, eta: 22:08:42, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.5685, top1_acc: 0.3695, top5_acc: 0.6133, loss_cls: 2.9268, loss: 4.4953, grad_norm: 2.6798 2021-07-19 22:46:52,492 - mmaction - INFO - Epoch [84][1820/1879] lr: 8.133e-02, eta: 22:08:35, time: 0.995, data_time: 0.008, memory: 6921, loss_aux: 1.5904, top1_acc: 0.3574, top5_acc: 0.6020, loss_cls: 2.9679, loss: 4.5583, grad_norm: 2.6887 2021-07-19 22:47:04,392 - mmaction - INFO - Epoch [84][1840/1879] lr: 8.131e-02, eta: 22:08:22, time: 0.599, data_time: 0.009, memory: 6921, loss_aux: 1.5481, top1_acc: 0.3598, top5_acc: 0.6184, loss_cls: 2.8719, loss: 4.4199, grad_norm: 2.6086 2021-07-19 22:47:16,522 - mmaction - INFO - Epoch [84][1860/1879] lr: 8.128e-02, eta: 22:08:08, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.5470, top1_acc: 0.3703, top5_acc: 0.6211, loss_cls: 2.8767, loss: 4.4237, grad_norm: 2.6683 2021-07-19 22:47:26,751 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-07-19 22:47:46,787 - mmaction - INFO - Epoch [85][20/1879] lr: 8.124e-02, eta: 22:07:38, time: 0.911, data_time: 0.260, memory: 6921, loss_aux: 1.5193, top1_acc: 0.3699, top5_acc: 0.6297, loss_cls: 2.8183, loss: 4.3375, grad_norm: 2.6798 2021-07-19 22:48:00,275 - mmaction - INFO - Epoch [85][40/1879] lr: 8.122e-02, eta: 22:07:25, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.5020, top1_acc: 0.3926, top5_acc: 0.6344, loss_cls: 2.7791, loss: 4.2811, grad_norm: 2.6440 2021-07-19 22:48:14,249 - mmaction - INFO - Epoch [85][60/1879] lr: 8.120e-02, eta: 22:07:13, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.5132, top1_acc: 0.3848, top5_acc: 0.6410, loss_cls: 2.8031, loss: 4.3163, grad_norm: 2.7256 2021-07-19 22:48:32,091 - mmaction - INFO - Epoch [85][80/1879] lr: 8.118e-02, eta: 22:07:05, time: 0.890, data_time: 0.003, memory: 6921, loss_aux: 1.5159, top1_acc: 0.3715, top5_acc: 0.6270, loss_cls: 2.8416, loss: 4.3575, grad_norm: 2.7258 2021-07-19 22:48:44,246 - mmaction - INFO - Epoch [85][100/1879] lr: 8.115e-02, eta: 22:06:51, time: 0.610, data_time: 0.006, memory: 6921, loss_aux: 1.5346, top1_acc: 0.3703, top5_acc: 0.6375, loss_cls: 2.8264, loss: 4.3610, grad_norm: 2.6448 2021-07-19 22:48:55,791 - mmaction - INFO - Epoch [85][120/1879] lr: 8.113e-02, eta: 22:06:37, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.5218, top1_acc: 0.3883, top5_acc: 0.6289, loss_cls: 2.8251, loss: 4.3469, grad_norm: 2.6497 2021-07-19 22:49:07,941 - mmaction - INFO - Epoch [85][140/1879] lr: 8.111e-02, eta: 22:06:24, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.5074, top1_acc: 0.3801, top5_acc: 0.6320, loss_cls: 2.8145, loss: 4.3219, grad_norm: 2.6327 2021-07-19 22:49:37,231 - mmaction - INFO - Epoch [85][160/1879] lr: 8.109e-02, eta: 22:06:24, time: 1.461, data_time: 0.010, memory: 6921, loss_aux: 1.5286, top1_acc: 0.3699, top5_acc: 0.6172, loss_cls: 2.8385, loss: 4.3671, grad_norm: 2.7089 2021-07-19 22:49:50,319 - mmaction - INFO - Epoch [85][180/1879] lr: 8.107e-02, eta: 22:06:11, time: 0.658, data_time: 0.008, memory: 6921, loss_aux: 1.5210, top1_acc: 0.3746, top5_acc: 0.6238, loss_cls: 2.8287, loss: 4.3496, grad_norm: 2.6471 2021-07-19 22:50:03,655 - mmaction - INFO - Epoch [85][200/1879] lr: 8.104e-02, eta: 22:05:59, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.5168, top1_acc: 0.3758, top5_acc: 0.6246, loss_cls: 2.8355, loss: 4.3524, grad_norm: 2.6416 2021-07-19 22:50:15,237 - mmaction - INFO - Epoch [85][220/1879] lr: 8.102e-02, eta: 22:05:45, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.5384, top1_acc: 0.3738, top5_acc: 0.6141, loss_cls: 2.8705, loss: 4.4088, grad_norm: 2.7059 2021-07-19 22:50:32,246 - mmaction - INFO - Epoch [85][240/1879] lr: 8.100e-02, eta: 22:05:35, time: 0.851, data_time: 0.003, memory: 6921, loss_aux: 1.5439, top1_acc: 0.3746, top5_acc: 0.6121, loss_cls: 2.8764, loss: 4.4203, grad_norm: 2.6589 2021-07-19 22:50:48,719 - mmaction - INFO - Epoch [85][260/1879] lr: 8.098e-02, eta: 22:05:25, time: 0.821, data_time: 0.003, memory: 6921, loss_aux: 1.5577, top1_acc: 0.3730, top5_acc: 0.6180, loss_cls: 2.8728, loss: 4.4305, grad_norm: 2.6850 2021-07-19 22:51:04,670 - mmaction - INFO - Epoch [85][280/1879] lr: 8.096e-02, eta: 22:05:15, time: 0.798, data_time: 0.006, memory: 6921, loss_aux: 1.5219, top1_acc: 0.3742, top5_acc: 0.6238, loss_cls: 2.8384, loss: 4.3603, grad_norm: 2.7002 2021-07-19 22:51:15,813 - mmaction - INFO - Epoch [85][300/1879] lr: 8.093e-02, eta: 22:05:01, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 1.5576, top1_acc: 0.3613, top5_acc: 0.6141, loss_cls: 2.8929, loss: 4.4505, grad_norm: 2.6669 2021-07-19 22:51:31,933 - mmaction - INFO - Epoch [85][320/1879] lr: 8.091e-02, eta: 22:04:50, time: 0.806, data_time: 0.002, memory: 6921, loss_aux: 1.5337, top1_acc: 0.3723, top5_acc: 0.6141, loss_cls: 2.8700, loss: 4.4038, grad_norm: 2.6995 2021-07-19 22:51:43,751 - mmaction - INFO - Epoch [85][340/1879] lr: 8.089e-02, eta: 22:04:37, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.5542, top1_acc: 0.3617, top5_acc: 0.6109, loss_cls: 2.8895, loss: 4.4437, grad_norm: 2.6938 2021-07-19 22:51:57,977 - mmaction - INFO - Epoch [85][360/1879] lr: 8.087e-02, eta: 22:04:25, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.5201, top1_acc: 0.3684, top5_acc: 0.6180, loss_cls: 2.8443, loss: 4.3644, grad_norm: 2.6713 2021-07-19 22:52:09,447 - mmaction - INFO - Epoch [85][380/1879] lr: 8.085e-02, eta: 22:04:11, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5217, top1_acc: 0.3828, top5_acc: 0.6238, loss_cls: 2.8190, loss: 4.3407, grad_norm: 2.6781 2021-07-19 22:52:21,922 - mmaction - INFO - Epoch [85][400/1879] lr: 8.083e-02, eta: 22:03:58, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.5392, top1_acc: 0.3727, top5_acc: 0.6219, loss_cls: 2.8452, loss: 4.3844, grad_norm: 2.6340 2021-07-19 22:52:34,367 - mmaction - INFO - Epoch [85][420/1879] lr: 8.080e-02, eta: 22:03:45, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.5136, top1_acc: 0.3719, top5_acc: 0.6258, loss_cls: 2.8271, loss: 4.3406, grad_norm: 2.6478 2021-07-19 22:52:49,306 - mmaction - INFO - Epoch [85][440/1879] lr: 8.078e-02, eta: 22:03:33, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.5066, top1_acc: 0.3699, top5_acc: 0.6223, loss_cls: 2.8140, loss: 4.3206, grad_norm: 2.6952 2021-07-19 22:53:03,259 - mmaction - INFO - Epoch [85][460/1879] lr: 8.076e-02, eta: 22:03:21, time: 0.700, data_time: 0.004, memory: 6921, loss_aux: 1.5529, top1_acc: 0.3668, top5_acc: 0.6137, loss_cls: 2.8840, loss: 4.4370, grad_norm: 2.6882 2021-07-19 22:53:16,795 - mmaction - INFO - Epoch [85][480/1879] lr: 8.074e-02, eta: 22:03:09, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.5329, top1_acc: 0.3738, top5_acc: 0.6293, loss_cls: 2.8515, loss: 4.3844, grad_norm: 2.7552 2021-07-19 22:53:28,303 - mmaction - INFO - Epoch [85][500/1879] lr: 8.072e-02, eta: 22:02:55, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.5318, top1_acc: 0.3797, top5_acc: 0.6246, loss_cls: 2.7988, loss: 4.3306, grad_norm: 2.6309 2021-07-19 22:53:40,047 - mmaction - INFO - Epoch [85][520/1879] lr: 8.069e-02, eta: 22:02:42, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.5300, top1_acc: 0.3777, top5_acc: 0.6316, loss_cls: 2.8605, loss: 4.3905, grad_norm: 2.6766 2021-07-19 22:53:52,949 - mmaction - INFO - Epoch [85][540/1879] lr: 8.067e-02, eta: 22:02:29, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.5240, top1_acc: 0.3820, top5_acc: 0.6254, loss_cls: 2.8313, loss: 4.3554, grad_norm: 2.6706 2021-07-19 22:54:04,605 - mmaction - INFO - Epoch [85][560/1879] lr: 8.065e-02, eta: 22:02:15, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.5407, top1_acc: 0.3613, top5_acc: 0.6320, loss_cls: 2.8794, loss: 4.4202, grad_norm: 2.6917 2021-07-19 22:54:17,920 - mmaction - INFO - Epoch [85][580/1879] lr: 8.063e-02, eta: 22:02:02, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.5316, top1_acc: 0.3563, top5_acc: 0.6207, loss_cls: 2.8917, loss: 4.4234, grad_norm: 2.6960 2021-07-19 22:54:29,377 - mmaction - INFO - Epoch [85][600/1879] lr: 8.061e-02, eta: 22:01:49, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5456, top1_acc: 0.3680, top5_acc: 0.6125, loss_cls: 2.8931, loss: 4.4387, grad_norm: 2.6581 2021-07-19 22:54:42,717 - mmaction - INFO - Epoch [85][620/1879] lr: 8.058e-02, eta: 22:01:36, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.4974, top1_acc: 0.3727, top5_acc: 0.6297, loss_cls: 2.8285, loss: 4.3259, grad_norm: 2.6877 2021-07-19 22:54:58,075 - mmaction - INFO - Epoch [85][640/1879] lr: 8.056e-02, eta: 22:01:25, time: 0.768, data_time: 0.002, memory: 6921, loss_aux: 1.5244, top1_acc: 0.3766, top5_acc: 0.6203, loss_cls: 2.8606, loss: 4.3850, grad_norm: 2.6897 2021-07-19 22:55:09,868 - mmaction - INFO - Epoch [85][660/1879] lr: 8.054e-02, eta: 22:01:11, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.5069, top1_acc: 0.3867, top5_acc: 0.6254, loss_cls: 2.7887, loss: 4.2956, grad_norm: 2.6596 2021-07-19 22:55:21,649 - mmaction - INFO - Epoch [85][680/1879] lr: 8.052e-02, eta: 22:00:58, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5356, top1_acc: 0.3652, top5_acc: 0.6250, loss_cls: 2.8417, loss: 4.3774, grad_norm: 2.7149 2021-07-19 22:55:32,913 - mmaction - INFO - Epoch [85][700/1879] lr: 8.050e-02, eta: 22:00:44, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.5344, top1_acc: 0.3832, top5_acc: 0.6148, loss_cls: 2.8329, loss: 4.3672, grad_norm: 2.7058 2021-07-19 22:55:44,569 - mmaction - INFO - Epoch [85][720/1879] lr: 8.048e-02, eta: 22:00:30, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.5383, top1_acc: 0.3695, top5_acc: 0.6195, loss_cls: 2.8603, loss: 4.3986, grad_norm: 2.6798 2021-07-19 22:55:57,384 - mmaction - INFO - Epoch [85][740/1879] lr: 8.045e-02, eta: 22:00:17, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.5384, top1_acc: 0.3793, top5_acc: 0.6234, loss_cls: 2.8652, loss: 4.4036, grad_norm: 2.6821 2021-07-19 22:56:13,349 - mmaction - INFO - Epoch [85][760/1879] lr: 8.043e-02, eta: 22:00:07, time: 0.828, data_time: 0.032, memory: 6921, loss_aux: 1.5402, top1_acc: 0.3828, top5_acc: 0.6117, loss_cls: 2.8849, loss: 4.4251, grad_norm: 2.6521 2021-07-19 22:56:24,987 - mmaction - INFO - Epoch [85][780/1879] lr: 8.041e-02, eta: 21:59:53, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.5466, top1_acc: 0.3613, top5_acc: 0.6070, loss_cls: 2.8828, loss: 4.4295, grad_norm: 2.7052 2021-07-19 22:56:38,858 - mmaction - INFO - Epoch [85][800/1879] lr: 8.039e-02, eta: 21:59:41, time: 0.693, data_time: 0.003, memory: 6921, loss_aux: 1.5051, top1_acc: 0.3750, top5_acc: 0.6348, loss_cls: 2.7898, loss: 4.2949, grad_norm: 2.6306 2021-07-19 22:56:50,421 - mmaction - INFO - Epoch [85][820/1879] lr: 8.037e-02, eta: 21:59:27, time: 0.579, data_time: 0.007, memory: 6921, loss_aux: 1.5490, top1_acc: 0.3766, top5_acc: 0.6203, loss_cls: 2.8784, loss: 4.4274, grad_norm: 2.7016 2021-07-19 22:57:02,350 - mmaction - INFO - Epoch [85][840/1879] lr: 8.034e-02, eta: 21:59:13, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.5597, top1_acc: 0.3684, top5_acc: 0.6035, loss_cls: 2.9089, loss: 4.4686, grad_norm: 2.6680 2021-07-19 22:57:22,320 - mmaction - INFO - Epoch [85][860/1879] lr: 8.032e-02, eta: 21:59:06, time: 0.996, data_time: 0.002, memory: 6921, loss_aux: 1.5261, top1_acc: 0.3750, top5_acc: 0.6289, loss_cls: 2.8265, loss: 4.3525, grad_norm: 2.6065 2021-07-19 22:57:35,210 - mmaction - INFO - Epoch [85][880/1879] lr: 8.030e-02, eta: 21:58:53, time: 0.644, data_time: 0.010, memory: 6921, loss_aux: 1.5281, top1_acc: 0.3691, top5_acc: 0.6363, loss_cls: 2.8123, loss: 4.3404, grad_norm: 2.7623 2021-07-19 22:57:47,120 - mmaction - INFO - Epoch [85][900/1879] lr: 8.028e-02, eta: 21:58:40, time: 0.598, data_time: 0.010, memory: 6921, loss_aux: 1.5125, top1_acc: 0.3688, top5_acc: 0.6250, loss_cls: 2.8103, loss: 4.3228, grad_norm: 2.7028 2021-07-19 22:57:59,367 - mmaction - INFO - Epoch [85][920/1879] lr: 8.026e-02, eta: 21:58:26, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.5251, top1_acc: 0.3707, top5_acc: 0.6262, loss_cls: 2.8338, loss: 4.3589, grad_norm: 2.6869 2021-07-19 22:58:11,240 - mmaction - INFO - Epoch [85][940/1879] lr: 8.023e-02, eta: 21:58:13, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.5280, top1_acc: 0.3762, top5_acc: 0.6191, loss_cls: 2.8524, loss: 4.3803, grad_norm: 2.6855 2021-07-19 22:58:23,426 - mmaction - INFO - Epoch [85][960/1879] lr: 8.021e-02, eta: 21:57:59, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.5107, top1_acc: 0.3879, top5_acc: 0.6348, loss_cls: 2.7971, loss: 4.3077, grad_norm: 2.6972 2021-07-19 22:58:36,183 - mmaction - INFO - Epoch [85][980/1879] lr: 8.019e-02, eta: 21:57:46, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.4920, top1_acc: 0.3848, top5_acc: 0.6277, loss_cls: 2.7916, loss: 4.2836, grad_norm: 2.7383 2021-07-19 22:58:49,843 - mmaction - INFO - Epoch [85][1000/1879] lr: 8.017e-02, eta: 21:57:34, time: 0.680, data_time: 0.003, memory: 6921, loss_aux: 1.5247, top1_acc: 0.3723, top5_acc: 0.6320, loss_cls: 2.8379, loss: 4.3626, grad_norm: 2.6831 2021-07-19 22:59:01,180 - mmaction - INFO - Epoch [85][1020/1879] lr: 8.015e-02, eta: 21:57:20, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.5505, top1_acc: 0.3570, top5_acc: 0.6109, loss_cls: 2.9107, loss: 4.4611, grad_norm: 2.6658 2021-07-19 22:59:15,302 - mmaction - INFO - Epoch [85][1040/1879] lr: 8.013e-02, eta: 21:57:08, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.5629, top1_acc: 0.3762, top5_acc: 0.6027, loss_cls: 2.9210, loss: 4.4839, grad_norm: 2.7062 2021-07-19 22:59:28,029 - mmaction - INFO - Epoch [85][1060/1879] lr: 8.010e-02, eta: 21:56:55, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.5292, top1_acc: 0.3703, top5_acc: 0.6281, loss_cls: 2.8519, loss: 4.3811, grad_norm: 2.7112 2021-07-19 22:59:40,615 - mmaction - INFO - Epoch [85][1080/1879] lr: 8.008e-02, eta: 21:56:42, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.5071, top1_acc: 0.3727, top5_acc: 0.6246, loss_cls: 2.8178, loss: 4.3248, grad_norm: 2.6606 2021-07-19 22:59:56,023 - mmaction - INFO - Epoch [85][1100/1879] lr: 8.006e-02, eta: 21:56:31, time: 0.772, data_time: 0.006, memory: 6921, loss_aux: 1.5374, top1_acc: 0.3688, top5_acc: 0.6203, loss_cls: 2.8434, loss: 4.3808, grad_norm: 2.7314 2021-07-19 23:00:08,816 - mmaction - INFO - Epoch [85][1120/1879] lr: 8.004e-02, eta: 21:56:18, time: 0.639, data_time: 0.003, memory: 6921, loss_aux: 1.5502, top1_acc: 0.3734, top5_acc: 0.6164, loss_cls: 2.8873, loss: 4.4375, grad_norm: 2.6450 2021-07-19 23:00:21,682 - mmaction - INFO - Epoch [85][1140/1879] lr: 8.002e-02, eta: 21:56:06, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 1.5129, top1_acc: 0.3781, top5_acc: 0.6168, loss_cls: 2.8298, loss: 4.3427, grad_norm: 2.6679 2021-07-19 23:00:32,978 - mmaction - INFO - Epoch [85][1160/1879] lr: 7.999e-02, eta: 21:55:52, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.5401, top1_acc: 0.3734, top5_acc: 0.6203, loss_cls: 2.8580, loss: 4.3982, grad_norm: 2.6900 2021-07-19 23:00:46,143 - mmaction - INFO - Epoch [85][1180/1879] lr: 7.997e-02, eta: 21:55:39, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.5391, top1_acc: 0.3703, top5_acc: 0.6258, loss_cls: 2.8530, loss: 4.3922, grad_norm: 2.6967 2021-07-19 23:01:03,053 - mmaction - INFO - Epoch [85][1200/1879] lr: 7.995e-02, eta: 21:55:29, time: 0.847, data_time: 0.005, memory: 6921, loss_aux: 1.5012, top1_acc: 0.3887, top5_acc: 0.6430, loss_cls: 2.7773, loss: 4.2785, grad_norm: 2.6534 2021-07-19 23:01:19,989 - mmaction - INFO - Epoch [85][1220/1879] lr: 7.993e-02, eta: 21:55:19, time: 0.846, data_time: 0.003, memory: 6921, loss_aux: 1.5157, top1_acc: 0.3707, top5_acc: 0.6301, loss_cls: 2.8123, loss: 4.3280, grad_norm: 2.7211 2021-07-19 23:01:35,539 - mmaction - INFO - Epoch [85][1240/1879] lr: 7.991e-02, eta: 21:55:09, time: 0.779, data_time: 0.004, memory: 6921, loss_aux: 1.5758, top1_acc: 0.3629, top5_acc: 0.6051, loss_cls: 2.9426, loss: 4.5184, grad_norm: 2.7200 2021-07-19 23:01:47,443 - mmaction - INFO - Epoch [85][1260/1879] lr: 7.989e-02, eta: 21:54:55, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.5386, top1_acc: 0.3707, top5_acc: 0.6098, loss_cls: 2.8946, loss: 4.4332, grad_norm: 2.6610 2021-07-19 23:01:58,934 - mmaction - INFO - Epoch [85][1280/1879] lr: 7.986e-02, eta: 21:54:41, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.5412, top1_acc: 0.3637, top5_acc: 0.6059, loss_cls: 2.8766, loss: 4.4178, grad_norm: 2.6682 2021-07-19 23:02:15,685 - mmaction - INFO - Epoch [85][1300/1879] lr: 7.984e-02, eta: 21:54:31, time: 0.834, data_time: 0.002, memory: 6921, loss_aux: 1.5351, top1_acc: 0.3621, top5_acc: 0.6211, loss_cls: 2.8468, loss: 4.3820, grad_norm: 2.6783 2021-07-19 23:02:27,047 - mmaction - INFO - Epoch [85][1320/1879] lr: 7.982e-02, eta: 21:54:17, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.5424, top1_acc: 0.3695, top5_acc: 0.6125, loss_cls: 2.8791, loss: 4.4216, grad_norm: 2.7332 2021-07-19 23:02:39,031 - mmaction - INFO - Epoch [85][1340/1879] lr: 7.980e-02, eta: 21:54:04, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.5299, top1_acc: 0.3781, top5_acc: 0.6168, loss_cls: 2.8414, loss: 4.3713, grad_norm: 2.6857 2021-07-19 23:02:52,863 - mmaction - INFO - Epoch [85][1360/1879] lr: 7.978e-02, eta: 21:53:52, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 1.5002, top1_acc: 0.3711, top5_acc: 0.6371, loss_cls: 2.8002, loss: 4.3004, grad_norm: 2.7100 2021-07-19 23:03:05,589 - mmaction - INFO - Epoch [85][1380/1879] lr: 7.975e-02, eta: 21:53:39, time: 0.639, data_time: 0.006, memory: 6921, loss_aux: 1.5415, top1_acc: 0.3703, top5_acc: 0.6172, loss_cls: 2.8709, loss: 4.4124, grad_norm: 2.6322 2021-07-19 23:03:17,014 - mmaction - INFO - Epoch [85][1400/1879] lr: 7.973e-02, eta: 21:53:25, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.5077, top1_acc: 0.3891, top5_acc: 0.6398, loss_cls: 2.7896, loss: 4.2973, grad_norm: 2.6702 2021-07-19 23:03:29,066 - mmaction - INFO - Epoch [85][1420/1879] lr: 7.971e-02, eta: 21:53:11, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.5257, top1_acc: 0.3648, top5_acc: 0.6105, loss_cls: 2.8925, loss: 4.4181, grad_norm: 2.6583 2021-07-19 23:03:40,459 - mmaction - INFO - Epoch [85][1440/1879] lr: 7.969e-02, eta: 21:52:57, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.5449, top1_acc: 0.3773, top5_acc: 0.6137, loss_cls: 2.8770, loss: 4.4219, grad_norm: 2.6121 2021-07-19 23:03:52,652 - mmaction - INFO - Epoch [85][1460/1879] lr: 7.967e-02, eta: 21:52:44, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.5045, top1_acc: 0.3848, top5_acc: 0.6352, loss_cls: 2.7872, loss: 4.2917, grad_norm: 2.6733 2021-07-19 23:04:06,299 - mmaction - INFO - Epoch [85][1480/1879] lr: 7.965e-02, eta: 21:52:32, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 1.5198, top1_acc: 0.3801, top5_acc: 0.6234, loss_cls: 2.8236, loss: 4.3434, grad_norm: 2.6721 2021-07-19 23:04:18,272 - mmaction - INFO - Epoch [85][1500/1879] lr: 7.962e-02, eta: 21:52:18, time: 0.605, data_time: 0.009, memory: 6921, loss_aux: 1.5614, top1_acc: 0.3523, top5_acc: 0.6047, loss_cls: 2.9030, loss: 4.4644, grad_norm: 2.7352 2021-07-19 23:04:29,816 - mmaction - INFO - Epoch [85][1520/1879] lr: 7.960e-02, eta: 21:52:04, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.5404, top1_acc: 0.3750, top5_acc: 0.6109, loss_cls: 2.8653, loss: 4.4057, grad_norm: 2.7132 2021-07-19 23:04:41,780 - mmaction - INFO - Epoch [85][1540/1879] lr: 7.958e-02, eta: 21:51:51, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.5358, top1_acc: 0.3617, top5_acc: 0.6090, loss_cls: 2.8822, loss: 4.4179, grad_norm: 2.6869 2021-07-19 23:04:54,432 - mmaction - INFO - Epoch [85][1560/1879] lr: 7.956e-02, eta: 21:51:38, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.5300, top1_acc: 0.3746, top5_acc: 0.6152, loss_cls: 2.8561, loss: 4.3861, grad_norm: 2.6620 2021-07-19 23:05:06,075 - mmaction - INFO - Epoch [85][1580/1879] lr: 7.954e-02, eta: 21:51:24, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.5438, top1_acc: 0.3664, top5_acc: 0.6117, loss_cls: 2.8753, loss: 4.4191, grad_norm: 2.7606 2021-07-19 23:05:17,459 - mmaction - INFO - Epoch [85][1600/1879] lr: 7.951e-02, eta: 21:51:10, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.5334, top1_acc: 0.3637, top5_acc: 0.6156, loss_cls: 2.8726, loss: 4.4060, grad_norm: 2.7010 2021-07-19 23:05:30,878 - mmaction - INFO - Epoch [85][1620/1879] lr: 7.949e-02, eta: 21:50:58, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.5347, top1_acc: 0.3703, top5_acc: 0.6180, loss_cls: 2.8478, loss: 4.3825, grad_norm: 2.7259 2021-07-19 23:05:42,847 - mmaction - INFO - Epoch [85][1640/1879] lr: 7.947e-02, eta: 21:50:44, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.5358, top1_acc: 0.3574, top5_acc: 0.6191, loss_cls: 2.8804, loss: 4.4162, grad_norm: 2.7067 2021-07-19 23:05:58,884 - mmaction - INFO - Epoch [85][1660/1879] lr: 7.945e-02, eta: 21:50:34, time: 0.801, data_time: 0.003, memory: 6921, loss_aux: 1.5928, top1_acc: 0.3531, top5_acc: 0.6004, loss_cls: 2.9962, loss: 4.5890, grad_norm: 2.6867 2021-07-19 23:06:12,014 - mmaction - INFO - Epoch [85][1680/1879] lr: 7.943e-02, eta: 21:50:21, time: 0.656, data_time: 0.011, memory: 6921, loss_aux: 1.5123, top1_acc: 0.3762, top5_acc: 0.6297, loss_cls: 2.8053, loss: 4.3176, grad_norm: 2.7010 2021-07-19 23:06:24,031 - mmaction - INFO - Epoch [85][1700/1879] lr: 7.941e-02, eta: 21:50:08, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.5384, top1_acc: 0.3703, top5_acc: 0.6324, loss_cls: 2.8509, loss: 4.3892, grad_norm: 2.6838 2021-07-19 23:06:38,527 - mmaction - INFO - Epoch [85][1720/1879] lr: 7.938e-02, eta: 21:49:56, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.5682, top1_acc: 0.3695, top5_acc: 0.6160, loss_cls: 2.9143, loss: 4.4825, grad_norm: 2.6739 2021-07-19 23:06:50,300 - mmaction - INFO - Epoch [85][1740/1879] lr: 7.936e-02, eta: 21:49:42, time: 0.591, data_time: 0.006, memory: 6921, loss_aux: 1.5009, top1_acc: 0.3895, top5_acc: 0.6410, loss_cls: 2.7680, loss: 4.2688, grad_norm: 2.6825 2021-07-19 23:07:02,658 - mmaction - INFO - Epoch [85][1760/1879] lr: 7.934e-02, eta: 21:49:29, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.5120, top1_acc: 0.3746, top5_acc: 0.6227, loss_cls: 2.8069, loss: 4.3188, grad_norm: 2.7107 2021-07-19 23:07:13,912 - mmaction - INFO - Epoch [85][1780/1879] lr: 7.932e-02, eta: 21:49:15, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.5034, top1_acc: 0.3781, top5_acc: 0.6176, loss_cls: 2.8343, loss: 4.3377, grad_norm: 2.6863 2021-07-19 23:07:30,000 - mmaction - INFO - Epoch [85][1800/1879] lr: 7.930e-02, eta: 21:49:05, time: 0.801, data_time: 0.003, memory: 6921, loss_aux: 1.5453, top1_acc: 0.3684, top5_acc: 0.6082, loss_cls: 2.9136, loss: 4.4589, grad_norm: 2.6700 2021-07-19 23:07:42,563 - mmaction - INFO - Epoch [85][1820/1879] lr: 7.927e-02, eta: 21:48:52, time: 0.632, data_time: 0.006, memory: 6921, loss_aux: 1.5166, top1_acc: 0.3715, top5_acc: 0.6242, loss_cls: 2.8542, loss: 4.3708, grad_norm: 2.6358 2021-07-19 23:07:53,871 - mmaction - INFO - Epoch [85][1840/1879] lr: 7.925e-02, eta: 21:48:37, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.5046, top1_acc: 0.3727, top5_acc: 0.6191, loss_cls: 2.8399, loss: 4.3444, grad_norm: 2.7044 2021-07-19 23:08:06,751 - mmaction - INFO - Epoch [85][1860/1879] lr: 7.923e-02, eta: 21:48:25, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.5211, top1_acc: 0.3723, top5_acc: 0.6301, loss_cls: 2.8645, loss: 4.3856, grad_norm: 2.6779 2021-07-19 23:08:16,897 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-07-19 23:08:38,916 - mmaction - INFO - Epoch [86][20/1879] lr: 7.919e-02, eta: 21:47:52, time: 0.746, data_time: 0.156, memory: 6921, loss_aux: 1.5067, top1_acc: 0.3793, top5_acc: 0.6223, loss_cls: 2.7924, loss: 4.2991, grad_norm: 2.7240 2021-07-19 23:08:50,742 - mmaction - INFO - Epoch [86][40/1879] lr: 7.917e-02, eta: 21:47:38, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.5307, top1_acc: 0.3711, top5_acc: 0.6227, loss_cls: 2.8434, loss: 4.3741, grad_norm: 2.7268 2021-07-19 23:09:07,667 - mmaction - INFO - Epoch [86][60/1879] lr: 7.914e-02, eta: 21:47:28, time: 0.844, data_time: 0.002, memory: 6921, loss_aux: 1.5080, top1_acc: 0.3859, top5_acc: 0.6320, loss_cls: 2.7796, loss: 4.2876, grad_norm: 2.6569 2021-07-19 23:09:19,904 - mmaction - INFO - Epoch [86][80/1879] lr: 7.912e-02, eta: 21:47:15, time: 0.615, data_time: 0.011, memory: 6921, loss_aux: 1.5060, top1_acc: 0.3758, top5_acc: 0.6348, loss_cls: 2.8090, loss: 4.3150, grad_norm: 2.7065 2021-07-19 23:09:34,532 - mmaction - INFO - Epoch [86][100/1879] lr: 7.910e-02, eta: 21:47:04, time: 0.731, data_time: 0.002, memory: 6921, loss_aux: 1.5368, top1_acc: 0.3660, top5_acc: 0.6270, loss_cls: 2.8388, loss: 4.3755, grad_norm: 2.7338 2021-07-19 23:09:46,233 - mmaction - INFO - Epoch [86][120/1879] lr: 7.908e-02, eta: 21:46:50, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.5451, top1_acc: 0.3664, top5_acc: 0.6230, loss_cls: 2.8761, loss: 4.4212, grad_norm: 2.7325 2021-07-19 23:09:58,199 - mmaction - INFO - Epoch [86][140/1879] lr: 7.906e-02, eta: 21:46:36, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.5263, top1_acc: 0.3762, top5_acc: 0.6277, loss_cls: 2.8158, loss: 4.3420, grad_norm: 2.7155 2021-07-19 23:10:11,639 - mmaction - INFO - Epoch [86][160/1879] lr: 7.904e-02, eta: 21:46:24, time: 0.673, data_time: 0.004, memory: 6921, loss_aux: 1.5261, top1_acc: 0.3750, top5_acc: 0.6234, loss_cls: 2.8677, loss: 4.3938, grad_norm: 2.7760 2021-07-19 23:10:26,258 - mmaction - INFO - Epoch [86][180/1879] lr: 7.901e-02, eta: 21:46:12, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 1.5194, top1_acc: 0.3762, top5_acc: 0.6344, loss_cls: 2.8180, loss: 4.3373, grad_norm: 2.6385 2021-07-19 23:10:38,996 - mmaction - INFO - Epoch [86][200/1879] lr: 7.899e-02, eta: 21:45:59, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.5448, top1_acc: 0.3629, top5_acc: 0.6078, loss_cls: 2.8951, loss: 4.4399, grad_norm: 2.7352 2021-07-19 23:10:49,984 - mmaction - INFO - Epoch [86][220/1879] lr: 7.897e-02, eta: 21:45:45, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.5308, top1_acc: 0.3695, top5_acc: 0.6301, loss_cls: 2.8521, loss: 4.3829, grad_norm: 2.7134 2021-07-19 23:11:02,327 - mmaction - INFO - Epoch [86][240/1879] lr: 7.895e-02, eta: 21:45:32, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.5011, top1_acc: 0.3801, top5_acc: 0.6281, loss_cls: 2.7838, loss: 4.2849, grad_norm: 2.6579 2021-07-19 23:11:15,444 - mmaction - INFO - Epoch [86][260/1879] lr: 7.893e-02, eta: 21:45:19, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.5351, top1_acc: 0.3754, top5_acc: 0.6230, loss_cls: 2.8516, loss: 4.3867, grad_norm: 2.7257 2021-07-19 23:11:27,221 - mmaction - INFO - Epoch [86][280/1879] lr: 7.890e-02, eta: 21:45:06, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.5300, top1_acc: 0.3762, top5_acc: 0.6242, loss_cls: 2.8613, loss: 4.3914, grad_norm: 2.7297 2021-07-19 23:11:50,263 - mmaction - INFO - Epoch [86][300/1879] lr: 7.888e-02, eta: 21:45:00, time: 1.148, data_time: 0.010, memory: 6921, loss_aux: 1.5237, top1_acc: 0.3609, top5_acc: 0.6211, loss_cls: 2.8672, loss: 4.3909, grad_norm: 2.6923 2021-07-19 23:12:02,750 - mmaction - INFO - Epoch [86][320/1879] lr: 7.886e-02, eta: 21:44:47, time: 0.583, data_time: 0.007, memory: 6921, loss_aux: 1.5125, top1_acc: 0.3875, top5_acc: 0.6258, loss_cls: 2.8130, loss: 4.3254, grad_norm: 2.6760 2021-07-19 23:12:15,956 - mmaction - INFO - Epoch [86][340/1879] lr: 7.884e-02, eta: 21:44:35, time: 0.706, data_time: 0.050, memory: 6921, loss_aux: 1.5014, top1_acc: 0.3871, top5_acc: 0.6328, loss_cls: 2.7833, loss: 4.2847, grad_norm: 2.7039 2021-07-19 23:12:27,808 - mmaction - INFO - Epoch [86][360/1879] lr: 7.882e-02, eta: 21:44:21, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.5162, top1_acc: 0.3895, top5_acc: 0.6227, loss_cls: 2.7808, loss: 4.2971, grad_norm: 2.6837 2021-07-19 23:12:47,363 - mmaction - INFO - Epoch [86][380/1879] lr: 7.880e-02, eta: 21:44:13, time: 0.977, data_time: 0.003, memory: 6921, loss_aux: 1.5346, top1_acc: 0.3691, top5_acc: 0.6172, loss_cls: 2.8426, loss: 4.3772, grad_norm: 2.7048 2021-07-19 23:12:59,229 - mmaction - INFO - Epoch [86][400/1879] lr: 7.877e-02, eta: 21:44:00, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.5200, top1_acc: 0.3863, top5_acc: 0.6266, loss_cls: 2.8106, loss: 4.3306, grad_norm: 2.6595 2021-07-19 23:13:17,482 - mmaction - INFO - Epoch [86][420/1879] lr: 7.875e-02, eta: 21:43:51, time: 0.912, data_time: 0.002, memory: 6921, loss_aux: 1.4932, top1_acc: 0.3789, top5_acc: 0.6340, loss_cls: 2.7881, loss: 4.2813, grad_norm: 2.6372 2021-07-19 23:13:29,157 - mmaction - INFO - Epoch [86][440/1879] lr: 7.873e-02, eta: 21:43:37, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.5417, top1_acc: 0.3645, top5_acc: 0.6176, loss_cls: 2.8514, loss: 4.3931, grad_norm: 2.6887 2021-07-19 23:13:41,592 - mmaction - INFO - Epoch [86][460/1879] lr: 7.871e-02, eta: 21:43:24, time: 0.622, data_time: 0.007, memory: 6921, loss_aux: 1.5818, top1_acc: 0.3598, top5_acc: 0.6109, loss_cls: 2.9465, loss: 4.5283, grad_norm: 2.7377 2021-07-19 23:13:52,903 - mmaction - INFO - Epoch [86][480/1879] lr: 7.869e-02, eta: 21:43:10, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.5486, top1_acc: 0.3664, top5_acc: 0.6047, loss_cls: 2.8909, loss: 4.4395, grad_norm: 2.7219 2021-07-19 23:14:07,888 - mmaction - INFO - Epoch [86][500/1879] lr: 7.867e-02, eta: 21:42:59, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.5156, top1_acc: 0.3941, top5_acc: 0.6355, loss_cls: 2.7773, loss: 4.2929, grad_norm: 2.7372 2021-07-19 23:14:19,284 - mmaction - INFO - Epoch [86][520/1879] lr: 7.864e-02, eta: 21:42:45, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.5229, top1_acc: 0.3844, top5_acc: 0.6355, loss_cls: 2.8068, loss: 4.3297, grad_norm: 2.7612 2021-07-19 23:14:34,885 - mmaction - INFO - Epoch [86][540/1879] lr: 7.862e-02, eta: 21:42:34, time: 0.781, data_time: 0.003, memory: 6921, loss_aux: 1.5206, top1_acc: 0.3668, top5_acc: 0.6176, loss_cls: 2.8738, loss: 4.3943, grad_norm: 2.6775 2021-07-19 23:14:47,912 - mmaction - INFO - Epoch [86][560/1879] lr: 7.860e-02, eta: 21:42:21, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.5290, top1_acc: 0.3707, top5_acc: 0.6184, loss_cls: 2.8608, loss: 4.3897, grad_norm: 2.6597 2021-07-19 23:15:06,207 - mmaction - INFO - Epoch [86][580/1879] lr: 7.858e-02, eta: 21:42:13, time: 0.917, data_time: 0.004, memory: 6921, loss_aux: 1.4953, top1_acc: 0.3859, top5_acc: 0.6352, loss_cls: 2.7563, loss: 4.2515, grad_norm: 2.6748 2021-07-19 23:15:20,713 - mmaction - INFO - Epoch [86][600/1879] lr: 7.856e-02, eta: 21:42:01, time: 0.725, data_time: 0.002, memory: 6921, loss_aux: 1.5294, top1_acc: 0.3566, top5_acc: 0.6246, loss_cls: 2.8655, loss: 4.3949, grad_norm: 2.7410 2021-07-19 23:15:36,888 - mmaction - INFO - Epoch [86][620/1879] lr: 7.853e-02, eta: 21:41:51, time: 0.808, data_time: 0.003, memory: 6921, loss_aux: 1.5245, top1_acc: 0.3691, top5_acc: 0.6191, loss_cls: 2.8583, loss: 4.3828, grad_norm: 2.7292 2021-07-19 23:15:59,672 - mmaction - INFO - Epoch [86][640/1879] lr: 7.851e-02, eta: 21:41:45, time: 1.139, data_time: 0.007, memory: 6921, loss_aux: 1.4435, top1_acc: 0.3883, top5_acc: 0.6473, loss_cls: 2.7413, loss: 4.1848, grad_norm: 2.6692 2021-07-19 23:16:12,257 - mmaction - INFO - Epoch [86][660/1879] lr: 7.849e-02, eta: 21:41:32, time: 0.631, data_time: 0.005, memory: 6921, loss_aux: 1.5344, top1_acc: 0.3820, top5_acc: 0.6180, loss_cls: 2.8618, loss: 4.3963, grad_norm: 2.6596 2021-07-19 23:16:24,375 - mmaction - INFO - Epoch [86][680/1879] lr: 7.847e-02, eta: 21:41:19, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.5085, top1_acc: 0.3773, top5_acc: 0.6199, loss_cls: 2.8271, loss: 4.3355, grad_norm: 2.7008 2021-07-19 23:16:37,186 - mmaction - INFO - Epoch [86][700/1879] lr: 7.845e-02, eta: 21:41:06, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.5340, top1_acc: 0.3723, top5_acc: 0.6102, loss_cls: 2.8479, loss: 4.3820, grad_norm: 2.6817 2021-07-19 23:16:49,655 - mmaction - INFO - Epoch [86][720/1879] lr: 7.843e-02, eta: 21:40:53, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.4900, top1_acc: 0.3945, top5_acc: 0.6270, loss_cls: 2.8214, loss: 4.3114, grad_norm: 2.6977 2021-07-19 23:17:00,951 - mmaction - INFO - Epoch [86][740/1879] lr: 7.840e-02, eta: 21:40:39, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.5356, top1_acc: 0.3621, top5_acc: 0.6109, loss_cls: 2.8804, loss: 4.4160, grad_norm: 2.7020 2021-07-19 23:17:13,159 - mmaction - INFO - Epoch [86][760/1879] lr: 7.838e-02, eta: 21:40:26, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.4771, top1_acc: 0.4035, top5_acc: 0.6281, loss_cls: 2.7440, loss: 4.2211, grad_norm: 2.6469 2021-07-19 23:17:25,023 - mmaction - INFO - Epoch [86][780/1879] lr: 7.836e-02, eta: 21:40:12, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.5189, top1_acc: 0.3879, top5_acc: 0.6328, loss_cls: 2.8170, loss: 4.3359, grad_norm: 2.6728 2021-07-19 23:17:38,374 - mmaction - INFO - Epoch [86][800/1879] lr: 7.834e-02, eta: 21:39:59, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.5373, top1_acc: 0.3719, top5_acc: 0.6141, loss_cls: 2.8494, loss: 4.3867, grad_norm: 2.7477 2021-07-19 23:17:50,109 - mmaction - INFO - Epoch [86][820/1879] lr: 7.832e-02, eta: 21:39:46, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.5358, top1_acc: 0.3688, top5_acc: 0.6215, loss_cls: 2.8545, loss: 4.3902, grad_norm: 2.7512 2021-07-19 23:18:01,716 - mmaction - INFO - Epoch [86][840/1879] lr: 7.830e-02, eta: 21:39:32, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.5037, top1_acc: 0.3824, top5_acc: 0.6418, loss_cls: 2.7899, loss: 4.2936, grad_norm: 2.6478 2021-07-19 23:18:17,691 - mmaction - INFO - Epoch [86][860/1879] lr: 7.827e-02, eta: 21:39:21, time: 0.793, data_time: 0.002, memory: 6921, loss_aux: 1.5278, top1_acc: 0.3648, top5_acc: 0.6203, loss_cls: 2.8587, loss: 4.3865, grad_norm: 2.7476 2021-07-19 23:18:29,413 - mmaction - INFO - Epoch [86][880/1879] lr: 7.825e-02, eta: 21:39:08, time: 0.592, data_time: 0.008, memory: 6921, loss_aux: 1.5203, top1_acc: 0.3668, top5_acc: 0.6266, loss_cls: 2.8552, loss: 4.3754, grad_norm: 2.7021 2021-07-19 23:18:46,187 - mmaction - INFO - Epoch [86][900/1879] lr: 7.823e-02, eta: 21:38:58, time: 0.838, data_time: 0.003, memory: 6921, loss_aux: 1.5063, top1_acc: 0.3922, top5_acc: 0.6305, loss_cls: 2.7661, loss: 4.2723, grad_norm: 2.6733 2021-07-19 23:18:57,696 - mmaction - INFO - Epoch [86][920/1879] lr: 7.821e-02, eta: 21:38:44, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.5011, top1_acc: 0.3816, top5_acc: 0.6332, loss_cls: 2.7864, loss: 4.2875, grad_norm: 2.7182 2021-07-19 23:19:14,468 - mmaction - INFO - Epoch [86][940/1879] lr: 7.819e-02, eta: 21:38:34, time: 0.839, data_time: 0.009, memory: 6921, loss_aux: 1.5297, top1_acc: 0.3789, top5_acc: 0.6152, loss_cls: 2.8468, loss: 4.3765, grad_norm: 2.7205 2021-07-19 23:19:28,669 - mmaction - INFO - Epoch [86][960/1879] lr: 7.816e-02, eta: 21:38:21, time: 0.656, data_time: 0.006, memory: 6921, loss_aux: 1.5518, top1_acc: 0.3668, top5_acc: 0.6160, loss_cls: 2.8810, loss: 4.4328, grad_norm: 2.7336 2021-07-19 23:19:39,895 - mmaction - INFO - Epoch [86][980/1879] lr: 7.814e-02, eta: 21:38:08, time: 0.619, data_time: 0.060, memory: 6921, loss_aux: 1.5452, top1_acc: 0.3664, top5_acc: 0.6176, loss_cls: 2.8769, loss: 4.4222, grad_norm: 2.6770 2021-07-19 23:19:51,767 - mmaction - INFO - Epoch [86][1000/1879] lr: 7.812e-02, eta: 21:37:55, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.5235, top1_acc: 0.3734, top5_acc: 0.6219, loss_cls: 2.8471, loss: 4.3705, grad_norm: 2.6803 2021-07-19 23:20:04,877 - mmaction - INFO - Epoch [86][1020/1879] lr: 7.810e-02, eta: 21:37:41, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.4948, top1_acc: 0.3824, top5_acc: 0.6320, loss_cls: 2.7906, loss: 4.2853, grad_norm: 2.6829 2021-07-19 23:20:18,153 - mmaction - INFO - Epoch [86][1040/1879] lr: 7.808e-02, eta: 21:37:29, time: 0.718, data_time: 0.056, memory: 6921, loss_aux: 1.5364, top1_acc: 0.3746, top5_acc: 0.6297, loss_cls: 2.8762, loss: 4.4126, grad_norm: 2.7196 2021-07-19 23:20:31,574 - mmaction - INFO - Epoch [86][1060/1879] lr: 7.806e-02, eta: 21:37:17, time: 0.668, data_time: 0.002, memory: 6921, loss_aux: 1.4753, top1_acc: 0.3883, top5_acc: 0.6402, loss_cls: 2.7681, loss: 4.2434, grad_norm: 2.6765 2021-07-19 23:20:46,780 - mmaction - INFO - Epoch [86][1080/1879] lr: 7.803e-02, eta: 21:37:05, time: 0.738, data_time: 0.008, memory: 6921, loss_aux: 1.5440, top1_acc: 0.3766, top5_acc: 0.6227, loss_cls: 2.8363, loss: 4.3804, grad_norm: 2.6889 2021-07-19 23:20:59,139 - mmaction - INFO - Epoch [86][1100/1879] lr: 7.801e-02, eta: 21:36:53, time: 0.644, data_time: 0.028, memory: 6921, loss_aux: 1.5182, top1_acc: 0.3770, top5_acc: 0.6281, loss_cls: 2.8110, loss: 4.3292, grad_norm: 2.6770 2021-07-19 23:21:11,320 - mmaction - INFO - Epoch [86][1120/1879] lr: 7.799e-02, eta: 21:36:39, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.5170, top1_acc: 0.3805, top5_acc: 0.6238, loss_cls: 2.8182, loss: 4.3352, grad_norm: 2.7077 2021-07-19 23:21:24,864 - mmaction - INFO - Epoch [86][1140/1879] lr: 7.797e-02, eta: 21:36:27, time: 0.677, data_time: 0.006, memory: 6921, loss_aux: 1.5221, top1_acc: 0.3789, top5_acc: 0.6102, loss_cls: 2.8744, loss: 4.3965, grad_norm: 2.7327 2021-07-19 23:21:36,818 - mmaction - INFO - Epoch [86][1160/1879] lr: 7.795e-02, eta: 21:36:13, time: 0.600, data_time: 0.006, memory: 6921, loss_aux: 1.5259, top1_acc: 0.3766, top5_acc: 0.6289, loss_cls: 2.8177, loss: 4.3436, grad_norm: 2.7377 2021-07-19 23:21:53,084 - mmaction - INFO - Epoch [86][1180/1879] lr: 7.793e-02, eta: 21:36:03, time: 0.810, data_time: 0.003, memory: 6921, loss_aux: 1.5547, top1_acc: 0.3621, top5_acc: 0.6102, loss_cls: 2.9229, loss: 4.4776, grad_norm: 2.6948 2021-07-19 23:22:06,314 - mmaction - INFO - Epoch [86][1200/1879] lr: 7.790e-02, eta: 21:35:50, time: 0.662, data_time: 0.006, memory: 6921, loss_aux: 1.4970, top1_acc: 0.3844, top5_acc: 0.6375, loss_cls: 2.7689, loss: 4.2658, grad_norm: 2.7124 2021-07-19 23:22:19,836 - mmaction - INFO - Epoch [86][1220/1879] lr: 7.788e-02, eta: 21:35:38, time: 0.679, data_time: 0.006, memory: 6921, loss_aux: 1.5324, top1_acc: 0.3742, top5_acc: 0.6059, loss_cls: 2.8789, loss: 4.4113, grad_norm: 2.7106 2021-07-19 23:22:31,075 - mmaction - INFO - Epoch [86][1240/1879] lr: 7.786e-02, eta: 21:35:24, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.5413, top1_acc: 0.3742, top5_acc: 0.6109, loss_cls: 2.8704, loss: 4.4117, grad_norm: 2.6789 2021-07-19 23:22:42,855 - mmaction - INFO - Epoch [86][1260/1879] lr: 7.784e-02, eta: 21:35:10, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.5324, top1_acc: 0.3746, top5_acc: 0.6211, loss_cls: 2.8427, loss: 4.3752, grad_norm: 2.7146 2021-07-19 23:22:55,177 - mmaction - INFO - Epoch [86][1280/1879] lr: 7.782e-02, eta: 21:34:57, time: 0.616, data_time: 0.011, memory: 6921, loss_aux: 1.5187, top1_acc: 0.3730, top5_acc: 0.6285, loss_cls: 2.8382, loss: 4.3569, grad_norm: 2.7552 2021-07-19 23:23:11,220 - mmaction - INFO - Epoch [86][1300/1879] lr: 7.779e-02, eta: 21:34:47, time: 0.802, data_time: 0.002, memory: 6921, loss_aux: 1.5205, top1_acc: 0.3715, top5_acc: 0.6289, loss_cls: 2.8176, loss: 4.3381, grad_norm: 2.7402 2021-07-19 23:23:25,212 - mmaction - INFO - Epoch [86][1320/1879] lr: 7.777e-02, eta: 21:34:35, time: 0.701, data_time: 0.003, memory: 6921, loss_aux: 1.5268, top1_acc: 0.3723, top5_acc: 0.6152, loss_cls: 2.8559, loss: 4.3827, grad_norm: 2.7068 2021-07-19 23:23:37,254 - mmaction - INFO - Epoch [86][1340/1879] lr: 7.775e-02, eta: 21:34:21, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.5082, top1_acc: 0.3863, top5_acc: 0.6316, loss_cls: 2.7916, loss: 4.2998, grad_norm: 2.6388 2021-07-19 23:23:56,171 - mmaction - INFO - Epoch [86][1360/1879] lr: 7.773e-02, eta: 21:34:13, time: 0.944, data_time: 0.003, memory: 6921, loss_aux: 1.5527, top1_acc: 0.3559, top5_acc: 0.6160, loss_cls: 2.8852, loss: 4.4378, grad_norm: 2.7431 2021-07-19 23:24:09,152 - mmaction - INFO - Epoch [86][1380/1879] lr: 7.771e-02, eta: 21:34:00, time: 0.650, data_time: 0.005, memory: 6921, loss_aux: 1.5191, top1_acc: 0.3863, top5_acc: 0.6277, loss_cls: 2.8199, loss: 4.3391, grad_norm: 2.7495 2021-07-19 23:24:20,373 - mmaction - INFO - Epoch [86][1400/1879] lr: 7.769e-02, eta: 21:33:46, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.4911, top1_acc: 0.3805, top5_acc: 0.6188, loss_cls: 2.8031, loss: 4.2942, grad_norm: 2.7567 2021-07-19 23:24:37,624 - mmaction - INFO - Epoch [86][1420/1879] lr: 7.766e-02, eta: 21:33:36, time: 0.862, data_time: 0.002, memory: 6921, loss_aux: 1.5279, top1_acc: 0.3707, top5_acc: 0.6121, loss_cls: 2.8817, loss: 4.4096, grad_norm: 2.7787 2021-07-19 23:24:49,037 - mmaction - INFO - Epoch [86][1440/1879] lr: 7.764e-02, eta: 21:33:22, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.5259, top1_acc: 0.3746, top5_acc: 0.6152, loss_cls: 2.8340, loss: 4.3599, grad_norm: 2.6635 2021-07-19 23:25:06,868 - mmaction - INFO - Epoch [86][1460/1879] lr: 7.762e-02, eta: 21:33:13, time: 0.889, data_time: 0.002, memory: 6921, loss_aux: 1.5216, top1_acc: 0.3766, top5_acc: 0.6137, loss_cls: 2.8644, loss: 4.3860, grad_norm: 2.7004 2021-07-19 23:25:18,521 - mmaction - INFO - Epoch [86][1480/1879] lr: 7.760e-02, eta: 21:33:00, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.5298, top1_acc: 0.3867, top5_acc: 0.6266, loss_cls: 2.8196, loss: 4.3493, grad_norm: 2.6821 2021-07-19 23:25:29,664 - mmaction - INFO - Epoch [86][1500/1879] lr: 7.758e-02, eta: 21:32:45, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.5422, top1_acc: 0.3797, top5_acc: 0.6195, loss_cls: 2.8540, loss: 4.3962, grad_norm: 2.6897 2021-07-19 23:25:42,421 - mmaction - INFO - Epoch [86][1520/1879] lr: 7.756e-02, eta: 21:32:32, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.5182, top1_acc: 0.3766, top5_acc: 0.6359, loss_cls: 2.8042, loss: 4.3225, grad_norm: 2.6947 2021-07-19 23:25:53,656 - mmaction - INFO - Epoch [86][1540/1879] lr: 7.753e-02, eta: 21:32:18, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.5179, top1_acc: 0.3816, top5_acc: 0.6305, loss_cls: 2.8160, loss: 4.3339, grad_norm: 2.7805 2021-07-19 23:26:05,286 - mmaction - INFO - Epoch [86][1560/1879] lr: 7.751e-02, eta: 21:32:05, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.5195, top1_acc: 0.3699, top5_acc: 0.6316, loss_cls: 2.8174, loss: 4.3369, grad_norm: 2.7790 2021-07-19 23:26:19,243 - mmaction - INFO - Epoch [86][1580/1879] lr: 7.749e-02, eta: 21:31:53, time: 0.699, data_time: 0.003, memory: 6921, loss_aux: 1.5272, top1_acc: 0.3746, top5_acc: 0.6180, loss_cls: 2.8436, loss: 4.3708, grad_norm: 2.7494 2021-07-19 23:26:31,092 - mmaction - INFO - Epoch [86][1600/1879] lr: 7.747e-02, eta: 21:31:39, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.6137, top1_acc: 0.3527, top5_acc: 0.6008, loss_cls: 3.0037, loss: 4.6174, grad_norm: 2.7768 2021-07-19 23:26:46,609 - mmaction - INFO - Epoch [86][1620/1879] lr: 7.745e-02, eta: 21:31:28, time: 0.772, data_time: 0.002, memory: 6921, loss_aux: 1.5468, top1_acc: 0.3703, top5_acc: 0.6258, loss_cls: 2.8523, loss: 4.3991, grad_norm: 2.6924 2021-07-19 23:26:58,473 - mmaction - INFO - Epoch [86][1640/1879] lr: 7.743e-02, eta: 21:31:14, time: 0.597, data_time: 0.007, memory: 6921, loss_aux: 1.5264, top1_acc: 0.3609, top5_acc: 0.6223, loss_cls: 2.8550, loss: 4.3814, grad_norm: 2.7695 2021-07-19 23:27:13,224 - mmaction - INFO - Epoch [86][1660/1879] lr: 7.740e-02, eta: 21:31:03, time: 0.737, data_time: 0.002, memory: 6921, loss_aux: 1.5357, top1_acc: 0.3742, top5_acc: 0.6066, loss_cls: 2.8712, loss: 4.4068, grad_norm: 2.7406 2021-07-19 23:27:25,649 - mmaction - INFO - Epoch [86][1680/1879] lr: 7.738e-02, eta: 21:30:50, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.5263, top1_acc: 0.3715, top5_acc: 0.6188, loss_cls: 2.8370, loss: 4.3634, grad_norm: 2.6958 2021-07-19 23:27:36,877 - mmaction - INFO - Epoch [86][1700/1879] lr: 7.736e-02, eta: 21:30:36, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.5050, top1_acc: 0.3742, top5_acc: 0.6379, loss_cls: 2.8130, loss: 4.3179, grad_norm: 2.6822 2021-07-19 23:27:49,510 - mmaction - INFO - Epoch [86][1720/1879] lr: 7.734e-02, eta: 21:30:23, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.5374, top1_acc: 0.3793, top5_acc: 0.6258, loss_cls: 2.8493, loss: 4.3867, grad_norm: 2.7345 2021-07-19 23:28:00,995 - mmaction - INFO - Epoch [86][1740/1879] lr: 7.732e-02, eta: 21:30:09, time: 0.579, data_time: 0.008, memory: 6921, loss_aux: 1.5152, top1_acc: 0.3754, top5_acc: 0.6262, loss_cls: 2.8068, loss: 4.3220, grad_norm: 2.6966 2021-07-19 23:28:12,498 - mmaction - INFO - Epoch [86][1760/1879] lr: 7.730e-02, eta: 21:29:55, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.5534, top1_acc: 0.3691, top5_acc: 0.6156, loss_cls: 2.8661, loss: 4.4195, grad_norm: 2.7103 2021-07-19 23:28:26,803 - mmaction - INFO - Epoch [86][1780/1879] lr: 7.727e-02, eta: 21:29:43, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.5059, top1_acc: 0.3879, top5_acc: 0.6285, loss_cls: 2.8142, loss: 4.3201, grad_norm: 2.7402 2021-07-19 23:28:39,303 - mmaction - INFO - Epoch [86][1800/1879] lr: 7.725e-02, eta: 21:29:30, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.5218, top1_acc: 0.3848, top5_acc: 0.6168, loss_cls: 2.8440, loss: 4.3658, grad_norm: 2.6552 2021-07-19 23:28:50,427 - mmaction - INFO - Epoch [86][1820/1879] lr: 7.723e-02, eta: 21:29:16, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.4978, top1_acc: 0.3809, top5_acc: 0.6418, loss_cls: 2.7928, loss: 4.2907, grad_norm: 2.7171 2021-07-19 23:29:03,092 - mmaction - INFO - Epoch [86][1840/1879] lr: 7.721e-02, eta: 21:29:03, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.4990, top1_acc: 0.3855, top5_acc: 0.6312, loss_cls: 2.8038, loss: 4.3028, grad_norm: 2.7111 2021-07-19 23:29:16,681 - mmaction - INFO - Epoch [86][1860/1879] lr: 7.719e-02, eta: 21:28:51, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.5303, top1_acc: 0.3688, top5_acc: 0.6184, loss_cls: 2.8740, loss: 4.4043, grad_norm: 2.7247 2021-07-19 23:29:27,252 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-07-19 23:30:07,052 - mmaction - INFO - Epoch [87][20/1879] lr: 7.714e-02, eta: 21:28:30, time: 1.529, data_time: 0.154, memory: 6921, loss_aux: 1.5121, top1_acc: 0.3887, top5_acc: 0.6336, loss_cls: 2.7590, loss: 4.2711, grad_norm: 2.7074 2021-07-19 23:30:19,208 - mmaction - INFO - Epoch [87][40/1879] lr: 7.712e-02, eta: 21:28:16, time: 0.604, data_time: 0.005, memory: 6921, loss_aux: 1.5292, top1_acc: 0.3805, top5_acc: 0.6227, loss_cls: 2.8277, loss: 4.3569, grad_norm: 2.7342 2021-07-19 23:30:32,352 - mmaction - INFO - Epoch [87][60/1879] lr: 7.710e-02, eta: 21:28:04, time: 0.663, data_time: 0.012, memory: 6921, loss_aux: 1.5285, top1_acc: 0.3633, top5_acc: 0.6176, loss_cls: 2.8534, loss: 4.3820, grad_norm: 2.7563 2021-07-19 23:30:52,996 - mmaction - INFO - Epoch [87][80/1879] lr: 7.708e-02, eta: 21:27:56, time: 1.029, data_time: 0.007, memory: 6921, loss_aux: 1.4927, top1_acc: 0.3891, top5_acc: 0.6363, loss_cls: 2.7801, loss: 4.2728, grad_norm: 2.6827 2021-07-19 23:31:15,579 - mmaction - INFO - Epoch [87][100/1879] lr: 7.706e-02, eta: 21:27:51, time: 1.132, data_time: 0.008, memory: 6921, loss_aux: 1.5571, top1_acc: 0.3551, top5_acc: 0.6184, loss_cls: 2.9151, loss: 4.4722, grad_norm: 2.7938 2021-07-19 23:31:27,807 - mmaction - INFO - Epoch [87][120/1879] lr: 7.704e-02, eta: 21:27:37, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.5284, top1_acc: 0.3652, top5_acc: 0.6297, loss_cls: 2.8255, loss: 4.3539, grad_norm: 2.7182 2021-07-19 23:31:40,586 - mmaction - INFO - Epoch [87][140/1879] lr: 7.701e-02, eta: 21:27:25, time: 0.650, data_time: 0.013, memory: 6921, loss_aux: 1.5433, top1_acc: 0.3785, top5_acc: 0.6098, loss_cls: 2.8532, loss: 4.3965, grad_norm: 2.7302 2021-07-19 23:31:51,823 - mmaction - INFO - Epoch [87][160/1879] lr: 7.699e-02, eta: 21:27:10, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.5188, top1_acc: 0.3750, top5_acc: 0.6215, loss_cls: 2.8200, loss: 4.3389, grad_norm: 2.6918 2021-07-19 23:32:03,593 - mmaction - INFO - Epoch [87][180/1879] lr: 7.697e-02, eta: 21:26:57, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.4850, top1_acc: 0.3801, top5_acc: 0.6445, loss_cls: 2.7315, loss: 4.2165, grad_norm: 2.6977 2021-07-19 23:32:15,843 - mmaction - INFO - Epoch [87][200/1879] lr: 7.695e-02, eta: 21:26:44, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.4633, top1_acc: 0.3895, top5_acc: 0.6492, loss_cls: 2.7173, loss: 4.1805, grad_norm: 2.6752 2021-07-19 23:32:27,768 - mmaction - INFO - Epoch [87][220/1879] lr: 7.693e-02, eta: 21:26:30, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.5478, top1_acc: 0.3480, top5_acc: 0.6238, loss_cls: 2.8739, loss: 4.4218, grad_norm: 2.8098 2021-07-19 23:32:42,724 - mmaction - INFO - Epoch [87][240/1879] lr: 7.691e-02, eta: 21:26:18, time: 0.720, data_time: 0.002, memory: 6921, loss_aux: 1.5215, top1_acc: 0.3754, top5_acc: 0.6141, loss_cls: 2.8568, loss: 4.3783, grad_norm: 2.7605 2021-07-19 23:32:55,008 - mmaction - INFO - Epoch [87][260/1879] lr: 7.688e-02, eta: 21:26:05, time: 0.642, data_time: 0.030, memory: 6921, loss_aux: 1.5195, top1_acc: 0.3785, top5_acc: 0.6238, loss_cls: 2.7987, loss: 4.3182, grad_norm: 2.6631 2021-07-19 23:33:10,510 - mmaction - INFO - Epoch [87][280/1879] lr: 7.686e-02, eta: 21:25:54, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.4729, top1_acc: 0.3781, top5_acc: 0.6445, loss_cls: 2.7381, loss: 4.2110, grad_norm: 2.6895 2021-07-19 23:33:24,979 - mmaction - INFO - Epoch [87][300/1879] lr: 7.684e-02, eta: 21:25:43, time: 0.724, data_time: 0.005, memory: 6921, loss_aux: 1.5338, top1_acc: 0.3672, top5_acc: 0.6223, loss_cls: 2.8627, loss: 4.3965, grad_norm: 2.7098 2021-07-19 23:33:40,621 - mmaction - INFO - Epoch [87][320/1879] lr: 7.682e-02, eta: 21:25:32, time: 0.784, data_time: 0.005, memory: 6921, loss_aux: 1.5453, top1_acc: 0.3672, top5_acc: 0.6141, loss_cls: 2.8716, loss: 4.4169, grad_norm: 2.7439 2021-07-19 23:33:53,307 - mmaction - INFO - Epoch [87][340/1879] lr: 7.680e-02, eta: 21:25:19, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.5157, top1_acc: 0.3848, top5_acc: 0.6262, loss_cls: 2.8303, loss: 4.3461, grad_norm: 2.6860 2021-07-19 23:34:07,777 - mmaction - INFO - Epoch [87][360/1879] lr: 7.678e-02, eta: 21:25:07, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.5423, top1_acc: 0.3734, top5_acc: 0.6125, loss_cls: 2.8739, loss: 4.4161, grad_norm: 2.7029 2021-07-19 23:34:20,505 - mmaction - INFO - Epoch [87][380/1879] lr: 7.675e-02, eta: 21:24:54, time: 0.636, data_time: 0.004, memory: 6921, loss_aux: 1.4791, top1_acc: 0.3773, top5_acc: 0.6461, loss_cls: 2.7623, loss: 4.2414, grad_norm: 2.7267 2021-07-19 23:34:32,264 - mmaction - INFO - Epoch [87][400/1879] lr: 7.673e-02, eta: 21:24:41, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.5318, top1_acc: 0.3781, top5_acc: 0.6219, loss_cls: 2.8316, loss: 4.3634, grad_norm: 2.7555 2021-07-19 23:34:46,665 - mmaction - INFO - Epoch [87][420/1879] lr: 7.671e-02, eta: 21:24:29, time: 0.718, data_time: 0.003, memory: 6921, loss_aux: 1.5181, top1_acc: 0.3883, top5_acc: 0.6340, loss_cls: 2.8109, loss: 4.3289, grad_norm: 2.7846 2021-07-19 23:35:02,258 - mmaction - INFO - Epoch [87][440/1879] lr: 7.669e-02, eta: 21:24:18, time: 0.781, data_time: 0.005, memory: 6921, loss_aux: 1.5349, top1_acc: 0.3832, top5_acc: 0.6297, loss_cls: 2.8305, loss: 4.3654, grad_norm: 2.7219 2021-07-19 23:35:13,768 - mmaction - INFO - Epoch [87][460/1879] lr: 7.667e-02, eta: 21:24:04, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.4958, top1_acc: 0.3848, top5_acc: 0.6336, loss_cls: 2.7742, loss: 4.2700, grad_norm: 2.7679 2021-07-19 23:35:25,663 - mmaction - INFO - Epoch [87][480/1879] lr: 7.665e-02, eta: 21:23:51, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.5263, top1_acc: 0.3801, top5_acc: 0.6258, loss_cls: 2.8422, loss: 4.3684, grad_norm: 2.7729 2021-07-19 23:35:38,710 - mmaction - INFO - Epoch [87][500/1879] lr: 7.662e-02, eta: 21:23:38, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.5270, top1_acc: 0.3652, top5_acc: 0.6164, loss_cls: 2.8759, loss: 4.4029, grad_norm: 2.7221 2021-07-19 23:35:50,156 - mmaction - INFO - Epoch [87][520/1879] lr: 7.660e-02, eta: 21:23:24, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.5023, top1_acc: 0.3867, top5_acc: 0.6363, loss_cls: 2.7714, loss: 4.2737, grad_norm: 2.7155 2021-07-19 23:36:01,504 - mmaction - INFO - Epoch [87][540/1879] lr: 7.658e-02, eta: 21:23:10, time: 0.574, data_time: 0.010, memory: 6921, loss_aux: 1.5191, top1_acc: 0.3887, top5_acc: 0.6273, loss_cls: 2.8101, loss: 4.3293, grad_norm: 2.6938 2021-07-19 23:36:18,456 - mmaction - INFO - Epoch [87][560/1879] lr: 7.656e-02, eta: 21:23:00, time: 0.845, data_time: 0.002, memory: 6921, loss_aux: 1.5404, top1_acc: 0.3656, top5_acc: 0.6234, loss_cls: 2.8597, loss: 4.4001, grad_norm: 2.7736 2021-07-19 23:36:30,786 - mmaction - INFO - Epoch [87][580/1879] lr: 7.654e-02, eta: 21:22:47, time: 0.620, data_time: 0.006, memory: 6921, loss_aux: 1.5022, top1_acc: 0.3891, top5_acc: 0.6422, loss_cls: 2.7605, loss: 4.2627, grad_norm: 2.6973 2021-07-19 23:36:48,403 - mmaction - INFO - Epoch [87][600/1879] lr: 7.652e-02, eta: 21:22:38, time: 0.876, data_time: 0.001, memory: 6921, loss_aux: 1.5017, top1_acc: 0.3836, top5_acc: 0.6328, loss_cls: 2.7875, loss: 4.2892, grad_norm: 2.7542 2021-07-19 23:37:00,032 - mmaction - INFO - Epoch [87][620/1879] lr: 7.649e-02, eta: 21:22:24, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.5180, top1_acc: 0.3707, top5_acc: 0.6180, loss_cls: 2.8580, loss: 4.3760, grad_norm: 2.7384 2021-07-19 23:37:11,313 - mmaction - INFO - Epoch [87][640/1879] lr: 7.647e-02, eta: 21:22:10, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.5092, top1_acc: 0.3781, top5_acc: 0.6230, loss_cls: 2.8150, loss: 4.3242, grad_norm: 2.6854 2021-07-19 23:37:23,043 - mmaction - INFO - Epoch [87][660/1879] lr: 7.645e-02, eta: 21:21:56, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.4887, top1_acc: 0.3906, top5_acc: 0.6410, loss_cls: 2.7429, loss: 4.2316, grad_norm: 2.7585 2021-07-19 23:37:35,130 - mmaction - INFO - Epoch [87][680/1879] lr: 7.643e-02, eta: 21:21:43, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.4917, top1_acc: 0.3875, top5_acc: 0.6395, loss_cls: 2.7455, loss: 4.2372, grad_norm: 2.7594 2021-07-19 23:37:46,510 - mmaction - INFO - Epoch [87][700/1879] lr: 7.641e-02, eta: 21:21:29, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.5449, top1_acc: 0.3750, top5_acc: 0.6262, loss_cls: 2.8778, loss: 4.4227, grad_norm: 2.7893 2021-07-19 23:37:59,546 - mmaction - INFO - Epoch [87][720/1879] lr: 7.639e-02, eta: 21:21:16, time: 0.648, data_time: 0.002, memory: 6921, loss_aux: 1.5499, top1_acc: 0.3563, top5_acc: 0.6164, loss_cls: 2.9007, loss: 4.4506, grad_norm: 2.7230 2021-07-19 23:38:13,619 - mmaction - INFO - Epoch [87][740/1879] lr: 7.636e-02, eta: 21:21:04, time: 0.703, data_time: 0.007, memory: 6921, loss_aux: 1.5497, top1_acc: 0.3672, top5_acc: 0.6137, loss_cls: 2.8746, loss: 4.4243, grad_norm: 2.7249 2021-07-19 23:38:24,908 - mmaction - INFO - Epoch [87][760/1879] lr: 7.634e-02, eta: 21:20:50, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.4961, top1_acc: 0.3805, top5_acc: 0.6430, loss_cls: 2.7474, loss: 4.2435, grad_norm: 2.6933 2021-07-19 23:38:37,013 - mmaction - INFO - Epoch [87][780/1879] lr: 7.632e-02, eta: 21:20:37, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.5034, top1_acc: 0.3848, top5_acc: 0.6328, loss_cls: 2.7811, loss: 4.2845, grad_norm: 2.7150 2021-07-19 23:38:51,420 - mmaction - INFO - Epoch [87][800/1879] lr: 7.630e-02, eta: 21:20:25, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.5250, top1_acc: 0.3809, top5_acc: 0.6234, loss_cls: 2.8365, loss: 4.3615, grad_norm: 2.7832 2021-07-19 23:39:03,211 - mmaction - INFO - Epoch [87][820/1879] lr: 7.628e-02, eta: 21:20:11, time: 0.599, data_time: 0.014, memory: 6921, loss_aux: 1.5103, top1_acc: 0.3828, top5_acc: 0.6309, loss_cls: 2.8228, loss: 4.3331, grad_norm: 2.7751 2021-07-19 23:39:14,939 - mmaction - INFO - Epoch [87][840/1879] lr: 7.626e-02, eta: 21:19:58, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4795, top1_acc: 0.4008, top5_acc: 0.6359, loss_cls: 2.7401, loss: 4.2196, grad_norm: 2.7670 2021-07-19 23:39:33,446 - mmaction - INFO - Epoch [87][860/1879] lr: 7.623e-02, eta: 21:19:49, time: 0.922, data_time: 0.001, memory: 6921, loss_aux: 1.4936, top1_acc: 0.3816, top5_acc: 0.6320, loss_cls: 2.7903, loss: 4.2838, grad_norm: 2.7395 2021-07-19 23:39:44,938 - mmaction - INFO - Epoch [87][880/1879] lr: 7.621e-02, eta: 21:19:35, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.4867, top1_acc: 0.3937, top5_acc: 0.6391, loss_cls: 2.7682, loss: 4.2549, grad_norm: 2.7927 2021-07-19 23:39:56,959 - mmaction - INFO - Epoch [87][900/1879] lr: 7.619e-02, eta: 21:19:21, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.5152, top1_acc: 0.3895, top5_acc: 0.6273, loss_cls: 2.7953, loss: 4.3105, grad_norm: 2.7491 2021-07-19 23:40:11,590 - mmaction - INFO - Epoch [87][920/1879] lr: 7.617e-02, eta: 21:19:10, time: 0.734, data_time: 0.004, memory: 6921, loss_aux: 1.5378, top1_acc: 0.3668, top5_acc: 0.6184, loss_cls: 2.8582, loss: 4.3960, grad_norm: 2.7085 2021-07-19 23:40:23,788 - mmaction - INFO - Epoch [87][940/1879] lr: 7.615e-02, eta: 21:18:57, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.5458, top1_acc: 0.3668, top5_acc: 0.6078, loss_cls: 2.8701, loss: 4.4160, grad_norm: 2.7453 2021-07-19 23:40:35,746 - mmaction - INFO - Epoch [87][960/1879] lr: 7.613e-02, eta: 21:18:43, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.5165, top1_acc: 0.3805, top5_acc: 0.6277, loss_cls: 2.8225, loss: 4.3391, grad_norm: 2.7054 2021-07-19 23:40:47,637 - mmaction - INFO - Epoch [87][980/1879] lr: 7.610e-02, eta: 21:18:29, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.4907, top1_acc: 0.3832, top5_acc: 0.6352, loss_cls: 2.7867, loss: 4.2774, grad_norm: 2.7241 2021-07-19 23:41:07,830 - mmaction - INFO - Epoch [87][1000/1879] lr: 7.608e-02, eta: 21:18:22, time: 1.008, data_time: 0.003, memory: 6921, loss_aux: 1.4790, top1_acc: 0.3723, top5_acc: 0.6371, loss_cls: 2.7582, loss: 4.2373, grad_norm: 2.7948 2021-07-19 23:41:19,160 - mmaction - INFO - Epoch [87][1020/1879] lr: 7.606e-02, eta: 21:18:08, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.5397, top1_acc: 0.3820, top5_acc: 0.6188, loss_cls: 2.8426, loss: 4.3823, grad_norm: 2.7383 2021-07-19 23:41:35,079 - mmaction - INFO - Epoch [87][1040/1879] lr: 7.604e-02, eta: 21:17:57, time: 0.796, data_time: 0.011, memory: 6921, loss_aux: 1.5110, top1_acc: 0.3707, top5_acc: 0.6328, loss_cls: 2.8022, loss: 4.3132, grad_norm: 2.7215 2021-07-19 23:41:50,281 - mmaction - INFO - Epoch [87][1060/1879] lr: 7.602e-02, eta: 21:17:46, time: 0.761, data_time: 0.002, memory: 6921, loss_aux: 1.4987, top1_acc: 0.3934, top5_acc: 0.6418, loss_cls: 2.7769, loss: 4.2756, grad_norm: 2.7362 2021-07-19 23:42:03,078 - mmaction - INFO - Epoch [87][1080/1879] lr: 7.600e-02, eta: 21:17:33, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.5541, top1_acc: 0.3762, top5_acc: 0.6172, loss_cls: 2.8829, loss: 4.4370, grad_norm: 2.7474 2021-07-19 23:42:19,114 - mmaction - INFO - Epoch [87][1100/1879] lr: 7.597e-02, eta: 21:17:23, time: 0.803, data_time: 0.004, memory: 6921, loss_aux: 1.5448, top1_acc: 0.3777, top5_acc: 0.6141, loss_cls: 2.8722, loss: 4.4170, grad_norm: 2.8095 2021-07-19 23:42:39,616 - mmaction - INFO - Epoch [87][1120/1879] lr: 7.595e-02, eta: 21:17:15, time: 1.019, data_time: 0.005, memory: 6921, loss_aux: 1.5306, top1_acc: 0.3695, top5_acc: 0.6250, loss_cls: 2.8603, loss: 4.3909, grad_norm: 2.7189 2021-07-19 23:42:51,008 - mmaction - INFO - Epoch [87][1140/1879] lr: 7.593e-02, eta: 21:17:01, time: 0.576, data_time: 0.014, memory: 6921, loss_aux: 1.5322, top1_acc: 0.3840, top5_acc: 0.6281, loss_cls: 2.8420, loss: 4.3742, grad_norm: 2.7411 2021-07-19 23:43:05,523 - mmaction - INFO - Epoch [87][1160/1879] lr: 7.591e-02, eta: 21:16:50, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.5366, top1_acc: 0.3746, top5_acc: 0.6266, loss_cls: 2.8584, loss: 4.3951, grad_norm: 2.7693 2021-07-19 23:43:18,146 - mmaction - INFO - Epoch [87][1180/1879] lr: 7.589e-02, eta: 21:16:37, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.5178, top1_acc: 0.3801, top5_acc: 0.6387, loss_cls: 2.7832, loss: 4.3011, grad_norm: 2.8074 2021-07-19 23:43:30,795 - mmaction - INFO - Epoch [87][1200/1879] lr: 7.587e-02, eta: 21:16:24, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.5071, top1_acc: 0.3879, top5_acc: 0.6305, loss_cls: 2.7835, loss: 4.2906, grad_norm: 2.6625 2021-07-19 23:43:44,182 - mmaction - INFO - Epoch [87][1220/1879] lr: 7.584e-02, eta: 21:16:11, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.5432, top1_acc: 0.3594, top5_acc: 0.6207, loss_cls: 2.8635, loss: 4.4067, grad_norm: 2.7763 2021-07-19 23:43:56,077 - mmaction - INFO - Epoch [87][1240/1879] lr: 7.582e-02, eta: 21:15:58, time: 0.598, data_time: 0.007, memory: 6921, loss_aux: 1.5044, top1_acc: 0.3816, top5_acc: 0.6266, loss_cls: 2.8165, loss: 4.3208, grad_norm: 2.7051 2021-07-19 23:44:08,383 - mmaction - INFO - Epoch [87][1260/1879] lr: 7.580e-02, eta: 21:15:44, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.5101, top1_acc: 0.3766, top5_acc: 0.6277, loss_cls: 2.8245, loss: 4.3346, grad_norm: 2.7623 2021-07-19 23:44:19,659 - mmaction - INFO - Epoch [87][1280/1879] lr: 7.578e-02, eta: 21:15:30, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.5531, top1_acc: 0.3820, top5_acc: 0.6309, loss_cls: 2.8226, loss: 4.3757, grad_norm: 2.8203 2021-07-19 23:44:33,481 - mmaction - INFO - Epoch [87][1300/1879] lr: 7.576e-02, eta: 21:15:18, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.4976, top1_acc: 0.3879, top5_acc: 0.6246, loss_cls: 2.7871, loss: 4.2847, grad_norm: 2.7985 2021-07-19 23:44:47,311 - mmaction - INFO - Epoch [87][1320/1879] lr: 7.574e-02, eta: 21:15:06, time: 0.693, data_time: 0.007, memory: 6921, loss_aux: 1.5305, top1_acc: 0.3762, top5_acc: 0.6332, loss_cls: 2.8302, loss: 4.3607, grad_norm: 2.7312 2021-07-19 23:45:07,504 - mmaction - INFO - Epoch [87][1340/1879] lr: 7.571e-02, eta: 21:14:59, time: 1.009, data_time: 0.010, memory: 6921, loss_aux: 1.4998, top1_acc: 0.3871, top5_acc: 0.6449, loss_cls: 2.7488, loss: 4.2485, grad_norm: 2.7390 2021-07-19 23:45:19,971 - mmaction - INFO - Epoch [87][1360/1879] lr: 7.569e-02, eta: 21:14:45, time: 0.625, data_time: 0.005, memory: 6921, loss_aux: 1.5027, top1_acc: 0.3879, top5_acc: 0.6359, loss_cls: 2.7943, loss: 4.2969, grad_norm: 2.7163 2021-07-19 23:45:32,473 - mmaction - INFO - Epoch [87][1380/1879] lr: 7.567e-02, eta: 21:14:32, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.5084, top1_acc: 0.3789, top5_acc: 0.6305, loss_cls: 2.8111, loss: 4.3195, grad_norm: 2.7602 2021-07-19 23:45:46,690 - mmaction - INFO - Epoch [87][1400/1879] lr: 7.565e-02, eta: 21:14:20, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.5122, top1_acc: 0.3789, top5_acc: 0.6344, loss_cls: 2.8377, loss: 4.3499, grad_norm: 2.7703 2021-07-19 23:45:58,615 - mmaction - INFO - Epoch [87][1420/1879] lr: 7.563e-02, eta: 21:14:07, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.5527, top1_acc: 0.3680, top5_acc: 0.6098, loss_cls: 2.9015, loss: 4.4541, grad_norm: 2.7777 2021-07-19 23:46:14,973 - mmaction - INFO - Epoch [87][1440/1879] lr: 7.561e-02, eta: 21:13:56, time: 0.813, data_time: 0.002, memory: 6921, loss_aux: 1.5645, top1_acc: 0.3652, top5_acc: 0.6066, loss_cls: 2.9113, loss: 4.4758, grad_norm: 2.7247 2021-07-19 23:46:26,355 - mmaction - INFO - Epoch [87][1460/1879] lr: 7.558e-02, eta: 21:13:43, time: 0.574, data_time: 0.008, memory: 6921, loss_aux: 1.4895, top1_acc: 0.3855, top5_acc: 0.6430, loss_cls: 2.7713, loss: 4.2608, grad_norm: 2.7107 2021-07-19 23:46:37,536 - mmaction - INFO - Epoch [87][1480/1879] lr: 7.556e-02, eta: 21:13:28, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.4758, top1_acc: 0.3910, top5_acc: 0.6352, loss_cls: 2.7455, loss: 4.2213, grad_norm: 2.7210 2021-07-19 23:46:52,329 - mmaction - INFO - Epoch [87][1500/1879] lr: 7.554e-02, eta: 21:13:17, time: 0.739, data_time: 0.002, memory: 6921, loss_aux: 1.5327, top1_acc: 0.3691, top5_acc: 0.6250, loss_cls: 2.8556, loss: 4.3883, grad_norm: 2.7594 2021-07-19 23:47:05,208 - mmaction - INFO - Epoch [87][1520/1879] lr: 7.552e-02, eta: 21:13:04, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.4952, top1_acc: 0.3871, top5_acc: 0.6371, loss_cls: 2.7868, loss: 4.2821, grad_norm: 2.7239 2021-07-19 23:47:16,720 - mmaction - INFO - Epoch [87][1540/1879] lr: 7.550e-02, eta: 21:12:50, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.4971, top1_acc: 0.3937, top5_acc: 0.6387, loss_cls: 2.7934, loss: 4.2905, grad_norm: 2.7757 2021-07-19 23:47:28,148 - mmaction - INFO - Epoch [87][1560/1879] lr: 7.548e-02, eta: 21:12:36, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.4915, top1_acc: 0.3902, top5_acc: 0.6395, loss_cls: 2.7886, loss: 4.2801, grad_norm: 2.7027 2021-07-19 23:47:39,681 - mmaction - INFO - Epoch [87][1580/1879] lr: 7.546e-02, eta: 21:12:23, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.4932, top1_acc: 0.3902, top5_acc: 0.6402, loss_cls: 2.7658, loss: 4.2589, grad_norm: 2.6871 2021-07-19 23:47:54,200 - mmaction - INFO - Epoch [87][1600/1879] lr: 7.543e-02, eta: 21:12:11, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.4983, top1_acc: 0.3918, top5_acc: 0.6363, loss_cls: 2.7931, loss: 4.2915, grad_norm: 2.7698 2021-07-19 23:48:07,438 - mmaction - INFO - Epoch [87][1620/1879] lr: 7.541e-02, eta: 21:11:58, time: 0.661, data_time: 0.005, memory: 6921, loss_aux: 1.4938, top1_acc: 0.3898, top5_acc: 0.6453, loss_cls: 2.7614, loss: 4.2551, grad_norm: 2.6882 2021-07-19 23:48:18,863 - mmaction - INFO - Epoch [87][1640/1879] lr: 7.539e-02, eta: 21:11:44, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.5210, top1_acc: 0.3730, top5_acc: 0.6328, loss_cls: 2.8089, loss: 4.3299, grad_norm: 2.8149 2021-07-19 23:48:34,745 - mmaction - INFO - Epoch [87][1660/1879] lr: 7.537e-02, eta: 21:11:34, time: 0.794, data_time: 0.002, memory: 6921, loss_aux: 1.5332, top1_acc: 0.3812, top5_acc: 0.6086, loss_cls: 2.8836, loss: 4.4169, grad_norm: 2.7109 2021-07-19 23:48:52,719 - mmaction - INFO - Epoch [87][1680/1879] lr: 7.535e-02, eta: 21:11:25, time: 0.896, data_time: 0.003, memory: 6921, loss_aux: 1.5373, top1_acc: 0.3617, top5_acc: 0.6055, loss_cls: 2.8727, loss: 4.4100, grad_norm: 2.7072 2021-07-19 23:49:04,837 - mmaction - INFO - Epoch [87][1700/1879] lr: 7.533e-02, eta: 21:11:11, time: 0.609, data_time: 0.008, memory: 6921, loss_aux: 1.5075, top1_acc: 0.3668, top5_acc: 0.6230, loss_cls: 2.8102, loss: 4.3178, grad_norm: 2.7321 2021-07-19 23:49:17,655 - mmaction - INFO - Epoch [87][1720/1879] lr: 7.530e-02, eta: 21:10:58, time: 0.640, data_time: 0.004, memory: 6921, loss_aux: 1.5529, top1_acc: 0.3625, top5_acc: 0.6062, loss_cls: 2.9091, loss: 4.4620, grad_norm: 2.7765 2021-07-19 23:49:33,971 - mmaction - INFO - Epoch [87][1740/1879] lr: 7.528e-02, eta: 21:10:48, time: 0.815, data_time: 0.002, memory: 6921, loss_aux: 1.5319, top1_acc: 0.3719, top5_acc: 0.6145, loss_cls: 2.8787, loss: 4.4106, grad_norm: 2.7756 2021-07-19 23:49:49,917 - mmaction - INFO - Epoch [87][1760/1879] lr: 7.526e-02, eta: 21:10:37, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.5390, top1_acc: 0.3801, top5_acc: 0.6180, loss_cls: 2.8629, loss: 4.4019, grad_norm: 2.7298 2021-07-19 23:50:02,767 - mmaction - INFO - Epoch [87][1780/1879] lr: 7.524e-02, eta: 21:10:24, time: 0.655, data_time: 0.019, memory: 6921, loss_aux: 1.5355, top1_acc: 0.3809, top5_acc: 0.6133, loss_cls: 2.8478, loss: 4.3833, grad_norm: 2.7390 2021-07-19 23:50:15,549 - mmaction - INFO - Epoch [87][1800/1879] lr: 7.522e-02, eta: 21:10:11, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.5270, top1_acc: 0.3746, top5_acc: 0.6117, loss_cls: 2.8471, loss: 4.3742, grad_norm: 2.7805 2021-07-19 23:50:27,393 - mmaction - INFO - Epoch [87][1820/1879] lr: 7.520e-02, eta: 21:09:58, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.4618, top1_acc: 0.3969, top5_acc: 0.6367, loss_cls: 2.7241, loss: 4.1859, grad_norm: 2.7344 2021-07-19 23:50:39,066 - mmaction - INFO - Epoch [87][1840/1879] lr: 7.517e-02, eta: 21:09:44, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.5113, top1_acc: 0.3762, top5_acc: 0.6398, loss_cls: 2.8060, loss: 4.3173, grad_norm: 2.7482 2021-07-19 23:50:50,377 - mmaction - INFO - Epoch [87][1860/1879] lr: 7.515e-02, eta: 21:09:30, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.5262, top1_acc: 0.3777, top5_acc: 0.6234, loss_cls: 2.8346, loss: 4.3608, grad_norm: 2.7607 2021-07-19 23:51:00,998 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-07-19 23:51:26,191 - mmaction - INFO - Epoch [88][20/1879] lr: 7.511e-02, eta: 21:09:00, time: 0.899, data_time: 0.181, memory: 6921, loss_aux: 1.5160, top1_acc: 0.3777, top5_acc: 0.6309, loss_cls: 2.8124, loss: 4.3284, grad_norm: 2.7553 2021-07-19 23:51:40,462 - mmaction - INFO - Epoch [88][40/1879] lr: 7.509e-02, eta: 21:08:48, time: 0.714, data_time: 0.004, memory: 6921, loss_aux: 1.5205, top1_acc: 0.3707, top5_acc: 0.6219, loss_cls: 2.8092, loss: 4.3297, grad_norm: 2.7281 2021-07-19 23:51:52,228 - mmaction - INFO - Epoch [88][60/1879] lr: 7.507e-02, eta: 21:08:34, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.4840, top1_acc: 0.3750, top5_acc: 0.6324, loss_cls: 2.7793, loss: 4.2633, grad_norm: 2.7514 2021-07-19 23:52:10,848 - mmaction - INFO - Epoch [88][80/1879] lr: 7.505e-02, eta: 21:08:26, time: 0.930, data_time: 0.005, memory: 6921, loss_aux: 1.5075, top1_acc: 0.3816, top5_acc: 0.6379, loss_cls: 2.7787, loss: 4.2862, grad_norm: 2.7623 2021-07-19 23:52:24,738 - mmaction - INFO - Epoch [88][100/1879] lr: 7.502e-02, eta: 21:08:13, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.5330, top1_acc: 0.3680, top5_acc: 0.6305, loss_cls: 2.8055, loss: 4.3385, grad_norm: 2.7804 2021-07-19 23:52:37,101 - mmaction - INFO - Epoch [88][120/1879] lr: 7.500e-02, eta: 21:08:00, time: 0.622, data_time: 0.006, memory: 6921, loss_aux: 1.4999, top1_acc: 0.3785, top5_acc: 0.6273, loss_cls: 2.8091, loss: 4.3090, grad_norm: 2.7634 2021-07-19 23:52:48,484 - mmaction - INFO - Epoch [88][140/1879] lr: 7.498e-02, eta: 21:07:46, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.5069, top1_acc: 0.3859, top5_acc: 0.6488, loss_cls: 2.7472, loss: 4.2541, grad_norm: 2.7252 2021-07-19 23:53:04,850 - mmaction - INFO - Epoch [88][160/1879] lr: 7.496e-02, eta: 21:07:36, time: 0.815, data_time: 0.002, memory: 6921, loss_aux: 1.5025, top1_acc: 0.3832, top5_acc: 0.6383, loss_cls: 2.7812, loss: 4.2837, grad_norm: 2.7236 2021-07-19 23:53:16,001 - mmaction - INFO - Epoch [88][180/1879] lr: 7.494e-02, eta: 21:07:22, time: 0.561, data_time: 0.007, memory: 6921, loss_aux: 1.4985, top1_acc: 0.3930, top5_acc: 0.6418, loss_cls: 2.7671, loss: 4.2656, grad_norm: 2.7227 2021-07-19 23:53:27,643 - mmaction - INFO - Epoch [88][200/1879] lr: 7.492e-02, eta: 21:07:08, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4865, top1_acc: 0.3992, top5_acc: 0.6367, loss_cls: 2.7637, loss: 4.2502, grad_norm: 2.7833 2021-07-19 23:53:39,497 - mmaction - INFO - Epoch [88][220/1879] lr: 7.489e-02, eta: 21:06:55, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.5017, top1_acc: 0.3762, top5_acc: 0.6273, loss_cls: 2.8239, loss: 4.3256, grad_norm: 2.7718 2021-07-19 23:53:55,154 - mmaction - INFO - Epoch [88][240/1879] lr: 7.487e-02, eta: 21:06:44, time: 0.784, data_time: 0.004, memory: 6921, loss_aux: 1.4782, top1_acc: 0.3926, top5_acc: 0.6340, loss_cls: 2.7591, loss: 4.2374, grad_norm: 2.6941 2021-07-19 23:54:06,379 - mmaction - INFO - Epoch [88][260/1879] lr: 7.485e-02, eta: 21:06:30, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.5276, top1_acc: 0.3688, top5_acc: 0.6043, loss_cls: 2.8697, loss: 4.3973, grad_norm: 2.6919 2021-07-19 23:54:17,959 - mmaction - INFO - Epoch [88][280/1879] lr: 7.483e-02, eta: 21:06:16, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.5136, top1_acc: 0.3898, top5_acc: 0.6223, loss_cls: 2.8058, loss: 4.3194, grad_norm: 2.7634 2021-07-19 23:54:29,606 - mmaction - INFO - Epoch [88][300/1879] lr: 7.481e-02, eta: 21:06:02, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.5372, top1_acc: 0.3797, top5_acc: 0.6293, loss_cls: 2.8307, loss: 4.3679, grad_norm: 2.7237 2021-07-19 23:54:40,860 - mmaction - INFO - Epoch [88][320/1879] lr: 7.479e-02, eta: 21:05:48, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.5255, top1_acc: 0.3758, top5_acc: 0.6250, loss_cls: 2.8200, loss: 4.3455, grad_norm: 2.7823 2021-07-19 23:54:54,258 - mmaction - INFO - Epoch [88][340/1879] lr: 7.477e-02, eta: 21:05:36, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.4783, top1_acc: 0.3992, top5_acc: 0.6402, loss_cls: 2.7232, loss: 4.2015, grad_norm: 2.7346 2021-07-19 23:55:06,036 - mmaction - INFO - Epoch [88][360/1879] lr: 7.474e-02, eta: 21:05:22, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.4799, top1_acc: 0.3863, top5_acc: 0.6523, loss_cls: 2.7098, loss: 4.1896, grad_norm: 2.7531 2021-07-19 23:55:17,421 - mmaction - INFO - Epoch [88][380/1879] lr: 7.472e-02, eta: 21:05:08, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.5229, top1_acc: 0.3789, top5_acc: 0.6211, loss_cls: 2.8270, loss: 4.3499, grad_norm: 2.7242 2021-07-19 23:55:32,728 - mmaction - INFO - Epoch [88][400/1879] lr: 7.470e-02, eta: 21:04:57, time: 0.764, data_time: 0.003, memory: 6921, loss_aux: 1.5157, top1_acc: 0.4012, top5_acc: 0.6277, loss_cls: 2.8036, loss: 4.3193, grad_norm: 2.7075 2021-07-19 23:55:44,162 - mmaction - INFO - Epoch [88][420/1879] lr: 7.468e-02, eta: 21:04:43, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.5091, top1_acc: 0.3871, top5_acc: 0.6305, loss_cls: 2.7911, loss: 4.3002, grad_norm: 2.7367 2021-07-19 23:55:55,950 - mmaction - INFO - Epoch [88][440/1879] lr: 7.466e-02, eta: 21:04:29, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.5158, top1_acc: 0.3867, top5_acc: 0.6109, loss_cls: 2.8282, loss: 4.3440, grad_norm: 2.7646 2021-07-19 23:56:09,012 - mmaction - INFO - Epoch [88][460/1879] lr: 7.464e-02, eta: 21:04:16, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.5120, top1_acc: 0.3762, top5_acc: 0.6293, loss_cls: 2.8140, loss: 4.3260, grad_norm: 2.7329 2021-07-19 23:56:24,442 - mmaction - INFO - Epoch [88][480/1879] lr: 7.461e-02, eta: 21:04:06, time: 0.787, data_time: 0.017, memory: 6921, loss_aux: 1.5116, top1_acc: 0.3734, top5_acc: 0.6164, loss_cls: 2.8384, loss: 4.3500, grad_norm: 2.7235 2021-07-19 23:56:37,544 - mmaction - INFO - Epoch [88][500/1879] lr: 7.459e-02, eta: 21:03:53, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.5419, top1_acc: 0.3770, top5_acc: 0.6113, loss_cls: 2.8840, loss: 4.4259, grad_norm: 2.7688 2021-07-19 23:56:51,017 - mmaction - INFO - Epoch [88][520/1879] lr: 7.457e-02, eta: 21:03:40, time: 0.675, data_time: 0.007, memory: 6921, loss_aux: 1.5104, top1_acc: 0.3762, top5_acc: 0.6258, loss_cls: 2.8316, loss: 4.3420, grad_norm: 2.6971 2021-07-19 23:57:05,342 - mmaction - INFO - Epoch [88][540/1879] lr: 7.455e-02, eta: 21:03:29, time: 0.714, data_time: 0.004, memory: 6921, loss_aux: 1.5279, top1_acc: 0.3879, top5_acc: 0.6137, loss_cls: 2.8434, loss: 4.3712, grad_norm: 2.7241 2021-07-19 23:57:16,937 - mmaction - INFO - Epoch [88][560/1879] lr: 7.453e-02, eta: 21:03:15, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.4984, top1_acc: 0.3937, top5_acc: 0.6371, loss_cls: 2.7682, loss: 4.2667, grad_norm: 2.7460 2021-07-19 23:57:31,211 - mmaction - INFO - Epoch [88][580/1879] lr: 7.451e-02, eta: 21:03:03, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 1.5394, top1_acc: 0.3766, top5_acc: 0.6211, loss_cls: 2.8368, loss: 4.3762, grad_norm: 2.7421 2021-07-19 23:57:43,456 - mmaction - INFO - Epoch [88][600/1879] lr: 7.448e-02, eta: 21:02:50, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.5368, top1_acc: 0.3762, top5_acc: 0.6195, loss_cls: 2.8756, loss: 4.4124, grad_norm: 2.7869 2021-07-19 23:57:59,556 - mmaction - INFO - Epoch [88][620/1879] lr: 7.446e-02, eta: 21:02:39, time: 0.805, data_time: 0.006, memory: 6921, loss_aux: 1.4616, top1_acc: 0.4035, top5_acc: 0.6469, loss_cls: 2.7231, loss: 4.1847, grad_norm: 2.7244 2021-07-19 23:58:11,215 - mmaction - INFO - Epoch [88][640/1879] lr: 7.444e-02, eta: 21:02:25, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.5017, top1_acc: 0.3812, top5_acc: 0.6301, loss_cls: 2.8008, loss: 4.3025, grad_norm: 2.7718 2021-07-19 23:58:22,254 - mmaction - INFO - Epoch [88][660/1879] lr: 7.442e-02, eta: 21:02:11, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.5178, top1_acc: 0.3719, top5_acc: 0.6352, loss_cls: 2.8059, loss: 4.3237, grad_norm: 2.7067 2021-07-19 23:58:35,120 - mmaction - INFO - Epoch [88][680/1879] lr: 7.440e-02, eta: 21:01:58, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.5142, top1_acc: 0.3754, top5_acc: 0.6199, loss_cls: 2.8421, loss: 4.3563, grad_norm: 2.8082 2021-07-19 23:58:46,586 - mmaction - INFO - Epoch [88][700/1879] lr: 7.438e-02, eta: 21:01:44, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.5397, top1_acc: 0.3648, top5_acc: 0.6312, loss_cls: 2.8625, loss: 4.4022, grad_norm: 2.7700 2021-07-19 23:58:58,531 - mmaction - INFO - Epoch [88][720/1879] lr: 7.436e-02, eta: 21:01:31, time: 0.600, data_time: 0.009, memory: 6921, loss_aux: 1.5082, top1_acc: 0.3836, top5_acc: 0.6250, loss_cls: 2.8193, loss: 4.3275, grad_norm: 2.7418 2021-07-19 23:59:11,833 - mmaction - INFO - Epoch [88][740/1879] lr: 7.433e-02, eta: 21:01:18, time: 0.662, data_time: 0.004, memory: 6921, loss_aux: 1.4700, top1_acc: 0.4023, top5_acc: 0.6430, loss_cls: 2.7544, loss: 4.2244, grad_norm: 2.7313 2021-07-19 23:59:23,770 - mmaction - INFO - Epoch [88][760/1879] lr: 7.431e-02, eta: 21:01:05, time: 0.600, data_time: 0.006, memory: 6921, loss_aux: 1.5250, top1_acc: 0.3828, top5_acc: 0.6215, loss_cls: 2.8527, loss: 4.3777, grad_norm: 2.7001 2021-07-19 23:59:35,587 - mmaction - INFO - Epoch [88][780/1879] lr: 7.429e-02, eta: 21:00:51, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.4964, top1_acc: 0.4000, top5_acc: 0.6398, loss_cls: 2.7658, loss: 4.2622, grad_norm: 2.6982 2021-07-19 23:59:48,361 - mmaction - INFO - Epoch [88][800/1879] lr: 7.427e-02, eta: 21:00:38, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.5105, top1_acc: 0.3828, top5_acc: 0.6285, loss_cls: 2.8003, loss: 4.3109, grad_norm: 2.7506 2021-07-20 00:00:01,495 - mmaction - INFO - Epoch [88][820/1879] lr: 7.425e-02, eta: 21:00:26, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.5067, top1_acc: 0.3766, top5_acc: 0.6297, loss_cls: 2.8309, loss: 4.3376, grad_norm: 2.7628 2021-07-20 00:00:20,539 - mmaction - INFO - Epoch [88][840/1879] lr: 7.423e-02, eta: 21:00:17, time: 0.946, data_time: 0.002, memory: 6921, loss_aux: 1.5149, top1_acc: 0.3934, top5_acc: 0.6383, loss_cls: 2.7868, loss: 4.3017, grad_norm: 2.7272 2021-07-20 00:00:32,350 - mmaction - INFO - Epoch [88][860/1879] lr: 7.420e-02, eta: 21:00:04, time: 0.596, data_time: 0.017, memory: 6921, loss_aux: 1.4812, top1_acc: 0.3719, top5_acc: 0.6434, loss_cls: 2.7646, loss: 4.2458, grad_norm: 2.7443 2021-07-20 00:00:43,919 - mmaction - INFO - Epoch [88][880/1879] lr: 7.418e-02, eta: 20:59:50, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.5261, top1_acc: 0.3750, top5_acc: 0.6172, loss_cls: 2.8238, loss: 4.3500, grad_norm: 2.7456 2021-07-20 00:00:59,095 - mmaction - INFO - Epoch [88][900/1879] lr: 7.416e-02, eta: 20:59:39, time: 0.756, data_time: 0.003, memory: 6921, loss_aux: 1.4830, top1_acc: 0.3848, top5_acc: 0.6406, loss_cls: 2.7493, loss: 4.2323, grad_norm: 2.7349 2021-07-20 00:01:10,416 - mmaction - INFO - Epoch [88][920/1879] lr: 7.414e-02, eta: 20:59:25, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.5400, top1_acc: 0.3836, top5_acc: 0.6266, loss_cls: 2.8318, loss: 4.3719, grad_norm: 2.7902 2021-07-20 00:01:29,226 - mmaction - INFO - Epoch [88][940/1879] lr: 7.412e-02, eta: 20:59:16, time: 0.940, data_time: 0.002, memory: 6921, loss_aux: 1.4872, top1_acc: 0.3785, top5_acc: 0.6270, loss_cls: 2.7734, loss: 4.2606, grad_norm: 2.7498 2021-07-20 00:01:41,627 - mmaction - INFO - Epoch [88][960/1879] lr: 7.410e-02, eta: 20:59:03, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.5174, top1_acc: 0.3832, top5_acc: 0.6164, loss_cls: 2.8409, loss: 4.3583, grad_norm: 2.7108 2021-07-20 00:02:04,883 - mmaction - INFO - Epoch [88][980/1879] lr: 7.408e-02, eta: 20:58:57, time: 1.131, data_time: 0.003, memory: 6921, loss_aux: 1.5025, top1_acc: 0.3879, top5_acc: 0.6363, loss_cls: 2.7463, loss: 4.2488, grad_norm: 2.7399 2021-07-20 00:02:22,989 - mmaction - INFO - Epoch [88][1000/1879] lr: 7.405e-02, eta: 20:58:48, time: 0.935, data_time: 0.039, memory: 6921, loss_aux: 1.4755, top1_acc: 0.3957, top5_acc: 0.6473, loss_cls: 2.7207, loss: 4.1962, grad_norm: 2.7091 2021-07-20 00:02:35,371 - mmaction - INFO - Epoch [88][1020/1879] lr: 7.403e-02, eta: 20:58:35, time: 0.621, data_time: 0.007, memory: 6921, loss_aux: 1.5367, top1_acc: 0.3719, top5_acc: 0.6109, loss_cls: 2.8721, loss: 4.4088, grad_norm: 2.8434 2021-07-20 00:02:58,645 - mmaction - INFO - Epoch [88][1040/1879] lr: 7.401e-02, eta: 20:58:30, time: 1.162, data_time: 0.006, memory: 6921, loss_aux: 1.5071, top1_acc: 0.3820, top5_acc: 0.6355, loss_cls: 2.7792, loss: 4.2863, grad_norm: 2.8204 2021-07-20 00:03:14,172 - mmaction - INFO - Epoch [88][1060/1879] lr: 7.399e-02, eta: 20:58:19, time: 0.778, data_time: 0.005, memory: 6921, loss_aux: 1.4969, top1_acc: 0.3859, top5_acc: 0.6367, loss_cls: 2.7717, loss: 4.2686, grad_norm: 2.7407 2021-07-20 00:03:25,937 - mmaction - INFO - Epoch [88][1080/1879] lr: 7.397e-02, eta: 20:58:05, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 1.5016, top1_acc: 0.3824, top5_acc: 0.6426, loss_cls: 2.7713, loss: 4.2729, grad_norm: 2.8315 2021-07-20 00:03:38,690 - mmaction - INFO - Epoch [88][1100/1879] lr: 7.395e-02, eta: 20:57:52, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.5214, top1_acc: 0.3867, top5_acc: 0.6418, loss_cls: 2.7819, loss: 4.3032, grad_norm: 2.8314 2021-07-20 00:03:55,086 - mmaction - INFO - Epoch [88][1120/1879] lr: 7.392e-02, eta: 20:57:42, time: 0.817, data_time: 0.003, memory: 6921, loss_aux: 1.5142, top1_acc: 0.3766, top5_acc: 0.6270, loss_cls: 2.8043, loss: 4.3185, grad_norm: 2.7575 2021-07-20 00:04:09,261 - mmaction - INFO - Epoch [88][1140/1879] lr: 7.390e-02, eta: 20:57:30, time: 0.712, data_time: 0.006, memory: 6921, loss_aux: 1.4961, top1_acc: 0.3801, top5_acc: 0.6402, loss_cls: 2.7691, loss: 4.2652, grad_norm: 2.8015 2021-07-20 00:04:21,310 - mmaction - INFO - Epoch [88][1160/1879] lr: 7.388e-02, eta: 20:57:16, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.5236, top1_acc: 0.3801, top5_acc: 0.6328, loss_cls: 2.8358, loss: 4.3594, grad_norm: 2.7892 2021-07-20 00:04:33,823 - mmaction - INFO - Epoch [88][1180/1879] lr: 7.386e-02, eta: 20:57:03, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.5213, top1_acc: 0.3812, top5_acc: 0.6324, loss_cls: 2.8295, loss: 4.3509, grad_norm: 2.8061 2021-07-20 00:04:50,289 - mmaction - INFO - Epoch [88][1200/1879] lr: 7.384e-02, eta: 20:56:53, time: 0.825, data_time: 0.005, memory: 6921, loss_aux: 1.5106, top1_acc: 0.3754, top5_acc: 0.6340, loss_cls: 2.7980, loss: 4.3086, grad_norm: 2.7527 2021-07-20 00:05:02,904 - mmaction - INFO - Epoch [88][1220/1879] lr: 7.382e-02, eta: 20:56:40, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 1.4920, top1_acc: 0.4008, top5_acc: 0.6348, loss_cls: 2.7590, loss: 4.2510, grad_norm: 2.7725 2021-07-20 00:05:17,110 - mmaction - INFO - Epoch [88][1240/1879] lr: 7.380e-02, eta: 20:56:28, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.5261, top1_acc: 0.3723, top5_acc: 0.6258, loss_cls: 2.8362, loss: 4.3623, grad_norm: 2.7978 2021-07-20 00:05:34,661 - mmaction - INFO - Epoch [88][1260/1879] lr: 7.377e-02, eta: 20:56:18, time: 0.879, data_time: 0.004, memory: 6921, loss_aux: 1.5574, top1_acc: 0.3645, top5_acc: 0.6102, loss_cls: 2.9044, loss: 4.4618, grad_norm: 2.7978 2021-07-20 00:05:48,857 - mmaction - INFO - Epoch [88][1280/1879] lr: 7.375e-02, eta: 20:56:06, time: 0.706, data_time: 0.003, memory: 6921, loss_aux: 1.5693, top1_acc: 0.3637, top5_acc: 0.6020, loss_cls: 2.9309, loss: 4.5001, grad_norm: 2.7883 2021-07-20 00:06:05,093 - mmaction - INFO - Epoch [88][1300/1879] lr: 7.373e-02, eta: 20:55:56, time: 0.815, data_time: 0.006, memory: 6921, loss_aux: 1.4990, top1_acc: 0.3926, top5_acc: 0.6324, loss_cls: 2.7950, loss: 4.2941, grad_norm: 2.7431 2021-07-20 00:06:19,949 - mmaction - INFO - Epoch [88][1320/1879] lr: 7.371e-02, eta: 20:55:44, time: 0.743, data_time: 0.005, memory: 6921, loss_aux: 1.5515, top1_acc: 0.3668, top5_acc: 0.6070, loss_cls: 2.8847, loss: 4.4362, grad_norm: 2.7973 2021-07-20 00:06:34,829 - mmaction - INFO - Epoch [88][1340/1879] lr: 7.369e-02, eta: 20:55:33, time: 0.740, data_time: 0.004, memory: 6921, loss_aux: 1.5245, top1_acc: 0.3836, top5_acc: 0.6230, loss_cls: 2.8245, loss: 4.3490, grad_norm: 2.7414 2021-07-20 00:06:47,597 - mmaction - INFO - Epoch [88][1360/1879] lr: 7.367e-02, eta: 20:55:20, time: 0.634, data_time: 0.007, memory: 6921, loss_aux: 1.5089, top1_acc: 0.3797, top5_acc: 0.6316, loss_cls: 2.7971, loss: 4.3061, grad_norm: 2.7663 2021-07-20 00:07:00,557 - mmaction - INFO - Epoch [88][1380/1879] lr: 7.365e-02, eta: 20:55:07, time: 0.657, data_time: 0.011, memory: 6921, loss_aux: 1.5151, top1_acc: 0.3777, top5_acc: 0.6137, loss_cls: 2.8350, loss: 4.3500, grad_norm: 2.7689 2021-07-20 00:07:13,517 - mmaction - INFO - Epoch [88][1400/1879] lr: 7.362e-02, eta: 20:54:54, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.5281, top1_acc: 0.3816, top5_acc: 0.6191, loss_cls: 2.8375, loss: 4.3655, grad_norm: 2.7996 2021-07-20 00:07:25,413 - mmaction - INFO - Epoch [88][1420/1879] lr: 7.360e-02, eta: 20:54:41, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.5015, top1_acc: 0.3797, top5_acc: 0.6273, loss_cls: 2.8086, loss: 4.3101, grad_norm: 2.7742 2021-07-20 00:07:38,373 - mmaction - INFO - Epoch [88][1440/1879] lr: 7.358e-02, eta: 20:54:28, time: 0.647, data_time: 0.001, memory: 6921, loss_aux: 1.5064, top1_acc: 0.3777, top5_acc: 0.6348, loss_cls: 2.7935, loss: 4.3000, grad_norm: 2.7238 2021-07-20 00:07:56,364 - mmaction - INFO - Epoch [88][1460/1879] lr: 7.356e-02, eta: 20:54:19, time: 0.892, data_time: 0.009, memory: 6921, loss_aux: 1.4763, top1_acc: 0.3934, top5_acc: 0.6570, loss_cls: 2.7227, loss: 4.1990, grad_norm: 2.7405 2021-07-20 00:08:09,175 - mmaction - INFO - Epoch [88][1480/1879] lr: 7.354e-02, eta: 20:54:06, time: 0.649, data_time: 0.016, memory: 6921, loss_aux: 1.5013, top1_acc: 0.3750, top5_acc: 0.6406, loss_cls: 2.7608, loss: 4.2621, grad_norm: 2.8434 2021-07-20 00:08:30,538 - mmaction - INFO - Epoch [88][1500/1879] lr: 7.352e-02, eta: 20:53:59, time: 1.066, data_time: 0.002, memory: 6921, loss_aux: 1.5314, top1_acc: 0.3758, top5_acc: 0.6172, loss_cls: 2.8439, loss: 4.3753, grad_norm: 2.8204 2021-07-20 00:08:42,163 - mmaction - INFO - Epoch [88][1520/1879] lr: 7.349e-02, eta: 20:53:45, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.5279, top1_acc: 0.3797, top5_acc: 0.6344, loss_cls: 2.8040, loss: 4.3319, grad_norm: 2.7589 2021-07-20 00:08:56,153 - mmaction - INFO - Epoch [88][1540/1879] lr: 7.347e-02, eta: 20:53:33, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.5238, top1_acc: 0.3688, top5_acc: 0.6109, loss_cls: 2.8384, loss: 4.3621, grad_norm: 2.8624 2021-07-20 00:09:07,595 - mmaction - INFO - Epoch [88][1560/1879] lr: 7.345e-02, eta: 20:53:19, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.5215, top1_acc: 0.3801, top5_acc: 0.6254, loss_cls: 2.8278, loss: 4.3493, grad_norm: 2.7118 2021-07-20 00:09:29,303 - mmaction - INFO - Epoch [88][1580/1879] lr: 7.343e-02, eta: 20:53:12, time: 1.034, data_time: 0.004, memory: 6921, loss_aux: 1.4970, top1_acc: 0.3918, top5_acc: 0.6305, loss_cls: 2.7674, loss: 4.2645, grad_norm: 2.7787 2021-07-20 00:09:46,831 - mmaction - INFO - Epoch [88][1600/1879] lr: 7.341e-02, eta: 20:53:03, time: 0.925, data_time: 0.055, memory: 6921, loss_aux: 1.5426, top1_acc: 0.3605, top5_acc: 0.6047, loss_cls: 2.8982, loss: 4.4408, grad_norm: 2.7645 2021-07-20 00:10:05,420 - mmaction - INFO - Epoch [88][1620/1879] lr: 7.339e-02, eta: 20:52:54, time: 0.926, data_time: 0.005, memory: 6921, loss_aux: 1.4868, top1_acc: 0.3793, top5_acc: 0.6242, loss_cls: 2.8102, loss: 4.2971, grad_norm: 2.7432 2021-07-20 00:10:16,952 - mmaction - INFO - Epoch [88][1640/1879] lr: 7.337e-02, eta: 20:52:40, time: 0.583, data_time: 0.015, memory: 6921, loss_aux: 1.5265, top1_acc: 0.3656, top5_acc: 0.6207, loss_cls: 2.8414, loss: 4.3679, grad_norm: 2.7943 2021-07-20 00:10:34,984 - mmaction - INFO - Epoch [88][1660/1879] lr: 7.334e-02, eta: 20:52:31, time: 0.898, data_time: 0.003, memory: 6921, loss_aux: 1.5106, top1_acc: 0.3922, top5_acc: 0.6281, loss_cls: 2.8109, loss: 4.3215, grad_norm: 2.7778 2021-07-20 00:10:50,914 - mmaction - INFO - Epoch [88][1680/1879] lr: 7.332e-02, eta: 20:52:20, time: 0.798, data_time: 0.007, memory: 6921, loss_aux: 1.5003, top1_acc: 0.3953, top5_acc: 0.6328, loss_cls: 2.7710, loss: 4.2712, grad_norm: 2.7861 2021-07-20 00:11:02,605 - mmaction - INFO - Epoch [88][1700/1879] lr: 7.330e-02, eta: 20:52:07, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.5186, top1_acc: 0.3777, top5_acc: 0.6223, loss_cls: 2.8361, loss: 4.3548, grad_norm: 2.7605 2021-07-20 00:11:16,919 - mmaction - INFO - Epoch [88][1720/1879] lr: 7.328e-02, eta: 20:51:55, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.4941, top1_acc: 0.3918, top5_acc: 0.6312, loss_cls: 2.7418, loss: 4.2359, grad_norm: 2.7770 2021-07-20 00:11:30,314 - mmaction - INFO - Epoch [88][1740/1879] lr: 7.326e-02, eta: 20:51:42, time: 0.669, data_time: 0.005, memory: 6921, loss_aux: 1.5345, top1_acc: 0.3590, top5_acc: 0.6090, loss_cls: 2.8792, loss: 4.4137, grad_norm: 2.7958 2021-07-20 00:11:46,217 - mmaction - INFO - Epoch [88][1760/1879] lr: 7.324e-02, eta: 20:51:30, time: 0.708, data_time: 0.005, memory: 6921, loss_aux: 1.5488, top1_acc: 0.3762, top5_acc: 0.6145, loss_cls: 2.8567, loss: 4.4055, grad_norm: 2.7498 2021-07-20 00:11:59,385 - mmaction - INFO - Epoch [88][1780/1879] lr: 7.322e-02, eta: 20:51:19, time: 0.746, data_time: 0.090, memory: 6921, loss_aux: 1.5148, top1_acc: 0.3715, top5_acc: 0.6234, loss_cls: 2.8222, loss: 4.3370, grad_norm: 2.7865 2021-07-20 00:12:14,813 - mmaction - INFO - Epoch [88][1800/1879] lr: 7.319e-02, eta: 20:51:08, time: 0.767, data_time: 0.004, memory: 6921, loss_aux: 1.5040, top1_acc: 0.3910, top5_acc: 0.6352, loss_cls: 2.7786, loss: 4.2827, grad_norm: 2.7448 2021-07-20 00:12:28,395 - mmaction - INFO - Epoch [88][1820/1879] lr: 7.317e-02, eta: 20:50:55, time: 0.625, data_time: 0.013, memory: 6921, loss_aux: 1.5153, top1_acc: 0.3805, top5_acc: 0.6336, loss_cls: 2.8056, loss: 4.3208, grad_norm: 2.8565 2021-07-20 00:12:40,119 - mmaction - INFO - Epoch [88][1840/1879] lr: 7.315e-02, eta: 20:50:42, time: 0.645, data_time: 0.060, memory: 6921, loss_aux: 1.5043, top1_acc: 0.3742, top5_acc: 0.6355, loss_cls: 2.7860, loss: 4.2903, grad_norm: 2.7276 2021-07-20 00:12:52,546 - mmaction - INFO - Epoch [88][1860/1879] lr: 7.313e-02, eta: 20:50:29, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.4970, top1_acc: 0.3891, top5_acc: 0.6332, loss_cls: 2.7630, loss: 4.2600, grad_norm: 2.7868 2021-07-20 00:13:08,254 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-07-20 00:13:32,637 - mmaction - INFO - Epoch [89][20/1879] lr: 7.309e-02, eta: 20:49:59, time: 0.930, data_time: 0.235, memory: 6921, loss_aux: 1.4809, top1_acc: 0.3789, top5_acc: 0.6355, loss_cls: 2.7234, loss: 4.2043, grad_norm: 2.8023 2021-07-20 00:13:48,138 - mmaction - INFO - Epoch [89][40/1879] lr: 7.307e-02, eta: 20:49:48, time: 0.777, data_time: 0.006, memory: 6921, loss_aux: 1.5131, top1_acc: 0.3734, top5_acc: 0.6305, loss_cls: 2.8196, loss: 4.3327, grad_norm: 2.7769 2021-07-20 00:14:02,763 - mmaction - INFO - Epoch [89][60/1879] lr: 7.304e-02, eta: 20:49:36, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.5409, top1_acc: 0.3684, top5_acc: 0.6148, loss_cls: 2.8860, loss: 4.4269, grad_norm: 2.7828 2021-07-20 00:14:14,312 - mmaction - INFO - Epoch [89][80/1879] lr: 7.302e-02, eta: 20:49:22, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.4871, top1_acc: 0.3961, top5_acc: 0.6402, loss_cls: 2.7440, loss: 4.2312, grad_norm: 2.7390 2021-07-20 00:14:30,747 - mmaction - INFO - Epoch [89][100/1879] lr: 7.300e-02, eta: 20:49:12, time: 0.821, data_time: 0.003, memory: 6921, loss_aux: 1.5074, top1_acc: 0.3883, top5_acc: 0.6293, loss_cls: 2.7737, loss: 4.2811, grad_norm: 2.7785 2021-07-20 00:14:42,363 - mmaction - INFO - Epoch [89][120/1879] lr: 7.298e-02, eta: 20:48:58, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.5194, top1_acc: 0.3781, top5_acc: 0.6297, loss_cls: 2.8122, loss: 4.3316, grad_norm: 2.8629 2021-07-20 00:14:55,706 - mmaction - INFO - Epoch [89][140/1879] lr: 7.296e-02, eta: 20:48:46, time: 0.661, data_time: 0.005, memory: 6921, loss_aux: 1.4916, top1_acc: 0.3898, top5_acc: 0.6492, loss_cls: 2.7704, loss: 4.2620, grad_norm: 2.8167 2021-07-20 00:15:15,473 - mmaction - INFO - Epoch [89][160/1879] lr: 7.294e-02, eta: 20:48:38, time: 0.994, data_time: 0.008, memory: 6921, loss_aux: 1.5400, top1_acc: 0.3789, top5_acc: 0.6215, loss_cls: 2.8498, loss: 4.3898, grad_norm: 2.7918 2021-07-20 00:15:29,337 - mmaction - INFO - Epoch [89][180/1879] lr: 7.292e-02, eta: 20:48:25, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.4883, top1_acc: 0.3980, top5_acc: 0.6371, loss_cls: 2.7515, loss: 4.2397, grad_norm: 2.7201 2021-07-20 00:15:44,472 - mmaction - INFO - Epoch [89][200/1879] lr: 7.289e-02, eta: 20:48:14, time: 0.754, data_time: 0.008, memory: 6921, loss_aux: 1.4868, top1_acc: 0.3887, top5_acc: 0.6434, loss_cls: 2.7431, loss: 4.2299, grad_norm: 2.8014 2021-07-20 00:15:55,637 - mmaction - INFO - Epoch [89][220/1879] lr: 7.287e-02, eta: 20:48:00, time: 0.561, data_time: 0.010, memory: 6921, loss_aux: 1.5247, top1_acc: 0.3770, top5_acc: 0.6352, loss_cls: 2.8104, loss: 4.3350, grad_norm: 2.8168 2021-07-20 00:16:08,847 - mmaction - INFO - Epoch [89][240/1879] lr: 7.285e-02, eta: 20:47:47, time: 0.660, data_time: 0.004, memory: 6921, loss_aux: 1.4862, top1_acc: 0.3984, top5_acc: 0.6395, loss_cls: 2.7495, loss: 4.2357, grad_norm: 2.7556 2021-07-20 00:16:20,796 - mmaction - INFO - Epoch [89][260/1879] lr: 7.283e-02, eta: 20:47:34, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.5208, top1_acc: 0.3777, top5_acc: 0.6285, loss_cls: 2.8356, loss: 4.3564, grad_norm: 2.8147 2021-07-20 00:16:32,629 - mmaction - INFO - Epoch [89][280/1879] lr: 7.281e-02, eta: 20:47:20, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.5188, top1_acc: 0.3703, top5_acc: 0.6141, loss_cls: 2.8241, loss: 4.3428, grad_norm: 2.7512 2021-07-20 00:16:44,605 - mmaction - INFO - Epoch [89][300/1879] lr: 7.279e-02, eta: 20:47:07, time: 0.606, data_time: 0.010, memory: 6921, loss_aux: 1.4865, top1_acc: 0.3883, top5_acc: 0.6379, loss_cls: 2.7570, loss: 4.2435, grad_norm: 2.7572 2021-07-20 00:16:59,739 - mmaction - INFO - Epoch [89][320/1879] lr: 7.277e-02, eta: 20:46:55, time: 0.756, data_time: 0.002, memory: 6921, loss_aux: 1.4948, top1_acc: 0.3789, top5_acc: 0.6363, loss_cls: 2.7729, loss: 4.2677, grad_norm: 2.7996 2021-07-20 00:17:11,536 - mmaction - INFO - Epoch [89][340/1879] lr: 7.274e-02, eta: 20:46:42, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.5116, top1_acc: 0.3809, top5_acc: 0.6254, loss_cls: 2.7882, loss: 4.2998, grad_norm: 2.7086 2021-07-20 00:17:24,553 - mmaction - INFO - Epoch [89][360/1879] lr: 7.272e-02, eta: 20:46:29, time: 0.651, data_time: 0.004, memory: 6921, loss_aux: 1.4971, top1_acc: 0.3863, top5_acc: 0.6289, loss_cls: 2.7782, loss: 4.2753, grad_norm: 2.7361 2021-07-20 00:17:36,491 - mmaction - INFO - Epoch [89][380/1879] lr: 7.270e-02, eta: 20:46:15, time: 0.597, data_time: 0.006, memory: 6921, loss_aux: 1.4918, top1_acc: 0.3941, top5_acc: 0.6410, loss_cls: 2.7612, loss: 4.2530, grad_norm: 2.7596 2021-07-20 00:17:50,712 - mmaction - INFO - Epoch [89][400/1879] lr: 7.268e-02, eta: 20:46:04, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.4608, top1_acc: 0.4031, top5_acc: 0.6395, loss_cls: 2.7221, loss: 4.1828, grad_norm: 2.7289 2021-07-20 00:18:06,136 - mmaction - INFO - Epoch [89][420/1879] lr: 7.266e-02, eta: 20:45:52, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.5332, top1_acc: 0.3773, top5_acc: 0.6145, loss_cls: 2.8440, loss: 4.3771, grad_norm: 2.7654 2021-07-20 00:18:17,480 - mmaction - INFO - Epoch [89][440/1879] lr: 7.264e-02, eta: 20:45:38, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.4952, top1_acc: 0.3805, top5_acc: 0.6344, loss_cls: 2.7521, loss: 4.2473, grad_norm: 2.7820 2021-07-20 00:18:31,257 - mmaction - INFO - Epoch [89][460/1879] lr: 7.262e-02, eta: 20:45:26, time: 0.687, data_time: 0.002, memory: 6921, loss_aux: 1.4871, top1_acc: 0.3824, top5_acc: 0.6398, loss_cls: 2.7753, loss: 4.2624, grad_norm: 2.8059 2021-07-20 00:18:43,253 - mmaction - INFO - Epoch [89][480/1879] lr: 7.259e-02, eta: 20:45:13, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.4754, top1_acc: 0.3918, top5_acc: 0.6387, loss_cls: 2.7583, loss: 4.2337, grad_norm: 2.7695 2021-07-20 00:18:57,642 - mmaction - INFO - Epoch [89][500/1879] lr: 7.257e-02, eta: 20:45:01, time: 0.718, data_time: 0.004, memory: 6921, loss_aux: 1.5063, top1_acc: 0.3797, top5_acc: 0.6273, loss_cls: 2.8101, loss: 4.3163, grad_norm: 2.7323 2021-07-20 00:19:14,105 - mmaction - INFO - Epoch [89][520/1879] lr: 7.255e-02, eta: 20:44:51, time: 0.825, data_time: 0.005, memory: 6921, loss_aux: 1.5149, top1_acc: 0.3762, top5_acc: 0.6199, loss_cls: 2.8293, loss: 4.3442, grad_norm: 2.7559 2021-07-20 00:19:26,026 - mmaction - INFO - Epoch [89][540/1879] lr: 7.253e-02, eta: 20:44:37, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.5108, top1_acc: 0.3672, top5_acc: 0.6352, loss_cls: 2.8095, loss: 4.3203, grad_norm: 2.8678 2021-07-20 00:19:51,841 - mmaction - INFO - Epoch [89][560/1879] lr: 7.251e-02, eta: 20:44:33, time: 1.288, data_time: 0.003, memory: 6921, loss_aux: 1.5303, top1_acc: 0.3746, top5_acc: 0.6191, loss_cls: 2.8531, loss: 4.3834, grad_norm: 2.7685 2021-07-20 00:20:08,522 - mmaction - INFO - Epoch [89][580/1879] lr: 7.249e-02, eta: 20:44:23, time: 0.836, data_time: 0.008, memory: 6921, loss_aux: 1.5344, top1_acc: 0.3762, top5_acc: 0.6262, loss_cls: 2.8260, loss: 4.3604, grad_norm: 2.7922 2021-07-20 00:20:23,250 - mmaction - INFO - Epoch [89][600/1879] lr: 7.247e-02, eta: 20:44:11, time: 0.735, data_time: 0.004, memory: 6921, loss_aux: 1.4959, top1_acc: 0.3883, top5_acc: 0.6363, loss_cls: 2.7814, loss: 4.2773, grad_norm: 2.8686 2021-07-20 00:20:36,027 - mmaction - INFO - Epoch [89][620/1879] lr: 7.244e-02, eta: 20:43:58, time: 0.641, data_time: 0.008, memory: 6921, loss_aux: 1.5048, top1_acc: 0.3828, top5_acc: 0.6414, loss_cls: 2.7891, loss: 4.2939, grad_norm: 2.7390 2021-07-20 00:20:51,483 - mmaction - INFO - Epoch [89][640/1879] lr: 7.242e-02, eta: 20:43:47, time: 0.773, data_time: 0.003, memory: 6921, loss_aux: 1.5173, top1_acc: 0.3969, top5_acc: 0.6375, loss_cls: 2.7928, loss: 4.3101, grad_norm: 2.8267 2021-07-20 00:21:03,326 - mmaction - INFO - Epoch [89][660/1879] lr: 7.240e-02, eta: 20:43:34, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.5060, top1_acc: 0.3895, top5_acc: 0.6281, loss_cls: 2.7915, loss: 4.2975, grad_norm: 2.7104 2021-07-20 00:21:14,937 - mmaction - INFO - Epoch [89][680/1879] lr: 7.238e-02, eta: 20:43:20, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.4857, top1_acc: 0.3793, top5_acc: 0.6379, loss_cls: 2.7584, loss: 4.2441, grad_norm: 2.7695 2021-07-20 00:21:32,944 - mmaction - INFO - Epoch [89][700/1879] lr: 7.236e-02, eta: 20:43:11, time: 0.903, data_time: 0.006, memory: 6921, loss_aux: 1.4988, top1_acc: 0.3797, top5_acc: 0.6289, loss_cls: 2.7872, loss: 4.2860, grad_norm: 2.7689 2021-07-20 00:21:44,723 - mmaction - INFO - Epoch [89][720/1879] lr: 7.234e-02, eta: 20:42:57, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.5012, top1_acc: 0.3793, top5_acc: 0.6266, loss_cls: 2.7798, loss: 4.2810, grad_norm: 2.7695 2021-07-20 00:22:03,249 - mmaction - INFO - Epoch [89][740/1879] lr: 7.232e-02, eta: 20:42:48, time: 0.925, data_time: 0.002, memory: 6921, loss_aux: 1.5204, top1_acc: 0.3809, top5_acc: 0.6250, loss_cls: 2.8162, loss: 4.3366, grad_norm: 2.7881 2021-07-20 00:22:14,947 - mmaction - INFO - Epoch [89][760/1879] lr: 7.229e-02, eta: 20:42:34, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.5597, top1_acc: 0.3676, top5_acc: 0.6094, loss_cls: 2.8828, loss: 4.4425, grad_norm: 2.7367 2021-07-20 00:22:25,981 - mmaction - INFO - Epoch [89][780/1879] lr: 7.227e-02, eta: 20:42:20, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.4985, top1_acc: 0.3871, top5_acc: 0.6422, loss_cls: 2.7687, loss: 4.2672, grad_norm: 2.7537 2021-07-20 00:22:37,934 - mmaction - INFO - Epoch [89][800/1879] lr: 7.225e-02, eta: 20:42:07, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.5055, top1_acc: 0.3699, top5_acc: 0.6234, loss_cls: 2.7974, loss: 4.3028, grad_norm: 2.7959 2021-07-20 00:22:49,421 - mmaction - INFO - Epoch [89][820/1879] lr: 7.223e-02, eta: 20:41:53, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.4930, top1_acc: 0.3855, top5_acc: 0.6398, loss_cls: 2.7844, loss: 4.2775, grad_norm: 2.8486 2021-07-20 00:23:00,944 - mmaction - INFO - Epoch [89][840/1879] lr: 7.221e-02, eta: 20:41:39, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.5056, top1_acc: 0.3906, top5_acc: 0.6328, loss_cls: 2.7873, loss: 4.2928, grad_norm: 2.7405 2021-07-20 00:23:14,399 - mmaction - INFO - Epoch [89][860/1879] lr: 7.219e-02, eta: 20:41:26, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.5315, top1_acc: 0.3641, top5_acc: 0.6184, loss_cls: 2.8421, loss: 4.3736, grad_norm: 2.7826 2021-07-20 00:23:29,078 - mmaction - INFO - Epoch [89][880/1879] lr: 7.217e-02, eta: 20:41:15, time: 0.731, data_time: 0.004, memory: 6921, loss_aux: 1.5043, top1_acc: 0.3727, top5_acc: 0.6227, loss_cls: 2.8301, loss: 4.3344, grad_norm: 2.6922 2021-07-20 00:23:40,201 - mmaction - INFO - Epoch [89][900/1879] lr: 7.214e-02, eta: 20:41:01, time: 0.559, data_time: 0.008, memory: 6921, loss_aux: 1.5059, top1_acc: 0.3715, top5_acc: 0.6273, loss_cls: 2.8045, loss: 4.3105, grad_norm: 2.7696 2021-07-20 00:23:59,036 - mmaction - INFO - Epoch [89][920/1879] lr: 7.212e-02, eta: 20:40:52, time: 0.941, data_time: 0.002, memory: 6921, loss_aux: 1.4668, top1_acc: 0.3855, top5_acc: 0.6332, loss_cls: 2.7332, loss: 4.2000, grad_norm: 2.8088 2021-07-20 00:24:10,986 - mmaction - INFO - Epoch [89][940/1879] lr: 7.210e-02, eta: 20:40:38, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.5343, top1_acc: 0.3762, top5_acc: 0.6152, loss_cls: 2.8614, loss: 4.3956, grad_norm: 2.7568 2021-07-20 00:24:23,429 - mmaction - INFO - Epoch [89][960/1879] lr: 7.208e-02, eta: 20:40:25, time: 0.642, data_time: 0.034, memory: 6921, loss_aux: 1.5217, top1_acc: 0.3801, top5_acc: 0.6238, loss_cls: 2.8301, loss: 4.3517, grad_norm: 2.8108 2021-07-20 00:24:35,391 - mmaction - INFO - Epoch [89][980/1879] lr: 7.206e-02, eta: 20:40:12, time: 0.611, data_time: 0.024, memory: 6921, loss_aux: 1.4868, top1_acc: 0.3840, top5_acc: 0.6320, loss_cls: 2.7938, loss: 4.2805, grad_norm: 2.7667 2021-07-20 00:24:51,063 - mmaction - INFO - Epoch [89][1000/1879] lr: 7.204e-02, eta: 20:40:01, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.4573, top1_acc: 0.4020, top5_acc: 0.6543, loss_cls: 2.6954, loss: 4.1527, grad_norm: 2.7344 2021-07-20 00:25:05,170 - mmaction - INFO - Epoch [89][1020/1879] lr: 7.202e-02, eta: 20:39:49, time: 0.708, data_time: 0.005, memory: 6921, loss_aux: 1.4968, top1_acc: 0.3789, top5_acc: 0.6383, loss_cls: 2.7873, loss: 4.2842, grad_norm: 2.7690 2021-07-20 00:25:17,065 - mmaction - INFO - Epoch [89][1040/1879] lr: 7.199e-02, eta: 20:39:35, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.5086, top1_acc: 0.3816, top5_acc: 0.6285, loss_cls: 2.7927, loss: 4.3013, grad_norm: 2.7694 2021-07-20 00:25:29,171 - mmaction - INFO - Epoch [89][1060/1879] lr: 7.197e-02, eta: 20:39:22, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.5199, top1_acc: 0.3785, top5_acc: 0.6273, loss_cls: 2.8218, loss: 4.3417, grad_norm: 2.7506 2021-07-20 00:25:40,753 - mmaction - INFO - Epoch [89][1080/1879] lr: 7.195e-02, eta: 20:39:08, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.5291, top1_acc: 0.3770, top5_acc: 0.6160, loss_cls: 2.8699, loss: 4.3990, grad_norm: 2.7777 2021-07-20 00:26:00,298 - mmaction - INFO - Epoch [89][1100/1879] lr: 7.193e-02, eta: 20:39:00, time: 0.977, data_time: 0.002, memory: 6921, loss_aux: 1.4388, top1_acc: 0.4160, top5_acc: 0.6539, loss_cls: 2.6613, loss: 4.1001, grad_norm: 2.7772 2021-07-20 00:26:19,969 - mmaction - INFO - Epoch [89][1120/1879] lr: 7.191e-02, eta: 20:38:51, time: 0.981, data_time: 0.002, memory: 6921, loss_aux: 1.5115, top1_acc: 0.3809, top5_acc: 0.6324, loss_cls: 2.8060, loss: 4.3176, grad_norm: 2.8591 2021-07-20 00:26:34,129 - mmaction - INFO - Epoch [89][1140/1879] lr: 7.189e-02, eta: 20:38:39, time: 0.699, data_time: 0.004, memory: 6921, loss_aux: 1.5082, top1_acc: 0.3770, top5_acc: 0.6242, loss_cls: 2.8182, loss: 4.3264, grad_norm: 2.7953 2021-07-20 00:26:49,074 - mmaction - INFO - Epoch [89][1160/1879] lr: 7.187e-02, eta: 20:38:28, time: 0.757, data_time: 0.014, memory: 6921, loss_aux: 1.4713, top1_acc: 0.3895, top5_acc: 0.6488, loss_cls: 2.7430, loss: 4.2143, grad_norm: 2.8242 2021-07-20 00:27:00,678 - mmaction - INFO - Epoch [89][1180/1879] lr: 7.184e-02, eta: 20:38:14, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.5152, top1_acc: 0.3840, top5_acc: 0.6336, loss_cls: 2.7910, loss: 4.3061, grad_norm: 2.8004 2021-07-20 00:27:15,322 - mmaction - INFO - Epoch [89][1200/1879] lr: 7.182e-02, eta: 20:38:03, time: 0.728, data_time: 0.005, memory: 6921, loss_aux: 1.5238, top1_acc: 0.3922, top5_acc: 0.6219, loss_cls: 2.8078, loss: 4.3315, grad_norm: 2.7886 2021-07-20 00:27:30,332 - mmaction - INFO - Epoch [89][1220/1879] lr: 7.180e-02, eta: 20:37:51, time: 0.716, data_time: 0.011, memory: 6921, loss_aux: 1.5129, top1_acc: 0.3816, top5_acc: 0.6258, loss_cls: 2.7840, loss: 4.2970, grad_norm: 2.7599 2021-07-20 00:27:41,691 - mmaction - INFO - Epoch [89][1240/1879] lr: 7.178e-02, eta: 20:37:37, time: 0.605, data_time: 0.040, memory: 6921, loss_aux: 1.5338, top1_acc: 0.3816, top5_acc: 0.6246, loss_cls: 2.8368, loss: 4.3706, grad_norm: 2.8136 2021-07-20 00:27:54,794 - mmaction - INFO - Epoch [89][1260/1879] lr: 7.176e-02, eta: 20:37:24, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.4997, top1_acc: 0.3828, top5_acc: 0.6219, loss_cls: 2.8088, loss: 4.3085, grad_norm: 2.7637 2021-07-20 00:28:06,425 - mmaction - INFO - Epoch [89][1280/1879] lr: 7.174e-02, eta: 20:37:11, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.5328, top1_acc: 0.3668, top5_acc: 0.6266, loss_cls: 2.8470, loss: 4.3798, grad_norm: 2.7486 2021-07-20 00:28:20,243 - mmaction - INFO - Epoch [89][1300/1879] lr: 7.172e-02, eta: 20:36:58, time: 0.684, data_time: 0.001, memory: 6921, loss_aux: 1.4732, top1_acc: 0.4020, top5_acc: 0.6504, loss_cls: 2.7232, loss: 4.1964, grad_norm: 2.8534 2021-07-20 00:28:37,054 - mmaction - INFO - Epoch [89][1320/1879] lr: 7.169e-02, eta: 20:36:48, time: 0.846, data_time: 0.009, memory: 6921, loss_aux: 1.5246, top1_acc: 0.3762, top5_acc: 0.6203, loss_cls: 2.8563, loss: 4.3809, grad_norm: 2.8569 2021-07-20 00:28:53,821 - mmaction - INFO - Epoch [89][1340/1879] lr: 7.167e-02, eta: 20:36:38, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 1.5345, top1_acc: 0.3789, top5_acc: 0.6328, loss_cls: 2.8194, loss: 4.3538, grad_norm: 2.7984 2021-07-20 00:29:08,830 - mmaction - INFO - Epoch [89][1360/1879] lr: 7.165e-02, eta: 20:36:27, time: 0.752, data_time: 0.004, memory: 6921, loss_aux: 1.5525, top1_acc: 0.3582, top5_acc: 0.6168, loss_cls: 2.9084, loss: 4.4609, grad_norm: 2.8061 2021-07-20 00:29:23,703 - mmaction - INFO - Epoch [89][1380/1879] lr: 7.163e-02, eta: 20:36:15, time: 0.744, data_time: 0.003, memory: 6921, loss_aux: 1.4843, top1_acc: 0.3941, top5_acc: 0.6496, loss_cls: 2.7465, loss: 4.2307, grad_norm: 2.7450 2021-07-20 00:29:37,061 - mmaction - INFO - Epoch [89][1400/1879] lr: 7.161e-02, eta: 20:36:03, time: 0.666, data_time: 0.006, memory: 6921, loss_aux: 1.5211, top1_acc: 0.3797, top5_acc: 0.6188, loss_cls: 2.8268, loss: 4.3478, grad_norm: 2.8322 2021-07-20 00:29:49,125 - mmaction - INFO - Epoch [89][1420/1879] lr: 7.159e-02, eta: 20:35:49, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.5125, top1_acc: 0.3750, top5_acc: 0.6234, loss_cls: 2.8375, loss: 4.3500, grad_norm: 2.8312 2021-07-20 00:30:00,585 - mmaction - INFO - Epoch [89][1440/1879] lr: 7.157e-02, eta: 20:35:35, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.5368, top1_acc: 0.3797, top5_acc: 0.6102, loss_cls: 2.8696, loss: 4.4064, grad_norm: 2.7725 2021-07-20 00:30:15,479 - mmaction - INFO - Epoch [89][1460/1879] lr: 7.155e-02, eta: 20:35:24, time: 0.745, data_time: 0.002, memory: 6921, loss_aux: 1.4805, top1_acc: 0.3828, top5_acc: 0.6406, loss_cls: 2.7796, loss: 4.2601, grad_norm: 2.6891 2021-07-20 00:30:29,109 - mmaction - INFO - Epoch [89][1480/1879] lr: 7.152e-02, eta: 20:35:11, time: 0.680, data_time: 0.004, memory: 6921, loss_aux: 1.5161, top1_acc: 0.3711, top5_acc: 0.6207, loss_cls: 2.8114, loss: 4.3275, grad_norm: 2.7832 2021-07-20 00:30:42,842 - mmaction - INFO - Epoch [89][1500/1879] lr: 7.150e-02, eta: 20:34:59, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.4873, top1_acc: 0.3805, top5_acc: 0.6355, loss_cls: 2.7832, loss: 4.2704, grad_norm: 2.7987 2021-07-20 00:30:54,548 - mmaction - INFO - Epoch [89][1520/1879] lr: 7.148e-02, eta: 20:34:45, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.4927, top1_acc: 0.3898, top5_acc: 0.6387, loss_cls: 2.7737, loss: 4.2664, grad_norm: 2.7225 2021-07-20 00:31:08,188 - mmaction - INFO - Epoch [89][1540/1879] lr: 7.146e-02, eta: 20:34:33, time: 0.680, data_time: 0.004, memory: 6921, loss_aux: 1.5155, top1_acc: 0.3789, top5_acc: 0.6230, loss_cls: 2.8247, loss: 4.3402, grad_norm: 2.8006 2021-07-20 00:31:23,631 - mmaction - INFO - Epoch [89][1560/1879] lr: 7.144e-02, eta: 20:34:22, time: 0.773, data_time: 0.004, memory: 6921, loss_aux: 1.4878, top1_acc: 0.3859, top5_acc: 0.6383, loss_cls: 2.7621, loss: 4.2499, grad_norm: 2.7727 2021-07-20 00:31:35,079 - mmaction - INFO - Epoch [89][1580/1879] lr: 7.142e-02, eta: 20:34:08, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.4935, top1_acc: 0.3895, top5_acc: 0.6332, loss_cls: 2.8036, loss: 4.2971, grad_norm: 2.7691 2021-07-20 00:31:48,454 - mmaction - INFO - Epoch [89][1600/1879] lr: 7.140e-02, eta: 20:33:56, time: 0.668, data_time: 0.001, memory: 6921, loss_aux: 1.5069, top1_acc: 0.3762, top5_acc: 0.6371, loss_cls: 2.7769, loss: 4.2838, grad_norm: 2.8170 2021-07-20 00:32:03,813 - mmaction - INFO - Epoch [89][1620/1879] lr: 7.137e-02, eta: 20:33:44, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.5185, top1_acc: 0.3773, top5_acc: 0.6297, loss_cls: 2.8417, loss: 4.3602, grad_norm: 2.8148 2021-07-20 00:32:20,574 - mmaction - INFO - Epoch [89][1640/1879] lr: 7.135e-02, eta: 20:33:34, time: 0.837, data_time: 0.004, memory: 6921, loss_aux: 1.5278, top1_acc: 0.3836, top5_acc: 0.6133, loss_cls: 2.8416, loss: 4.3694, grad_norm: 2.7452 2021-07-20 00:32:32,271 - mmaction - INFO - Epoch [89][1660/1879] lr: 7.133e-02, eta: 20:33:20, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.4937, top1_acc: 0.3871, top5_acc: 0.6410, loss_cls: 2.7426, loss: 4.2363, grad_norm: 2.7955 2021-07-20 00:32:44,634 - mmaction - INFO - Epoch [89][1680/1879] lr: 7.131e-02, eta: 20:33:07, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.5042, top1_acc: 0.3820, top5_acc: 0.6312, loss_cls: 2.8048, loss: 4.3090, grad_norm: 2.7830 2021-07-20 00:33:00,406 - mmaction - INFO - Epoch [89][1700/1879] lr: 7.129e-02, eta: 20:32:56, time: 0.831, data_time: 0.045, memory: 6921, loss_aux: 1.4923, top1_acc: 0.3992, top5_acc: 0.6391, loss_cls: 2.7550, loss: 4.2473, grad_norm: 2.8044 2021-07-20 00:33:12,402 - mmaction - INFO - Epoch [89][1720/1879] lr: 7.127e-02, eta: 20:32:43, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.4830, top1_acc: 0.3984, top5_acc: 0.6375, loss_cls: 2.7473, loss: 4.2303, grad_norm: 2.7465 2021-07-20 00:33:23,842 - mmaction - INFO - Epoch [89][1740/1879] lr: 7.125e-02, eta: 20:32:29, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.5192, top1_acc: 0.3703, top5_acc: 0.6281, loss_cls: 2.8380, loss: 4.3572, grad_norm: 2.8218 2021-07-20 00:33:37,295 - mmaction - INFO - Epoch [89][1760/1879] lr: 7.122e-02, eta: 20:32:16, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.5085, top1_acc: 0.3812, top5_acc: 0.6402, loss_cls: 2.8056, loss: 4.3141, grad_norm: 2.8327 2021-07-20 00:33:51,351 - mmaction - INFO - Epoch [89][1780/1879] lr: 7.120e-02, eta: 20:32:04, time: 0.704, data_time: 0.003, memory: 6921, loss_aux: 1.4905, top1_acc: 0.3867, top5_acc: 0.6348, loss_cls: 2.7639, loss: 4.2544, grad_norm: 2.8001 2021-07-20 00:34:03,845 - mmaction - INFO - Epoch [89][1800/1879] lr: 7.118e-02, eta: 20:31:51, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.5049, top1_acc: 0.3801, top5_acc: 0.6363, loss_cls: 2.7760, loss: 4.2809, grad_norm: 2.7646 2021-07-20 00:34:15,407 - mmaction - INFO - Epoch [89][1820/1879] lr: 7.116e-02, eta: 20:31:37, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.5054, top1_acc: 0.3867, top5_acc: 0.6363, loss_cls: 2.7943, loss: 4.2997, grad_norm: 2.8357 2021-07-20 00:34:30,688 - mmaction - INFO - Epoch [89][1840/1879] lr: 7.114e-02, eta: 20:31:26, time: 0.758, data_time: 0.002, memory: 6921, loss_aux: 1.5223, top1_acc: 0.3836, top5_acc: 0.6395, loss_cls: 2.7935, loss: 4.3159, grad_norm: 2.8278 2021-07-20 00:34:47,963 - mmaction - INFO - Epoch [89][1860/1879] lr: 7.112e-02, eta: 20:31:16, time: 0.860, data_time: 0.010, memory: 6921, loss_aux: 1.5095, top1_acc: 0.3723, top5_acc: 0.6145, loss_cls: 2.8382, loss: 4.3477, grad_norm: 2.7981 2021-07-20 00:35:09,381 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-07-20 00:35:32,205 - mmaction - INFO - Epoch [90][20/1879] lr: 7.108e-02, eta: 20:30:45, time: 0.800, data_time: 0.197, memory: 6921, loss_aux: 1.5019, top1_acc: 0.3758, top5_acc: 0.6301, loss_cls: 2.7723, loss: 4.2742, grad_norm: 2.8556 2021-07-20 00:35:43,428 - mmaction - INFO - Epoch [90][40/1879] lr: 7.106e-02, eta: 20:30:31, time: 0.566, data_time: 0.007, memory: 6921, loss_aux: 1.4776, top1_acc: 0.3926, top5_acc: 0.6508, loss_cls: 2.7232, loss: 4.2008, grad_norm: 2.7761 2021-07-20 00:35:55,311 - mmaction - INFO - Epoch [90][60/1879] lr: 7.103e-02, eta: 20:30:17, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.4934, top1_acc: 0.3875, top5_acc: 0.6414, loss_cls: 2.7415, loss: 4.2349, grad_norm: 2.7644 2021-07-20 00:36:14,616 - mmaction - INFO - Epoch [90][80/1879] lr: 7.101e-02, eta: 20:30:09, time: 0.965, data_time: 0.002, memory: 6921, loss_aux: 1.5505, top1_acc: 0.3641, top5_acc: 0.6109, loss_cls: 2.8833, loss: 4.4338, grad_norm: 2.7814 2021-07-20 00:36:26,937 - mmaction - INFO - Epoch [90][100/1879] lr: 7.099e-02, eta: 20:29:55, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.4815, top1_acc: 0.3848, top5_acc: 0.6281, loss_cls: 2.7562, loss: 4.2377, grad_norm: 2.7561 2021-07-20 00:36:38,300 - mmaction - INFO - Epoch [90][120/1879] lr: 7.097e-02, eta: 20:29:41, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.5197, top1_acc: 0.3844, top5_acc: 0.6266, loss_cls: 2.8191, loss: 4.3387, grad_norm: 2.7855 2021-07-20 00:36:55,187 - mmaction - INFO - Epoch [90][140/1879] lr: 7.095e-02, eta: 20:29:31, time: 0.842, data_time: 0.003, memory: 6921, loss_aux: 1.5114, top1_acc: 0.3707, top5_acc: 0.6273, loss_cls: 2.8343, loss: 4.3458, grad_norm: 2.8580 2021-07-20 00:37:06,281 - mmaction - INFO - Epoch [90][160/1879] lr: 7.093e-02, eta: 20:29:17, time: 0.552, data_time: 0.006, memory: 6921, loss_aux: 1.4502, top1_acc: 0.3988, top5_acc: 0.6434, loss_cls: 2.6807, loss: 4.1308, grad_norm: 2.7495 2021-07-20 00:37:23,893 - mmaction - INFO - Epoch [90][180/1879] lr: 7.091e-02, eta: 20:29:07, time: 0.884, data_time: 0.007, memory: 6921, loss_aux: 1.4968, top1_acc: 0.3941, top5_acc: 0.6359, loss_cls: 2.7498, loss: 4.2466, grad_norm: 2.7561 2021-07-20 00:37:35,764 - mmaction - INFO - Epoch [90][200/1879] lr: 7.088e-02, eta: 20:28:54, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.4901, top1_acc: 0.3883, top5_acc: 0.6336, loss_cls: 2.7718, loss: 4.2620, grad_norm: 2.7847 2021-07-20 00:37:57,982 - mmaction - INFO - Epoch [90][220/1879] lr: 7.086e-02, eta: 20:28:47, time: 1.108, data_time: 0.002, memory: 6921, loss_aux: 1.4953, top1_acc: 0.3863, top5_acc: 0.6305, loss_cls: 2.7730, loss: 4.2683, grad_norm: 2.7687 2021-07-20 00:38:10,092 - mmaction - INFO - Epoch [90][240/1879] lr: 7.084e-02, eta: 20:28:34, time: 0.607, data_time: 0.005, memory: 6921, loss_aux: 1.5158, top1_acc: 0.3898, top5_acc: 0.6359, loss_cls: 2.7818, loss: 4.2976, grad_norm: 2.8741 2021-07-20 00:38:22,026 - mmaction - INFO - Epoch [90][260/1879] lr: 7.082e-02, eta: 20:28:20, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.4956, top1_acc: 0.3832, top5_acc: 0.6352, loss_cls: 2.7822, loss: 4.2778, grad_norm: 2.7506 2021-07-20 00:38:36,623 - mmaction - INFO - Epoch [90][280/1879] lr: 7.080e-02, eta: 20:28:09, time: 0.729, data_time: 0.005, memory: 6921, loss_aux: 1.5455, top1_acc: 0.3699, top5_acc: 0.6184, loss_cls: 2.8585, loss: 4.4039, grad_norm: 2.8313 2021-07-20 00:38:49,774 - mmaction - INFO - Epoch [90][300/1879] lr: 7.078e-02, eta: 20:27:56, time: 0.659, data_time: 0.006, memory: 6921, loss_aux: 1.4805, top1_acc: 0.3875, top5_acc: 0.6359, loss_cls: 2.7187, loss: 4.1992, grad_norm: 2.7249 2021-07-20 00:39:01,128 - mmaction - INFO - Epoch [90][320/1879] lr: 7.076e-02, eta: 20:27:42, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.4895, top1_acc: 0.3934, top5_acc: 0.6371, loss_cls: 2.7627, loss: 4.2522, grad_norm: 2.7690 2021-07-20 00:39:12,367 - mmaction - INFO - Epoch [90][340/1879] lr: 7.074e-02, eta: 20:27:28, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.4845, top1_acc: 0.3910, top5_acc: 0.6371, loss_cls: 2.7595, loss: 4.2440, grad_norm: 2.8091 2021-07-20 00:39:25,135 - mmaction - INFO - Epoch [90][360/1879] lr: 7.071e-02, eta: 20:27:15, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.4818, top1_acc: 0.3832, top5_acc: 0.6430, loss_cls: 2.7473, loss: 4.2291, grad_norm: 2.8324 2021-07-20 00:39:41,104 - mmaction - INFO - Epoch [90][380/1879] lr: 7.069e-02, eta: 20:27:04, time: 0.799, data_time: 0.002, memory: 6921, loss_aux: 1.4778, top1_acc: 0.3867, top5_acc: 0.6332, loss_cls: 2.7679, loss: 4.2457, grad_norm: 2.7816 2021-07-20 00:39:53,977 - mmaction - INFO - Epoch [90][400/1879] lr: 7.067e-02, eta: 20:26:51, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.5010, top1_acc: 0.3766, top5_acc: 0.6266, loss_cls: 2.8154, loss: 4.3163, grad_norm: 2.8252 2021-07-20 00:40:12,513 - mmaction - INFO - Epoch [90][420/1879] lr: 7.065e-02, eta: 20:26:42, time: 0.926, data_time: 0.004, memory: 6921, loss_aux: 1.4767, top1_acc: 0.3953, top5_acc: 0.6465, loss_cls: 2.7417, loss: 4.2184, grad_norm: 2.8110 2021-07-20 00:40:27,795 - mmaction - INFO - Epoch [90][440/1879] lr: 7.063e-02, eta: 20:26:31, time: 0.765, data_time: 0.004, memory: 6921, loss_aux: 1.5005, top1_acc: 0.3793, top5_acc: 0.6293, loss_cls: 2.8034, loss: 4.3040, grad_norm: 2.8133 2021-07-20 00:40:40,538 - mmaction - INFO - Epoch [90][460/1879] lr: 7.061e-02, eta: 20:26:18, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.4713, top1_acc: 0.4047, top5_acc: 0.6445, loss_cls: 2.7236, loss: 4.1948, grad_norm: 2.7709 2021-07-20 00:40:51,681 - mmaction - INFO - Epoch [90][480/1879] lr: 7.059e-02, eta: 20:26:04, time: 0.563, data_time: 0.007, memory: 6921, loss_aux: 1.5202, top1_acc: 0.3781, top5_acc: 0.6250, loss_cls: 2.8249, loss: 4.3451, grad_norm: 2.8514 2021-07-20 00:41:03,115 - mmaction - INFO - Epoch [90][500/1879] lr: 7.056e-02, eta: 20:25:50, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.4956, top1_acc: 0.3934, top5_acc: 0.6375, loss_cls: 2.7850, loss: 4.2806, grad_norm: 2.7931 2021-07-20 00:41:15,549 - mmaction - INFO - Epoch [90][520/1879] lr: 7.054e-02, eta: 20:25:37, time: 0.616, data_time: 0.006, memory: 6921, loss_aux: 1.5343, top1_acc: 0.3707, top5_acc: 0.6207, loss_cls: 2.8300, loss: 4.3643, grad_norm: 2.8204 2021-07-20 00:41:29,034 - mmaction - INFO - Epoch [90][540/1879] lr: 7.052e-02, eta: 20:25:24, time: 0.681, data_time: 0.011, memory: 6921, loss_aux: 1.4968, top1_acc: 0.3980, top5_acc: 0.6570, loss_cls: 2.7353, loss: 4.2322, grad_norm: 2.8538 2021-07-20 00:41:41,746 - mmaction - INFO - Epoch [90][560/1879] lr: 7.050e-02, eta: 20:25:11, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.4762, top1_acc: 0.3980, top5_acc: 0.6465, loss_cls: 2.7019, loss: 4.1781, grad_norm: 2.8288 2021-07-20 00:41:53,750 - mmaction - INFO - Epoch [90][580/1879] lr: 7.048e-02, eta: 20:24:58, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.4702, top1_acc: 0.4004, top5_acc: 0.6375, loss_cls: 2.7327, loss: 4.2029, grad_norm: 2.7422 2021-07-20 00:42:05,950 - mmaction - INFO - Epoch [90][600/1879] lr: 7.046e-02, eta: 20:24:45, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.5122, top1_acc: 0.3816, top5_acc: 0.6258, loss_cls: 2.8189, loss: 4.3311, grad_norm: 2.8086 2021-07-20 00:42:19,677 - mmaction - INFO - Epoch [90][620/1879] lr: 7.044e-02, eta: 20:24:32, time: 0.688, data_time: 0.004, memory: 6921, loss_aux: 1.4910, top1_acc: 0.3785, top5_acc: 0.6371, loss_cls: 2.7546, loss: 4.2456, grad_norm: 2.8681 2021-07-20 00:42:30,913 - mmaction - INFO - Epoch [90][640/1879] lr: 7.042e-02, eta: 20:24:18, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.4915, top1_acc: 0.3957, top5_acc: 0.6422, loss_cls: 2.7489, loss: 4.2405, grad_norm: 2.7997 2021-07-20 00:42:42,545 - mmaction - INFO - Epoch [90][660/1879] lr: 7.039e-02, eta: 20:24:04, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.4857, top1_acc: 0.3887, top5_acc: 0.6441, loss_cls: 2.7240, loss: 4.2097, grad_norm: 2.7617 2021-07-20 00:42:58,054 - mmaction - INFO - Epoch [90][680/1879] lr: 7.037e-02, eta: 20:23:53, time: 0.776, data_time: 0.003, memory: 6921, loss_aux: 1.5056, top1_acc: 0.3891, top5_acc: 0.6285, loss_cls: 2.7889, loss: 4.2945, grad_norm: 2.8324 2021-07-20 00:43:09,166 - mmaction - INFO - Epoch [90][700/1879] lr: 7.035e-02, eta: 20:23:39, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.4751, top1_acc: 0.3891, top5_acc: 0.6395, loss_cls: 2.7366, loss: 4.2117, grad_norm: 2.8053 2021-07-20 00:43:21,139 - mmaction - INFO - Epoch [90][720/1879] lr: 7.033e-02, eta: 20:23:26, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.4762, top1_acc: 0.3977, top5_acc: 0.6469, loss_cls: 2.7407, loss: 4.2169, grad_norm: 2.7676 2021-07-20 00:43:35,947 - mmaction - INFO - Epoch [90][740/1879] lr: 7.031e-02, eta: 20:23:14, time: 0.738, data_time: 0.002, memory: 6921, loss_aux: 1.4642, top1_acc: 0.3906, top5_acc: 0.6406, loss_cls: 2.7057, loss: 4.1699, grad_norm: 2.7612 2021-07-20 00:43:48,518 - mmaction - INFO - Epoch [90][760/1879] lr: 7.029e-02, eta: 20:23:01, time: 0.631, data_time: 0.004, memory: 6921, loss_aux: 1.5280, top1_acc: 0.3711, top5_acc: 0.6207, loss_cls: 2.8340, loss: 4.3620, grad_norm: 2.8705 2021-07-20 00:44:02,056 - mmaction - INFO - Epoch [90][780/1879] lr: 7.027e-02, eta: 20:22:49, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.5133, top1_acc: 0.3887, top5_acc: 0.6297, loss_cls: 2.8066, loss: 4.3199, grad_norm: 2.7974 2021-07-20 00:44:16,922 - mmaction - INFO - Epoch [90][800/1879] lr: 7.025e-02, eta: 20:22:37, time: 0.744, data_time: 0.004, memory: 6921, loss_aux: 1.4903, top1_acc: 0.3820, top5_acc: 0.6418, loss_cls: 2.7601, loss: 4.2504, grad_norm: 2.8058 2021-07-20 00:44:28,959 - mmaction - INFO - Epoch [90][820/1879] lr: 7.022e-02, eta: 20:22:24, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.5035, top1_acc: 0.3957, top5_acc: 0.6387, loss_cls: 2.7614, loss: 4.2648, grad_norm: 2.7966 2021-07-20 00:44:41,544 - mmaction - INFO - Epoch [90][840/1879] lr: 7.020e-02, eta: 20:22:10, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.4919, top1_acc: 0.3781, top5_acc: 0.6340, loss_cls: 2.7871, loss: 4.2790, grad_norm: 2.8342 2021-07-20 00:45:02,165 - mmaction - INFO - Epoch [90][860/1879] lr: 7.018e-02, eta: 20:22:03, time: 1.027, data_time: 0.003, memory: 6921, loss_aux: 1.5092, top1_acc: 0.3875, top5_acc: 0.6340, loss_cls: 2.8053, loss: 4.3145, grad_norm: 2.8055 2021-07-20 00:45:13,686 - mmaction - INFO - Epoch [90][880/1879] lr: 7.016e-02, eta: 20:21:49, time: 0.582, data_time: 0.007, memory: 6921, loss_aux: 1.4912, top1_acc: 0.3812, top5_acc: 0.6340, loss_cls: 2.7652, loss: 4.2563, grad_norm: 2.7800 2021-07-20 00:45:25,207 - mmaction - INFO - Epoch [90][900/1879] lr: 7.014e-02, eta: 20:21:35, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.5223, top1_acc: 0.3879, top5_acc: 0.6332, loss_cls: 2.8083, loss: 4.3306, grad_norm: 2.7893 2021-07-20 00:45:43,022 - mmaction - INFO - Epoch [90][920/1879] lr: 7.012e-02, eta: 20:21:26, time: 0.891, data_time: 0.005, memory: 6921, loss_aux: 1.4698, top1_acc: 0.3980, top5_acc: 0.6504, loss_cls: 2.7186, loss: 4.1884, grad_norm: 2.8181 2021-07-20 00:45:54,504 - mmaction - INFO - Epoch [90][940/1879] lr: 7.010e-02, eta: 20:21:12, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.4926, top1_acc: 0.3848, top5_acc: 0.6336, loss_cls: 2.7576, loss: 4.2502, grad_norm: 2.8262 2021-07-20 00:46:10,611 - mmaction - INFO - Epoch [90][960/1879] lr: 7.008e-02, eta: 20:21:01, time: 0.803, data_time: 0.001, memory: 6921, loss_aux: 1.4788, top1_acc: 0.4082, top5_acc: 0.6438, loss_cls: 2.7424, loss: 4.2212, grad_norm: 2.7804 2021-07-20 00:46:22,915 - mmaction - INFO - Epoch [90][980/1879] lr: 7.005e-02, eta: 20:20:48, time: 0.617, data_time: 0.004, memory: 6921, loss_aux: 1.4776, top1_acc: 0.4039, top5_acc: 0.6516, loss_cls: 2.7309, loss: 4.2085, grad_norm: 2.7523 2021-07-20 00:46:50,138 - mmaction - INFO - Epoch [90][1000/1879] lr: 7.003e-02, eta: 20:20:45, time: 1.358, data_time: 0.002, memory: 6921, loss_aux: 1.5304, top1_acc: 0.3766, top5_acc: 0.6254, loss_cls: 2.8317, loss: 4.3621, grad_norm: 2.8247 2021-07-20 00:47:06,733 - mmaction - INFO - Epoch [90][1020/1879] lr: 7.001e-02, eta: 20:20:34, time: 0.832, data_time: 0.006, memory: 6921, loss_aux: 1.5159, top1_acc: 0.3762, top5_acc: 0.6246, loss_cls: 2.8148, loss: 4.3306, grad_norm: 2.7886 2021-07-20 00:47:20,095 - mmaction - INFO - Epoch [90][1040/1879] lr: 6.999e-02, eta: 20:20:22, time: 0.666, data_time: 0.019, memory: 6921, loss_aux: 1.4984, top1_acc: 0.3852, top5_acc: 0.6324, loss_cls: 2.7927, loss: 4.2911, grad_norm: 2.7769 2021-07-20 00:47:36,213 - mmaction - INFO - Epoch [90][1060/1879] lr: 6.997e-02, eta: 20:20:11, time: 0.806, data_time: 0.008, memory: 6921, loss_aux: 1.5137, top1_acc: 0.3781, top5_acc: 0.6281, loss_cls: 2.8100, loss: 4.3237, grad_norm: 2.8823 2021-07-20 00:47:50,473 - mmaction - INFO - Epoch [90][1080/1879] lr: 6.995e-02, eta: 20:19:59, time: 0.715, data_time: 0.005, memory: 6921, loss_aux: 1.4642, top1_acc: 0.3871, top5_acc: 0.6508, loss_cls: 2.7106, loss: 4.1747, grad_norm: 2.8632 2021-07-20 00:48:03,075 - mmaction - INFO - Epoch [90][1100/1879] lr: 6.993e-02, eta: 20:19:46, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.4951, top1_acc: 0.3723, top5_acc: 0.6266, loss_cls: 2.7798, loss: 4.2749, grad_norm: 2.8220 2021-07-20 00:48:14,281 - mmaction - INFO - Epoch [90][1120/1879] lr: 6.991e-02, eta: 20:19:32, time: 0.562, data_time: 0.007, memory: 6921, loss_aux: 1.4896, top1_acc: 0.3988, top5_acc: 0.6375, loss_cls: 2.7707, loss: 4.2603, grad_norm: 2.9126 2021-07-20 00:48:35,189 - mmaction - INFO - Epoch [90][1140/1879] lr: 6.988e-02, eta: 20:19:24, time: 1.044, data_time: 0.003, memory: 6921, loss_aux: 1.5059, top1_acc: 0.3820, top5_acc: 0.6277, loss_cls: 2.7938, loss: 4.2997, grad_norm: 2.8350 2021-07-20 00:48:46,554 - mmaction - INFO - Epoch [90][1160/1879] lr: 6.986e-02, eta: 20:19:10, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.5050, top1_acc: 0.3895, top5_acc: 0.6219, loss_cls: 2.8073, loss: 4.3124, grad_norm: 2.8078 2021-07-20 00:48:58,908 - mmaction - INFO - Epoch [90][1180/1879] lr: 6.984e-02, eta: 20:18:57, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.4980, top1_acc: 0.3824, top5_acc: 0.6312, loss_cls: 2.7754, loss: 4.2734, grad_norm: 2.8172 2021-07-20 00:49:12,048 - mmaction - INFO - Epoch [90][1200/1879] lr: 6.982e-02, eta: 20:18:44, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.5258, top1_acc: 0.3758, top5_acc: 0.6215, loss_cls: 2.8413, loss: 4.3671, grad_norm: 2.8817 2021-07-20 00:49:23,861 - mmaction - INFO - Epoch [90][1220/1879] lr: 6.980e-02, eta: 20:18:31, time: 0.591, data_time: 0.008, memory: 6921, loss_aux: 1.4983, top1_acc: 0.3859, top5_acc: 0.6277, loss_cls: 2.7563, loss: 4.2545, grad_norm: 2.8480 2021-07-20 00:49:37,076 - mmaction - INFO - Epoch [90][1240/1879] lr: 6.978e-02, eta: 20:18:18, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.4880, top1_acc: 0.3898, top5_acc: 0.6332, loss_cls: 2.7565, loss: 4.2445, grad_norm: 2.7961 2021-07-20 00:49:57,505 - mmaction - INFO - Epoch [90][1260/1879] lr: 6.976e-02, eta: 20:18:10, time: 1.020, data_time: 0.002, memory: 6921, loss_aux: 1.5230, top1_acc: 0.3695, top5_acc: 0.6160, loss_cls: 2.8397, loss: 4.3627, grad_norm: 2.8122 2021-07-20 00:50:11,664 - mmaction - INFO - Epoch [90][1280/1879] lr: 6.974e-02, eta: 20:17:58, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.4707, top1_acc: 0.4098, top5_acc: 0.6547, loss_cls: 2.6700, loss: 4.1407, grad_norm: 2.7402 2021-07-20 00:50:24,875 - mmaction - INFO - Epoch [90][1300/1879] lr: 6.971e-02, eta: 20:17:45, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.4912, top1_acc: 0.3910, top5_acc: 0.6391, loss_cls: 2.7615, loss: 4.2526, grad_norm: 2.8421 2021-07-20 00:50:37,742 - mmaction - INFO - Epoch [90][1320/1879] lr: 6.969e-02, eta: 20:17:33, time: 0.646, data_time: 0.005, memory: 6921, loss_aux: 1.5279, top1_acc: 0.3832, top5_acc: 0.6324, loss_cls: 2.8174, loss: 4.3452, grad_norm: 2.7816 2021-07-20 00:50:49,228 - mmaction - INFO - Epoch [90][1340/1879] lr: 6.967e-02, eta: 20:17:19, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.4915, top1_acc: 0.3988, top5_acc: 0.6402, loss_cls: 2.7640, loss: 4.2555, grad_norm: 2.8799 2021-07-20 00:51:06,751 - mmaction - INFO - Epoch [90][1360/1879] lr: 6.965e-02, eta: 20:17:09, time: 0.877, data_time: 0.002, memory: 6921, loss_aux: 1.4951, top1_acc: 0.3898, top5_acc: 0.6371, loss_cls: 2.7557, loss: 4.2508, grad_norm: 2.8200 2021-07-20 00:51:19,859 - mmaction - INFO - Epoch [90][1380/1879] lr: 6.963e-02, eta: 20:16:56, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.4757, top1_acc: 0.3953, top5_acc: 0.6227, loss_cls: 2.7677, loss: 4.2433, grad_norm: 2.8493 2021-07-20 00:51:31,293 - mmaction - INFO - Epoch [90][1400/1879] lr: 6.961e-02, eta: 20:16:42, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.5447, top1_acc: 0.3711, top5_acc: 0.6219, loss_cls: 2.8707, loss: 4.4154, grad_norm: 2.7647 2021-07-20 00:51:48,565 - mmaction - INFO - Epoch [90][1420/1879] lr: 6.959e-02, eta: 20:16:32, time: 0.863, data_time: 0.002, memory: 6921, loss_aux: 1.4823, top1_acc: 0.3984, top5_acc: 0.6332, loss_cls: 2.7312, loss: 4.2135, grad_norm: 2.7850 2021-07-20 00:52:05,059 - mmaction - INFO - Epoch [90][1440/1879] lr: 6.957e-02, eta: 20:16:22, time: 0.825, data_time: 0.004, memory: 6921, loss_aux: 1.5028, top1_acc: 0.3801, top5_acc: 0.6453, loss_cls: 2.7968, loss: 4.2996, grad_norm: 2.7965 2021-07-20 00:52:16,511 - mmaction - INFO - Epoch [90][1460/1879] lr: 6.954e-02, eta: 20:16:08, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.5209, top1_acc: 0.3715, top5_acc: 0.6172, loss_cls: 2.8475, loss: 4.3685, grad_norm: 2.9655 2021-07-20 00:52:28,178 - mmaction - INFO - Epoch [90][1480/1879] lr: 6.952e-02, eta: 20:15:54, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.5086, top1_acc: 0.3785, top5_acc: 0.6234, loss_cls: 2.8118, loss: 4.3203, grad_norm: 2.8478 2021-07-20 00:52:41,343 - mmaction - INFO - Epoch [90][1500/1879] lr: 6.950e-02, eta: 20:15:42, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.5194, top1_acc: 0.3852, top5_acc: 0.6352, loss_cls: 2.8266, loss: 4.3460, grad_norm: 2.7942 2021-07-20 00:52:53,016 - mmaction - INFO - Epoch [90][1520/1879] lr: 6.948e-02, eta: 20:15:28, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.4696, top1_acc: 0.3930, top5_acc: 0.6266, loss_cls: 2.7255, loss: 4.1951, grad_norm: 2.7665 2021-07-20 00:53:04,750 - mmaction - INFO - Epoch [90][1540/1879] lr: 6.946e-02, eta: 20:15:14, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4843, top1_acc: 0.3902, top5_acc: 0.6375, loss_cls: 2.7651, loss: 4.2494, grad_norm: 2.7920 2021-07-20 00:53:16,350 - mmaction - INFO - Epoch [90][1560/1879] lr: 6.944e-02, eta: 20:15:00, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.5279, top1_acc: 0.3738, top5_acc: 0.6242, loss_cls: 2.8307, loss: 4.3586, grad_norm: 2.8263 2021-07-20 00:53:28,014 - mmaction - INFO - Epoch [90][1580/1879] lr: 6.942e-02, eta: 20:14:47, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.5028, top1_acc: 0.3844, top5_acc: 0.6344, loss_cls: 2.7687, loss: 4.2715, grad_norm: 2.7998 2021-07-20 00:53:40,238 - mmaction - INFO - Epoch [90][1600/1879] lr: 6.940e-02, eta: 20:14:33, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.4738, top1_acc: 0.3855, top5_acc: 0.6504, loss_cls: 2.7463, loss: 4.2201, grad_norm: 2.8569 2021-07-20 00:53:51,995 - mmaction - INFO - Epoch [90][1620/1879] lr: 6.937e-02, eta: 20:14:20, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4931, top1_acc: 0.3852, top5_acc: 0.6352, loss_cls: 2.7817, loss: 4.2747, grad_norm: 2.8357 2021-07-20 00:54:09,589 - mmaction - INFO - Epoch [90][1640/1879] lr: 6.935e-02, eta: 20:14:10, time: 0.856, data_time: 0.005, memory: 6921, loss_aux: 1.5051, top1_acc: 0.3852, top5_acc: 0.6242, loss_cls: 2.7992, loss: 4.3043, grad_norm: 2.7998 2021-07-20 00:54:20,914 - mmaction - INFO - Epoch [90][1660/1879] lr: 6.933e-02, eta: 20:13:56, time: 0.590, data_time: 0.028, memory: 6921, loss_aux: 1.4663, top1_acc: 0.3984, top5_acc: 0.6371, loss_cls: 2.7323, loss: 4.1986, grad_norm: 2.7977 2021-07-20 00:54:34,938 - mmaction - INFO - Epoch [90][1680/1879] lr: 6.931e-02, eta: 20:13:44, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.4960, top1_acc: 0.3773, top5_acc: 0.6285, loss_cls: 2.8030, loss: 4.2990, grad_norm: 2.7952 2021-07-20 00:54:46,896 - mmaction - INFO - Epoch [90][1700/1879] lr: 6.929e-02, eta: 20:13:30, time: 0.603, data_time: 0.010, memory: 6921, loss_aux: 1.4885, top1_acc: 0.3723, top5_acc: 0.6344, loss_cls: 2.7760, loss: 4.2645, grad_norm: 2.7864 2021-07-20 00:55:01,206 - mmaction - INFO - Epoch [90][1720/1879] lr: 6.927e-02, eta: 20:13:18, time: 0.713, data_time: 0.002, memory: 6921, loss_aux: 1.5186, top1_acc: 0.3871, top5_acc: 0.6234, loss_cls: 2.8567, loss: 4.3753, grad_norm: 2.8317 2021-07-20 00:55:12,950 - mmaction - INFO - Epoch [90][1740/1879] lr: 6.925e-02, eta: 20:13:05, time: 0.583, data_time: 0.006, memory: 6921, loss_aux: 1.4946, top1_acc: 0.3840, top5_acc: 0.6340, loss_cls: 2.7694, loss: 4.2641, grad_norm: 2.8189 2021-07-20 00:55:32,132 - mmaction - INFO - Epoch [90][1760/1879] lr: 6.923e-02, eta: 20:12:56, time: 0.963, data_time: 0.008, memory: 6921, loss_aux: 1.4846, top1_acc: 0.3805, top5_acc: 0.6371, loss_cls: 2.7738, loss: 4.2584, grad_norm: 2.8628 2021-07-20 00:55:43,775 - mmaction - INFO - Epoch [90][1780/1879] lr: 6.920e-02, eta: 20:12:42, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.4801, top1_acc: 0.3949, top5_acc: 0.6438, loss_cls: 2.7413, loss: 4.2215, grad_norm: 2.8264 2021-07-20 00:55:55,004 - mmaction - INFO - Epoch [90][1800/1879] lr: 6.918e-02, eta: 20:12:28, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.5155, top1_acc: 0.3867, top5_acc: 0.6277, loss_cls: 2.8196, loss: 4.3351, grad_norm: 2.8423 2021-07-20 00:56:08,222 - mmaction - INFO - Epoch [90][1820/1879] lr: 6.916e-02, eta: 20:12:16, time: 0.662, data_time: 0.004, memory: 6921, loss_aux: 1.4966, top1_acc: 0.3879, top5_acc: 0.6387, loss_cls: 2.7913, loss: 4.2879, grad_norm: 2.7968 2021-07-20 00:56:19,694 - mmaction - INFO - Epoch [90][1840/1879] lr: 6.914e-02, eta: 20:12:02, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.4886, top1_acc: 0.3906, top5_acc: 0.6453, loss_cls: 2.7641, loss: 4.2527, grad_norm: 2.8095 2021-07-20 00:56:31,304 - mmaction - INFO - Epoch [90][1860/1879] lr: 6.912e-02, eta: 20:11:48, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.5065, top1_acc: 0.3727, top5_acc: 0.6238, loss_cls: 2.8379, loss: 4.3444, grad_norm: 2.7958 2021-07-20 00:56:41,574 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-07-20 00:57:05,401 - mmaction - INFO - Epoch [91][20/1879] lr: 6.908e-02, eta: 20:11:17, time: 0.791, data_time: 0.163, memory: 6921, loss_aux: 1.4789, top1_acc: 0.3816, top5_acc: 0.6410, loss_cls: 2.7465, loss: 4.2253, grad_norm: 2.8503 2021-07-20 00:57:17,222 - mmaction - INFO - Epoch [91][40/1879] lr: 6.906e-02, eta: 20:11:03, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.5110, top1_acc: 0.3887, top5_acc: 0.6246, loss_cls: 2.8252, loss: 4.3361, grad_norm: 2.7495 2021-07-20 00:57:30,349 - mmaction - INFO - Epoch [91][60/1879] lr: 6.904e-02, eta: 20:10:50, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.5042, top1_acc: 0.3750, top5_acc: 0.6219, loss_cls: 2.8203, loss: 4.3244, grad_norm: 2.7709 2021-07-20 00:57:42,295 - mmaction - INFO - Epoch [91][80/1879] lr: 6.901e-02, eta: 20:10:37, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.4429, top1_acc: 0.4004, top5_acc: 0.6574, loss_cls: 2.6665, loss: 4.1094, grad_norm: 2.8179 2021-07-20 00:57:54,169 - mmaction - INFO - Epoch [91][100/1879] lr: 6.899e-02, eta: 20:10:23, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.4506, top1_acc: 0.4074, top5_acc: 0.6582, loss_cls: 2.6598, loss: 4.1104, grad_norm: 2.8463 2021-07-20 00:58:06,061 - mmaction - INFO - Epoch [91][120/1879] lr: 6.897e-02, eta: 20:10:10, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4704, top1_acc: 0.4051, top5_acc: 0.6492, loss_cls: 2.7092, loss: 4.1795, grad_norm: 2.8718 2021-07-20 00:58:23,821 - mmaction - INFO - Epoch [91][140/1879] lr: 6.895e-02, eta: 20:10:00, time: 0.888, data_time: 0.004, memory: 6921, loss_aux: 1.4827, top1_acc: 0.3945, top5_acc: 0.6273, loss_cls: 2.7383, loss: 4.2210, grad_norm: 2.8240 2021-07-20 00:58:35,324 - mmaction - INFO - Epoch [91][160/1879] lr: 6.893e-02, eta: 20:09:46, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.5142, top1_acc: 0.3750, top5_acc: 0.6348, loss_cls: 2.7984, loss: 4.3126, grad_norm: 2.8419 2021-07-20 00:58:50,737 - mmaction - INFO - Epoch [91][180/1879] lr: 6.891e-02, eta: 20:09:35, time: 0.768, data_time: 0.007, memory: 6921, loss_aux: 1.4717, top1_acc: 0.3930, top5_acc: 0.6465, loss_cls: 2.6967, loss: 4.1685, grad_norm: 2.7858 2021-07-20 00:59:04,573 - mmaction - INFO - Epoch [91][200/1879] lr: 6.889e-02, eta: 20:09:23, time: 0.691, data_time: 0.010, memory: 6921, loss_aux: 1.4629, top1_acc: 0.3969, top5_acc: 0.6449, loss_cls: 2.7127, loss: 4.1755, grad_norm: 2.9084 2021-07-20 00:59:20,296 - mmaction - INFO - Epoch [91][220/1879] lr: 6.887e-02, eta: 20:09:10, time: 0.694, data_time: 0.007, memory: 6921, loss_aux: 1.4896, top1_acc: 0.3906, top5_acc: 0.6344, loss_cls: 2.7500, loss: 4.2396, grad_norm: 2.8175 2021-07-20 00:59:42,132 - mmaction - INFO - Epoch [91][240/1879] lr: 6.885e-02, eta: 20:09:05, time: 1.186, data_time: 0.103, memory: 6921, loss_aux: 1.4630, top1_acc: 0.4016, top5_acc: 0.6516, loss_cls: 2.7086, loss: 4.1716, grad_norm: 2.7764 2021-07-20 00:59:56,080 - mmaction - INFO - Epoch [91][260/1879] lr: 6.882e-02, eta: 20:08:52, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.5213, top1_acc: 0.3895, top5_acc: 0.6309, loss_cls: 2.8120, loss: 4.3333, grad_norm: 2.8311 2021-07-20 01:00:07,506 - mmaction - INFO - Epoch [91][280/1879] lr: 6.880e-02, eta: 20:08:39, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.4448, top1_acc: 0.3934, top5_acc: 0.6543, loss_cls: 2.6711, loss: 4.1159, grad_norm: 2.7917 2021-07-20 01:00:22,286 - mmaction - INFO - Epoch [91][300/1879] lr: 6.878e-02, eta: 20:08:27, time: 0.738, data_time: 0.002, memory: 6921, loss_aux: 1.4485, top1_acc: 0.3984, top5_acc: 0.6473, loss_cls: 2.6612, loss: 4.1097, grad_norm: 2.8264 2021-07-20 01:00:34,411 - mmaction - INFO - Epoch [91][320/1879] lr: 6.876e-02, eta: 20:08:14, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.4881, top1_acc: 0.3887, top5_acc: 0.6410, loss_cls: 2.7430, loss: 4.2311, grad_norm: 2.8199 2021-07-20 01:00:45,840 - mmaction - INFO - Epoch [91][340/1879] lr: 6.874e-02, eta: 20:08:00, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.5259, top1_acc: 0.3777, top5_acc: 0.6277, loss_cls: 2.8302, loss: 4.3560, grad_norm: 2.9082 2021-07-20 01:00:57,639 - mmaction - INFO - Epoch [91][360/1879] lr: 6.872e-02, eta: 20:07:46, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.4573, top1_acc: 0.4027, top5_acc: 0.6488, loss_cls: 2.6801, loss: 4.1375, grad_norm: 2.7780 2021-07-20 01:01:09,240 - mmaction - INFO - Epoch [91][380/1879] lr: 6.870e-02, eta: 20:07:32, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.4766, top1_acc: 0.3949, top5_acc: 0.6406, loss_cls: 2.7278, loss: 4.2044, grad_norm: 2.8315 2021-07-20 01:01:24,858 - mmaction - INFO - Epoch [91][400/1879] lr: 6.868e-02, eta: 20:07:21, time: 0.781, data_time: 0.002, memory: 6921, loss_aux: 1.5009, top1_acc: 0.3848, top5_acc: 0.6410, loss_cls: 2.7992, loss: 4.3001, grad_norm: 2.9015 2021-07-20 01:01:36,457 - mmaction - INFO - Epoch [91][420/1879] lr: 6.865e-02, eta: 20:07:07, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.4866, top1_acc: 0.3937, top5_acc: 0.6285, loss_cls: 2.7556, loss: 4.2422, grad_norm: 2.8004 2021-07-20 01:01:54,187 - mmaction - INFO - Epoch [91][440/1879] lr: 6.863e-02, eta: 20:06:58, time: 0.886, data_time: 0.002, memory: 6921, loss_aux: 1.4889, top1_acc: 0.3816, top5_acc: 0.6320, loss_cls: 2.7659, loss: 4.2549, grad_norm: 2.8327 2021-07-20 01:02:09,711 - mmaction - INFO - Epoch [91][460/1879] lr: 6.861e-02, eta: 20:06:46, time: 0.698, data_time: 0.004, memory: 6921, loss_aux: 1.5039, top1_acc: 0.3801, top5_acc: 0.6336, loss_cls: 2.7968, loss: 4.3007, grad_norm: 2.8032 2021-07-20 01:02:22,366 - mmaction - INFO - Epoch [91][480/1879] lr: 6.859e-02, eta: 20:06:34, time: 0.710, data_time: 0.080, memory: 6921, loss_aux: 1.4491, top1_acc: 0.3883, top5_acc: 0.6578, loss_cls: 2.6948, loss: 4.1439, grad_norm: 2.8659 2021-07-20 01:02:34,863 - mmaction - INFO - Epoch [91][500/1879] lr: 6.857e-02, eta: 20:06:20, time: 0.625, data_time: 0.007, memory: 6921, loss_aux: 1.5397, top1_acc: 0.3664, top5_acc: 0.6086, loss_cls: 2.8601, loss: 4.3998, grad_norm: 2.8028 2021-07-20 01:02:46,267 - mmaction - INFO - Epoch [91][520/1879] lr: 6.855e-02, eta: 20:06:06, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.4927, top1_acc: 0.3891, top5_acc: 0.6324, loss_cls: 2.7907, loss: 4.2834, grad_norm: 2.8694 2021-07-20 01:02:57,580 - mmaction - INFO - Epoch [91][540/1879] lr: 6.853e-02, eta: 20:05:53, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.5018, top1_acc: 0.3773, top5_acc: 0.6379, loss_cls: 2.7804, loss: 4.2821, grad_norm: 2.8169 2021-07-20 01:03:13,848 - mmaction - INFO - Epoch [91][560/1879] lr: 6.851e-02, eta: 20:05:42, time: 0.812, data_time: 0.003, memory: 6921, loss_aux: 1.4924, top1_acc: 0.4008, top5_acc: 0.6363, loss_cls: 2.7521, loss: 4.2446, grad_norm: 2.8420 2021-07-20 01:03:29,459 - mmaction - INFO - Epoch [91][580/1879] lr: 6.849e-02, eta: 20:05:31, time: 0.781, data_time: 0.003, memory: 6921, loss_aux: 1.4878, top1_acc: 0.3867, top5_acc: 0.6328, loss_cls: 2.7743, loss: 4.2621, grad_norm: 2.8651 2021-07-20 01:03:41,742 - mmaction - INFO - Epoch [91][600/1879] lr: 6.846e-02, eta: 20:05:17, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.5062, top1_acc: 0.3844, top5_acc: 0.6301, loss_cls: 2.7524, loss: 4.2586, grad_norm: 2.8409 2021-07-20 01:03:57,391 - mmaction - INFO - Epoch [91][620/1879] lr: 6.844e-02, eta: 20:05:06, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.5416, top1_acc: 0.3727, top5_acc: 0.6148, loss_cls: 2.8740, loss: 4.4156, grad_norm: 2.8873 2021-07-20 01:04:08,587 - mmaction - INFO - Epoch [91][640/1879] lr: 6.842e-02, eta: 20:04:52, time: 0.560, data_time: 0.010, memory: 6921, loss_aux: 1.4884, top1_acc: 0.3926, top5_acc: 0.6406, loss_cls: 2.7405, loss: 4.2289, grad_norm: 2.8183 2021-07-20 01:04:19,629 - mmaction - INFO - Epoch [91][660/1879] lr: 6.840e-02, eta: 20:04:38, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.4723, top1_acc: 0.3918, top5_acc: 0.6441, loss_cls: 2.7332, loss: 4.2055, grad_norm: 2.8478 2021-07-20 01:04:32,253 - mmaction - INFO - Epoch [91][680/1879] lr: 6.838e-02, eta: 20:04:24, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.5286, top1_acc: 0.3695, top5_acc: 0.6223, loss_cls: 2.8224, loss: 4.3510, grad_norm: 2.8681 2021-07-20 01:04:45,309 - mmaction - INFO - Epoch [91][700/1879] lr: 6.836e-02, eta: 20:04:12, time: 0.719, data_time: 0.067, memory: 6921, loss_aux: 1.4804, top1_acc: 0.4078, top5_acc: 0.6395, loss_cls: 2.7398, loss: 4.2202, grad_norm: 2.8254 2021-07-20 01:04:59,199 - mmaction - INFO - Epoch [91][720/1879] lr: 6.834e-02, eta: 20:04:00, time: 0.691, data_time: 0.001, memory: 6921, loss_aux: 1.4961, top1_acc: 0.3922, top5_acc: 0.6508, loss_cls: 2.7317, loss: 4.2278, grad_norm: 2.8107 2021-07-20 01:05:12,096 - mmaction - INFO - Epoch [91][740/1879] lr: 6.832e-02, eta: 20:03:47, time: 0.646, data_time: 0.004, memory: 6921, loss_aux: 1.5183, top1_acc: 0.3867, top5_acc: 0.6242, loss_cls: 2.8262, loss: 4.3446, grad_norm: 2.8617 2021-07-20 01:05:26,835 - mmaction - INFO - Epoch [91][760/1879] lr: 6.829e-02, eta: 20:03:36, time: 0.738, data_time: 0.004, memory: 6921, loss_aux: 1.5106, top1_acc: 0.3848, top5_acc: 0.6379, loss_cls: 2.7838, loss: 4.2943, grad_norm: 2.7933 2021-07-20 01:05:38,418 - mmaction - INFO - Epoch [91][780/1879] lr: 6.827e-02, eta: 20:03:22, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.5209, top1_acc: 0.3863, top5_acc: 0.6152, loss_cls: 2.8522, loss: 4.3731, grad_norm: 2.8455 2021-07-20 01:05:51,449 - mmaction - INFO - Epoch [91][800/1879] lr: 6.825e-02, eta: 20:03:09, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.4616, top1_acc: 0.3910, top5_acc: 0.6453, loss_cls: 2.7238, loss: 4.1854, grad_norm: 2.8412 2021-07-20 01:06:07,026 - mmaction - INFO - Epoch [91][820/1879] lr: 6.823e-02, eta: 20:02:58, time: 0.779, data_time: 0.002, memory: 6921, loss_aux: 1.4549, top1_acc: 0.3949, top5_acc: 0.6488, loss_cls: 2.6843, loss: 4.1392, grad_norm: 2.8673 2021-07-20 01:06:20,477 - mmaction - INFO - Epoch [91][840/1879] lr: 6.821e-02, eta: 20:02:45, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.5244, top1_acc: 0.3754, top5_acc: 0.6129, loss_cls: 2.8511, loss: 4.3755, grad_norm: 2.8721 2021-07-20 01:06:35,069 - mmaction - INFO - Epoch [91][860/1879] lr: 6.819e-02, eta: 20:02:33, time: 0.729, data_time: 0.004, memory: 6921, loss_aux: 1.4933, top1_acc: 0.3777, top5_acc: 0.6344, loss_cls: 2.7970, loss: 4.2903, grad_norm: 2.8391 2021-07-20 01:06:46,616 - mmaction - INFO - Epoch [91][880/1879] lr: 6.817e-02, eta: 20:02:20, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.4766, top1_acc: 0.3949, top5_acc: 0.6543, loss_cls: 2.6905, loss: 4.1671, grad_norm: 2.8351 2021-07-20 01:06:59,731 - mmaction - INFO - Epoch [91][900/1879] lr: 6.815e-02, eta: 20:02:07, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.4589, top1_acc: 0.3961, top5_acc: 0.6500, loss_cls: 2.7185, loss: 4.1774, grad_norm: 2.7846 2021-07-20 01:07:13,333 - mmaction - INFO - Epoch [91][920/1879] lr: 6.813e-02, eta: 20:01:55, time: 0.683, data_time: 0.006, memory: 6921, loss_aux: 1.4361, top1_acc: 0.4098, top5_acc: 0.6574, loss_cls: 2.6525, loss: 4.0886, grad_norm: 2.7855 2021-07-20 01:07:24,605 - mmaction - INFO - Epoch [91][940/1879] lr: 6.810e-02, eta: 20:01:41, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.4631, top1_acc: 0.3996, top5_acc: 0.6383, loss_cls: 2.7092, loss: 4.1723, grad_norm: 2.8223 2021-07-20 01:07:36,170 - mmaction - INFO - Epoch [91][960/1879] lr: 6.808e-02, eta: 20:01:27, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.4610, top1_acc: 0.4070, top5_acc: 0.6469, loss_cls: 2.7029, loss: 4.1640, grad_norm: 2.8230 2021-07-20 01:07:47,862 - mmaction - INFO - Epoch [91][980/1879] lr: 6.806e-02, eta: 20:01:13, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.4931, top1_acc: 0.3711, top5_acc: 0.6371, loss_cls: 2.7982, loss: 4.2913, grad_norm: 2.8355 2021-07-20 01:08:05,233 - mmaction - INFO - Epoch [91][1000/1879] lr: 6.804e-02, eta: 20:01:03, time: 0.869, data_time: 0.003, memory: 6921, loss_aux: 1.4888, top1_acc: 0.3875, top5_acc: 0.6344, loss_cls: 2.7662, loss: 4.2550, grad_norm: 2.8949 2021-07-20 01:08:19,951 - mmaction - INFO - Epoch [91][1020/1879] lr: 6.802e-02, eta: 20:00:51, time: 0.734, data_time: 0.003, memory: 6921, loss_aux: 1.4956, top1_acc: 0.3949, top5_acc: 0.6414, loss_cls: 2.7829, loss: 4.2785, grad_norm: 2.8609 2021-07-20 01:08:32,030 - mmaction - INFO - Epoch [91][1040/1879] lr: 6.800e-02, eta: 20:00:38, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.4804, top1_acc: 0.3875, top5_acc: 0.6398, loss_cls: 2.7364, loss: 4.2168, grad_norm: 2.7386 2021-07-20 01:08:43,254 - mmaction - INFO - Epoch [91][1060/1879] lr: 6.798e-02, eta: 20:00:24, time: 0.563, data_time: 0.008, memory: 6921, loss_aux: 1.4894, top1_acc: 0.3918, top5_acc: 0.6445, loss_cls: 2.7397, loss: 4.2291, grad_norm: 2.8519 2021-07-20 01:08:55,892 - mmaction - INFO - Epoch [91][1080/1879] lr: 6.796e-02, eta: 20:00:11, time: 0.636, data_time: 0.005, memory: 6921, loss_aux: 1.4916, top1_acc: 0.3898, top5_acc: 0.6328, loss_cls: 2.7655, loss: 4.2572, grad_norm: 2.8906 2021-07-20 01:09:16,280 - mmaction - INFO - Epoch [91][1100/1879] lr: 6.794e-02, eta: 20:00:03, time: 1.019, data_time: 0.017, memory: 6921, loss_aux: 1.4702, top1_acc: 0.3914, top5_acc: 0.6453, loss_cls: 2.7250, loss: 4.1953, grad_norm: 2.8341 2021-07-20 01:09:33,137 - mmaction - INFO - Epoch [91][1120/1879] lr: 6.791e-02, eta: 19:59:53, time: 0.843, data_time: 0.003, memory: 6921, loss_aux: 1.4828, top1_acc: 0.4047, top5_acc: 0.6492, loss_cls: 2.7176, loss: 4.2004, grad_norm: 2.8128 2021-07-20 01:09:44,417 - mmaction - INFO - Epoch [91][1140/1879] lr: 6.789e-02, eta: 19:59:39, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.4806, top1_acc: 0.3859, top5_acc: 0.6457, loss_cls: 2.7578, loss: 4.2385, grad_norm: 2.8535 2021-07-20 01:09:57,258 - mmaction - INFO - Epoch [91][1160/1879] lr: 6.787e-02, eta: 19:59:26, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.4475, top1_acc: 0.4148, top5_acc: 0.6527, loss_cls: 2.6765, loss: 4.1240, grad_norm: 2.7815 2021-07-20 01:10:10,720 - mmaction - INFO - Epoch [91][1180/1879] lr: 6.785e-02, eta: 19:59:13, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.5079, top1_acc: 0.3926, top5_acc: 0.6352, loss_cls: 2.7844, loss: 4.2923, grad_norm: 2.7599 2021-07-20 01:10:28,553 - mmaction - INFO - Epoch [91][1200/1879] lr: 6.783e-02, eta: 19:59:04, time: 0.913, data_time: 0.022, memory: 6921, loss_aux: 1.4841, top1_acc: 0.3953, top5_acc: 0.6395, loss_cls: 2.7395, loss: 4.2235, grad_norm: 2.8172 2021-07-20 01:10:41,186 - mmaction - INFO - Epoch [91][1220/1879] lr: 6.781e-02, eta: 19:58:50, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 1.4673, top1_acc: 0.4000, top5_acc: 0.6371, loss_cls: 2.7245, loss: 4.1918, grad_norm: 2.8650 2021-07-20 01:10:53,245 - mmaction - INFO - Epoch [91][1240/1879] lr: 6.779e-02, eta: 19:58:37, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.5094, top1_acc: 0.3660, top5_acc: 0.6207, loss_cls: 2.8259, loss: 4.3353, grad_norm: 2.7921 2021-07-20 01:11:04,738 - mmaction - INFO - Epoch [91][1260/1879] lr: 6.777e-02, eta: 19:58:23, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.4906, top1_acc: 0.3887, top5_acc: 0.6367, loss_cls: 2.7552, loss: 4.2458, grad_norm: 2.8352 2021-07-20 01:11:16,093 - mmaction - INFO - Epoch [91][1280/1879] lr: 6.775e-02, eta: 19:58:09, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.4998, top1_acc: 0.3805, top5_acc: 0.6320, loss_cls: 2.8005, loss: 4.3002, grad_norm: 2.8865 2021-07-20 01:11:30,265 - mmaction - INFO - Epoch [91][1300/1879] lr: 6.772e-02, eta: 19:57:57, time: 0.708, data_time: 0.002, memory: 6921, loss_aux: 1.5088, top1_acc: 0.3840, top5_acc: 0.6312, loss_cls: 2.7578, loss: 4.2666, grad_norm: 2.8873 2021-07-20 01:11:45,760 - mmaction - INFO - Epoch [91][1320/1879] lr: 6.770e-02, eta: 19:57:46, time: 0.774, data_time: 0.005, memory: 6921, loss_aux: 1.5217, top1_acc: 0.3871, top5_acc: 0.6262, loss_cls: 2.8434, loss: 4.3651, grad_norm: 2.8572 2021-07-20 01:11:59,047 - mmaction - INFO - Epoch [91][1340/1879] lr: 6.768e-02, eta: 19:57:33, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.5060, top1_acc: 0.3895, top5_acc: 0.6340, loss_cls: 2.7845, loss: 4.2905, grad_norm: 2.8605 2021-07-20 01:12:10,364 - mmaction - INFO - Epoch [91][1360/1879] lr: 6.766e-02, eta: 19:57:19, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.4990, top1_acc: 0.3902, top5_acc: 0.6352, loss_cls: 2.7739, loss: 4.2729, grad_norm: 2.7749 2021-07-20 01:12:25,804 - mmaction - INFO - Epoch [91][1380/1879] lr: 6.764e-02, eta: 19:57:08, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.4786, top1_acc: 0.3957, top5_acc: 0.6496, loss_cls: 2.7037, loss: 4.1823, grad_norm: 2.8460 2021-07-20 01:12:45,236 - mmaction - INFO - Epoch [91][1400/1879] lr: 6.762e-02, eta: 19:57:00, time: 0.971, data_time: 0.003, memory: 6921, loss_aux: 1.4663, top1_acc: 0.3937, top5_acc: 0.6430, loss_cls: 2.7181, loss: 4.1844, grad_norm: 2.8941 2021-07-20 01:12:56,791 - mmaction - INFO - Epoch [91][1420/1879] lr: 6.760e-02, eta: 19:56:46, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.5041, top1_acc: 0.3891, top5_acc: 0.6258, loss_cls: 2.7839, loss: 4.2880, grad_norm: 2.8188 2021-07-20 01:13:09,501 - mmaction - INFO - Epoch [91][1440/1879] lr: 6.758e-02, eta: 19:56:33, time: 0.637, data_time: 0.006, memory: 6921, loss_aux: 1.5171, top1_acc: 0.3816, top5_acc: 0.6332, loss_cls: 2.8176, loss: 4.3347, grad_norm: 2.8027 2021-07-20 01:13:22,665 - mmaction - INFO - Epoch [91][1460/1879] lr: 6.756e-02, eta: 19:56:20, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.4938, top1_acc: 0.3855, top5_acc: 0.6320, loss_cls: 2.7659, loss: 4.2597, grad_norm: 2.8243 2021-07-20 01:13:35,778 - mmaction - INFO - Epoch [91][1480/1879] lr: 6.753e-02, eta: 19:56:07, time: 0.662, data_time: 0.008, memory: 6921, loss_aux: 1.5204, top1_acc: 0.3809, top5_acc: 0.6223, loss_cls: 2.8187, loss: 4.3391, grad_norm: 2.8416 2021-07-20 01:13:53,229 - mmaction - INFO - Epoch [91][1500/1879] lr: 6.751e-02, eta: 19:55:57, time: 0.870, data_time: 0.002, memory: 6921, loss_aux: 1.4893, top1_acc: 0.3875, top5_acc: 0.6336, loss_cls: 2.7747, loss: 4.2640, grad_norm: 2.8681 2021-07-20 01:14:04,739 - mmaction - INFO - Epoch [91][1520/1879] lr: 6.749e-02, eta: 19:55:43, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.4901, top1_acc: 0.4023, top5_acc: 0.6453, loss_cls: 2.7563, loss: 4.2464, grad_norm: 2.8719 2021-07-20 01:14:16,021 - mmaction - INFO - Epoch [91][1540/1879] lr: 6.747e-02, eta: 19:55:30, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.4933, top1_acc: 0.3785, top5_acc: 0.6254, loss_cls: 2.7909, loss: 4.2841, grad_norm: 2.8548 2021-07-20 01:14:28,205 - mmaction - INFO - Epoch [91][1560/1879] lr: 6.745e-02, eta: 19:55:16, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.5087, top1_acc: 0.3750, top5_acc: 0.6234, loss_cls: 2.8026, loss: 4.3114, grad_norm: 2.8584 2021-07-20 01:14:39,943 - mmaction - INFO - Epoch [91][1580/1879] lr: 6.743e-02, eta: 19:55:03, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4917, top1_acc: 0.3750, top5_acc: 0.6312, loss_cls: 2.7850, loss: 4.2767, grad_norm: 2.8220 2021-07-20 01:14:51,808 - mmaction - INFO - Epoch [91][1600/1879] lr: 6.741e-02, eta: 19:54:49, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.5117, top1_acc: 0.3902, top5_acc: 0.6375, loss_cls: 2.7813, loss: 4.2930, grad_norm: 2.7991 2021-07-20 01:15:04,691 - mmaction - INFO - Epoch [91][1620/1879] lr: 6.739e-02, eta: 19:54:36, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.4969, top1_acc: 0.3855, top5_acc: 0.6344, loss_cls: 2.7906, loss: 4.2875, grad_norm: 2.8235 2021-07-20 01:15:16,150 - mmaction - INFO - Epoch [91][1640/1879] lr: 6.737e-02, eta: 19:54:22, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.4959, top1_acc: 0.3812, top5_acc: 0.6418, loss_cls: 2.7927, loss: 4.2886, grad_norm: 2.7747 2021-07-20 01:15:28,769 - mmaction - INFO - Epoch [91][1660/1879] lr: 6.735e-02, eta: 19:54:09, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.5000, top1_acc: 0.3930, top5_acc: 0.6395, loss_cls: 2.7635, loss: 4.2635, grad_norm: 2.8125 2021-07-20 01:15:40,437 - mmaction - INFO - Epoch [91][1680/1879] lr: 6.732e-02, eta: 19:53:55, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.4816, top1_acc: 0.4016, top5_acc: 0.6426, loss_cls: 2.7383, loss: 4.2199, grad_norm: 2.7926 2021-07-20 01:15:51,790 - mmaction - INFO - Epoch [91][1700/1879] lr: 6.730e-02, eta: 19:53:42, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.4915, top1_acc: 0.3762, top5_acc: 0.6297, loss_cls: 2.7552, loss: 4.2467, grad_norm: 2.9145 2021-07-20 01:16:04,868 - mmaction - INFO - Epoch [91][1720/1879] lr: 6.728e-02, eta: 19:53:29, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.5134, top1_acc: 0.3816, top5_acc: 0.6312, loss_cls: 2.8010, loss: 4.3144, grad_norm: 2.8873 2021-07-20 01:16:16,859 - mmaction - INFO - Epoch [91][1740/1879] lr: 6.726e-02, eta: 19:53:15, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.4864, top1_acc: 0.3848, top5_acc: 0.6316, loss_cls: 2.7803, loss: 4.2668, grad_norm: 2.8813 2021-07-20 01:16:36,145 - mmaction - INFO - Epoch [91][1760/1879] lr: 6.724e-02, eta: 19:53:06, time: 0.965, data_time: 0.006, memory: 6921, loss_aux: 1.5409, top1_acc: 0.3746, top5_acc: 0.6301, loss_cls: 2.8606, loss: 4.4016, grad_norm: 2.8323 2021-07-20 01:16:50,049 - mmaction - INFO - Epoch [91][1780/1879] lr: 6.722e-02, eta: 19:52:54, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.4656, top1_acc: 0.3988, top5_acc: 0.6449, loss_cls: 2.7115, loss: 4.1771, grad_norm: 2.8276 2021-07-20 01:17:01,284 - mmaction - INFO - Epoch [91][1800/1879] lr: 6.720e-02, eta: 19:52:40, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.4645, top1_acc: 0.3953, top5_acc: 0.6488, loss_cls: 2.7086, loss: 4.1731, grad_norm: 2.8229 2021-07-20 01:17:14,584 - mmaction - INFO - Epoch [91][1820/1879] lr: 6.718e-02, eta: 19:52:28, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.5241, top1_acc: 0.3719, top5_acc: 0.6270, loss_cls: 2.8344, loss: 4.3585, grad_norm: 2.8696 2021-07-20 01:17:35,268 - mmaction - INFO - Epoch [91][1840/1879] lr: 6.716e-02, eta: 19:52:20, time: 1.036, data_time: 0.007, memory: 6921, loss_aux: 1.5005, top1_acc: 0.3824, top5_acc: 0.6340, loss_cls: 2.7879, loss: 4.2884, grad_norm: 2.8211 2021-07-20 01:17:49,163 - mmaction - INFO - Epoch [91][1860/1879] lr: 6.713e-02, eta: 19:52:07, time: 0.697, data_time: 0.004, memory: 6921, loss_aux: 1.4944, top1_acc: 0.4066, top5_acc: 0.6410, loss_cls: 2.7509, loss: 4.2452, grad_norm: 2.8548 2021-07-20 01:17:59,635 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-07-20 01:18:31,133 - mmaction - INFO - Epoch [92][20/1879] lr: 6.709e-02, eta: 19:51:42, time: 1.207, data_time: 0.210, memory: 6921, loss_aux: 1.4967, top1_acc: 0.3996, top5_acc: 0.6422, loss_cls: 2.7173, loss: 4.2141, grad_norm: 2.8123 2021-07-20 01:18:45,683 - mmaction - INFO - Epoch [92][40/1879] lr: 6.707e-02, eta: 19:51:30, time: 0.732, data_time: 0.011, memory: 6921, loss_aux: 1.5068, top1_acc: 0.3926, top5_acc: 0.6328, loss_cls: 2.7582, loss: 4.2650, grad_norm: 2.8477 2021-07-20 01:18:58,688 - mmaction - INFO - Epoch [92][60/1879] lr: 6.705e-02, eta: 19:51:17, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.4666, top1_acc: 0.3977, top5_acc: 0.6488, loss_cls: 2.7051, loss: 4.1717, grad_norm: 2.7806 2021-07-20 01:19:11,303 - mmaction - INFO - Epoch [92][80/1879] lr: 6.703e-02, eta: 19:51:04, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.4855, top1_acc: 0.3785, top5_acc: 0.6359, loss_cls: 2.7581, loss: 4.2437, grad_norm: 2.8823 2021-07-20 01:19:23,679 - mmaction - INFO - Epoch [92][100/1879] lr: 6.701e-02, eta: 19:50:51, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.4631, top1_acc: 0.3996, top5_acc: 0.6516, loss_cls: 2.7100, loss: 4.1731, grad_norm: 2.8199 2021-07-20 01:19:37,020 - mmaction - INFO - Epoch [92][120/1879] lr: 6.699e-02, eta: 19:50:38, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.4776, top1_acc: 0.3953, top5_acc: 0.6457, loss_cls: 2.7214, loss: 4.1990, grad_norm: 2.7821 2021-07-20 01:19:51,476 - mmaction - INFO - Epoch [92][140/1879] lr: 6.697e-02, eta: 19:50:26, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.4855, top1_acc: 0.3918, top5_acc: 0.6422, loss_cls: 2.7366, loss: 4.2221, grad_norm: 2.7991 2021-07-20 01:20:02,941 - mmaction - INFO - Epoch [92][160/1879] lr: 6.695e-02, eta: 19:50:12, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.4386, top1_acc: 0.4027, top5_acc: 0.6473, loss_cls: 2.6737, loss: 4.1123, grad_norm: 2.8026 2021-07-20 01:20:16,956 - mmaction - INFO - Epoch [92][180/1879] lr: 6.692e-02, eta: 19:50:00, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.4514, top1_acc: 0.4086, top5_acc: 0.6523, loss_cls: 2.6942, loss: 4.1456, grad_norm: 2.8352 2021-07-20 01:20:28,723 - mmaction - INFO - Epoch [92][200/1879] lr: 6.690e-02, eta: 19:49:47, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.4985, top1_acc: 0.4000, top5_acc: 0.6410, loss_cls: 2.7544, loss: 4.2529, grad_norm: 2.8586 2021-07-20 01:20:41,353 - mmaction - INFO - Epoch [92][220/1879] lr: 6.688e-02, eta: 19:49:34, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 1.4566, top1_acc: 0.4242, top5_acc: 0.6516, loss_cls: 2.6718, loss: 4.1284, grad_norm: 2.8379 2021-07-20 01:20:53,498 - mmaction - INFO - Epoch [92][240/1879] lr: 6.686e-02, eta: 19:49:20, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.4931, top1_acc: 0.3867, top5_acc: 0.6344, loss_cls: 2.7408, loss: 4.2340, grad_norm: 2.8749 2021-07-20 01:21:07,390 - mmaction - INFO - Epoch [92][260/1879] lr: 6.684e-02, eta: 19:49:08, time: 0.686, data_time: 0.002, memory: 6921, loss_aux: 1.4705, top1_acc: 0.4109, top5_acc: 0.6441, loss_cls: 2.7124, loss: 4.1830, grad_norm: 2.8266 2021-07-20 01:21:19,034 - mmaction - INFO - Epoch [92][280/1879] lr: 6.682e-02, eta: 19:48:54, time: 0.591, data_time: 0.015, memory: 6921, loss_aux: 1.4954, top1_acc: 0.3988, top5_acc: 0.6387, loss_cls: 2.7524, loss: 4.2478, grad_norm: 2.8339 2021-07-20 01:21:33,203 - mmaction - INFO - Epoch [92][300/1879] lr: 6.680e-02, eta: 19:48:42, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 1.4918, top1_acc: 0.3922, top5_acc: 0.6414, loss_cls: 2.7584, loss: 4.2503, grad_norm: 2.8538 2021-07-20 01:21:44,814 - mmaction - INFO - Epoch [92][320/1879] lr: 6.678e-02, eta: 19:48:28, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.4872, top1_acc: 0.3848, top5_acc: 0.6352, loss_cls: 2.7346, loss: 4.2218, grad_norm: 2.7896 2021-07-20 01:21:56,336 - mmaction - INFO - Epoch [92][340/1879] lr: 6.676e-02, eta: 19:48:15, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.4484, top1_acc: 0.4078, top5_acc: 0.6562, loss_cls: 2.6440, loss: 4.0923, grad_norm: 2.7483 2021-07-20 01:22:10,181 - mmaction - INFO - Epoch [92][360/1879] lr: 6.674e-02, eta: 19:48:02, time: 0.693, data_time: 0.003, memory: 6921, loss_aux: 1.4426, top1_acc: 0.4195, top5_acc: 0.6590, loss_cls: 2.6508, loss: 4.0934, grad_norm: 2.8771 2021-07-20 01:22:22,563 - mmaction - INFO - Epoch [92][380/1879] lr: 6.671e-02, eta: 19:47:49, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.4482, top1_acc: 0.4074, top5_acc: 0.6492, loss_cls: 2.6644, loss: 4.1126, grad_norm: 2.8837 2021-07-20 01:22:34,511 - mmaction - INFO - Epoch [92][400/1879] lr: 6.669e-02, eta: 19:47:35, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4723, top1_acc: 0.3918, top5_acc: 0.6379, loss_cls: 2.7319, loss: 4.2042, grad_norm: 2.8759 2021-07-20 01:22:46,361 - mmaction - INFO - Epoch [92][420/1879] lr: 6.667e-02, eta: 19:47:22, time: 0.600, data_time: 0.011, memory: 6921, loss_aux: 1.4905, top1_acc: 0.3902, top5_acc: 0.6379, loss_cls: 2.7547, loss: 4.2452, grad_norm: 2.8500 2021-07-20 01:22:58,373 - mmaction - INFO - Epoch [92][440/1879] lr: 6.665e-02, eta: 19:47:08, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.4708, top1_acc: 0.3977, top5_acc: 0.6359, loss_cls: 2.7322, loss: 4.2030, grad_norm: 2.8577 2021-07-20 01:23:13,131 - mmaction - INFO - Epoch [92][460/1879] lr: 6.663e-02, eta: 19:46:57, time: 0.738, data_time: 0.003, memory: 6921, loss_aux: 1.4656, top1_acc: 0.3730, top5_acc: 0.6301, loss_cls: 2.7558, loss: 4.2214, grad_norm: 2.8844 2021-07-20 01:23:27,310 - mmaction - INFO - Epoch [92][480/1879] lr: 6.661e-02, eta: 19:46:45, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.4937, top1_acc: 0.3973, top5_acc: 0.6414, loss_cls: 2.7288, loss: 4.2225, grad_norm: 2.8653 2021-07-20 01:23:42,000 - mmaction - INFO - Epoch [92][500/1879] lr: 6.659e-02, eta: 19:46:33, time: 0.734, data_time: 0.002, memory: 6921, loss_aux: 1.4654, top1_acc: 0.4016, top5_acc: 0.6402, loss_cls: 2.7063, loss: 4.1717, grad_norm: 2.9056 2021-07-20 01:23:53,467 - mmaction - INFO - Epoch [92][520/1879] lr: 6.657e-02, eta: 19:46:19, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.4956, top1_acc: 0.3945, top5_acc: 0.6355, loss_cls: 2.7796, loss: 4.2753, grad_norm: 2.8980 2021-07-20 01:24:06,296 - mmaction - INFO - Epoch [92][540/1879] lr: 6.655e-02, eta: 19:46:06, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.5058, top1_acc: 0.3875, top5_acc: 0.6281, loss_cls: 2.7810, loss: 4.2868, grad_norm: 2.8718 2021-07-20 01:24:21,962 - mmaction - INFO - Epoch [92][560/1879] lr: 6.653e-02, eta: 19:45:55, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.4539, top1_acc: 0.4020, top5_acc: 0.6590, loss_cls: 2.7011, loss: 4.1550, grad_norm: 2.8300 2021-07-20 01:24:37,526 - mmaction - INFO - Epoch [92][580/1879] lr: 6.650e-02, eta: 19:45:44, time: 0.781, data_time: 0.006, memory: 6921, loss_aux: 1.4853, top1_acc: 0.3977, top5_acc: 0.6449, loss_cls: 2.7540, loss: 4.2393, grad_norm: 2.8523 2021-07-20 01:24:49,364 - mmaction - INFO - Epoch [92][600/1879] lr: 6.648e-02, eta: 19:45:30, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.4519, top1_acc: 0.4066, top5_acc: 0.6406, loss_cls: 2.7028, loss: 4.1548, grad_norm: 2.8406 2021-07-20 01:25:03,018 - mmaction - INFO - Epoch [92][620/1879] lr: 6.646e-02, eta: 19:45:18, time: 0.680, data_time: 0.002, memory: 6921, loss_aux: 1.4833, top1_acc: 0.3937, top5_acc: 0.6434, loss_cls: 2.7485, loss: 4.2318, grad_norm: 2.8682 2021-07-20 01:25:15,099 - mmaction - INFO - Epoch [92][640/1879] lr: 6.644e-02, eta: 19:45:04, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.4956, top1_acc: 0.3809, top5_acc: 0.6348, loss_cls: 2.7826, loss: 4.2782, grad_norm: 2.8071 2021-07-20 01:25:27,155 - mmaction - INFO - Epoch [92][660/1879] lr: 6.642e-02, eta: 19:44:51, time: 0.611, data_time: 0.010, memory: 6921, loss_aux: 1.4722, top1_acc: 0.4047, top5_acc: 0.6504, loss_cls: 2.7158, loss: 4.1879, grad_norm: 2.8275 2021-07-20 01:25:38,570 - mmaction - INFO - Epoch [92][680/1879] lr: 6.640e-02, eta: 19:44:37, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.4798, top1_acc: 0.3941, top5_acc: 0.6531, loss_cls: 2.7248, loss: 4.2046, grad_norm: 2.9198 2021-07-20 01:25:50,236 - mmaction - INFO - Epoch [92][700/1879] lr: 6.638e-02, eta: 19:44:23, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.4674, top1_acc: 0.3996, top5_acc: 0.6523, loss_cls: 2.6904, loss: 4.1578, grad_norm: 2.8387 2021-07-20 01:26:04,301 - mmaction - INFO - Epoch [92][720/1879] lr: 6.636e-02, eta: 19:44:11, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.4593, top1_acc: 0.4047, top5_acc: 0.6539, loss_cls: 2.7094, loss: 4.1687, grad_norm: 2.8650 2021-07-20 01:26:18,352 - mmaction - INFO - Epoch [92][740/1879] lr: 6.634e-02, eta: 19:43:59, time: 0.701, data_time: 0.002, memory: 6921, loss_aux: 1.4997, top1_acc: 0.3859, top5_acc: 0.6281, loss_cls: 2.7809, loss: 4.2806, grad_norm: 2.8791 2021-07-20 01:26:35,855 - mmaction - INFO - Epoch [92][760/1879] lr: 6.632e-02, eta: 19:43:49, time: 0.877, data_time: 0.006, memory: 6921, loss_aux: 1.4438, top1_acc: 0.4109, top5_acc: 0.6535, loss_cls: 2.6772, loss: 4.1211, grad_norm: 2.8343 2021-07-20 01:26:48,442 - mmaction - INFO - Epoch [92][780/1879] lr: 6.629e-02, eta: 19:43:36, time: 0.628, data_time: 0.004, memory: 6921, loss_aux: 1.4562, top1_acc: 0.3937, top5_acc: 0.6504, loss_cls: 2.6853, loss: 4.1415, grad_norm: 2.8558 2021-07-20 01:27:06,386 - mmaction - INFO - Epoch [92][800/1879] lr: 6.627e-02, eta: 19:43:26, time: 0.896, data_time: 0.003, memory: 6921, loss_aux: 1.4616, top1_acc: 0.3996, top5_acc: 0.6438, loss_cls: 2.7120, loss: 4.1736, grad_norm: 2.8341 2021-07-20 01:27:17,815 - mmaction - INFO - Epoch [92][820/1879] lr: 6.625e-02, eta: 19:43:12, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.4908, top1_acc: 0.3879, top5_acc: 0.6473, loss_cls: 2.7498, loss: 4.2405, grad_norm: 2.8523 2021-07-20 01:27:30,469 - mmaction - INFO - Epoch [92][840/1879] lr: 6.623e-02, eta: 19:42:59, time: 0.634, data_time: 0.007, memory: 6921, loss_aux: 1.4788, top1_acc: 0.3953, top5_acc: 0.6406, loss_cls: 2.7154, loss: 4.1942, grad_norm: 2.8783 2021-07-20 01:27:42,514 - mmaction - INFO - Epoch [92][860/1879] lr: 6.621e-02, eta: 19:42:46, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.4963, top1_acc: 0.3953, top5_acc: 0.6301, loss_cls: 2.7769, loss: 4.2732, grad_norm: 2.9048 2021-07-20 01:27:54,984 - mmaction - INFO - Epoch [92][880/1879] lr: 6.619e-02, eta: 19:42:33, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.4771, top1_acc: 0.3859, top5_acc: 0.6402, loss_cls: 2.7276, loss: 4.2047, grad_norm: 2.8927 2021-07-20 01:28:10,030 - mmaction - INFO - Epoch [92][900/1879] lr: 6.617e-02, eta: 19:42:21, time: 0.751, data_time: 0.005, memory: 6921, loss_aux: 1.4958, top1_acc: 0.3898, top5_acc: 0.6352, loss_cls: 2.7489, loss: 4.2446, grad_norm: 2.9135 2021-07-20 01:28:26,464 - mmaction - INFO - Epoch [92][920/1879] lr: 6.615e-02, eta: 19:42:11, time: 0.821, data_time: 0.005, memory: 6921, loss_aux: 1.4835, top1_acc: 0.3844, top5_acc: 0.6254, loss_cls: 2.8018, loss: 4.2853, grad_norm: 2.8271 2021-07-20 01:28:38,120 - mmaction - INFO - Epoch [92][940/1879] lr: 6.613e-02, eta: 19:41:57, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.4875, top1_acc: 0.3777, top5_acc: 0.6238, loss_cls: 2.7738, loss: 4.2613, grad_norm: 2.8732 2021-07-20 01:28:50,596 - mmaction - INFO - Epoch [92][960/1879] lr: 6.611e-02, eta: 19:41:44, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.4171, top1_acc: 0.4121, top5_acc: 0.6637, loss_cls: 2.6189, loss: 4.0359, grad_norm: 2.8479 2021-07-20 01:29:02,192 - mmaction - INFO - Epoch [92][980/1879] lr: 6.608e-02, eta: 19:41:30, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.4759, top1_acc: 0.3895, top5_acc: 0.6379, loss_cls: 2.7123, loss: 4.1883, grad_norm: 2.8606 2021-07-20 01:29:13,338 - mmaction - INFO - Epoch [92][1000/1879] lr: 6.606e-02, eta: 19:41:16, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.5100, top1_acc: 0.3875, top5_acc: 0.6344, loss_cls: 2.7513, loss: 4.2613, grad_norm: 2.9062 2021-07-20 01:29:25,730 - mmaction - INFO - Epoch [92][1020/1879] lr: 6.604e-02, eta: 19:41:03, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.4885, top1_acc: 0.3918, top5_acc: 0.6465, loss_cls: 2.7550, loss: 4.2434, grad_norm: 2.8839 2021-07-20 01:29:39,882 - mmaction - INFO - Epoch [92][1040/1879] lr: 6.602e-02, eta: 19:40:51, time: 0.710, data_time: 0.005, memory: 6921, loss_aux: 1.4552, top1_acc: 0.3902, top5_acc: 0.6406, loss_cls: 2.6980, loss: 4.1533, grad_norm: 2.8828 2021-07-20 01:29:51,646 - mmaction - INFO - Epoch [92][1060/1879] lr: 6.600e-02, eta: 19:40:37, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.4708, top1_acc: 0.3891, top5_acc: 0.6527, loss_cls: 2.7146, loss: 4.1854, grad_norm: 2.9115 2021-07-20 01:30:03,691 - mmaction - INFO - Epoch [92][1080/1879] lr: 6.598e-02, eta: 19:40:24, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.4660, top1_acc: 0.4055, top5_acc: 0.6496, loss_cls: 2.7215, loss: 4.1876, grad_norm: 2.7980 2021-07-20 01:30:15,707 - mmaction - INFO - Epoch [92][1100/1879] lr: 6.596e-02, eta: 19:40:10, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.4807, top1_acc: 0.3922, top5_acc: 0.6273, loss_cls: 2.7649, loss: 4.2456, grad_norm: 2.8293 2021-07-20 01:30:27,395 - mmaction - INFO - Epoch [92][1120/1879] lr: 6.594e-02, eta: 19:39:56, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.5055, top1_acc: 0.3840, top5_acc: 0.6332, loss_cls: 2.7882, loss: 4.2937, grad_norm: 2.8619 2021-07-20 01:30:40,060 - mmaction - INFO - Epoch [92][1140/1879] lr: 6.592e-02, eta: 19:39:43, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.5110, top1_acc: 0.3820, top5_acc: 0.6324, loss_cls: 2.7944, loss: 4.3054, grad_norm: 2.8360 2021-07-20 01:30:55,308 - mmaction - INFO - Epoch [92][1160/1879] lr: 6.590e-02, eta: 19:39:32, time: 0.775, data_time: 0.014, memory: 6921, loss_aux: 1.4525, top1_acc: 0.4121, top5_acc: 0.6625, loss_cls: 2.6730, loss: 4.1256, grad_norm: 2.8692 2021-07-20 01:31:10,843 - mmaction - INFO - Epoch [92][1180/1879] lr: 6.588e-02, eta: 19:39:21, time: 0.775, data_time: 0.002, memory: 6921, loss_aux: 1.4640, top1_acc: 0.3926, top5_acc: 0.6480, loss_cls: 2.7199, loss: 4.1838, grad_norm: 2.8614 2021-07-20 01:31:29,295 - mmaction - INFO - Epoch [92][1200/1879] lr: 6.585e-02, eta: 19:39:11, time: 0.922, data_time: 0.003, memory: 6921, loss_aux: 1.4806, top1_acc: 0.3840, top5_acc: 0.6504, loss_cls: 2.7179, loss: 4.1985, grad_norm: 2.8528 2021-07-20 01:31:42,361 - mmaction - INFO - Epoch [92][1220/1879] lr: 6.583e-02, eta: 19:38:59, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.4863, top1_acc: 0.3793, top5_acc: 0.6254, loss_cls: 2.7902, loss: 4.2764, grad_norm: 2.9322 2021-07-20 01:31:53,985 - mmaction - INFO - Epoch [92][1240/1879] lr: 6.581e-02, eta: 19:38:45, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.4718, top1_acc: 0.3902, top5_acc: 0.6547, loss_cls: 2.7012, loss: 4.1730, grad_norm: 2.7969 2021-07-20 01:32:07,525 - mmaction - INFO - Epoch [92][1260/1879] lr: 6.579e-02, eta: 19:38:32, time: 0.678, data_time: 0.004, memory: 6921, loss_aux: 1.5105, top1_acc: 0.3816, top5_acc: 0.6273, loss_cls: 2.8004, loss: 4.3110, grad_norm: 2.8833 2021-07-20 01:32:21,689 - mmaction - INFO - Epoch [92][1280/1879] lr: 6.577e-02, eta: 19:38:20, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.4719, top1_acc: 0.3832, top5_acc: 0.6363, loss_cls: 2.7418, loss: 4.2137, grad_norm: 2.8822 2021-07-20 01:32:37,521 - mmaction - INFO - Epoch [92][1300/1879] lr: 6.575e-02, eta: 19:38:09, time: 0.790, data_time: 0.002, memory: 6921, loss_aux: 1.4993, top1_acc: 0.3895, top5_acc: 0.6336, loss_cls: 2.7550, loss: 4.2543, grad_norm: 2.8510 2021-07-20 01:32:49,141 - mmaction - INFO - Epoch [92][1320/1879] lr: 6.573e-02, eta: 19:37:55, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.4871, top1_acc: 0.4012, top5_acc: 0.6273, loss_cls: 2.7491, loss: 4.2362, grad_norm: 2.8475 2021-07-20 01:33:03,742 - mmaction - INFO - Epoch [92][1340/1879] lr: 6.571e-02, eta: 19:37:44, time: 0.731, data_time: 0.004, memory: 6921, loss_aux: 1.5088, top1_acc: 0.3812, top5_acc: 0.6434, loss_cls: 2.7751, loss: 4.2839, grad_norm: 2.9347 2021-07-20 01:33:18,446 - mmaction - INFO - Epoch [92][1360/1879] lr: 6.569e-02, eta: 19:37:32, time: 0.734, data_time: 0.003, memory: 6921, loss_aux: 1.4567, top1_acc: 0.3906, top5_acc: 0.6445, loss_cls: 2.7351, loss: 4.1919, grad_norm: 2.8622 2021-07-20 01:33:30,751 - mmaction - INFO - Epoch [92][1380/1879] lr: 6.567e-02, eta: 19:37:19, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.5130, top1_acc: 0.3828, top5_acc: 0.6379, loss_cls: 2.8109, loss: 4.3239, grad_norm: 2.8652 2021-07-20 01:33:42,808 - mmaction - INFO - Epoch [92][1400/1879] lr: 6.564e-02, eta: 19:37:05, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.5203, top1_acc: 0.3859, top5_acc: 0.6297, loss_cls: 2.7978, loss: 4.3181, grad_norm: 2.9342 2021-07-20 01:33:55,496 - mmaction - INFO - Epoch [92][1420/1879] lr: 6.562e-02, eta: 19:36:52, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.4816, top1_acc: 0.4004, top5_acc: 0.6543, loss_cls: 2.7479, loss: 4.2295, grad_norm: 2.8627 2021-07-20 01:34:20,329 - mmaction - INFO - Epoch [92][1440/1879] lr: 6.560e-02, eta: 19:36:47, time: 1.236, data_time: 0.008, memory: 6921, loss_aux: 1.5020, top1_acc: 0.3660, top5_acc: 0.6336, loss_cls: 2.8020, loss: 4.3040, grad_norm: 2.9097 2021-07-20 01:34:36,153 - mmaction - INFO - Epoch [92][1460/1879] lr: 6.558e-02, eta: 19:36:36, time: 0.795, data_time: 0.013, memory: 6921, loss_aux: 1.4959, top1_acc: 0.3930, top5_acc: 0.6406, loss_cls: 2.7538, loss: 4.2497, grad_norm: 2.8802 2021-07-20 01:34:47,266 - mmaction - INFO - Epoch [92][1480/1879] lr: 6.556e-02, eta: 19:36:22, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.4643, top1_acc: 0.4000, top5_acc: 0.6492, loss_cls: 2.6877, loss: 4.1520, grad_norm: 2.8344 2021-07-20 01:34:59,136 - mmaction - INFO - Epoch [92][1500/1879] lr: 6.554e-02, eta: 19:36:08, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.4708, top1_acc: 0.3820, top5_acc: 0.6422, loss_cls: 2.7547, loss: 4.2255, grad_norm: 2.8673 2021-07-20 01:35:11,907 - mmaction - INFO - Epoch [92][1520/1879] lr: 6.552e-02, eta: 19:35:55, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.4903, top1_acc: 0.4016, top5_acc: 0.6375, loss_cls: 2.7745, loss: 4.2648, grad_norm: 2.8460 2021-07-20 01:35:24,303 - mmaction - INFO - Epoch [92][1540/1879] lr: 6.550e-02, eta: 19:35:42, time: 0.621, data_time: 0.004, memory: 6921, loss_aux: 1.4731, top1_acc: 0.3973, top5_acc: 0.6379, loss_cls: 2.7280, loss: 4.2012, grad_norm: 2.8658 2021-07-20 01:35:37,114 - mmaction - INFO - Epoch [92][1560/1879] lr: 6.548e-02, eta: 19:35:29, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 1.5155, top1_acc: 0.3859, top5_acc: 0.6301, loss_cls: 2.8230, loss: 4.3385, grad_norm: 2.8913 2021-07-20 01:35:49,460 - mmaction - INFO - Epoch [92][1580/1879] lr: 6.546e-02, eta: 19:35:16, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.4660, top1_acc: 0.4082, top5_acc: 0.6402, loss_cls: 2.7306, loss: 4.1966, grad_norm: 2.8605 2021-07-20 01:36:03,028 - mmaction - INFO - Epoch [92][1600/1879] lr: 6.544e-02, eta: 19:35:03, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.4756, top1_acc: 0.4070, top5_acc: 0.6461, loss_cls: 2.7183, loss: 4.1938, grad_norm: 2.8765 2021-07-20 01:36:14,980 - mmaction - INFO - Epoch [92][1620/1879] lr: 6.541e-02, eta: 19:34:50, time: 0.626, data_time: 0.030, memory: 6921, loss_aux: 1.4996, top1_acc: 0.3988, top5_acc: 0.6285, loss_cls: 2.7726, loss: 4.2723, grad_norm: 2.8587 2021-07-20 01:36:27,612 - mmaction - INFO - Epoch [92][1640/1879] lr: 6.539e-02, eta: 19:34:37, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.5338, top1_acc: 0.3656, top5_acc: 0.6168, loss_cls: 2.8617, loss: 4.3954, grad_norm: 2.9221 2021-07-20 01:36:38,900 - mmaction - INFO - Epoch [92][1660/1879] lr: 6.537e-02, eta: 19:34:23, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.4964, top1_acc: 0.3797, top5_acc: 0.6441, loss_cls: 2.7502, loss: 4.2466, grad_norm: 2.8353 2021-07-20 01:36:58,416 - mmaction - INFO - Epoch [92][1680/1879] lr: 6.535e-02, eta: 19:34:14, time: 0.975, data_time: 0.002, memory: 6921, loss_aux: 1.4955, top1_acc: 0.3961, top5_acc: 0.6449, loss_cls: 2.7627, loss: 4.2583, grad_norm: 2.8200 2021-07-20 01:37:14,080 - mmaction - INFO - Epoch [92][1700/1879] lr: 6.533e-02, eta: 19:34:03, time: 0.783, data_time: 0.003, memory: 6921, loss_aux: 1.4947, top1_acc: 0.3906, top5_acc: 0.6398, loss_cls: 2.7775, loss: 4.2722, grad_norm: 2.8701 2021-07-20 01:37:32,768 - mmaction - INFO - Epoch [92][1720/1879] lr: 6.531e-02, eta: 19:33:53, time: 0.935, data_time: 0.005, memory: 6921, loss_aux: 1.5241, top1_acc: 0.3707, top5_acc: 0.6262, loss_cls: 2.8166, loss: 4.3408, grad_norm: 2.8476 2021-07-20 01:37:44,445 - mmaction - INFO - Epoch [92][1740/1879] lr: 6.529e-02, eta: 19:33:40, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.4690, top1_acc: 0.3965, top5_acc: 0.6414, loss_cls: 2.7249, loss: 4.1939, grad_norm: 2.8239 2021-07-20 01:37:56,946 - mmaction - INFO - Epoch [92][1760/1879] lr: 6.527e-02, eta: 19:33:27, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.4726, top1_acc: 0.3934, top5_acc: 0.6355, loss_cls: 2.7465, loss: 4.2191, grad_norm: 2.9121 2021-07-20 01:38:09,070 - mmaction - INFO - Epoch [92][1780/1879] lr: 6.525e-02, eta: 19:33:13, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.4902, top1_acc: 0.3988, top5_acc: 0.6391, loss_cls: 2.7546, loss: 4.2449, grad_norm: 2.9034 2021-07-20 01:38:21,441 - mmaction - INFO - Epoch [92][1800/1879] lr: 6.523e-02, eta: 19:33:00, time: 0.612, data_time: 0.008, memory: 6921, loss_aux: 1.4676, top1_acc: 0.4059, top5_acc: 0.6590, loss_cls: 2.6952, loss: 4.1628, grad_norm: 2.8361 2021-07-20 01:38:32,681 - mmaction - INFO - Epoch [92][1820/1879] lr: 6.521e-02, eta: 19:32:46, time: 0.573, data_time: 0.013, memory: 6921, loss_aux: 1.4636, top1_acc: 0.3941, top5_acc: 0.6488, loss_cls: 2.6936, loss: 4.1571, grad_norm: 2.8864 2021-07-20 01:38:45,677 - mmaction - INFO - Epoch [92][1840/1879] lr: 6.518e-02, eta: 19:32:33, time: 0.649, data_time: 0.001, memory: 6921, loss_aux: 1.4926, top1_acc: 0.3809, top5_acc: 0.6309, loss_cls: 2.7666, loss: 4.2592, grad_norm: 2.8527 2021-07-20 01:39:11,392 - mmaction - INFO - Epoch [92][1860/1879] lr: 6.516e-02, eta: 19:32:28, time: 1.260, data_time: 0.003, memory: 6921, loss_aux: 1.5080, top1_acc: 0.3867, top5_acc: 0.6273, loss_cls: 2.8172, loss: 4.3252, grad_norm: 2.8624 2021-07-20 01:39:21,681 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-07-20 01:39:50,205 - mmaction - INFO - Epoch [93][20/1879] lr: 6.512e-02, eta: 19:31:59, time: 0.921, data_time: 0.161, memory: 6921, loss_aux: 1.4810, top1_acc: 0.3953, top5_acc: 0.6418, loss_cls: 2.7506, loss: 4.2316, grad_norm: 2.8409 2021-07-20 01:40:05,891 - mmaction - INFO - Epoch [93][40/1879] lr: 6.510e-02, eta: 19:31:47, time: 0.783, data_time: 0.004, memory: 6921, loss_aux: 1.4707, top1_acc: 0.3934, top5_acc: 0.6469, loss_cls: 2.7286, loss: 4.1993, grad_norm: 2.8272 2021-07-20 01:40:20,914 - mmaction - INFO - Epoch [93][60/1879] lr: 6.508e-02, eta: 19:31:36, time: 0.754, data_time: 0.005, memory: 6921, loss_aux: 1.4924, top1_acc: 0.3898, top5_acc: 0.6418, loss_cls: 2.7535, loss: 4.2459, grad_norm: 2.8934 2021-07-20 01:40:32,138 - mmaction - INFO - Epoch [93][80/1879] lr: 6.506e-02, eta: 19:31:22, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.5143, top1_acc: 0.3676, top5_acc: 0.6320, loss_cls: 2.8203, loss: 4.3347, grad_norm: 2.9184 2021-07-20 01:40:44,195 - mmaction - INFO - Epoch [93][100/1879] lr: 6.504e-02, eta: 19:31:09, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.4209, top1_acc: 0.4152, top5_acc: 0.6625, loss_cls: 2.6038, loss: 4.0247, grad_norm: 2.8111 2021-07-20 01:40:58,435 - mmaction - INFO - Epoch [93][120/1879] lr: 6.502e-02, eta: 19:30:56, time: 0.710, data_time: 0.001, memory: 6921, loss_aux: 1.4580, top1_acc: 0.3918, top5_acc: 0.6500, loss_cls: 2.6929, loss: 4.1509, grad_norm: 2.8072 2021-07-20 01:41:10,662 - mmaction - INFO - Epoch [93][140/1879] lr: 6.500e-02, eta: 19:30:43, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.4733, top1_acc: 0.3875, top5_acc: 0.6383, loss_cls: 2.7368, loss: 4.2101, grad_norm: 2.9219 2021-07-20 01:41:25,331 - mmaction - INFO - Epoch [93][160/1879] lr: 6.498e-02, eta: 19:30:31, time: 0.733, data_time: 0.003, memory: 6921, loss_aux: 1.4488, top1_acc: 0.4184, top5_acc: 0.6453, loss_cls: 2.6496, loss: 4.0984, grad_norm: 2.8723 2021-07-20 01:41:37,560 - mmaction - INFO - Epoch [93][180/1879] lr: 6.496e-02, eta: 19:30:18, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.4798, top1_acc: 0.3945, top5_acc: 0.6387, loss_cls: 2.7278, loss: 4.2076, grad_norm: 2.8608 2021-07-20 01:41:51,016 - mmaction - INFO - Epoch [93][200/1879] lr: 6.493e-02, eta: 19:30:05, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.4789, top1_acc: 0.3891, top5_acc: 0.6363, loss_cls: 2.7207, loss: 4.1996, grad_norm: 2.8471 2021-07-20 01:42:03,838 - mmaction - INFO - Epoch [93][220/1879] lr: 6.491e-02, eta: 19:29:52, time: 0.642, data_time: 0.005, memory: 6921, loss_aux: 1.4813, top1_acc: 0.3969, top5_acc: 0.6457, loss_cls: 2.7363, loss: 4.2175, grad_norm: 2.8391 2021-07-20 01:42:17,150 - mmaction - INFO - Epoch [93][240/1879] lr: 6.489e-02, eta: 19:29:40, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.4518, top1_acc: 0.3957, top5_acc: 0.6477, loss_cls: 2.7071, loss: 4.1589, grad_norm: 2.8581 2021-07-20 01:42:28,214 - mmaction - INFO - Epoch [93][260/1879] lr: 6.487e-02, eta: 19:29:26, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.4833, top1_acc: 0.4062, top5_acc: 0.6500, loss_cls: 2.7116, loss: 4.1949, grad_norm: 2.8538 2021-07-20 01:42:40,143 - mmaction - INFO - Epoch [93][280/1879] lr: 6.485e-02, eta: 19:29:12, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4536, top1_acc: 0.3965, top5_acc: 0.6547, loss_cls: 2.6949, loss: 4.1485, grad_norm: 2.8719 2021-07-20 01:42:52,312 - mmaction - INFO - Epoch [93][300/1879] lr: 6.483e-02, eta: 19:28:59, time: 0.618, data_time: 0.012, memory: 6921, loss_aux: 1.4538, top1_acc: 0.3922, top5_acc: 0.6551, loss_cls: 2.6978, loss: 4.1515, grad_norm: 2.9470 2021-07-20 01:43:06,747 - mmaction - INFO - Epoch [93][320/1879] lr: 6.481e-02, eta: 19:28:47, time: 0.721, data_time: 0.002, memory: 6921, loss_aux: 1.4938, top1_acc: 0.3922, top5_acc: 0.6324, loss_cls: 2.7687, loss: 4.2625, grad_norm: 2.8991 2021-07-20 01:43:17,952 - mmaction - INFO - Epoch [93][340/1879] lr: 6.479e-02, eta: 19:28:33, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.4712, top1_acc: 0.3937, top5_acc: 0.6520, loss_cls: 2.7083, loss: 4.1795, grad_norm: 2.8677 2021-07-20 01:43:33,701 - mmaction - INFO - Epoch [93][360/1879] lr: 6.477e-02, eta: 19:28:22, time: 0.786, data_time: 0.002, memory: 6921, loss_aux: 1.4964, top1_acc: 0.3980, top5_acc: 0.6184, loss_cls: 2.7878, loss: 4.2843, grad_norm: 2.9130 2021-07-20 01:43:45,015 - mmaction - INFO - Epoch [93][380/1879] lr: 6.475e-02, eta: 19:28:08, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.4427, top1_acc: 0.4062, top5_acc: 0.6434, loss_cls: 2.6816, loss: 4.1243, grad_norm: 2.8449 2021-07-20 01:43:57,955 - mmaction - INFO - Epoch [93][400/1879] lr: 6.473e-02, eta: 19:27:55, time: 0.646, data_time: 0.001, memory: 6921, loss_aux: 1.4859, top1_acc: 0.4023, top5_acc: 0.6281, loss_cls: 2.7437, loss: 4.2295, grad_norm: 2.8557 2021-07-20 01:44:09,271 - mmaction - INFO - Epoch [93][420/1879] lr: 6.471e-02, eta: 19:27:41, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.4823, top1_acc: 0.3918, top5_acc: 0.6348, loss_cls: 2.7379, loss: 4.2202, grad_norm: 2.9153 2021-07-20 01:44:21,133 - mmaction - INFO - Epoch [93][440/1879] lr: 6.468e-02, eta: 19:27:28, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.4654, top1_acc: 0.3867, top5_acc: 0.6336, loss_cls: 2.7389, loss: 4.2043, grad_norm: 2.9070 2021-07-20 01:44:33,858 - mmaction - INFO - Epoch [93][460/1879] lr: 6.466e-02, eta: 19:27:14, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.4940, top1_acc: 0.3961, top5_acc: 0.6414, loss_cls: 2.7390, loss: 4.2330, grad_norm: 2.8731 2021-07-20 01:44:48,935 - mmaction - INFO - Epoch [93][480/1879] lr: 6.464e-02, eta: 19:27:03, time: 0.755, data_time: 0.005, memory: 6921, loss_aux: 1.4624, top1_acc: 0.3910, top5_acc: 0.6504, loss_cls: 2.6926, loss: 4.1549, grad_norm: 2.8379 2021-07-20 01:45:01,197 - mmaction - INFO - Epoch [93][500/1879] lr: 6.462e-02, eta: 19:26:50, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.4912, top1_acc: 0.3879, top5_acc: 0.6402, loss_cls: 2.7673, loss: 4.2585, grad_norm: 2.8936 2021-07-20 01:45:12,787 - mmaction - INFO - Epoch [93][520/1879] lr: 6.460e-02, eta: 19:26:36, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.4714, top1_acc: 0.3816, top5_acc: 0.6414, loss_cls: 2.7383, loss: 4.2097, grad_norm: 2.9608 2021-07-20 01:45:24,212 - mmaction - INFO - Epoch [93][540/1879] lr: 6.458e-02, eta: 19:26:22, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.4809, top1_acc: 0.3945, top5_acc: 0.6457, loss_cls: 2.7181, loss: 4.1990, grad_norm: 2.8959 2021-07-20 01:45:37,132 - mmaction - INFO - Epoch [93][560/1879] lr: 6.456e-02, eta: 19:26:09, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.4707, top1_acc: 0.3996, top5_acc: 0.6449, loss_cls: 2.7478, loss: 4.2185, grad_norm: 2.8709 2021-07-20 01:45:48,787 - mmaction - INFO - Epoch [93][580/1879] lr: 6.454e-02, eta: 19:25:55, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4552, top1_acc: 0.3906, top5_acc: 0.6539, loss_cls: 2.7069, loss: 4.1621, grad_norm: 2.8221 2021-07-20 01:46:00,791 - mmaction - INFO - Epoch [93][600/1879] lr: 6.452e-02, eta: 19:25:42, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.4881, top1_acc: 0.3949, top5_acc: 0.6352, loss_cls: 2.7376, loss: 4.2257, grad_norm: 2.8522 2021-07-20 01:46:13,832 - mmaction - INFO - Epoch [93][620/1879] lr: 6.450e-02, eta: 19:25:29, time: 0.651, data_time: 0.004, memory: 6921, loss_aux: 1.4788, top1_acc: 0.4129, top5_acc: 0.6465, loss_cls: 2.6844, loss: 4.1632, grad_norm: 2.8909 2021-07-20 01:46:28,067 - mmaction - INFO - Epoch [93][640/1879] lr: 6.448e-02, eta: 19:25:17, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.4570, top1_acc: 0.4016, top5_acc: 0.6609, loss_cls: 2.7102, loss: 4.1672, grad_norm: 2.8976 2021-07-20 01:46:41,217 - mmaction - INFO - Epoch [93][660/1879] lr: 6.446e-02, eta: 19:25:04, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.4850, top1_acc: 0.4055, top5_acc: 0.6395, loss_cls: 2.7426, loss: 4.2275, grad_norm: 2.8558 2021-07-20 01:46:56,986 - mmaction - INFO - Epoch [93][680/1879] lr: 6.443e-02, eta: 19:24:53, time: 0.784, data_time: 0.005, memory: 6921, loss_aux: 1.4889, top1_acc: 0.3910, top5_acc: 0.6371, loss_cls: 2.7443, loss: 4.2332, grad_norm: 2.8818 2021-07-20 01:47:10,137 - mmaction - INFO - Epoch [93][700/1879] lr: 6.441e-02, eta: 19:24:40, time: 0.663, data_time: 0.010, memory: 6921, loss_aux: 1.4836, top1_acc: 0.3969, top5_acc: 0.6309, loss_cls: 2.7486, loss: 4.2322, grad_norm: 2.8724 2021-07-20 01:47:28,986 - mmaction - INFO - Epoch [93][720/1879] lr: 6.439e-02, eta: 19:24:31, time: 0.908, data_time: 0.004, memory: 6921, loss_aux: 1.4510, top1_acc: 0.3988, top5_acc: 0.6543, loss_cls: 2.6771, loss: 4.1281, grad_norm: 2.8841 2021-07-20 01:47:53,210 - mmaction - INFO - Epoch [93][740/1879] lr: 6.437e-02, eta: 19:24:25, time: 1.246, data_time: 0.043, memory: 6921, loss_aux: 1.4896, top1_acc: 0.3898, top5_acc: 0.6266, loss_cls: 2.7615, loss: 4.2512, grad_norm: 2.9115 2021-07-20 01:48:08,545 - mmaction - INFO - Epoch [93][760/1879] lr: 6.435e-02, eta: 19:24:14, time: 0.768, data_time: 0.004, memory: 6921, loss_aux: 1.4975, top1_acc: 0.3988, top5_acc: 0.6320, loss_cls: 2.7641, loss: 4.2616, grad_norm: 2.9226 2021-07-20 01:48:23,339 - mmaction - INFO - Epoch [93][780/1879] lr: 6.433e-02, eta: 19:24:02, time: 0.740, data_time: 0.005, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4102, top5_acc: 0.6551, loss_cls: 2.6587, loss: 4.1044, grad_norm: 2.8953 2021-07-20 01:48:34,998 - mmaction - INFO - Epoch [93][800/1879] lr: 6.431e-02, eta: 19:23:49, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.4918, top1_acc: 0.3918, top5_acc: 0.6391, loss_cls: 2.7406, loss: 4.2323, grad_norm: 2.9020 2021-07-20 01:48:46,503 - mmaction - INFO - Epoch [93][820/1879] lr: 6.429e-02, eta: 19:23:35, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.5096, top1_acc: 0.3742, top5_acc: 0.6277, loss_cls: 2.7991, loss: 4.3087, grad_norm: 2.9011 2021-07-20 01:49:03,053 - mmaction - INFO - Epoch [93][840/1879] lr: 6.427e-02, eta: 19:23:24, time: 0.826, data_time: 0.003, memory: 6921, loss_aux: 1.4834, top1_acc: 0.3926, top5_acc: 0.6441, loss_cls: 2.7261, loss: 4.2095, grad_norm: 2.8631 2021-07-20 01:49:17,801 - mmaction - INFO - Epoch [93][860/1879] lr: 6.425e-02, eta: 19:23:12, time: 0.738, data_time: 0.004, memory: 6921, loss_aux: 1.5078, top1_acc: 0.3770, top5_acc: 0.6375, loss_cls: 2.7957, loss: 4.3035, grad_norm: 2.9532 2021-07-20 01:49:30,193 - mmaction - INFO - Epoch [93][880/1879] lr: 6.423e-02, eta: 19:22:59, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.4437, top1_acc: 0.4020, top5_acc: 0.6566, loss_cls: 2.6692, loss: 4.1130, grad_norm: 2.9187 2021-07-20 01:49:43,450 - mmaction - INFO - Epoch [93][900/1879] lr: 6.421e-02, eta: 19:22:46, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.4971, top1_acc: 0.3840, top5_acc: 0.6289, loss_cls: 2.7908, loss: 4.2879, grad_norm: 2.8537 2021-07-20 01:49:58,275 - mmaction - INFO - Epoch [93][920/1879] lr: 6.418e-02, eta: 19:22:35, time: 0.747, data_time: 0.016, memory: 6921, loss_aux: 1.4863, top1_acc: 0.3957, top5_acc: 0.6430, loss_cls: 2.7236, loss: 4.2100, grad_norm: 2.8465 2021-07-20 01:50:13,491 - mmaction - INFO - Epoch [93][940/1879] lr: 6.416e-02, eta: 19:22:23, time: 0.746, data_time: 0.005, memory: 6921, loss_aux: 1.4533, top1_acc: 0.4062, top5_acc: 0.6578, loss_cls: 2.6870, loss: 4.1403, grad_norm: 2.8711 2021-07-20 01:50:25,974 - mmaction - INFO - Epoch [93][960/1879] lr: 6.414e-02, eta: 19:22:10, time: 0.642, data_time: 0.021, memory: 6921, loss_aux: 1.5054, top1_acc: 0.3852, top5_acc: 0.6355, loss_cls: 2.7756, loss: 4.2810, grad_norm: 2.9032 2021-07-20 01:50:40,033 - mmaction - INFO - Epoch [93][980/1879] lr: 6.412e-02, eta: 19:21:58, time: 0.701, data_time: 0.002, memory: 6921, loss_aux: 1.4583, top1_acc: 0.4016, top5_acc: 0.6359, loss_cls: 2.7175, loss: 4.1758, grad_norm: 2.8997 2021-07-20 01:50:52,482 - mmaction - INFO - Epoch [93][1000/1879] lr: 6.410e-02, eta: 19:21:45, time: 0.625, data_time: 0.005, memory: 6921, loss_aux: 1.4988, top1_acc: 0.3937, top5_acc: 0.6312, loss_cls: 2.7638, loss: 4.2626, grad_norm: 2.9103 2021-07-20 01:51:04,312 - mmaction - INFO - Epoch [93][1020/1879] lr: 6.408e-02, eta: 19:21:31, time: 0.591, data_time: 0.001, memory: 6921, loss_aux: 1.4717, top1_acc: 0.4004, top5_acc: 0.6473, loss_cls: 2.7107, loss: 4.1824, grad_norm: 2.8521 2021-07-20 01:51:15,957 - mmaction - INFO - Epoch [93][1040/1879] lr: 6.406e-02, eta: 19:21:17, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.4821, top1_acc: 0.3906, top5_acc: 0.6469, loss_cls: 2.7525, loss: 4.2346, grad_norm: 2.9060 2021-07-20 01:51:29,446 - mmaction - INFO - Epoch [93][1060/1879] lr: 6.404e-02, eta: 19:21:05, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.5378, top1_acc: 0.3703, top5_acc: 0.6242, loss_cls: 2.8569, loss: 4.3947, grad_norm: 2.8741 2021-07-20 01:51:40,766 - mmaction - INFO - Epoch [93][1080/1879] lr: 6.402e-02, eta: 19:20:51, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.5336, top1_acc: 0.3676, top5_acc: 0.6355, loss_cls: 2.8304, loss: 4.3639, grad_norm: 2.9434 2021-07-20 01:51:52,073 - mmaction - INFO - Epoch [93][1100/1879] lr: 6.400e-02, eta: 19:20:37, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.4622, top1_acc: 0.3910, top5_acc: 0.6344, loss_cls: 2.7251, loss: 4.1873, grad_norm: 2.8386 2021-07-20 01:52:04,169 - mmaction - INFO - Epoch [93][1120/1879] lr: 6.398e-02, eta: 19:20:24, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.4788, top1_acc: 0.3973, top5_acc: 0.6332, loss_cls: 2.7282, loss: 4.2070, grad_norm: 2.9022 2021-07-20 01:52:16,365 - mmaction - INFO - Epoch [93][1140/1879] lr: 6.396e-02, eta: 19:20:10, time: 0.610, data_time: 0.015, memory: 6921, loss_aux: 1.4723, top1_acc: 0.4043, top5_acc: 0.6469, loss_cls: 2.7080, loss: 4.1803, grad_norm: 2.8845 2021-07-20 01:52:30,580 - mmaction - INFO - Epoch [93][1160/1879] lr: 6.393e-02, eta: 19:19:58, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.4955, top1_acc: 0.3844, top5_acc: 0.6305, loss_cls: 2.7622, loss: 4.2577, grad_norm: 2.9348 2021-07-20 01:52:42,054 - mmaction - INFO - Epoch [93][1180/1879] lr: 6.391e-02, eta: 19:19:44, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.4839, top1_acc: 0.3906, top5_acc: 0.6406, loss_cls: 2.7281, loss: 4.2120, grad_norm: 2.8794 2021-07-20 01:52:55,965 - mmaction - INFO - Epoch [93][1200/1879] lr: 6.389e-02, eta: 19:19:32, time: 0.694, data_time: 0.005, memory: 6921, loss_aux: 1.5122, top1_acc: 0.3910, top5_acc: 0.6250, loss_cls: 2.7978, loss: 4.3100, grad_norm: 2.8997 2021-07-20 01:53:09,107 - mmaction - INFO - Epoch [93][1220/1879] lr: 6.387e-02, eta: 19:19:19, time: 0.660, data_time: 0.007, memory: 6921, loss_aux: 1.4807, top1_acc: 0.3953, top5_acc: 0.6250, loss_cls: 2.7591, loss: 4.2398, grad_norm: 2.8923 2021-07-20 01:53:20,666 - mmaction - INFO - Epoch [93][1240/1879] lr: 6.385e-02, eta: 19:19:06, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.5146, top1_acc: 0.3801, top5_acc: 0.6336, loss_cls: 2.7897, loss: 4.3043, grad_norm: 2.9202 2021-07-20 01:53:33,338 - mmaction - INFO - Epoch [93][1260/1879] lr: 6.383e-02, eta: 19:18:53, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.4463, top1_acc: 0.4004, top5_acc: 0.6504, loss_cls: 2.6915, loss: 4.1378, grad_norm: 2.9001 2021-07-20 01:53:46,289 - mmaction - INFO - Epoch [93][1280/1879] lr: 6.381e-02, eta: 19:18:40, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.4985, top1_acc: 0.3832, top5_acc: 0.6305, loss_cls: 2.7678, loss: 4.2662, grad_norm: 2.8225 2021-07-20 01:53:58,641 - mmaction - INFO - Epoch [93][1300/1879] lr: 6.379e-02, eta: 19:18:26, time: 0.617, data_time: 0.001, memory: 6921, loss_aux: 1.4510, top1_acc: 0.4000, top5_acc: 0.6578, loss_cls: 2.6503, loss: 4.1013, grad_norm: 2.8802 2021-07-20 01:54:10,497 - mmaction - INFO - Epoch [93][1320/1879] lr: 6.377e-02, eta: 19:18:13, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.4792, top1_acc: 0.3961, top5_acc: 0.6312, loss_cls: 2.7451, loss: 4.2243, grad_norm: 2.9187 2021-07-20 01:54:23,218 - mmaction - INFO - Epoch [93][1340/1879] lr: 6.375e-02, eta: 19:18:00, time: 0.638, data_time: 0.005, memory: 6921, loss_aux: 1.4382, top1_acc: 0.3957, top5_acc: 0.6625, loss_cls: 2.6657, loss: 4.1038, grad_norm: 2.8716 2021-07-20 01:54:35,825 - mmaction - INFO - Epoch [93][1360/1879] lr: 6.373e-02, eta: 19:17:47, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.4719, top1_acc: 0.4027, top5_acc: 0.6480, loss_cls: 2.7098, loss: 4.1816, grad_norm: 2.8952 2021-07-20 01:54:47,260 - mmaction - INFO - Epoch [93][1380/1879] lr: 6.371e-02, eta: 19:17:33, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4571, top1_acc: 0.4180, top5_acc: 0.6512, loss_cls: 2.6706, loss: 4.1278, grad_norm: 2.8489 2021-07-20 01:54:59,147 - mmaction - INFO - Epoch [93][1400/1879] lr: 6.369e-02, eta: 19:17:19, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.4471, top1_acc: 0.4066, top5_acc: 0.6617, loss_cls: 2.6728, loss: 4.1199, grad_norm: 2.8504 2021-07-20 01:55:12,664 - mmaction - INFO - Epoch [93][1420/1879] lr: 6.366e-02, eta: 19:17:07, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.5117, top1_acc: 0.3766, top5_acc: 0.6172, loss_cls: 2.8015, loss: 4.3131, grad_norm: 2.8965 2021-07-20 01:55:25,999 - mmaction - INFO - Epoch [93][1440/1879] lr: 6.364e-02, eta: 19:16:54, time: 0.673, data_time: 0.009, memory: 6921, loss_aux: 1.4285, top1_acc: 0.4062, top5_acc: 0.6629, loss_cls: 2.6294, loss: 4.0578, grad_norm: 2.8912 2021-07-20 01:55:37,334 - mmaction - INFO - Epoch [93][1460/1879] lr: 6.362e-02, eta: 19:16:40, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.4476, top1_acc: 0.4227, top5_acc: 0.6578, loss_cls: 2.6502, loss: 4.0979, grad_norm: 2.9273 2021-07-20 01:55:54,104 - mmaction - INFO - Epoch [93][1480/1879] lr: 6.360e-02, eta: 19:16:30, time: 0.836, data_time: 0.004, memory: 6921, loss_aux: 1.5167, top1_acc: 0.3750, top5_acc: 0.6324, loss_cls: 2.8233, loss: 4.3401, grad_norm: 2.9819 2021-07-20 01:56:10,197 - mmaction - INFO - Epoch [93][1500/1879] lr: 6.358e-02, eta: 19:16:19, time: 0.807, data_time: 0.005, memory: 6921, loss_aux: 1.4648, top1_acc: 0.3879, top5_acc: 0.6430, loss_cls: 2.7619, loss: 4.2267, grad_norm: 2.9144 2021-07-20 01:56:26,185 - mmaction - INFO - Epoch [93][1520/1879] lr: 6.356e-02, eta: 19:16:08, time: 0.799, data_time: 0.002, memory: 6921, loss_aux: 1.4777, top1_acc: 0.4004, top5_acc: 0.6410, loss_cls: 2.7346, loss: 4.2123, grad_norm: 2.8653 2021-07-20 01:56:37,727 - mmaction - INFO - Epoch [93][1540/1879] lr: 6.354e-02, eta: 19:15:54, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.4689, top1_acc: 0.4066, top5_acc: 0.6387, loss_cls: 2.7123, loss: 4.1812, grad_norm: 2.8893 2021-07-20 01:56:49,623 - mmaction - INFO - Epoch [93][1560/1879] lr: 6.352e-02, eta: 19:15:41, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4656, top1_acc: 0.4109, top5_acc: 0.6473, loss_cls: 2.6940, loss: 4.1596, grad_norm: 2.8550 2021-07-20 01:57:01,450 - mmaction - INFO - Epoch [93][1580/1879] lr: 6.350e-02, eta: 19:15:27, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.4726, top1_acc: 0.3965, top5_acc: 0.6449, loss_cls: 2.7346, loss: 4.2072, grad_norm: 2.9212 2021-07-20 01:57:18,972 - mmaction - INFO - Epoch [93][1600/1879] lr: 6.348e-02, eta: 19:15:17, time: 0.875, data_time: 0.004, memory: 6921, loss_aux: 1.4620, top1_acc: 0.4008, top5_acc: 0.6430, loss_cls: 2.7087, loss: 4.1707, grad_norm: 2.8393 2021-07-20 01:57:36,412 - mmaction - INFO - Epoch [93][1620/1879] lr: 6.346e-02, eta: 19:15:07, time: 0.873, data_time: 0.004, memory: 6921, loss_aux: 1.4713, top1_acc: 0.3906, top5_acc: 0.6520, loss_cls: 2.6847, loss: 4.1560, grad_norm: 2.8958 2021-07-20 01:57:48,185 - mmaction - INFO - Epoch [93][1640/1879] lr: 6.344e-02, eta: 19:14:53, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.4918, top1_acc: 0.3742, top5_acc: 0.6305, loss_cls: 2.7924, loss: 4.2842, grad_norm: 2.9512 2021-07-20 01:57:59,913 - mmaction - INFO - Epoch [93][1660/1879] lr: 6.342e-02, eta: 19:14:40, time: 0.593, data_time: 0.008, memory: 6921, loss_aux: 1.4959, top1_acc: 0.3898, top5_acc: 0.6465, loss_cls: 2.7316, loss: 4.2275, grad_norm: 2.9398 2021-07-20 01:58:12,325 - mmaction - INFO - Epoch [93][1680/1879] lr: 6.339e-02, eta: 19:14:26, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.4864, top1_acc: 0.3988, top5_acc: 0.6375, loss_cls: 2.7436, loss: 4.2300, grad_norm: 2.9459 2021-07-20 01:58:27,048 - mmaction - INFO - Epoch [93][1700/1879] lr: 6.337e-02, eta: 19:14:15, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.4721, top1_acc: 0.3969, top5_acc: 0.6395, loss_cls: 2.7240, loss: 4.1960, grad_norm: 2.8514 2021-07-20 01:58:42,548 - mmaction - INFO - Epoch [93][1720/1879] lr: 6.335e-02, eta: 19:14:03, time: 0.774, data_time: 0.003, memory: 6921, loss_aux: 1.4985, top1_acc: 0.3820, top5_acc: 0.6457, loss_cls: 2.7746, loss: 4.2732, grad_norm: 2.9479 2021-07-20 01:58:53,983 - mmaction - INFO - Epoch [93][1740/1879] lr: 6.333e-02, eta: 19:13:49, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.5072, top1_acc: 0.3871, top5_acc: 0.6445, loss_cls: 2.7423, loss: 4.2495, grad_norm: 2.9746 2021-07-20 01:59:08,005 - mmaction - INFO - Epoch [93][1760/1879] lr: 6.331e-02, eta: 19:13:37, time: 0.701, data_time: 0.004, memory: 6921, loss_aux: 1.4707, top1_acc: 0.4066, top5_acc: 0.6484, loss_cls: 2.7082, loss: 4.1790, grad_norm: 2.8610 2021-07-20 01:59:23,737 - mmaction - INFO - Epoch [93][1780/1879] lr: 6.329e-02, eta: 19:13:26, time: 0.781, data_time: 0.002, memory: 6921, loss_aux: 1.4569, top1_acc: 0.4090, top5_acc: 0.6488, loss_cls: 2.6803, loss: 4.1372, grad_norm: 2.8894 2021-07-20 01:59:35,332 - mmaction - INFO - Epoch [93][1800/1879] lr: 6.327e-02, eta: 19:13:12, time: 0.585, data_time: 0.011, memory: 6921, loss_aux: 1.4529, top1_acc: 0.3969, top5_acc: 0.6492, loss_cls: 2.6907, loss: 4.1436, grad_norm: 2.8658 2021-07-20 01:59:46,837 - mmaction - INFO - Epoch [93][1820/1879] lr: 6.325e-02, eta: 19:12:58, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.4702, top1_acc: 0.4051, top5_acc: 0.6441, loss_cls: 2.7359, loss: 4.2061, grad_norm: 2.8906 2021-07-20 01:59:58,466 - mmaction - INFO - Epoch [93][1840/1879] lr: 6.323e-02, eta: 19:12:45, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.4872, top1_acc: 0.3785, top5_acc: 0.6352, loss_cls: 2.7575, loss: 4.2447, grad_norm: 2.9297 2021-07-20 02:00:10,782 - mmaction - INFO - Epoch [93][1860/1879] lr: 6.321e-02, eta: 19:12:31, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.4821, top1_acc: 0.4000, top5_acc: 0.6441, loss_cls: 2.7357, loss: 4.2178, grad_norm: 2.9122 2021-07-20 02:00:21,052 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-07-20 02:00:43,445 - mmaction - INFO - Epoch [94][20/1879] lr: 6.317e-02, eta: 19:12:00, time: 0.761, data_time: 0.153, memory: 6921, loss_aux: 1.4703, top1_acc: 0.4000, top5_acc: 0.6461, loss_cls: 2.7237, loss: 4.1939, grad_norm: 2.9018 2021-07-20 02:00:55,075 - mmaction - INFO - Epoch [94][40/1879] lr: 6.315e-02, eta: 19:11:47, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.4619, top1_acc: 0.4043, top5_acc: 0.6461, loss_cls: 2.7013, loss: 4.1632, grad_norm: 2.9419 2021-07-20 02:01:07,646 - mmaction - INFO - Epoch [94][60/1879] lr: 6.313e-02, eta: 19:11:33, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.4638, top1_acc: 0.4086, top5_acc: 0.6504, loss_cls: 2.6896, loss: 4.1534, grad_norm: 2.8788 2021-07-20 02:01:19,404 - mmaction - INFO - Epoch [94][80/1879] lr: 6.311e-02, eta: 19:11:20, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.4605, top1_acc: 0.4086, top5_acc: 0.6578, loss_cls: 2.6845, loss: 4.1450, grad_norm: 2.8674 2021-07-20 02:01:34,908 - mmaction - INFO - Epoch [94][100/1879] lr: 6.308e-02, eta: 19:11:08, time: 0.775, data_time: 0.003, memory: 6921, loss_aux: 1.4484, top1_acc: 0.4016, top5_acc: 0.6570, loss_cls: 2.6475, loss: 4.0959, grad_norm: 2.8985 2021-07-20 02:01:48,672 - mmaction - INFO - Epoch [94][120/1879] lr: 6.306e-02, eta: 19:10:56, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.4239, top1_acc: 0.4023, top5_acc: 0.6676, loss_cls: 2.6218, loss: 4.0457, grad_norm: 2.8946 2021-07-20 02:02:01,983 - mmaction - INFO - Epoch [94][140/1879] lr: 6.304e-02, eta: 19:10:43, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.4439, top1_acc: 0.4055, top5_acc: 0.6410, loss_cls: 2.6938, loss: 4.1377, grad_norm: 2.8931 2021-07-20 02:02:34,196 - mmaction - INFO - Epoch [94][160/1879] lr: 6.302e-02, eta: 19:10:42, time: 1.606, data_time: 0.006, memory: 6921, loss_aux: 1.4762, top1_acc: 0.3988, top5_acc: 0.6500, loss_cls: 2.6927, loss: 4.1689, grad_norm: 2.9000 2021-07-20 02:02:45,972 - mmaction - INFO - Epoch [94][180/1879] lr: 6.300e-02, eta: 19:10:29, time: 0.594, data_time: 0.009, memory: 6921, loss_aux: 1.4912, top1_acc: 0.4023, top5_acc: 0.6426, loss_cls: 2.7251, loss: 4.2163, grad_norm: 2.8910 2021-07-20 02:02:58,292 - mmaction - INFO - Epoch [94][200/1879] lr: 6.298e-02, eta: 19:10:15, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.4724, top1_acc: 0.3977, top5_acc: 0.6551, loss_cls: 2.7084, loss: 4.1808, grad_norm: 2.9492 2021-07-20 02:03:14,507 - mmaction - INFO - Epoch [94][220/1879] lr: 6.296e-02, eta: 19:10:04, time: 0.797, data_time: 0.002, memory: 6921, loss_aux: 1.4742, top1_acc: 0.3793, top5_acc: 0.6430, loss_cls: 2.7492, loss: 4.2234, grad_norm: 2.8892 2021-07-20 02:03:26,473 - mmaction - INFO - Epoch [94][240/1879] lr: 6.294e-02, eta: 19:09:51, time: 0.611, data_time: 0.018, memory: 6921, loss_aux: 1.4750, top1_acc: 0.3988, top5_acc: 0.6465, loss_cls: 2.7255, loss: 4.2006, grad_norm: 2.9235 2021-07-20 02:03:41,212 - mmaction - INFO - Epoch [94][260/1879] lr: 6.292e-02, eta: 19:09:39, time: 0.738, data_time: 0.002, memory: 6921, loss_aux: 1.4491, top1_acc: 0.3977, top5_acc: 0.6605, loss_cls: 2.6802, loss: 4.1293, grad_norm: 2.8742 2021-07-20 02:03:53,376 - mmaction - INFO - Epoch [94][280/1879] lr: 6.290e-02, eta: 19:09:26, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.4567, top1_acc: 0.4012, top5_acc: 0.6566, loss_cls: 2.6776, loss: 4.1343, grad_norm: 2.9170 2021-07-20 02:04:04,871 - mmaction - INFO - Epoch [94][300/1879] lr: 6.288e-02, eta: 19:09:12, time: 0.574, data_time: 0.007, memory: 6921, loss_aux: 1.4398, top1_acc: 0.4059, top5_acc: 0.6453, loss_cls: 2.6935, loss: 4.1332, grad_norm: 2.8761 2021-07-20 02:04:19,503 - mmaction - INFO - Epoch [94][320/1879] lr: 6.286e-02, eta: 19:09:00, time: 0.731, data_time: 0.002, memory: 6921, loss_aux: 1.4825, top1_acc: 0.4020, top5_acc: 0.6543, loss_cls: 2.6891, loss: 4.1715, grad_norm: 2.9104 2021-07-20 02:04:32,128 - mmaction - INFO - Epoch [94][340/1879] lr: 6.284e-02, eta: 19:08:47, time: 0.632, data_time: 0.004, memory: 6921, loss_aux: 1.4492, top1_acc: 0.4012, top5_acc: 0.6508, loss_cls: 2.6834, loss: 4.1326, grad_norm: 2.9332 2021-07-20 02:04:44,039 - mmaction - INFO - Epoch [94][360/1879] lr: 6.282e-02, eta: 19:08:34, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4803, top1_acc: 0.3926, top5_acc: 0.6422, loss_cls: 2.7388, loss: 4.2191, grad_norm: 2.8881 2021-07-20 02:04:56,041 - mmaction - INFO - Epoch [94][380/1879] lr: 6.280e-02, eta: 19:08:20, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.4408, top1_acc: 0.4121, top5_acc: 0.6625, loss_cls: 2.6534, loss: 4.0943, grad_norm: 2.8741 2021-07-20 02:05:09,164 - mmaction - INFO - Epoch [94][400/1879] lr: 6.277e-02, eta: 19:08:07, time: 0.655, data_time: 0.004, memory: 6921, loss_aux: 1.4570, top1_acc: 0.4039, top5_acc: 0.6527, loss_cls: 2.6919, loss: 4.1489, grad_norm: 2.9149 2021-07-20 02:05:21,318 - mmaction - INFO - Epoch [94][420/1879] lr: 6.275e-02, eta: 19:07:54, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.4486, top1_acc: 0.4184, top5_acc: 0.6605, loss_cls: 2.6637, loss: 4.1124, grad_norm: 2.8966 2021-07-20 02:05:40,609 - mmaction - INFO - Epoch [94][440/1879] lr: 6.273e-02, eta: 19:07:45, time: 0.963, data_time: 0.002, memory: 6921, loss_aux: 1.4923, top1_acc: 0.3855, top5_acc: 0.6348, loss_cls: 2.7527, loss: 4.2450, grad_norm: 2.8847 2021-07-20 02:05:57,063 - mmaction - INFO - Epoch [94][460/1879] lr: 6.271e-02, eta: 19:07:34, time: 0.825, data_time: 0.005, memory: 6921, loss_aux: 1.4475, top1_acc: 0.4059, top5_acc: 0.6512, loss_cls: 2.6728, loss: 4.1203, grad_norm: 2.8865 2021-07-20 02:06:10,773 - mmaction - INFO - Epoch [94][480/1879] lr: 6.269e-02, eta: 19:07:22, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.5053, top1_acc: 0.3770, top5_acc: 0.6305, loss_cls: 2.7985, loss: 4.3037, grad_norm: 2.9789 2021-07-20 02:06:24,801 - mmaction - INFO - Epoch [94][500/1879] lr: 6.267e-02, eta: 19:07:10, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.4340, top1_acc: 0.4156, top5_acc: 0.6480, loss_cls: 2.6364, loss: 4.0704, grad_norm: 2.8810 2021-07-20 02:06:38,202 - mmaction - INFO - Epoch [94][520/1879] lr: 6.265e-02, eta: 19:06:57, time: 0.672, data_time: 0.005, memory: 6921, loss_aux: 1.4752, top1_acc: 0.3887, top5_acc: 0.6316, loss_cls: 2.7466, loss: 4.2217, grad_norm: 2.9471 2021-07-20 02:06:51,131 - mmaction - INFO - Epoch [94][540/1879] lr: 6.263e-02, eta: 19:06:44, time: 0.645, data_time: 0.005, memory: 6921, loss_aux: 1.5103, top1_acc: 0.3863, top5_acc: 0.6316, loss_cls: 2.7916, loss: 4.3019, grad_norm: 2.8988 2021-07-20 02:07:02,992 - mmaction - INFO - Epoch [94][560/1879] lr: 6.261e-02, eta: 19:06:30, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.4804, top1_acc: 0.4043, top5_acc: 0.6430, loss_cls: 2.7227, loss: 4.2031, grad_norm: 2.9446 2021-07-20 02:07:14,718 - mmaction - INFO - Epoch [94][580/1879] lr: 6.259e-02, eta: 19:06:17, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.4612, top1_acc: 0.3930, top5_acc: 0.6441, loss_cls: 2.6844, loss: 4.1456, grad_norm: 2.8527 2021-07-20 02:07:32,028 - mmaction - INFO - Epoch [94][600/1879] lr: 6.257e-02, eta: 19:06:07, time: 0.873, data_time: 0.022, memory: 6921, loss_aux: 1.4535, top1_acc: 0.4020, top5_acc: 0.6664, loss_cls: 2.6671, loss: 4.1206, grad_norm: 2.9130 2021-07-20 02:07:48,451 - mmaction - INFO - Epoch [94][620/1879] lr: 6.255e-02, eta: 19:05:56, time: 0.825, data_time: 0.013, memory: 6921, loss_aux: 1.4785, top1_acc: 0.3922, top5_acc: 0.6434, loss_cls: 2.7314, loss: 4.2099, grad_norm: 2.9138 2021-07-20 02:07:59,794 - mmaction - INFO - Epoch [94][640/1879] lr: 6.253e-02, eta: 19:05:42, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.4878, top1_acc: 0.3961, top5_acc: 0.6363, loss_cls: 2.7892, loss: 4.2769, grad_norm: 2.9110 2021-07-20 02:08:14,326 - mmaction - INFO - Epoch [94][660/1879] lr: 6.251e-02, eta: 19:05:30, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.4624, top1_acc: 0.4059, top5_acc: 0.6523, loss_cls: 2.6874, loss: 4.1499, grad_norm: 2.9613 2021-07-20 02:08:28,933 - mmaction - INFO - Epoch [94][680/1879] lr: 6.248e-02, eta: 19:05:18, time: 0.734, data_time: 0.009, memory: 6921, loss_aux: 1.4923, top1_acc: 0.4047, top5_acc: 0.6457, loss_cls: 2.7449, loss: 4.2372, grad_norm: 2.9597 2021-07-20 02:08:44,967 - mmaction - INFO - Epoch [94][700/1879] lr: 6.246e-02, eta: 19:05:07, time: 0.799, data_time: 0.003, memory: 6921, loss_aux: 1.4275, top1_acc: 0.4164, top5_acc: 0.6613, loss_cls: 2.6189, loss: 4.0464, grad_norm: 2.9170 2021-07-20 02:09:03,292 - mmaction - INFO - Epoch [94][720/1879] lr: 6.244e-02, eta: 19:04:57, time: 0.917, data_time: 0.006, memory: 6921, loss_aux: 1.4541, top1_acc: 0.3992, top5_acc: 0.6492, loss_cls: 2.6845, loss: 4.1386, grad_norm: 2.9119 2021-07-20 02:09:20,111 - mmaction - INFO - Epoch [94][740/1879] lr: 6.242e-02, eta: 19:04:47, time: 0.843, data_time: 0.005, memory: 6921, loss_aux: 1.4645, top1_acc: 0.3992, top5_acc: 0.6555, loss_cls: 2.7034, loss: 4.1679, grad_norm: 2.9689 2021-07-20 02:09:33,215 - mmaction - INFO - Epoch [94][760/1879] lr: 6.240e-02, eta: 19:04:34, time: 0.656, data_time: 0.004, memory: 6921, loss_aux: 1.4921, top1_acc: 0.3945, top5_acc: 0.6508, loss_cls: 2.7257, loss: 4.2178, grad_norm: 2.9249 2021-07-20 02:09:54,089 - mmaction - INFO - Epoch [94][780/1879] lr: 6.238e-02, eta: 19:04:26, time: 1.039, data_time: 0.004, memory: 6921, loss_aux: 1.4752, top1_acc: 0.3996, top5_acc: 0.6438, loss_cls: 2.7380, loss: 4.2132, grad_norm: 2.9251 2021-07-20 02:10:07,914 - mmaction - INFO - Epoch [94][800/1879] lr: 6.236e-02, eta: 19:04:14, time: 0.696, data_time: 0.020, memory: 6921, loss_aux: 1.4799, top1_acc: 0.4023, top5_acc: 0.6520, loss_cls: 2.7384, loss: 4.2183, grad_norm: 2.8902 2021-07-20 02:10:24,907 - mmaction - INFO - Epoch [94][820/1879] lr: 6.234e-02, eta: 19:04:03, time: 0.849, data_time: 0.006, memory: 6921, loss_aux: 1.4497, top1_acc: 0.3957, top5_acc: 0.6449, loss_cls: 2.6916, loss: 4.1412, grad_norm: 2.8736 2021-07-20 02:10:39,533 - mmaction - INFO - Epoch [94][840/1879] lr: 6.232e-02, eta: 19:03:51, time: 0.732, data_time: 0.005, memory: 6921, loss_aux: 1.4939, top1_acc: 0.4094, top5_acc: 0.6316, loss_cls: 2.7438, loss: 4.2377, grad_norm: 2.8857 2021-07-20 02:10:55,283 - mmaction - INFO - Epoch [94][860/1879] lr: 6.230e-02, eta: 19:03:40, time: 0.787, data_time: 0.003, memory: 6921, loss_aux: 1.4895, top1_acc: 0.3957, top5_acc: 0.6336, loss_cls: 2.7490, loss: 4.2385, grad_norm: 2.9079 2021-07-20 02:11:12,105 - mmaction - INFO - Epoch [94][880/1879] lr: 6.228e-02, eta: 19:03:30, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4078, top5_acc: 0.6609, loss_cls: 2.6578, loss: 4.1036, grad_norm: 2.9187 2021-07-20 02:11:24,740 - mmaction - INFO - Epoch [94][900/1879] lr: 6.226e-02, eta: 19:03:16, time: 0.636, data_time: 0.007, memory: 6921, loss_aux: 1.4555, top1_acc: 0.3867, top5_acc: 0.6488, loss_cls: 2.7089, loss: 4.1643, grad_norm: 2.9186 2021-07-20 02:11:39,787 - mmaction - INFO - Epoch [94][920/1879] lr: 6.224e-02, eta: 19:03:05, time: 0.752, data_time: 0.002, memory: 6921, loss_aux: 1.4584, top1_acc: 0.3891, top5_acc: 0.6395, loss_cls: 2.7268, loss: 4.1852, grad_norm: 2.9804 2021-07-20 02:11:56,899 - mmaction - INFO - Epoch [94][940/1879] lr: 6.222e-02, eta: 19:02:54, time: 0.852, data_time: 0.008, memory: 6921, loss_aux: 1.5034, top1_acc: 0.3785, top5_acc: 0.6352, loss_cls: 2.7574, loss: 4.2608, grad_norm: 2.9334 2021-07-20 02:12:08,869 - mmaction - INFO - Epoch [94][960/1879] lr: 6.220e-02, eta: 19:02:41, time: 0.603, data_time: 0.008, memory: 6921, loss_aux: 1.4853, top1_acc: 0.3969, top5_acc: 0.6367, loss_cls: 2.7283, loss: 4.2135, grad_norm: 2.9528 2021-07-20 02:12:22,777 - mmaction - INFO - Epoch [94][980/1879] lr: 6.218e-02, eta: 19:02:29, time: 0.695, data_time: 0.001, memory: 6921, loss_aux: 1.4758, top1_acc: 0.3984, top5_acc: 0.6543, loss_cls: 2.6954, loss: 4.1712, grad_norm: 2.9492 2021-07-20 02:12:35,071 - mmaction - INFO - Epoch [94][1000/1879] lr: 6.215e-02, eta: 19:02:15, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.4618, top1_acc: 0.3973, top5_acc: 0.6367, loss_cls: 2.7061, loss: 4.1679, grad_norm: 2.9423 2021-07-20 02:12:46,612 - mmaction - INFO - Epoch [94][1020/1879] lr: 6.213e-02, eta: 19:02:02, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.4668, top1_acc: 0.4027, top5_acc: 0.6516, loss_cls: 2.6961, loss: 4.1629, grad_norm: 2.8607 2021-07-20 02:13:00,274 - mmaction - INFO - Epoch [94][1040/1879] lr: 6.211e-02, eta: 19:01:49, time: 0.686, data_time: 0.008, memory: 6921, loss_aux: 1.4778, top1_acc: 0.3902, top5_acc: 0.6324, loss_cls: 2.7805, loss: 4.2583, grad_norm: 2.9039 2021-07-20 02:13:12,572 - mmaction - INFO - Epoch [94][1060/1879] lr: 6.209e-02, eta: 19:01:36, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.4597, top1_acc: 0.4062, top5_acc: 0.6492, loss_cls: 2.7121, loss: 4.1718, grad_norm: 2.8919 2021-07-20 02:13:28,501 - mmaction - INFO - Epoch [94][1080/1879] lr: 6.207e-02, eta: 19:01:25, time: 0.821, data_time: 0.026, memory: 6921, loss_aux: 1.4846, top1_acc: 0.3883, top5_acc: 0.6438, loss_cls: 2.7502, loss: 4.2348, grad_norm: 2.9033 2021-07-20 02:13:44,154 - mmaction - INFO - Epoch [94][1100/1879] lr: 6.205e-02, eta: 19:01:13, time: 0.779, data_time: 0.007, memory: 6921, loss_aux: 1.4459, top1_acc: 0.4074, top5_acc: 0.6602, loss_cls: 2.6440, loss: 4.0899, grad_norm: 2.8360 2021-07-20 02:13:58,349 - mmaction - INFO - Epoch [94][1120/1879] lr: 6.203e-02, eta: 19:01:01, time: 0.711, data_time: 0.016, memory: 6921, loss_aux: 1.4327, top1_acc: 0.4117, top5_acc: 0.6598, loss_cls: 2.6534, loss: 4.0862, grad_norm: 2.8941 2021-07-20 02:14:12,510 - mmaction - INFO - Epoch [94][1140/1879] lr: 6.201e-02, eta: 19:00:49, time: 0.707, data_time: 0.004, memory: 6921, loss_aux: 1.4867, top1_acc: 0.3984, top5_acc: 0.6371, loss_cls: 2.7279, loss: 4.2146, grad_norm: 2.9699 2021-07-20 02:14:27,535 - mmaction - INFO - Epoch [94][1160/1879] lr: 6.199e-02, eta: 19:00:37, time: 0.748, data_time: 0.007, memory: 6921, loss_aux: 1.4709, top1_acc: 0.4086, top5_acc: 0.6402, loss_cls: 2.6805, loss: 4.1514, grad_norm: 2.9002 2021-07-20 02:14:43,514 - mmaction - INFO - Epoch [94][1180/1879] lr: 6.197e-02, eta: 19:00:26, time: 0.801, data_time: 0.026, memory: 6921, loss_aux: 1.4714, top1_acc: 0.4000, top5_acc: 0.6371, loss_cls: 2.7132, loss: 4.1846, grad_norm: 2.9346 2021-07-20 02:14:57,100 - mmaction - INFO - Epoch [94][1200/1879] lr: 6.195e-02, eta: 19:00:14, time: 0.679, data_time: 0.013, memory: 6921, loss_aux: 1.4739, top1_acc: 0.4023, top5_acc: 0.6496, loss_cls: 2.6879, loss: 4.1618, grad_norm: 2.9027 2021-07-20 02:15:09,595 - mmaction - INFO - Epoch [94][1220/1879] lr: 6.193e-02, eta: 19:00:01, time: 0.629, data_time: 0.008, memory: 6921, loss_aux: 1.4936, top1_acc: 0.3930, top5_acc: 0.6328, loss_cls: 2.7764, loss: 4.2699, grad_norm: 2.9649 2021-07-20 02:15:27,509 - mmaction - INFO - Epoch [94][1240/1879] lr: 6.191e-02, eta: 18:59:51, time: 0.894, data_time: 0.005, memory: 6921, loss_aux: 1.4909, top1_acc: 0.3824, top5_acc: 0.6332, loss_cls: 2.7520, loss: 4.2429, grad_norm: 2.8921 2021-07-20 02:15:48,476 - mmaction - INFO - Epoch [94][1260/1879] lr: 6.189e-02, eta: 18:59:43, time: 1.048, data_time: 0.003, memory: 6921, loss_aux: 1.4875, top1_acc: 0.3902, top5_acc: 0.6402, loss_cls: 2.7339, loss: 4.2214, grad_norm: 2.9104 2021-07-20 02:16:04,258 - mmaction - INFO - Epoch [94][1280/1879] lr: 6.187e-02, eta: 18:59:31, time: 0.789, data_time: 0.005, memory: 6921, loss_aux: 1.4517, top1_acc: 0.4105, top5_acc: 0.6527, loss_cls: 2.6650, loss: 4.1167, grad_norm: 2.9233 2021-07-20 02:16:15,694 - mmaction - INFO - Epoch [94][1300/1879] lr: 6.185e-02, eta: 18:59:18, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.4575, top1_acc: 0.3875, top5_acc: 0.6422, loss_cls: 2.7046, loss: 4.1621, grad_norm: 2.9344 2021-07-20 02:16:30,517 - mmaction - INFO - Epoch [94][1320/1879] lr: 6.182e-02, eta: 18:59:06, time: 0.743, data_time: 0.004, memory: 6921, loss_aux: 1.4903, top1_acc: 0.4012, top5_acc: 0.6414, loss_cls: 2.7385, loss: 4.2288, grad_norm: 2.9377 2021-07-20 02:16:41,957 - mmaction - INFO - Epoch [94][1340/1879] lr: 6.180e-02, eta: 18:58:52, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.4909, top1_acc: 0.3973, top5_acc: 0.6375, loss_cls: 2.7736, loss: 4.2645, grad_norm: 2.9631 2021-07-20 02:16:54,855 - mmaction - INFO - Epoch [94][1360/1879] lr: 6.178e-02, eta: 18:58:39, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.4659, top1_acc: 0.3984, top5_acc: 0.6539, loss_cls: 2.7279, loss: 4.1938, grad_norm: 2.9537 2021-07-20 02:17:06,570 - mmaction - INFO - Epoch [94][1380/1879] lr: 6.176e-02, eta: 18:58:26, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.4529, top1_acc: 0.4102, top5_acc: 0.6465, loss_cls: 2.6786, loss: 4.1315, grad_norm: 2.9030 2021-07-20 02:17:18,027 - mmaction - INFO - Epoch [94][1400/1879] lr: 6.174e-02, eta: 18:58:12, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.5114, top1_acc: 0.3758, top5_acc: 0.6242, loss_cls: 2.8138, loss: 4.3252, grad_norm: 3.0317 2021-07-20 02:17:33,504 - mmaction - INFO - Epoch [94][1420/1879] lr: 6.172e-02, eta: 18:58:00, time: 0.773, data_time: 0.003, memory: 6921, loss_aux: 1.4685, top1_acc: 0.4016, top5_acc: 0.6402, loss_cls: 2.7391, loss: 4.2077, grad_norm: 2.8573 2021-07-20 02:17:47,628 - mmaction - INFO - Epoch [94][1440/1879] lr: 6.170e-02, eta: 18:57:48, time: 0.705, data_time: 0.004, memory: 6921, loss_aux: 1.4881, top1_acc: 0.4027, top5_acc: 0.6445, loss_cls: 2.7345, loss: 4.2226, grad_norm: 2.8875 2021-07-20 02:18:00,147 - mmaction - INFO - Epoch [94][1460/1879] lr: 6.168e-02, eta: 18:57:35, time: 0.628, data_time: 0.005, memory: 6921, loss_aux: 1.4716, top1_acc: 0.3930, top5_acc: 0.6484, loss_cls: 2.7238, loss: 4.1955, grad_norm: 2.9362 2021-07-20 02:18:18,737 - mmaction - INFO - Epoch [94][1480/1879] lr: 6.166e-02, eta: 18:57:25, time: 0.926, data_time: 0.003, memory: 6921, loss_aux: 1.4324, top1_acc: 0.4070, top5_acc: 0.6445, loss_cls: 2.6466, loss: 4.0791, grad_norm: 2.8869 2021-07-20 02:18:30,442 - mmaction - INFO - Epoch [94][1500/1879] lr: 6.164e-02, eta: 18:57:12, time: 0.587, data_time: 0.012, memory: 6921, loss_aux: 1.4620, top1_acc: 0.4098, top5_acc: 0.6516, loss_cls: 2.6682, loss: 4.1302, grad_norm: 2.8775 2021-07-20 02:18:44,136 - mmaction - INFO - Epoch [94][1520/1879] lr: 6.162e-02, eta: 18:56:59, time: 0.687, data_time: 0.004, memory: 6921, loss_aux: 1.4358, top1_acc: 0.4094, top5_acc: 0.6488, loss_cls: 2.6645, loss: 4.1003, grad_norm: 2.8735 2021-07-20 02:18:55,889 - mmaction - INFO - Epoch [94][1540/1879] lr: 6.160e-02, eta: 18:56:46, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4717, top1_acc: 0.4109, top5_acc: 0.6418, loss_cls: 2.6907, loss: 4.1625, grad_norm: 2.9085 2021-07-20 02:19:12,163 - mmaction - INFO - Epoch [94][1560/1879] lr: 6.158e-02, eta: 18:56:35, time: 0.808, data_time: 0.003, memory: 6921, loss_aux: 1.4687, top1_acc: 0.3984, top5_acc: 0.6418, loss_cls: 2.6957, loss: 4.1645, grad_norm: 2.9500 2021-07-20 02:19:24,181 - mmaction - INFO - Epoch [94][1580/1879] lr: 6.156e-02, eta: 18:56:21, time: 0.606, data_time: 0.013, memory: 6921, loss_aux: 1.4471, top1_acc: 0.4031, top5_acc: 0.6504, loss_cls: 2.6853, loss: 4.1324, grad_norm: 2.9963 2021-07-20 02:19:36,309 - mmaction - INFO - Epoch [94][1600/1879] lr: 6.154e-02, eta: 18:56:08, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.4788, top1_acc: 0.3895, top5_acc: 0.6387, loss_cls: 2.7242, loss: 4.2030, grad_norm: 2.9208 2021-07-20 02:19:48,115 - mmaction - INFO - Epoch [94][1620/1879] lr: 6.152e-02, eta: 18:55:54, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.4901, top1_acc: 0.3973, top5_acc: 0.6422, loss_cls: 2.7418, loss: 4.2319, grad_norm: 2.9644 2021-07-20 02:19:59,815 - mmaction - INFO - Epoch [94][1640/1879] lr: 6.150e-02, eta: 18:55:41, time: 0.585, data_time: 0.005, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4008, top5_acc: 0.6512, loss_cls: 2.6745, loss: 4.1203, grad_norm: 2.9110 2021-07-20 02:20:13,064 - mmaction - INFO - Epoch [94][1660/1879] lr: 6.147e-02, eta: 18:55:28, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.5154, top1_acc: 0.3875, top5_acc: 0.6379, loss_cls: 2.7544, loss: 4.2697, grad_norm: 2.9266 2021-07-20 02:20:24,755 - mmaction - INFO - Epoch [94][1680/1879] lr: 6.145e-02, eta: 18:55:14, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.4570, top1_acc: 0.4031, top5_acc: 0.6531, loss_cls: 2.6759, loss: 4.1329, grad_norm: 2.9257 2021-07-20 02:20:35,974 - mmaction - INFO - Epoch [94][1700/1879] lr: 6.143e-02, eta: 18:55:00, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.4341, top1_acc: 0.4164, top5_acc: 0.6711, loss_cls: 2.6083, loss: 4.0424, grad_norm: 2.9143 2021-07-20 02:20:47,818 - mmaction - INFO - Epoch [94][1720/1879] lr: 6.141e-02, eta: 18:54:47, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.5135, top1_acc: 0.3879, top5_acc: 0.6309, loss_cls: 2.8110, loss: 4.3246, grad_norm: 2.9819 2021-07-20 02:21:01,918 - mmaction - INFO - Epoch [94][1740/1879] lr: 6.139e-02, eta: 18:54:35, time: 0.703, data_time: 0.003, memory: 6921, loss_aux: 1.5028, top1_acc: 0.3832, top5_acc: 0.6363, loss_cls: 2.8177, loss: 4.3205, grad_norm: 2.9288 2021-07-20 02:21:14,458 - mmaction - INFO - Epoch [94][1760/1879] lr: 6.137e-02, eta: 18:54:21, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.4426, top1_acc: 0.4227, top5_acc: 0.6539, loss_cls: 2.6364, loss: 4.0790, grad_norm: 2.8556 2021-07-20 02:21:32,587 - mmaction - INFO - Epoch [94][1780/1879] lr: 6.135e-02, eta: 18:54:12, time: 0.905, data_time: 0.003, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4113, top5_acc: 0.6551, loss_cls: 2.6637, loss: 4.1095, grad_norm: 2.9164 2021-07-20 02:21:44,971 - mmaction - INFO - Epoch [94][1800/1879] lr: 6.133e-02, eta: 18:53:58, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.4735, top1_acc: 0.3898, top5_acc: 0.6469, loss_cls: 2.7189, loss: 4.1924, grad_norm: 2.9655 2021-07-20 02:22:00,443 - mmaction - INFO - Epoch [94][1820/1879] lr: 6.131e-02, eta: 18:53:47, time: 0.773, data_time: 0.003, memory: 6921, loss_aux: 1.4603, top1_acc: 0.3965, top5_acc: 0.6422, loss_cls: 2.7122, loss: 4.1725, grad_norm: 2.9304 2021-07-20 02:22:13,870 - mmaction - INFO - Epoch [94][1840/1879] lr: 6.129e-02, eta: 18:53:34, time: 0.671, data_time: 0.006, memory: 6921, loss_aux: 1.4781, top1_acc: 0.3973, top5_acc: 0.6477, loss_cls: 2.7069, loss: 4.1851, grad_norm: 2.9318 2021-07-20 02:22:33,870 - mmaction - INFO - Epoch [94][1860/1879] lr: 6.127e-02, eta: 18:53:26, time: 0.997, data_time: 0.002, memory: 6921, loss_aux: 1.4876, top1_acc: 0.3863, top5_acc: 0.6398, loss_cls: 2.7458, loss: 4.2334, grad_norm: 2.9057 2021-07-20 02:22:44,138 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-07-20 02:23:06,984 - mmaction - INFO - Epoch [95][20/1879] lr: 6.123e-02, eta: 18:52:55, time: 0.780, data_time: 0.149, memory: 6921, loss_aux: 1.4698, top1_acc: 0.3957, top5_acc: 0.6488, loss_cls: 2.6961, loss: 4.1659, grad_norm: 2.8966 2021-07-20 02:23:23,198 - mmaction - INFO - Epoch [95][40/1879] lr: 6.121e-02, eta: 18:52:43, time: 0.750, data_time: 0.005, memory: 6921, loss_aux: 1.4301, top1_acc: 0.4094, top5_acc: 0.6586, loss_cls: 2.6341, loss: 4.0642, grad_norm: 2.8335 2021-07-20 02:23:37,389 - mmaction - INFO - Epoch [95][60/1879] lr: 6.119e-02, eta: 18:52:32, time: 0.771, data_time: 0.074, memory: 6921, loss_aux: 1.4872, top1_acc: 0.4035, top5_acc: 0.6516, loss_cls: 2.7271, loss: 4.2143, grad_norm: 2.9516 2021-07-20 02:23:49,319 - mmaction - INFO - Epoch [95][80/1879] lr: 6.117e-02, eta: 18:52:18, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.4408, top1_acc: 0.4059, top5_acc: 0.6633, loss_cls: 2.6305, loss: 4.0714, grad_norm: 2.9972 2021-07-20 02:24:03,396 - mmaction - INFO - Epoch [95][100/1879] lr: 6.115e-02, eta: 18:52:06, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.4636, top1_acc: 0.3980, top5_acc: 0.6516, loss_cls: 2.6866, loss: 4.1502, grad_norm: 3.0185 2021-07-20 02:24:15,327 - mmaction - INFO - Epoch [95][120/1879] lr: 6.113e-02, eta: 18:51:52, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.4817, top1_acc: 0.3918, top5_acc: 0.6375, loss_cls: 2.7305, loss: 4.2121, grad_norm: 2.9808 2021-07-20 02:24:34,563 - mmaction - INFO - Epoch [95][140/1879] lr: 6.111e-02, eta: 18:51:43, time: 0.960, data_time: 0.002, memory: 6921, loss_aux: 1.4813, top1_acc: 0.4004, top5_acc: 0.6418, loss_cls: 2.7130, loss: 4.1943, grad_norm: 2.8999 2021-07-20 02:24:45,889 - mmaction - INFO - Epoch [95][160/1879] lr: 6.109e-02, eta: 18:51:29, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.4566, top1_acc: 0.4035, top5_acc: 0.6434, loss_cls: 2.7024, loss: 4.1590, grad_norm: 2.9627 2021-07-20 02:25:00,132 - mmaction - INFO - Epoch [95][180/1879] lr: 6.106e-02, eta: 18:51:17, time: 0.713, data_time: 0.005, memory: 6921, loss_aux: 1.4595, top1_acc: 0.4004, top5_acc: 0.6527, loss_cls: 2.6805, loss: 4.1400, grad_norm: 2.9301 2021-07-20 02:25:11,968 - mmaction - INFO - Epoch [95][200/1879] lr: 6.104e-02, eta: 18:51:04, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.4830, top1_acc: 0.3992, top5_acc: 0.6457, loss_cls: 2.7004, loss: 4.1834, grad_norm: 3.0133 2021-07-20 02:25:32,667 - mmaction - INFO - Epoch [95][220/1879] lr: 6.102e-02, eta: 18:50:55, time: 1.032, data_time: 0.003, memory: 6921, loss_aux: 1.4180, top1_acc: 0.4102, top5_acc: 0.6609, loss_cls: 2.6223, loss: 4.0404, grad_norm: 2.9024 2021-07-20 02:25:52,510 - mmaction - INFO - Epoch [95][240/1879] lr: 6.100e-02, eta: 18:50:46, time: 0.993, data_time: 0.004, memory: 6921, loss_aux: 1.4607, top1_acc: 0.4051, top5_acc: 0.6473, loss_cls: 2.6854, loss: 4.1461, grad_norm: 2.9196 2021-07-20 02:26:05,745 - mmaction - INFO - Epoch [95][260/1879] lr: 6.098e-02, eta: 18:50:34, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.4607, top1_acc: 0.3922, top5_acc: 0.6340, loss_cls: 2.7443, loss: 4.2050, grad_norm: 2.9650 2021-07-20 02:26:24,001 - mmaction - INFO - Epoch [95][280/1879] lr: 6.096e-02, eta: 18:50:24, time: 0.912, data_time: 0.004, memory: 6921, loss_aux: 1.4727, top1_acc: 0.4074, top5_acc: 0.6438, loss_cls: 2.7094, loss: 4.1821, grad_norm: 2.9490 2021-07-20 02:26:35,624 - mmaction - INFO - Epoch [95][300/1879] lr: 6.094e-02, eta: 18:50:10, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4051, top5_acc: 0.6535, loss_cls: 2.6753, loss: 4.1211, grad_norm: 2.9646 2021-07-20 02:26:47,444 - mmaction - INFO - Epoch [95][320/1879] lr: 6.092e-02, eta: 18:49:57, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.4782, top1_acc: 0.3844, top5_acc: 0.6348, loss_cls: 2.7586, loss: 4.2367, grad_norm: 2.9512 2021-07-20 02:27:03,722 - mmaction - INFO - Epoch [95][340/1879] lr: 6.090e-02, eta: 18:49:46, time: 0.811, data_time: 0.004, memory: 6921, loss_aux: 1.4386, top1_acc: 0.3992, top5_acc: 0.6574, loss_cls: 2.6402, loss: 4.0788, grad_norm: 2.9113 2021-07-20 02:27:18,161 - mmaction - INFO - Epoch [95][360/1879] lr: 6.088e-02, eta: 18:49:34, time: 0.725, data_time: 0.005, memory: 6921, loss_aux: 1.4661, top1_acc: 0.3930, top5_acc: 0.6430, loss_cls: 2.7257, loss: 4.1918, grad_norm: 2.9273 2021-07-20 02:27:36,137 - mmaction - INFO - Epoch [95][380/1879] lr: 6.086e-02, eta: 18:49:24, time: 0.898, data_time: 0.002, memory: 6921, loss_aux: 1.4089, top1_acc: 0.4348, top5_acc: 0.6586, loss_cls: 2.6006, loss: 4.0095, grad_norm: 2.9035 2021-07-20 02:27:49,865 - mmaction - INFO - Epoch [95][400/1879] lr: 6.084e-02, eta: 18:49:11, time: 0.688, data_time: 0.004, memory: 6921, loss_aux: 1.4619, top1_acc: 0.4109, top5_acc: 0.6469, loss_cls: 2.7002, loss: 4.1621, grad_norm: 2.9508 2021-07-20 02:28:06,698 - mmaction - INFO - Epoch [95][420/1879] lr: 6.082e-02, eta: 18:49:01, time: 0.841, data_time: 0.002, memory: 6921, loss_aux: 1.4824, top1_acc: 0.3828, top5_acc: 0.6406, loss_cls: 2.7490, loss: 4.2314, grad_norm: 2.9418 2021-07-20 02:28:20,254 - mmaction - INFO - Epoch [95][440/1879] lr: 6.080e-02, eta: 18:48:48, time: 0.678, data_time: 0.004, memory: 6921, loss_aux: 1.4426, top1_acc: 0.4180, top5_acc: 0.6625, loss_cls: 2.6253, loss: 4.0680, grad_norm: 2.8636 2021-07-20 02:28:34,539 - mmaction - INFO - Epoch [95][460/1879] lr: 6.078e-02, eta: 18:48:36, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.4223, top1_acc: 0.4164, top5_acc: 0.6691, loss_cls: 2.5911, loss: 4.0135, grad_norm: 2.9099 2021-07-20 02:28:51,075 - mmaction - INFO - Epoch [95][480/1879] lr: 6.076e-02, eta: 18:48:25, time: 0.826, data_time: 0.006, memory: 6921, loss_aux: 1.4625, top1_acc: 0.3949, top5_acc: 0.6574, loss_cls: 2.6855, loss: 4.1480, grad_norm: 2.9831 2021-07-20 02:29:02,715 - mmaction - INFO - Epoch [95][500/1879] lr: 6.074e-02, eta: 18:48:12, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.4903, top1_acc: 0.4023, top5_acc: 0.6379, loss_cls: 2.7301, loss: 4.2204, grad_norm: 2.9695 2021-07-20 02:29:18,522 - mmaction - INFO - Epoch [95][520/1879] lr: 6.072e-02, eta: 18:48:00, time: 0.791, data_time: 0.002, memory: 6921, loss_aux: 1.4824, top1_acc: 0.3895, top5_acc: 0.6438, loss_cls: 2.7379, loss: 4.2203, grad_norm: 2.9843 2021-07-20 02:29:33,320 - mmaction - INFO - Epoch [95][540/1879] lr: 6.070e-02, eta: 18:47:48, time: 0.715, data_time: 0.057, memory: 6921, loss_aux: 1.4571, top1_acc: 0.4043, top5_acc: 0.6379, loss_cls: 2.7000, loss: 4.1571, grad_norm: 2.9308 2021-07-20 02:29:48,479 - mmaction - INFO - Epoch [95][560/1879] lr: 6.067e-02, eta: 18:47:37, time: 0.782, data_time: 0.029, memory: 6921, loss_aux: 1.4253, top1_acc: 0.4180, top5_acc: 0.6562, loss_cls: 2.6495, loss: 4.0748, grad_norm: 2.9701 2021-07-20 02:29:59,613 - mmaction - INFO - Epoch [95][580/1879] lr: 6.065e-02, eta: 18:47:23, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.4632, top1_acc: 0.4086, top5_acc: 0.6406, loss_cls: 2.7220, loss: 4.1852, grad_norm: 2.8967 2021-07-20 02:30:12,716 - mmaction - INFO - Epoch [95][600/1879] lr: 6.063e-02, eta: 18:47:10, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.4435, top1_acc: 0.4043, top5_acc: 0.6559, loss_cls: 2.6418, loss: 4.0853, grad_norm: 2.9371 2021-07-20 02:30:26,168 - mmaction - INFO - Epoch [95][620/1879] lr: 6.061e-02, eta: 18:46:57, time: 0.676, data_time: 0.012, memory: 6921, loss_aux: 1.4993, top1_acc: 0.3902, top5_acc: 0.6203, loss_cls: 2.7848, loss: 4.2841, grad_norm: 2.9331 2021-07-20 02:30:37,610 - mmaction - INFO - Epoch [95][640/1879] lr: 6.059e-02, eta: 18:46:44, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.3873, top1_acc: 0.4301, top5_acc: 0.6809, loss_cls: 2.5128, loss: 3.9000, grad_norm: 2.9381 2021-07-20 02:30:49,679 - mmaction - INFO - Epoch [95][660/1879] lr: 6.057e-02, eta: 18:46:30, time: 0.603, data_time: 0.001, memory: 6921, loss_aux: 1.4389, top1_acc: 0.4137, top5_acc: 0.6559, loss_cls: 2.6256, loss: 4.0645, grad_norm: 2.9207 2021-07-20 02:31:03,140 - mmaction - INFO - Epoch [95][680/1879] lr: 6.055e-02, eta: 18:46:18, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.4711, top1_acc: 0.3918, top5_acc: 0.6375, loss_cls: 2.7391, loss: 4.2101, grad_norm: 2.9715 2021-07-20 02:31:14,506 - mmaction - INFO - Epoch [95][700/1879] lr: 6.053e-02, eta: 18:46:04, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.4843, top1_acc: 0.4172, top5_acc: 0.6566, loss_cls: 2.7087, loss: 4.1930, grad_norm: 2.9279 2021-07-20 02:31:26,270 - mmaction - INFO - Epoch [95][720/1879] lr: 6.051e-02, eta: 18:45:50, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.4574, top1_acc: 0.4105, top5_acc: 0.6492, loss_cls: 2.6648, loss: 4.1222, grad_norm: 2.9511 2021-07-20 02:31:37,631 - mmaction - INFO - Epoch [95][740/1879] lr: 6.049e-02, eta: 18:45:36, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.4465, top1_acc: 0.4031, top5_acc: 0.6559, loss_cls: 2.6647, loss: 4.1113, grad_norm: 2.9751 2021-07-20 02:31:53,185 - mmaction - INFO - Epoch [95][760/1879] lr: 6.047e-02, eta: 18:45:25, time: 0.778, data_time: 0.003, memory: 6921, loss_aux: 1.4796, top1_acc: 0.3895, top5_acc: 0.6348, loss_cls: 2.7445, loss: 4.2241, grad_norm: 2.8968 2021-07-20 02:32:06,543 - mmaction - INFO - Epoch [95][780/1879] lr: 6.045e-02, eta: 18:45:12, time: 0.668, data_time: 0.006, memory: 6921, loss_aux: 1.4713, top1_acc: 0.4016, top5_acc: 0.6355, loss_cls: 2.6942, loss: 4.1655, grad_norm: 2.9338 2021-07-20 02:32:27,259 - mmaction - INFO - Epoch [95][800/1879] lr: 6.043e-02, eta: 18:45:04, time: 1.035, data_time: 0.002, memory: 6921, loss_aux: 1.4460, top1_acc: 0.4180, top5_acc: 0.6520, loss_cls: 2.6584, loss: 4.1045, grad_norm: 3.0037 2021-07-20 02:32:38,704 - mmaction - INFO - Epoch [95][820/1879] lr: 6.041e-02, eta: 18:44:50, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.4874, top1_acc: 0.3937, top5_acc: 0.6398, loss_cls: 2.7288, loss: 4.2162, grad_norm: 2.9839 2021-07-20 02:32:54,466 - mmaction - INFO - Epoch [95][840/1879] lr: 6.039e-02, eta: 18:44:39, time: 0.789, data_time: 0.003, memory: 6921, loss_aux: 1.4665, top1_acc: 0.3941, top5_acc: 0.6383, loss_cls: 2.7231, loss: 4.1895, grad_norm: 2.9947 2021-07-20 02:33:06,199 - mmaction - INFO - Epoch [95][860/1879] lr: 6.037e-02, eta: 18:44:25, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.4696, top1_acc: 0.4008, top5_acc: 0.6496, loss_cls: 2.6968, loss: 4.1664, grad_norm: 2.8941 2021-07-20 02:33:18,543 - mmaction - INFO - Epoch [95][880/1879] lr: 6.035e-02, eta: 18:44:12, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.4464, top1_acc: 0.4035, top5_acc: 0.6582, loss_cls: 2.6847, loss: 4.1311, grad_norm: 2.9590 2021-07-20 02:33:30,881 - mmaction - INFO - Epoch [95][900/1879] lr: 6.033e-02, eta: 18:43:59, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.4520, top1_acc: 0.4059, top5_acc: 0.6441, loss_cls: 2.7141, loss: 4.1660, grad_norm: 2.9338 2021-07-20 02:33:42,532 - mmaction - INFO - Epoch [95][920/1879] lr: 6.031e-02, eta: 18:43:45, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4361, top1_acc: 0.4168, top5_acc: 0.6562, loss_cls: 2.6414, loss: 4.0775, grad_norm: 2.8998 2021-07-20 02:33:58,158 - mmaction - INFO - Epoch [95][940/1879] lr: 6.029e-02, eta: 18:43:34, time: 0.779, data_time: 0.004, memory: 6921, loss_aux: 1.4497, top1_acc: 0.4055, top5_acc: 0.6543, loss_cls: 2.6485, loss: 4.0981, grad_norm: 2.9651 2021-07-20 02:34:09,564 - mmaction - INFO - Epoch [95][960/1879] lr: 6.027e-02, eta: 18:43:20, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.4430, top1_acc: 0.4086, top5_acc: 0.6559, loss_cls: 2.6344, loss: 4.0775, grad_norm: 2.8635 2021-07-20 02:34:20,972 - mmaction - INFO - Epoch [95][980/1879] lr: 6.024e-02, eta: 18:43:06, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.4545, top1_acc: 0.3953, top5_acc: 0.6379, loss_cls: 2.7083, loss: 4.1629, grad_norm: 2.9998 2021-07-20 02:34:36,662 - mmaction - INFO - Epoch [95][1000/1879] lr: 6.022e-02, eta: 18:42:55, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.4764, top1_acc: 0.3840, top5_acc: 0.6441, loss_cls: 2.7344, loss: 4.2107, grad_norm: 2.9964 2021-07-20 02:34:48,673 - mmaction - INFO - Epoch [95][1020/1879] lr: 6.020e-02, eta: 18:42:41, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.4469, top1_acc: 0.4043, top5_acc: 0.6504, loss_cls: 2.7028, loss: 4.1497, grad_norm: 2.9478 2021-07-20 02:35:00,388 - mmaction - INFO - Epoch [95][1040/1879] lr: 6.018e-02, eta: 18:42:28, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.4177, top1_acc: 0.4203, top5_acc: 0.6625, loss_cls: 2.6075, loss: 4.0252, grad_norm: 2.9388 2021-07-20 02:35:21,332 - mmaction - INFO - Epoch [95][1060/1879] lr: 6.016e-02, eta: 18:42:19, time: 1.048, data_time: 0.003, memory: 6921, loss_aux: 1.4920, top1_acc: 0.3770, top5_acc: 0.6379, loss_cls: 2.7458, loss: 4.2377, grad_norm: 3.0199 2021-07-20 02:35:33,560 - mmaction - INFO - Epoch [95][1080/1879] lr: 6.014e-02, eta: 18:42:06, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.4751, top1_acc: 0.3965, top5_acc: 0.6500, loss_cls: 2.7284, loss: 4.2035, grad_norm: 2.9920 2021-07-20 02:35:46,729 - mmaction - INFO - Epoch [95][1100/1879] lr: 6.012e-02, eta: 18:41:53, time: 0.655, data_time: 0.001, memory: 6921, loss_aux: 1.4505, top1_acc: 0.4094, top5_acc: 0.6480, loss_cls: 2.6802, loss: 4.1306, grad_norm: 2.9736 2021-07-20 02:36:01,875 - mmaction - INFO - Epoch [95][1120/1879] lr: 6.010e-02, eta: 18:41:42, time: 0.759, data_time: 0.005, memory: 6921, loss_aux: 1.4766, top1_acc: 0.3922, top5_acc: 0.6309, loss_cls: 2.7418, loss: 4.2184, grad_norm: 2.9641 2021-07-20 02:36:16,944 - mmaction - INFO - Epoch [95][1140/1879] lr: 6.008e-02, eta: 18:41:30, time: 0.754, data_time: 0.005, memory: 6921, loss_aux: 1.4534, top1_acc: 0.4051, top5_acc: 0.6543, loss_cls: 2.6680, loss: 4.1213, grad_norm: 2.9179 2021-07-20 02:36:28,909 - mmaction - INFO - Epoch [95][1160/1879] lr: 6.006e-02, eta: 18:41:16, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.4559, top1_acc: 0.4059, top5_acc: 0.6504, loss_cls: 2.6623, loss: 4.1182, grad_norm: 3.0112 2021-07-20 02:36:40,864 - mmaction - INFO - Epoch [95][1180/1879] lr: 6.004e-02, eta: 18:41:03, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.4665, top1_acc: 0.3980, top5_acc: 0.6430, loss_cls: 2.7293, loss: 4.1957, grad_norm: 2.9899 2021-07-20 02:36:57,975 - mmaction - INFO - Epoch [95][1200/1879] lr: 6.002e-02, eta: 18:40:52, time: 0.853, data_time: 0.005, memory: 6921, loss_aux: 1.4618, top1_acc: 0.3988, top5_acc: 0.6527, loss_cls: 2.6825, loss: 4.1444, grad_norm: 2.9629 2021-07-20 02:37:09,608 - mmaction - INFO - Epoch [95][1220/1879] lr: 6.000e-02, eta: 18:40:39, time: 0.585, data_time: 0.012, memory: 6921, loss_aux: 1.4714, top1_acc: 0.3937, top5_acc: 0.6504, loss_cls: 2.7272, loss: 4.1986, grad_norm: 2.9447 2021-07-20 02:37:21,697 - mmaction - INFO - Epoch [95][1240/1879] lr: 5.998e-02, eta: 18:40:25, time: 0.604, data_time: 0.001, memory: 6921, loss_aux: 1.5016, top1_acc: 0.3895, top5_acc: 0.6289, loss_cls: 2.7815, loss: 4.2832, grad_norm: 2.9347 2021-07-20 02:37:36,156 - mmaction - INFO - Epoch [95][1260/1879] lr: 5.996e-02, eta: 18:40:13, time: 0.723, data_time: 0.003, memory: 6921, loss_aux: 1.4984, top1_acc: 0.4020, top5_acc: 0.6461, loss_cls: 2.7381, loss: 4.2365, grad_norm: 2.9672 2021-07-20 02:37:47,708 - mmaction - INFO - Epoch [95][1280/1879] lr: 5.994e-02, eta: 18:39:59, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.4363, top1_acc: 0.4016, top5_acc: 0.6605, loss_cls: 2.6208, loss: 4.0571, grad_norm: 2.9916 2021-07-20 02:38:00,323 - mmaction - INFO - Epoch [95][1300/1879] lr: 5.992e-02, eta: 18:39:46, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.4621, top1_acc: 0.4094, top5_acc: 0.6531, loss_cls: 2.6750, loss: 4.1371, grad_norm: 2.9634 2021-07-20 02:38:12,508 - mmaction - INFO - Epoch [95][1320/1879] lr: 5.990e-02, eta: 18:39:33, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.4701, top1_acc: 0.4039, top5_acc: 0.6559, loss_cls: 2.7143, loss: 4.1843, grad_norm: 3.0323 2021-07-20 02:38:23,766 - mmaction - INFO - Epoch [95][1340/1879] lr: 5.988e-02, eta: 18:39:19, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.4722, top1_acc: 0.3937, top5_acc: 0.6438, loss_cls: 2.7246, loss: 4.1968, grad_norm: 3.0392 2021-07-20 02:38:35,639 - mmaction - INFO - Epoch [95][1360/1879] lr: 5.986e-02, eta: 18:39:06, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.4549, top1_acc: 0.4051, top5_acc: 0.6582, loss_cls: 2.6643, loss: 4.1192, grad_norm: 2.9084 2021-07-20 02:38:50,279 - mmaction - INFO - Epoch [95][1380/1879] lr: 5.984e-02, eta: 18:38:54, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.4493, top1_acc: 0.4129, top5_acc: 0.6441, loss_cls: 2.6676, loss: 4.1169, grad_norm: 2.9550 2021-07-20 02:39:11,863 - mmaction - INFO - Epoch [95][1400/1879] lr: 5.982e-02, eta: 18:38:46, time: 1.077, data_time: 0.002, memory: 6921, loss_aux: 1.4680, top1_acc: 0.3980, top5_acc: 0.6555, loss_cls: 2.7048, loss: 4.1728, grad_norm: 2.9626 2021-07-20 02:39:23,547 - mmaction - INFO - Epoch [95][1420/1879] lr: 5.980e-02, eta: 18:38:32, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.4427, top1_acc: 0.3980, top5_acc: 0.6582, loss_cls: 2.6650, loss: 4.1077, grad_norm: 2.9317 2021-07-20 02:39:37,029 - mmaction - INFO - Epoch [95][1440/1879] lr: 5.977e-02, eta: 18:38:19, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.4636, top1_acc: 0.3902, top5_acc: 0.6371, loss_cls: 2.7304, loss: 4.1940, grad_norm: 3.0092 2021-07-20 02:39:54,089 - mmaction - INFO - Epoch [95][1460/1879] lr: 5.975e-02, eta: 18:38:09, time: 0.852, data_time: 0.003, memory: 6921, loss_aux: 1.4936, top1_acc: 0.3859, top5_acc: 0.6328, loss_cls: 2.7679, loss: 4.2614, grad_norm: 3.0012 2021-07-20 02:40:05,130 - mmaction - INFO - Epoch [95][1480/1879] lr: 5.973e-02, eta: 18:37:55, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.4103, top1_acc: 0.4215, top5_acc: 0.6738, loss_cls: 2.5646, loss: 3.9749, grad_norm: 2.8944 2021-07-20 02:40:17,720 - mmaction - INFO - Epoch [95][1500/1879] lr: 5.971e-02, eta: 18:37:42, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.4936, top1_acc: 0.4055, top5_acc: 0.6383, loss_cls: 2.7399, loss: 4.2335, grad_norm: 2.9597 2021-07-20 02:40:34,145 - mmaction - INFO - Epoch [95][1520/1879] lr: 5.969e-02, eta: 18:37:31, time: 0.821, data_time: 0.003, memory: 6921, loss_aux: 1.4697, top1_acc: 0.3992, top5_acc: 0.6566, loss_cls: 2.6924, loss: 4.1621, grad_norm: 2.9217 2021-07-20 02:40:46,188 - mmaction - INFO - Epoch [95][1540/1879] lr: 5.967e-02, eta: 18:37:17, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.5061, top1_acc: 0.3762, top5_acc: 0.6305, loss_cls: 2.7925, loss: 4.2986, grad_norm: 2.9865 2021-07-20 02:40:57,737 - mmaction - INFO - Epoch [95][1560/1879] lr: 5.965e-02, eta: 18:37:04, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.4840, top1_acc: 0.3949, top5_acc: 0.6477, loss_cls: 2.7422, loss: 4.2262, grad_norm: 2.9725 2021-07-20 02:41:10,601 - mmaction - INFO - Epoch [95][1580/1879] lr: 5.963e-02, eta: 18:36:51, time: 0.644, data_time: 0.005, memory: 6921, loss_aux: 1.4573, top1_acc: 0.3926, top5_acc: 0.6438, loss_cls: 2.6816, loss: 4.1390, grad_norm: 2.9485 2021-07-20 02:41:23,522 - mmaction - INFO - Epoch [95][1600/1879] lr: 5.961e-02, eta: 18:36:38, time: 0.646, data_time: 0.004, memory: 6921, loss_aux: 1.4860, top1_acc: 0.3859, top5_acc: 0.6418, loss_cls: 2.7566, loss: 4.2426, grad_norm: 2.9781 2021-07-20 02:41:35,637 - mmaction - INFO - Epoch [95][1620/1879] lr: 5.959e-02, eta: 18:36:24, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.4689, top1_acc: 0.3996, top5_acc: 0.6418, loss_cls: 2.7111, loss: 4.1800, grad_norm: 2.9061 2021-07-20 02:41:47,433 - mmaction - INFO - Epoch [95][1640/1879] lr: 5.957e-02, eta: 18:36:11, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4391, top1_acc: 0.4086, top5_acc: 0.6562, loss_cls: 2.6591, loss: 4.0982, grad_norm: 2.8349 2021-07-20 02:42:01,586 - mmaction - INFO - Epoch [95][1660/1879] lr: 5.955e-02, eta: 18:35:59, time: 0.708, data_time: 0.003, memory: 6921, loss_aux: 1.4754, top1_acc: 0.4051, top5_acc: 0.6457, loss_cls: 2.6869, loss: 4.1623, grad_norm: 3.0416 2021-07-20 02:42:13,631 - mmaction - INFO - Epoch [95][1680/1879] lr: 5.953e-02, eta: 18:35:45, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.4571, top1_acc: 0.4121, top5_acc: 0.6504, loss_cls: 2.6665, loss: 4.1236, grad_norm: 3.0113 2021-07-20 02:42:27,238 - mmaction - INFO - Epoch [95][1700/1879] lr: 5.951e-02, eta: 18:35:33, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 1.4573, top1_acc: 0.3906, top5_acc: 0.6418, loss_cls: 2.7206, loss: 4.1780, grad_norm: 3.0525 2021-07-20 02:42:41,452 - mmaction - INFO - Epoch [95][1720/1879] lr: 5.949e-02, eta: 18:35:20, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.4800, top1_acc: 0.3984, top5_acc: 0.6344, loss_cls: 2.7390, loss: 4.2190, grad_norm: 2.9154 2021-07-20 02:42:53,236 - mmaction - INFO - Epoch [95][1740/1879] lr: 5.947e-02, eta: 18:35:07, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.4499, top1_acc: 0.4129, top5_acc: 0.6469, loss_cls: 2.6810, loss: 4.1309, grad_norm: 2.9732 2021-07-20 02:43:05,767 - mmaction - INFO - Epoch [95][1760/1879] lr: 5.945e-02, eta: 18:34:54, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.4800, top1_acc: 0.3992, top5_acc: 0.6406, loss_cls: 2.7382, loss: 4.2182, grad_norm: 2.9621 2021-07-20 02:43:16,955 - mmaction - INFO - Epoch [95][1780/1879] lr: 5.943e-02, eta: 18:34:40, time: 0.563, data_time: 0.007, memory: 6921, loss_aux: 1.4412, top1_acc: 0.4188, top5_acc: 0.6629, loss_cls: 2.6374, loss: 4.0786, grad_norm: 2.9416 2021-07-20 02:43:28,958 - mmaction - INFO - Epoch [95][1800/1879] lr: 5.941e-02, eta: 18:34:26, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.4673, top1_acc: 0.3965, top5_acc: 0.6508, loss_cls: 2.7101, loss: 4.1774, grad_norm: 3.0297 2021-07-20 02:43:42,254 - mmaction - INFO - Epoch [95][1820/1879] lr: 5.939e-02, eta: 18:34:13, time: 0.664, data_time: 0.006, memory: 6921, loss_aux: 1.4708, top1_acc: 0.3969, top5_acc: 0.6508, loss_cls: 2.7075, loss: 4.1783, grad_norm: 2.9800 2021-07-20 02:43:55,923 - mmaction - INFO - Epoch [95][1840/1879] lr: 5.937e-02, eta: 18:34:01, time: 0.686, data_time: 0.005, memory: 6921, loss_aux: 1.4761, top1_acc: 0.4082, top5_acc: 0.6457, loss_cls: 2.7225, loss: 4.1986, grad_norm: 3.0174 2021-07-20 02:44:08,714 - mmaction - INFO - Epoch [95][1860/1879] lr: 5.935e-02, eta: 18:33:48, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.4708, top1_acc: 0.3941, top5_acc: 0.6438, loss_cls: 2.7345, loss: 4.2053, grad_norm: 3.0560 2021-07-20 02:44:18,891 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-07-20 02:44:40,072 - mmaction - INFO - Epoch [96][20/1879] lr: 5.931e-02, eta: 18:33:16, time: 0.716, data_time: 0.149, memory: 6921, loss_aux: 1.4913, top1_acc: 0.3891, top5_acc: 0.6441, loss_cls: 2.7170, loss: 4.2082, grad_norm: 2.9966 2021-07-20 02:44:53,766 - mmaction - INFO - Epoch [96][40/1879] lr: 5.929e-02, eta: 18:33:04, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 1.4413, top1_acc: 0.4086, top5_acc: 0.6520, loss_cls: 2.6936, loss: 4.1349, grad_norm: 2.9601 2021-07-20 02:45:05,155 - mmaction - INFO - Epoch [96][60/1879] lr: 5.927e-02, eta: 18:32:50, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.4227, top1_acc: 0.4156, top5_acc: 0.6641, loss_cls: 2.5861, loss: 4.0088, grad_norm: 2.8958 2021-07-20 02:45:19,619 - mmaction - INFO - Epoch [96][80/1879] lr: 5.925e-02, eta: 18:32:38, time: 0.722, data_time: 0.004, memory: 6921, loss_aux: 1.4259, top1_acc: 0.4258, top5_acc: 0.6680, loss_cls: 2.6008, loss: 4.0267, grad_norm: 2.9815 2021-07-20 02:45:31,188 - mmaction - INFO - Epoch [96][100/1879] lr: 5.923e-02, eta: 18:32:24, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.4679, top1_acc: 0.4082, top5_acc: 0.6602, loss_cls: 2.6639, loss: 4.1318, grad_norm: 2.9267 2021-07-20 02:45:44,304 - mmaction - INFO - Epoch [96][120/1879] lr: 5.921e-02, eta: 18:32:12, time: 0.653, data_time: 0.001, memory: 6921, loss_aux: 1.4611, top1_acc: 0.4105, top5_acc: 0.6473, loss_cls: 2.6717, loss: 4.1328, grad_norm: 2.9765 2021-07-20 02:45:55,451 - mmaction - INFO - Epoch [96][140/1879] lr: 5.918e-02, eta: 18:31:58, time: 0.559, data_time: 0.006, memory: 6921, loss_aux: 1.4790, top1_acc: 0.3934, top5_acc: 0.6359, loss_cls: 2.7701, loss: 4.2491, grad_norm: 3.0196 2021-07-20 02:46:15,067 - mmaction - INFO - Epoch [96][160/1879] lr: 5.916e-02, eta: 18:31:48, time: 0.979, data_time: 0.005, memory: 6921, loss_aux: 1.4371, top1_acc: 0.4254, top5_acc: 0.6652, loss_cls: 2.6161, loss: 4.0532, grad_norm: 2.9482 2021-07-20 02:46:26,633 - mmaction - INFO - Epoch [96][180/1879] lr: 5.914e-02, eta: 18:31:35, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.4811, top1_acc: 0.4066, top5_acc: 0.6461, loss_cls: 2.7174, loss: 4.1985, grad_norm: 2.9800 2021-07-20 02:46:43,332 - mmaction - INFO - Epoch [96][200/1879] lr: 5.912e-02, eta: 18:31:24, time: 0.832, data_time: 0.003, memory: 6921, loss_aux: 1.4565, top1_acc: 0.4008, top5_acc: 0.6402, loss_cls: 2.6973, loss: 4.1537, grad_norm: 2.9741 2021-07-20 02:46:56,133 - mmaction - INFO - Epoch [96][220/1879] lr: 5.910e-02, eta: 18:31:11, time: 0.643, data_time: 0.006, memory: 6921, loss_aux: 1.4523, top1_acc: 0.4043, top5_acc: 0.6418, loss_cls: 2.6942, loss: 4.1466, grad_norm: 2.9779 2021-07-20 02:47:08,814 - mmaction - INFO - Epoch [96][240/1879] lr: 5.908e-02, eta: 18:30:58, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.4479, top1_acc: 0.4191, top5_acc: 0.6676, loss_cls: 2.6268, loss: 4.0747, grad_norm: 3.0001 2021-07-20 02:47:19,965 - mmaction - INFO - Epoch [96][260/1879] lr: 5.906e-02, eta: 18:30:44, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.4704, top1_acc: 0.4004, top5_acc: 0.6480, loss_cls: 2.7135, loss: 4.1839, grad_norm: 2.9536 2021-07-20 02:47:32,722 - mmaction - INFO - Epoch [96][280/1879] lr: 5.904e-02, eta: 18:30:31, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.4344, top1_acc: 0.4031, top5_acc: 0.6562, loss_cls: 2.6458, loss: 4.0802, grad_norm: 2.9617 2021-07-20 02:47:46,025 - mmaction - INFO - Epoch [96][300/1879] lr: 5.902e-02, eta: 18:30:18, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.4707, top1_acc: 0.3945, top5_acc: 0.6441, loss_cls: 2.7341, loss: 4.2048, grad_norm: 2.9588 2021-07-20 02:48:00,200 - mmaction - INFO - Epoch [96][320/1879] lr: 5.900e-02, eta: 18:30:06, time: 0.712, data_time: 0.005, memory: 6921, loss_aux: 1.4692, top1_acc: 0.4062, top5_acc: 0.6457, loss_cls: 2.6633, loss: 4.1324, grad_norm: 2.9859 2021-07-20 02:48:11,552 - mmaction - INFO - Epoch [96][340/1879] lr: 5.898e-02, eta: 18:29:52, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.4900, top1_acc: 0.4016, top5_acc: 0.6566, loss_cls: 2.7065, loss: 4.1966, grad_norm: 3.0223 2021-07-20 02:48:23,595 - mmaction - INFO - Epoch [96][360/1879] lr: 5.896e-02, eta: 18:29:39, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.4498, top1_acc: 0.4035, top5_acc: 0.6562, loss_cls: 2.6678, loss: 4.1176, grad_norm: 3.0334 2021-07-20 02:48:36,396 - mmaction - INFO - Epoch [96][380/1879] lr: 5.894e-02, eta: 18:29:26, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.4482, top1_acc: 0.4164, top5_acc: 0.6594, loss_cls: 2.6774, loss: 4.1256, grad_norm: 2.9952 2021-07-20 02:48:47,774 - mmaction - INFO - Epoch [96][400/1879] lr: 5.892e-02, eta: 18:29:12, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.4420, top1_acc: 0.4070, top5_acc: 0.6555, loss_cls: 2.6617, loss: 4.1037, grad_norm: 2.9122 2021-07-20 02:48:59,854 - mmaction - INFO - Epoch [96][420/1879] lr: 5.890e-02, eta: 18:28:59, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.4578, top1_acc: 0.4055, top5_acc: 0.6492, loss_cls: 2.6907, loss: 4.1485, grad_norm: 2.9520 2021-07-20 02:49:13,271 - mmaction - INFO - Epoch [96][440/1879] lr: 5.888e-02, eta: 18:28:46, time: 0.671, data_time: 0.049, memory: 6921, loss_aux: 1.4538, top1_acc: 0.4012, top5_acc: 0.6500, loss_cls: 2.6858, loss: 4.1396, grad_norm: 2.9108 2021-07-20 02:49:25,059 - mmaction - INFO - Epoch [96][460/1879] lr: 5.886e-02, eta: 18:28:32, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4759, top1_acc: 0.3996, top5_acc: 0.6387, loss_cls: 2.7246, loss: 4.2005, grad_norm: 2.9747 2021-07-20 02:49:36,687 - mmaction - INFO - Epoch [96][480/1879] lr: 5.884e-02, eta: 18:28:19, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.4653, top1_acc: 0.3992, top5_acc: 0.6441, loss_cls: 2.6931, loss: 4.1583, grad_norm: 2.9934 2021-07-20 02:49:47,947 - mmaction - INFO - Epoch [96][500/1879] lr: 5.882e-02, eta: 18:28:05, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.4471, top1_acc: 0.3996, top5_acc: 0.6527, loss_cls: 2.6631, loss: 4.1102, grad_norm: 3.0148 2021-07-20 02:50:00,874 - mmaction - INFO - Epoch [96][520/1879] lr: 5.880e-02, eta: 18:27:52, time: 0.646, data_time: 0.001, memory: 6921, loss_aux: 1.4611, top1_acc: 0.3984, top5_acc: 0.6574, loss_cls: 2.6648, loss: 4.1259, grad_norm: 3.0094 2021-07-20 02:50:13,329 - mmaction - INFO - Epoch [96][540/1879] lr: 5.878e-02, eta: 18:27:39, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.4733, top1_acc: 0.3922, top5_acc: 0.6418, loss_cls: 2.7167, loss: 4.1900, grad_norm: 2.9843 2021-07-20 02:50:38,397 - mmaction - INFO - Epoch [96][560/1879] lr: 5.876e-02, eta: 18:27:33, time: 1.254, data_time: 0.006, memory: 6921, loss_aux: 1.4378, top1_acc: 0.4254, top5_acc: 0.6621, loss_cls: 2.6179, loss: 4.0556, grad_norm: 2.9031 2021-07-20 02:50:49,669 - mmaction - INFO - Epoch [96][580/1879] lr: 5.874e-02, eta: 18:27:19, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.4647, top1_acc: 0.4039, top5_acc: 0.6469, loss_cls: 2.6722, loss: 4.1369, grad_norm: 2.9861 2021-07-20 02:51:04,737 - mmaction - INFO - Epoch [96][600/1879] lr: 5.872e-02, eta: 18:27:07, time: 0.754, data_time: 0.003, memory: 6921, loss_aux: 1.4740, top1_acc: 0.3957, top5_acc: 0.6402, loss_cls: 2.7209, loss: 4.1949, grad_norm: 2.9960 2021-07-20 02:51:18,982 - mmaction - INFO - Epoch [96][620/1879] lr: 5.870e-02, eta: 18:26:55, time: 0.712, data_time: 0.002, memory: 6921, loss_aux: 1.4493, top1_acc: 0.4051, top5_acc: 0.6500, loss_cls: 2.6579, loss: 4.1073, grad_norm: 2.9786 2021-07-20 02:51:36,414 - mmaction - INFO - Epoch [96][640/1879] lr: 5.868e-02, eta: 18:26:44, time: 0.872, data_time: 0.003, memory: 6921, loss_aux: 1.4919, top1_acc: 0.3996, top5_acc: 0.6457, loss_cls: 2.7433, loss: 4.2352, grad_norm: 2.9704 2021-07-20 02:51:47,833 - mmaction - INFO - Epoch [96][660/1879] lr: 5.866e-02, eta: 18:26:31, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.4360, top1_acc: 0.4121, top5_acc: 0.6637, loss_cls: 2.6178, loss: 4.0538, grad_norm: 2.9957 2021-07-20 02:52:01,605 - mmaction - INFO - Epoch [96][680/1879] lr: 5.864e-02, eta: 18:26:18, time: 0.686, data_time: 0.001, memory: 6921, loss_aux: 1.4284, top1_acc: 0.4152, top5_acc: 0.6652, loss_cls: 2.6061, loss: 4.0345, grad_norm: 3.0316 2021-07-20 02:52:14,193 - mmaction - INFO - Epoch [96][700/1879] lr: 5.862e-02, eta: 18:26:05, time: 0.632, data_time: 0.005, memory: 6921, loss_aux: 1.3940, top1_acc: 0.4281, top5_acc: 0.6699, loss_cls: 2.5424, loss: 3.9364, grad_norm: 2.9606 2021-07-20 02:52:25,732 - mmaction - INFO - Epoch [96][720/1879] lr: 5.860e-02, eta: 18:25:51, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.4615, top1_acc: 0.4043, top5_acc: 0.6457, loss_cls: 2.6968, loss: 4.1583, grad_norm: 2.9978 2021-07-20 02:52:37,570 - mmaction - INFO - Epoch [96][740/1879] lr: 5.858e-02, eta: 18:25:38, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.4853, top1_acc: 0.3980, top5_acc: 0.6395, loss_cls: 2.7422, loss: 4.2275, grad_norm: 3.0334 2021-07-20 02:52:53,062 - mmaction - INFO - Epoch [96][760/1879] lr: 5.855e-02, eta: 18:25:26, time: 0.774, data_time: 0.001, memory: 6921, loss_aux: 1.4640, top1_acc: 0.4055, top5_acc: 0.6469, loss_cls: 2.7025, loss: 4.1665, grad_norm: 2.9200 2021-07-20 02:53:06,708 - mmaction - INFO - Epoch [96][780/1879] lr: 5.853e-02, eta: 18:25:14, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.4810, top1_acc: 0.3973, top5_acc: 0.6406, loss_cls: 2.7276, loss: 4.2086, grad_norm: 2.9954 2021-07-20 02:53:18,446 - mmaction - INFO - Epoch [96][800/1879] lr: 5.851e-02, eta: 18:25:00, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.4663, top1_acc: 0.4070, top5_acc: 0.6625, loss_cls: 2.6569, loss: 4.1232, grad_norm: 2.9927 2021-07-20 02:53:30,628 - mmaction - INFO - Epoch [96][820/1879] lr: 5.849e-02, eta: 18:24:47, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.4665, top1_acc: 0.3957, top5_acc: 0.6480, loss_cls: 2.7042, loss: 4.1707, grad_norm: 3.0114 2021-07-20 02:53:42,563 - mmaction - INFO - Epoch [96][840/1879] lr: 5.847e-02, eta: 18:24:33, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.4522, top1_acc: 0.4121, top5_acc: 0.6531, loss_cls: 2.6568, loss: 4.1090, grad_norm: 2.9718 2021-07-20 02:54:00,222 - mmaction - INFO - Epoch [96][860/1879] lr: 5.845e-02, eta: 18:24:23, time: 0.882, data_time: 0.003, memory: 6921, loss_aux: 1.4980, top1_acc: 0.3902, top5_acc: 0.6441, loss_cls: 2.7754, loss: 4.2734, grad_norm: 3.0153 2021-07-20 02:54:16,328 - mmaction - INFO - Epoch [96][880/1879] lr: 5.843e-02, eta: 18:24:12, time: 0.805, data_time: 0.007, memory: 6921, loss_aux: 1.4791, top1_acc: 0.3953, top5_acc: 0.6492, loss_cls: 2.7039, loss: 4.1830, grad_norm: 2.9972 2021-07-20 02:54:30,943 - mmaction - INFO - Epoch [96][900/1879] lr: 5.841e-02, eta: 18:24:00, time: 0.732, data_time: 0.004, memory: 6921, loss_aux: 1.4181, top1_acc: 0.4188, top5_acc: 0.6570, loss_cls: 2.6131, loss: 4.0313, grad_norm: 2.9391 2021-07-20 02:54:44,840 - mmaction - INFO - Epoch [96][920/1879] lr: 5.839e-02, eta: 18:23:48, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.4463, top1_acc: 0.3934, top5_acc: 0.6484, loss_cls: 2.6582, loss: 4.1045, grad_norm: 2.9930 2021-07-20 02:55:01,171 - mmaction - INFO - Epoch [96][940/1879] lr: 5.837e-02, eta: 18:23:37, time: 0.818, data_time: 0.003, memory: 6921, loss_aux: 1.4744, top1_acc: 0.3930, top5_acc: 0.6543, loss_cls: 2.6943, loss: 4.1687, grad_norm: 2.9757 2021-07-20 02:55:13,320 - mmaction - INFO - Epoch [96][960/1879] lr: 5.835e-02, eta: 18:23:23, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.4457, top1_acc: 0.4016, top5_acc: 0.6492, loss_cls: 2.6718, loss: 4.1175, grad_norm: 2.9286 2021-07-20 02:55:25,495 - mmaction - INFO - Epoch [96][980/1879] lr: 5.833e-02, eta: 18:23:10, time: 0.604, data_time: 0.008, memory: 6921, loss_aux: 1.4475, top1_acc: 0.4004, top5_acc: 0.6566, loss_cls: 2.6551, loss: 4.1025, grad_norm: 3.0433 2021-07-20 02:55:40,360 - mmaction - INFO - Epoch [96][1000/1879] lr: 5.831e-02, eta: 18:22:58, time: 0.704, data_time: 0.012, memory: 6921, loss_aux: 1.4606, top1_acc: 0.4113, top5_acc: 0.6492, loss_cls: 2.7024, loss: 4.1630, grad_norm: 2.9908 2021-07-20 02:55:52,459 - mmaction - INFO - Epoch [96][1020/1879] lr: 5.829e-02, eta: 18:22:45, time: 0.655, data_time: 0.052, memory: 6921, loss_aux: 1.4297, top1_acc: 0.4129, top5_acc: 0.6582, loss_cls: 2.6286, loss: 4.0583, grad_norm: 2.9545 2021-07-20 02:56:05,716 - mmaction - INFO - Epoch [96][1040/1879] lr: 5.827e-02, eta: 18:22:32, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.4327, top1_acc: 0.4105, top5_acc: 0.6691, loss_cls: 2.6416, loss: 4.0744, grad_norm: 2.9756 2021-07-20 02:56:16,961 - mmaction - INFO - Epoch [96][1060/1879] lr: 5.825e-02, eta: 18:22:18, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.4734, top1_acc: 0.4047, top5_acc: 0.6457, loss_cls: 2.7001, loss: 4.1735, grad_norm: 2.9912 2021-07-20 02:56:28,772 - mmaction - INFO - Epoch [96][1080/1879] lr: 5.823e-02, eta: 18:22:04, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.4929, top1_acc: 0.4035, top5_acc: 0.6379, loss_cls: 2.7122, loss: 4.2052, grad_norm: 3.0093 2021-07-20 02:56:41,029 - mmaction - INFO - Epoch [96][1100/1879] lr: 5.821e-02, eta: 18:21:51, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.4628, top1_acc: 0.3934, top5_acc: 0.6508, loss_cls: 2.7111, loss: 4.1739, grad_norm: 2.9799 2021-07-20 02:56:53,901 - mmaction - INFO - Epoch [96][1120/1879] lr: 5.819e-02, eta: 18:21:38, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.4570, top1_acc: 0.4070, top5_acc: 0.6535, loss_cls: 2.6908, loss: 4.1478, grad_norm: 3.0668 2021-07-20 02:57:06,310 - mmaction - INFO - Epoch [96][1140/1879] lr: 5.817e-02, eta: 18:21:25, time: 0.624, data_time: 0.007, memory: 6921, loss_aux: 1.4610, top1_acc: 0.3984, top5_acc: 0.6527, loss_cls: 2.6894, loss: 4.1504, grad_norm: 2.8642 2021-07-20 02:57:21,655 - mmaction - INFO - Epoch [96][1160/1879] lr: 5.815e-02, eta: 18:21:13, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.4476, top1_acc: 0.4180, top5_acc: 0.6641, loss_cls: 2.6067, loss: 4.0543, grad_norm: 2.9503 2021-07-20 02:57:34,907 - mmaction - INFO - Epoch [96][1180/1879] lr: 5.813e-02, eta: 18:21:01, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.4360, top1_acc: 0.4129, top5_acc: 0.6633, loss_cls: 2.6516, loss: 4.0876, grad_norm: 3.0239 2021-07-20 02:57:46,439 - mmaction - INFO - Epoch [96][1200/1879] lr: 5.811e-02, eta: 18:20:47, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.4557, top1_acc: 0.4074, top5_acc: 0.6539, loss_cls: 2.6783, loss: 4.1340, grad_norm: 2.9851 2021-07-20 02:57:59,641 - mmaction - INFO - Epoch [96][1220/1879] lr: 5.809e-02, eta: 18:20:34, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.4280, top1_acc: 0.4188, top5_acc: 0.6570, loss_cls: 2.6240, loss: 4.0521, grad_norm: 2.9779 2021-07-20 02:58:14,790 - mmaction - INFO - Epoch [96][1240/1879] lr: 5.807e-02, eta: 18:20:22, time: 0.757, data_time: 0.004, memory: 6921, loss_aux: 1.4652, top1_acc: 0.4031, top5_acc: 0.6375, loss_cls: 2.7122, loss: 4.1774, grad_norm: 2.9482 2021-07-20 02:58:28,342 - mmaction - INFO - Epoch [96][1260/1879] lr: 5.805e-02, eta: 18:20:10, time: 0.679, data_time: 0.004, memory: 6921, loss_aux: 1.4654, top1_acc: 0.4059, top5_acc: 0.6352, loss_cls: 2.7143, loss: 4.1797, grad_norm: 2.9404 2021-07-20 02:58:40,448 - mmaction - INFO - Epoch [96][1280/1879] lr: 5.803e-02, eta: 18:19:57, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.4386, top1_acc: 0.4113, top5_acc: 0.6664, loss_cls: 2.6176, loss: 4.0563, grad_norm: 2.9516 2021-07-20 02:58:54,166 - mmaction - INFO - Epoch [96][1300/1879] lr: 5.801e-02, eta: 18:19:44, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.4453, top1_acc: 0.4047, top5_acc: 0.6547, loss_cls: 2.6607, loss: 4.1060, grad_norm: 3.0373 2021-07-20 02:59:06,090 - mmaction - INFO - Epoch [96][1320/1879] lr: 5.799e-02, eta: 18:19:31, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.4405, top1_acc: 0.4102, top5_acc: 0.6488, loss_cls: 2.6432, loss: 4.0837, grad_norm: 3.0091 2021-07-20 02:59:17,737 - mmaction - INFO - Epoch [96][1340/1879] lr: 5.797e-02, eta: 18:19:17, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.4578, top1_acc: 0.4086, top5_acc: 0.6508, loss_cls: 2.6971, loss: 4.1549, grad_norm: 2.9620 2021-07-20 02:59:29,410 - mmaction - INFO - Epoch [96][1360/1879] lr: 5.795e-02, eta: 18:19:03, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.4497, top1_acc: 0.4055, top5_acc: 0.6582, loss_cls: 2.6653, loss: 4.1150, grad_norm: 2.9646 2021-07-20 02:59:40,826 - mmaction - INFO - Epoch [96][1380/1879] lr: 5.793e-02, eta: 18:18:49, time: 0.575, data_time: 0.006, memory: 6921, loss_aux: 1.4382, top1_acc: 0.4074, top5_acc: 0.6582, loss_cls: 2.6503, loss: 4.0885, grad_norm: 3.0125 2021-07-20 02:59:52,006 - mmaction - INFO - Epoch [96][1400/1879] lr: 5.791e-02, eta: 18:18:35, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.4524, top1_acc: 0.3945, top5_acc: 0.6500, loss_cls: 2.6850, loss: 4.1374, grad_norm: 2.9510 2021-07-20 03:00:03,655 - mmaction - INFO - Epoch [96][1420/1879] lr: 5.789e-02, eta: 18:18:22, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.4352, top1_acc: 0.4016, top5_acc: 0.6551, loss_cls: 2.6467, loss: 4.0819, grad_norm: 3.0085 2021-07-20 03:00:18,181 - mmaction - INFO - Epoch [96][1440/1879] lr: 5.787e-02, eta: 18:18:10, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.4163, top1_acc: 0.4066, top5_acc: 0.6500, loss_cls: 2.6519, loss: 4.0682, grad_norm: 2.9620 2021-07-20 03:00:30,240 - mmaction - INFO - Epoch [96][1460/1879] lr: 5.785e-02, eta: 18:17:56, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.4576, top1_acc: 0.4020, top5_acc: 0.6445, loss_cls: 2.6936, loss: 4.1512, grad_norm: 3.0609 2021-07-20 03:00:46,983 - mmaction - INFO - Epoch [96][1480/1879] lr: 5.783e-02, eta: 18:17:46, time: 0.838, data_time: 0.003, memory: 6921, loss_aux: 1.4371, top1_acc: 0.4207, top5_acc: 0.6590, loss_cls: 2.6354, loss: 4.0725, grad_norm: 2.9350 2021-07-20 03:00:59,108 - mmaction - INFO - Epoch [96][1500/1879] lr: 5.781e-02, eta: 18:17:32, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.4326, top1_acc: 0.4117, top5_acc: 0.6516, loss_cls: 2.6228, loss: 4.0554, grad_norm: 2.9261 2021-07-20 03:01:14,316 - mmaction - INFO - Epoch [96][1520/1879] lr: 5.779e-02, eta: 18:17:21, time: 0.760, data_time: 0.004, memory: 6921, loss_aux: 1.4790, top1_acc: 0.4051, top5_acc: 0.6465, loss_cls: 2.7389, loss: 4.2179, grad_norm: 3.0396 2021-07-20 03:01:26,059 - mmaction - INFO - Epoch [96][1540/1879] lr: 5.777e-02, eta: 18:17:07, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4593, top1_acc: 0.4082, top5_acc: 0.6488, loss_cls: 2.6865, loss: 4.1458, grad_norm: 3.0126 2021-07-20 03:01:37,530 - mmaction - INFO - Epoch [96][1560/1879] lr: 5.775e-02, eta: 18:16:53, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.4545, top1_acc: 0.4043, top5_acc: 0.6535, loss_cls: 2.6692, loss: 4.1238, grad_norm: 3.0626 2021-07-20 03:01:50,182 - mmaction - INFO - Epoch [96][1580/1879] lr: 5.772e-02, eta: 18:16:40, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.4633, top1_acc: 0.3945, top5_acc: 0.6422, loss_cls: 2.7219, loss: 4.1852, grad_norm: 3.0111 2021-07-20 03:02:05,465 - mmaction - INFO - Epoch [96][1600/1879] lr: 5.770e-02, eta: 18:16:28, time: 0.764, data_time: 0.005, memory: 6921, loss_aux: 1.4884, top1_acc: 0.3973, top5_acc: 0.6324, loss_cls: 2.7357, loss: 4.2240, grad_norm: 3.0359 2021-07-20 03:02:17,408 - mmaction - INFO - Epoch [96][1620/1879] lr: 5.768e-02, eta: 18:16:15, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 1.4758, top1_acc: 0.3969, top5_acc: 0.6457, loss_cls: 2.7232, loss: 4.1991, grad_norm: 2.9458 2021-07-20 03:02:30,229 - mmaction - INFO - Epoch [96][1640/1879] lr: 5.766e-02, eta: 18:16:02, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.4239, top1_acc: 0.4180, top5_acc: 0.6621, loss_cls: 2.6109, loss: 4.0348, grad_norm: 3.0200 2021-07-20 03:02:46,130 - mmaction - INFO - Epoch [96][1660/1879] lr: 5.764e-02, eta: 18:15:51, time: 0.797, data_time: 0.004, memory: 6921, loss_aux: 1.4929, top1_acc: 0.4039, top5_acc: 0.6488, loss_cls: 2.7361, loss: 4.2290, grad_norm: 3.0276 2021-07-20 03:02:57,380 - mmaction - INFO - Epoch [96][1680/1879] lr: 5.762e-02, eta: 18:15:37, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.4645, top1_acc: 0.4051, top5_acc: 0.6461, loss_cls: 2.7136, loss: 4.1781, grad_norm: 2.9817 2021-07-20 03:03:09,108 - mmaction - INFO - Epoch [96][1700/1879] lr: 5.760e-02, eta: 18:15:23, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.4716, top1_acc: 0.4133, top5_acc: 0.6602, loss_cls: 2.6733, loss: 4.1448, grad_norm: 2.9945 2021-07-20 03:03:22,403 - mmaction - INFO - Epoch [96][1720/1879] lr: 5.758e-02, eta: 18:15:11, time: 0.667, data_time: 0.006, memory: 6921, loss_aux: 1.4855, top1_acc: 0.3973, top5_acc: 0.6305, loss_cls: 2.7455, loss: 4.2309, grad_norm: 3.0101 2021-07-20 03:03:33,760 - mmaction - INFO - Epoch [96][1740/1879] lr: 5.756e-02, eta: 18:14:57, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.4015, top1_acc: 0.4164, top5_acc: 0.6695, loss_cls: 2.5618, loss: 3.9632, grad_norm: 2.9809 2021-07-20 03:03:45,770 - mmaction - INFO - Epoch [96][1760/1879] lr: 5.754e-02, eta: 18:14:43, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.4597, top1_acc: 0.4051, top5_acc: 0.6469, loss_cls: 2.6874, loss: 4.1471, grad_norm: 3.0092 2021-07-20 03:03:58,951 - mmaction - INFO - Epoch [96][1780/1879] lr: 5.752e-02, eta: 18:14:30, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.4509, top1_acc: 0.4016, top5_acc: 0.6637, loss_cls: 2.6637, loss: 4.1146, grad_norm: 3.0119 2021-07-20 03:04:14,896 - mmaction - INFO - Epoch [96][1800/1879] lr: 5.750e-02, eta: 18:14:19, time: 0.795, data_time: 0.003, memory: 6921, loss_aux: 1.4752, top1_acc: 0.3883, top5_acc: 0.6492, loss_cls: 2.7061, loss: 4.1813, grad_norm: 3.0737 2021-07-20 03:04:28,285 - mmaction - INFO - Epoch [96][1820/1879] lr: 5.748e-02, eta: 18:14:07, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.4547, top1_acc: 0.4047, top5_acc: 0.6508, loss_cls: 2.6826, loss: 4.1373, grad_norm: 2.9513 2021-07-20 03:04:39,873 - mmaction - INFO - Epoch [96][1840/1879] lr: 5.746e-02, eta: 18:13:53, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.4261, top1_acc: 0.4180, top5_acc: 0.6668, loss_cls: 2.6087, loss: 4.0348, grad_norm: 2.9605 2021-07-20 03:04:51,449 - mmaction - INFO - Epoch [96][1860/1879] lr: 5.744e-02, eta: 18:13:39, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.4533, top1_acc: 0.4016, top5_acc: 0.6602, loss_cls: 2.6615, loss: 4.1148, grad_norm: 3.0388 2021-07-20 03:05:08,241 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-07-20 03:05:33,042 - mmaction - INFO - Epoch [97][20/1879] lr: 5.740e-02, eta: 18:13:10, time: 0.888, data_time: 0.206, memory: 6921, loss_aux: 1.4385, top1_acc: 0.4059, top5_acc: 0.6629, loss_cls: 2.6671, loss: 4.1055, grad_norm: 3.0785 2021-07-20 03:05:44,531 - mmaction - INFO - Epoch [97][40/1879] lr: 5.738e-02, eta: 18:12:56, time: 0.580, data_time: 0.010, memory: 6921, loss_aux: 1.4160, top1_acc: 0.4180, top5_acc: 0.6668, loss_cls: 2.6098, loss: 4.0258, grad_norm: 3.0360 2021-07-20 03:05:57,467 - mmaction - INFO - Epoch [97][60/1879] lr: 5.736e-02, eta: 18:12:43, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 1.4375, top1_acc: 0.4102, top5_acc: 0.6633, loss_cls: 2.6372, loss: 4.0747, grad_norm: 3.0014 2021-07-20 03:06:09,114 - mmaction - INFO - Epoch [97][80/1879] lr: 5.734e-02, eta: 18:12:30, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.4279, top1_acc: 0.4113, top5_acc: 0.6523, loss_cls: 2.6533, loss: 4.0812, grad_norm: 2.9767 2021-07-20 03:06:22,381 - mmaction - INFO - Epoch [97][100/1879] lr: 5.732e-02, eta: 18:12:17, time: 0.658, data_time: 0.002, memory: 6921, loss_aux: 1.4486, top1_acc: 0.4066, top5_acc: 0.6633, loss_cls: 2.6458, loss: 4.0944, grad_norm: 3.0505 2021-07-20 03:06:33,785 - mmaction - INFO - Epoch [97][120/1879] lr: 5.730e-02, eta: 18:12:03, time: 0.575, data_time: 0.007, memory: 6921, loss_aux: 1.4353, top1_acc: 0.4086, top5_acc: 0.6535, loss_cls: 2.6384, loss: 4.0737, grad_norm: 2.9884 2021-07-20 03:06:45,998 - mmaction - INFO - Epoch [97][140/1879] lr: 5.728e-02, eta: 18:11:50, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.4540, top1_acc: 0.4203, top5_acc: 0.6477, loss_cls: 2.6456, loss: 4.0996, grad_norm: 3.0007 2021-07-20 03:07:04,585 - mmaction - INFO - Epoch [97][160/1879] lr: 5.726e-02, eta: 18:11:40, time: 0.929, data_time: 0.002, memory: 6921, loss_aux: 1.4668, top1_acc: 0.4047, top5_acc: 0.6562, loss_cls: 2.6761, loss: 4.1429, grad_norm: 3.0135 2021-07-20 03:07:15,882 - mmaction - INFO - Epoch [97][180/1879] lr: 5.724e-02, eta: 18:11:26, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.4474, top1_acc: 0.4141, top5_acc: 0.6566, loss_cls: 2.6416, loss: 4.0890, grad_norm: 3.0042 2021-07-20 03:07:27,661 - mmaction - INFO - Epoch [97][200/1879] lr: 5.722e-02, eta: 18:11:12, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4141, top5_acc: 0.6488, loss_cls: 2.6664, loss: 4.1122, grad_norm: 2.9602 2021-07-20 03:07:40,275 - mmaction - INFO - Epoch [97][220/1879] lr: 5.720e-02, eta: 18:10:59, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.4229, top1_acc: 0.4254, top5_acc: 0.6586, loss_cls: 2.6125, loss: 4.0354, grad_norm: 2.9662 2021-07-20 03:07:51,881 - mmaction - INFO - Epoch [97][240/1879] lr: 5.718e-02, eta: 18:10:46, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.4309, top1_acc: 0.4148, top5_acc: 0.6492, loss_cls: 2.6330, loss: 4.0639, grad_norm: 3.0320 2021-07-20 03:08:04,994 - mmaction - INFO - Epoch [97][260/1879] lr: 5.716e-02, eta: 18:10:33, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.4439, top1_acc: 0.4074, top5_acc: 0.6488, loss_cls: 2.6781, loss: 4.1220, grad_norm: 2.9908 2021-07-20 03:08:20,960 - mmaction - INFO - Epoch [97][280/1879] lr: 5.714e-02, eta: 18:10:22, time: 0.797, data_time: 0.003, memory: 6921, loss_aux: 1.4453, top1_acc: 0.4121, top5_acc: 0.6629, loss_cls: 2.6339, loss: 4.0792, grad_norm: 3.0169 2021-07-20 03:08:32,655 - mmaction - INFO - Epoch [97][300/1879] lr: 5.712e-02, eta: 18:10:08, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.4569, top1_acc: 0.4047, top5_acc: 0.6535, loss_cls: 2.6887, loss: 4.1457, grad_norm: 3.0747 2021-07-20 03:08:45,328 - mmaction - INFO - Epoch [97][320/1879] lr: 5.710e-02, eta: 18:09:55, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.4404, top1_acc: 0.4156, top5_acc: 0.6555, loss_cls: 2.6325, loss: 4.0729, grad_norm: 3.0309 2021-07-20 03:08:59,599 - mmaction - INFO - Epoch [97][340/1879] lr: 5.708e-02, eta: 18:09:43, time: 0.713, data_time: 0.002, memory: 6921, loss_aux: 1.4653, top1_acc: 0.4191, top5_acc: 0.6469, loss_cls: 2.6952, loss: 4.1604, grad_norm: 3.0454 2021-07-20 03:09:14,562 - mmaction - INFO - Epoch [97][360/1879] lr: 5.706e-02, eta: 18:09:31, time: 0.748, data_time: 0.002, memory: 6921, loss_aux: 1.4541, top1_acc: 0.4047, top5_acc: 0.6535, loss_cls: 2.6641, loss: 4.1182, grad_norm: 3.0454 2021-07-20 03:09:36,931 - mmaction - INFO - Epoch [97][380/1879] lr: 5.704e-02, eta: 18:09:23, time: 1.117, data_time: 0.005, memory: 6921, loss_aux: 1.4411, top1_acc: 0.4090, top5_acc: 0.6539, loss_cls: 2.6496, loss: 4.0907, grad_norm: 3.0477 2021-07-20 03:09:48,865 - mmaction - INFO - Epoch [97][400/1879] lr: 5.702e-02, eta: 18:09:10, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.4345, top1_acc: 0.4172, top5_acc: 0.6637, loss_cls: 2.6408, loss: 4.0753, grad_norm: 3.0589 2021-07-20 03:10:03,715 - mmaction - INFO - Epoch [97][420/1879] lr: 5.700e-02, eta: 18:08:58, time: 0.741, data_time: 0.003, memory: 6921, loss_aux: 1.4587, top1_acc: 0.4086, top5_acc: 0.6547, loss_cls: 2.6641, loss: 4.1227, grad_norm: 3.0664 2021-07-20 03:10:16,472 - mmaction - INFO - Epoch [97][440/1879] lr: 5.698e-02, eta: 18:08:45, time: 0.640, data_time: 0.004, memory: 6921, loss_aux: 1.4682, top1_acc: 0.4062, top5_acc: 0.6484, loss_cls: 2.6937, loss: 4.1618, grad_norm: 3.0209 2021-07-20 03:10:28,817 - mmaction - INFO - Epoch [97][460/1879] lr: 5.696e-02, eta: 18:08:32, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.4121, top1_acc: 0.4188, top5_acc: 0.6727, loss_cls: 2.5633, loss: 3.9754, grad_norm: 3.0234 2021-07-20 03:10:39,957 - mmaction - INFO - Epoch [97][480/1879] lr: 5.694e-02, eta: 18:08:18, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.4560, top1_acc: 0.4051, top5_acc: 0.6535, loss_cls: 2.6801, loss: 4.1361, grad_norm: 2.9860 2021-07-20 03:10:54,039 - mmaction - INFO - Epoch [97][500/1879] lr: 5.692e-02, eta: 18:08:05, time: 0.704, data_time: 0.003, memory: 6921, loss_aux: 1.4635, top1_acc: 0.3930, top5_acc: 0.6480, loss_cls: 2.6993, loss: 4.1628, grad_norm: 3.0484 2021-07-20 03:11:05,467 - mmaction - INFO - Epoch [97][520/1879] lr: 5.690e-02, eta: 18:07:52, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4271, top1_acc: 0.4160, top5_acc: 0.6625, loss_cls: 2.6441, loss: 4.0711, grad_norm: 2.9777 2021-07-20 03:11:18,244 - mmaction - INFO - Epoch [97][540/1879] lr: 5.688e-02, eta: 18:07:39, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.4390, top1_acc: 0.4203, top5_acc: 0.6570, loss_cls: 2.6497, loss: 4.0887, grad_norm: 3.0088 2021-07-20 03:11:30,945 - mmaction - INFO - Epoch [97][560/1879] lr: 5.686e-02, eta: 18:07:26, time: 0.632, data_time: 0.001, memory: 6921, loss_aux: 1.4855, top1_acc: 0.3937, top5_acc: 0.6523, loss_cls: 2.7161, loss: 4.2016, grad_norm: 3.0658 2021-07-20 03:11:42,977 - mmaction - INFO - Epoch [97][580/1879] lr: 5.684e-02, eta: 18:07:12, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.4660, top1_acc: 0.4016, top5_acc: 0.6383, loss_cls: 2.7178, loss: 4.1838, grad_norm: 3.0756 2021-07-20 03:11:59,124 - mmaction - INFO - Epoch [97][600/1879] lr: 5.682e-02, eta: 18:07:01, time: 0.804, data_time: 0.001, memory: 6921, loss_aux: 1.4467, top1_acc: 0.4008, top5_acc: 0.6453, loss_cls: 2.6844, loss: 4.1311, grad_norm: 3.0095 2021-07-20 03:12:17,626 - mmaction - INFO - Epoch [97][620/1879] lr: 5.680e-02, eta: 18:06:51, time: 0.925, data_time: 0.005, memory: 6921, loss_aux: 1.4758, top1_acc: 0.4059, top5_acc: 0.6500, loss_cls: 2.6771, loss: 4.1529, grad_norm: 3.0233 2021-07-20 03:12:29,976 - mmaction - INFO - Epoch [97][640/1879] lr: 5.678e-02, eta: 18:06:38, time: 0.619, data_time: 0.006, memory: 6921, loss_aux: 1.4431, top1_acc: 0.3988, top5_acc: 0.6523, loss_cls: 2.6738, loss: 4.1169, grad_norm: 2.9517 2021-07-20 03:12:41,471 - mmaction - INFO - Epoch [97][660/1879] lr: 5.676e-02, eta: 18:06:24, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.4530, top1_acc: 0.4188, top5_acc: 0.6637, loss_cls: 2.6440, loss: 4.0970, grad_norm: 3.0026 2021-07-20 03:12:56,730 - mmaction - INFO - Epoch [97][680/1879] lr: 5.674e-02, eta: 18:06:13, time: 0.763, data_time: 0.003, memory: 6921, loss_aux: 1.4546, top1_acc: 0.4070, top5_acc: 0.6488, loss_cls: 2.6867, loss: 4.1413, grad_norm: 3.0536 2021-07-20 03:13:12,819 - mmaction - INFO - Epoch [97][700/1879] lr: 5.672e-02, eta: 18:06:01, time: 0.802, data_time: 0.004, memory: 6921, loss_aux: 1.4384, top1_acc: 0.4188, top5_acc: 0.6602, loss_cls: 2.6450, loss: 4.0834, grad_norm: 3.0132 2021-07-20 03:13:30,743 - mmaction - INFO - Epoch [97][720/1879] lr: 5.670e-02, eta: 18:05:51, time: 0.897, data_time: 0.010, memory: 6921, loss_aux: 1.4213, top1_acc: 0.4219, top5_acc: 0.6617, loss_cls: 2.6325, loss: 4.0538, grad_norm: 2.9851 2021-07-20 03:13:41,953 - mmaction - INFO - Epoch [97][740/1879] lr: 5.668e-02, eta: 18:05:37, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.4624, top1_acc: 0.4047, top5_acc: 0.6609, loss_cls: 2.6615, loss: 4.1239, grad_norm: 3.0302 2021-07-20 03:13:53,834 - mmaction - INFO - Epoch [97][760/1879] lr: 5.666e-02, eta: 18:05:24, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4590, top1_acc: 0.4098, top5_acc: 0.6551, loss_cls: 2.6649, loss: 4.1239, grad_norm: 3.0434 2021-07-20 03:14:05,839 - mmaction - INFO - Epoch [97][780/1879] lr: 5.664e-02, eta: 18:05:10, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.4546, top1_acc: 0.4051, top5_acc: 0.6434, loss_cls: 2.6828, loss: 4.1374, grad_norm: 3.0207 2021-07-20 03:14:17,400 - mmaction - INFO - Epoch [97][800/1879] lr: 5.662e-02, eta: 18:04:57, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.4350, top1_acc: 0.4211, top5_acc: 0.6512, loss_cls: 2.6304, loss: 4.0655, grad_norm: 2.9787 2021-07-20 03:14:32,857 - mmaction - INFO - Epoch [97][820/1879] lr: 5.660e-02, eta: 18:04:45, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.4586, top1_acc: 0.4020, top5_acc: 0.6469, loss_cls: 2.6613, loss: 4.1200, grad_norm: 3.0259 2021-07-20 03:14:49,369 - mmaction - INFO - Epoch [97][840/1879] lr: 5.658e-02, eta: 18:04:34, time: 0.825, data_time: 0.005, memory: 6921, loss_aux: 1.4821, top1_acc: 0.3918, top5_acc: 0.6430, loss_cls: 2.7072, loss: 4.1893, grad_norm: 3.0724 2021-07-20 03:15:01,757 - mmaction - INFO - Epoch [97][860/1879] lr: 5.656e-02, eta: 18:04:21, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.4390, top1_acc: 0.4160, top5_acc: 0.6637, loss_cls: 2.6388, loss: 4.0778, grad_norm: 2.9964 2021-07-20 03:15:15,103 - mmaction - INFO - Epoch [97][880/1879] lr: 5.654e-02, eta: 18:04:08, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.4281, top1_acc: 0.4113, top5_acc: 0.6621, loss_cls: 2.6154, loss: 4.0436, grad_norm: 3.0533 2021-07-20 03:15:27,472 - mmaction - INFO - Epoch [97][900/1879] lr: 5.652e-02, eta: 18:03:55, time: 0.626, data_time: 0.010, memory: 6921, loss_aux: 1.4663, top1_acc: 0.4105, top5_acc: 0.6445, loss_cls: 2.6846, loss: 4.1509, grad_norm: 3.0437 2021-07-20 03:15:39,227 - mmaction - INFO - Epoch [97][920/1879] lr: 5.650e-02, eta: 18:03:41, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4733, top1_acc: 0.4055, top5_acc: 0.6488, loss_cls: 2.6874, loss: 4.1607, grad_norm: 3.0087 2021-07-20 03:15:51,151 - mmaction - INFO - Epoch [97][940/1879] lr: 5.648e-02, eta: 18:03:28, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.5021, top1_acc: 0.3953, top5_acc: 0.6238, loss_cls: 2.7667, loss: 4.2687, grad_norm: 3.0414 2021-07-20 03:16:03,468 - mmaction - INFO - Epoch [97][960/1879] lr: 5.646e-02, eta: 18:03:15, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.4701, top1_acc: 0.3867, top5_acc: 0.6406, loss_cls: 2.7535, loss: 4.2237, grad_norm: 2.9809 2021-07-20 03:16:15,369 - mmaction - INFO - Epoch [97][980/1879] lr: 5.644e-02, eta: 18:03:01, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.4281, top1_acc: 0.4191, top5_acc: 0.6629, loss_cls: 2.6201, loss: 4.0481, grad_norm: 3.0390 2021-07-20 03:16:28,165 - mmaction - INFO - Epoch [97][1000/1879] lr: 5.642e-02, eta: 18:02:48, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.4165, top1_acc: 0.4250, top5_acc: 0.6691, loss_cls: 2.6013, loss: 4.0178, grad_norm: 2.9745 2021-07-20 03:16:39,826 - mmaction - INFO - Epoch [97][1020/1879] lr: 5.640e-02, eta: 18:02:34, time: 0.582, data_time: 0.012, memory: 6921, loss_aux: 1.4496, top1_acc: 0.4164, top5_acc: 0.6520, loss_cls: 2.6564, loss: 4.1060, grad_norm: 2.9934 2021-07-20 03:16:51,168 - mmaction - INFO - Epoch [97][1040/1879] lr: 5.638e-02, eta: 18:02:21, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4059, top5_acc: 0.6488, loss_cls: 2.6863, loss: 4.1321, grad_norm: 3.0253 2021-07-20 03:17:04,117 - mmaction - INFO - Epoch [97][1060/1879] lr: 5.636e-02, eta: 18:02:08, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.4564, top1_acc: 0.3973, top5_acc: 0.6488, loss_cls: 2.6745, loss: 4.1309, grad_norm: 2.9940 2021-07-20 03:17:15,821 - mmaction - INFO - Epoch [97][1080/1879] lr: 5.634e-02, eta: 18:01:54, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.4187, top1_acc: 0.4184, top5_acc: 0.6566, loss_cls: 2.6164, loss: 4.0351, grad_norm: 3.0058 2021-07-20 03:17:27,715 - mmaction - INFO - Epoch [97][1100/1879] lr: 5.632e-02, eta: 18:01:41, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4400, top1_acc: 0.4062, top5_acc: 0.6531, loss_cls: 2.6514, loss: 4.0915, grad_norm: 2.9514 2021-07-20 03:17:39,362 - mmaction - INFO - Epoch [97][1120/1879] lr: 5.630e-02, eta: 18:01:27, time: 0.592, data_time: 0.010, memory: 6921, loss_aux: 1.4562, top1_acc: 0.4152, top5_acc: 0.6477, loss_cls: 2.6769, loss: 4.1331, grad_norm: 2.9796 2021-07-20 03:17:51,030 - mmaction - INFO - Epoch [97][1140/1879] lr: 5.628e-02, eta: 18:01:13, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.4542, top1_acc: 0.4156, top5_acc: 0.6590, loss_cls: 2.6569, loss: 4.1111, grad_norm: 3.0483 2021-07-20 03:18:05,825 - mmaction - INFO - Epoch [97][1160/1879] lr: 5.626e-02, eta: 18:01:01, time: 0.739, data_time: 0.001, memory: 6921, loss_aux: 1.4641, top1_acc: 0.4117, top5_acc: 0.6480, loss_cls: 2.6788, loss: 4.1430, grad_norm: 3.0018 2021-07-20 03:18:23,261 - mmaction - INFO - Epoch [97][1180/1879] lr: 5.624e-02, eta: 18:00:51, time: 0.872, data_time: 0.003, memory: 6921, loss_aux: 1.4367, top1_acc: 0.4039, top5_acc: 0.6531, loss_cls: 2.6635, loss: 4.1002, grad_norm: 3.0396 2021-07-20 03:18:35,293 - mmaction - INFO - Epoch [97][1200/1879] lr: 5.622e-02, eta: 18:00:38, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.4740, top1_acc: 0.4074, top5_acc: 0.6500, loss_cls: 2.6870, loss: 4.1610, grad_norm: 2.9436 2021-07-20 03:18:47,110 - mmaction - INFO - Epoch [97][1220/1879] lr: 5.620e-02, eta: 18:00:24, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4737, top1_acc: 0.4039, top5_acc: 0.6453, loss_cls: 2.7050, loss: 4.1787, grad_norm: 2.9759 2021-07-20 03:19:07,259 - mmaction - INFO - Epoch [97][1240/1879] lr: 5.618e-02, eta: 18:00:15, time: 1.007, data_time: 0.003, memory: 6921, loss_aux: 1.4507, top1_acc: 0.4020, top5_acc: 0.6520, loss_cls: 2.6873, loss: 4.1381, grad_norm: 3.0625 2021-07-20 03:19:30,275 - mmaction - INFO - Epoch [97][1260/1879] lr: 5.616e-02, eta: 18:00:08, time: 1.150, data_time: 0.004, memory: 6921, loss_aux: 1.4479, top1_acc: 0.4078, top5_acc: 0.6594, loss_cls: 2.6622, loss: 4.1102, grad_norm: 2.9975 2021-07-20 03:19:42,824 - mmaction - INFO - Epoch [97][1280/1879] lr: 5.614e-02, eta: 17:59:55, time: 0.628, data_time: 0.005, memory: 6921, loss_aux: 1.4324, top1_acc: 0.4219, top5_acc: 0.6605, loss_cls: 2.6060, loss: 4.0384, grad_norm: 3.0266 2021-07-20 03:19:57,363 - mmaction - INFO - Epoch [97][1300/1879] lr: 5.612e-02, eta: 17:59:42, time: 0.728, data_time: 0.004, memory: 6921, loss_aux: 1.4426, top1_acc: 0.4215, top5_acc: 0.6500, loss_cls: 2.6264, loss: 4.0689, grad_norm: 3.0369 2021-07-20 03:20:08,843 - mmaction - INFO - Epoch [97][1320/1879] lr: 5.610e-02, eta: 17:59:29, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.4473, top1_acc: 0.3977, top5_acc: 0.6488, loss_cls: 2.6552, loss: 4.1024, grad_norm: 3.0615 2021-07-20 03:20:20,842 - mmaction - INFO - Epoch [97][1340/1879] lr: 5.608e-02, eta: 17:59:15, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.4391, top1_acc: 0.4121, top5_acc: 0.6516, loss_cls: 2.6307, loss: 4.0698, grad_norm: 3.0361 2021-07-20 03:20:34,058 - mmaction - INFO - Epoch [97][1360/1879] lr: 5.606e-02, eta: 17:59:03, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.4626, top1_acc: 0.3914, top5_acc: 0.6312, loss_cls: 2.7294, loss: 4.1920, grad_norm: 3.0306 2021-07-20 03:20:45,536 - mmaction - INFO - Epoch [97][1380/1879] lr: 5.604e-02, eta: 17:58:49, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.4394, top1_acc: 0.4203, top5_acc: 0.6570, loss_cls: 2.6429, loss: 4.0823, grad_norm: 3.0235 2021-07-20 03:21:00,931 - mmaction - INFO - Epoch [97][1400/1879] lr: 5.602e-02, eta: 17:58:37, time: 0.769, data_time: 0.004, memory: 6921, loss_aux: 1.4652, top1_acc: 0.4055, top5_acc: 0.6582, loss_cls: 2.6873, loss: 4.1525, grad_norm: 2.9792 2021-07-20 03:21:13,613 - mmaction - INFO - Epoch [97][1420/1879] lr: 5.600e-02, eta: 17:58:24, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.4278, top1_acc: 0.4172, top5_acc: 0.6570, loss_cls: 2.6377, loss: 4.0655, grad_norm: 3.0055 2021-07-20 03:21:25,365 - mmaction - INFO - Epoch [97][1440/1879] lr: 5.598e-02, eta: 17:58:11, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4488, top1_acc: 0.4023, top5_acc: 0.6414, loss_cls: 2.7073, loss: 4.1561, grad_norm: 3.1173 2021-07-20 03:21:40,921 - mmaction - INFO - Epoch [97][1460/1879] lr: 5.596e-02, eta: 17:57:59, time: 0.776, data_time: 0.004, memory: 6921, loss_aux: 1.4187, top1_acc: 0.4137, top5_acc: 0.6605, loss_cls: 2.6187, loss: 4.0374, grad_norm: 2.9926 2021-07-20 03:21:56,421 - mmaction - INFO - Epoch [97][1480/1879] lr: 5.594e-02, eta: 17:57:47, time: 0.727, data_time: 0.005, memory: 6921, loss_aux: 1.4780, top1_acc: 0.4152, top5_acc: 0.6520, loss_cls: 2.6741, loss: 4.1521, grad_norm: 3.0252 2021-07-20 03:22:17,504 - mmaction - INFO - Epoch [97][1500/1879] lr: 5.592e-02, eta: 17:57:39, time: 1.096, data_time: 0.065, memory: 6921, loss_aux: 1.4293, top1_acc: 0.4203, top5_acc: 0.6621, loss_cls: 2.6036, loss: 4.0328, grad_norm: 3.0402 2021-07-20 03:22:29,755 - mmaction - INFO - Epoch [97][1520/1879] lr: 5.590e-02, eta: 17:57:26, time: 0.622, data_time: 0.018, memory: 6921, loss_aux: 1.4355, top1_acc: 0.4215, top5_acc: 0.6570, loss_cls: 2.6373, loss: 4.0727, grad_norm: 3.0574 2021-07-20 03:22:41,468 - mmaction - INFO - Epoch [97][1540/1879] lr: 5.588e-02, eta: 17:57:12, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.4407, top1_acc: 0.3926, top5_acc: 0.6543, loss_cls: 2.6600, loss: 4.1007, grad_norm: 3.0243 2021-07-20 03:22:54,866 - mmaction - INFO - Epoch [97][1560/1879] lr: 5.586e-02, eta: 17:56:59, time: 0.669, data_time: 0.004, memory: 6921, loss_aux: 1.4497, top1_acc: 0.3949, top5_acc: 0.6504, loss_cls: 2.7173, loss: 4.1670, grad_norm: 3.0538 2021-07-20 03:23:15,369 - mmaction - INFO - Epoch [97][1580/1879] lr: 5.584e-02, eta: 17:56:51, time: 1.016, data_time: 0.007, memory: 6921, loss_aux: 1.4486, top1_acc: 0.4102, top5_acc: 0.6672, loss_cls: 2.6447, loss: 4.0933, grad_norm: 3.0972 2021-07-20 03:23:26,635 - mmaction - INFO - Epoch [97][1600/1879] lr: 5.582e-02, eta: 17:56:37, time: 0.575, data_time: 0.024, memory: 6921, loss_aux: 1.4313, top1_acc: 0.4133, top5_acc: 0.6574, loss_cls: 2.6094, loss: 4.0407, grad_norm: 3.0296 2021-07-20 03:23:38,811 - mmaction - INFO - Epoch [97][1620/1879] lr: 5.580e-02, eta: 17:56:23, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.4239, top1_acc: 0.4137, top5_acc: 0.6699, loss_cls: 2.6141, loss: 4.0380, grad_norm: 3.0119 2021-07-20 03:23:50,724 - mmaction - INFO - Epoch [97][1640/1879] lr: 5.578e-02, eta: 17:56:10, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4199, top1_acc: 0.4305, top5_acc: 0.6645, loss_cls: 2.6090, loss: 4.0289, grad_norm: 3.0313 2021-07-20 03:24:04,678 - mmaction - INFO - Epoch [97][1660/1879] lr: 5.576e-02, eta: 17:55:58, time: 0.696, data_time: 0.004, memory: 6921, loss_aux: 1.4805, top1_acc: 0.4148, top5_acc: 0.6492, loss_cls: 2.7024, loss: 4.1829, grad_norm: 3.0468 2021-07-20 03:24:18,280 - mmaction - INFO - Epoch [97][1680/1879] lr: 5.574e-02, eta: 17:55:45, time: 0.680, data_time: 0.008, memory: 6921, loss_aux: 1.4677, top1_acc: 0.4133, top5_acc: 0.6586, loss_cls: 2.6590, loss: 4.1268, grad_norm: 3.0355 2021-07-20 03:24:30,822 - mmaction - INFO - Epoch [97][1700/1879] lr: 5.572e-02, eta: 17:55:32, time: 0.629, data_time: 0.006, memory: 6921, loss_aux: 1.4171, top1_acc: 0.4133, top5_acc: 0.6602, loss_cls: 2.5978, loss: 4.0149, grad_norm: 3.0418 2021-07-20 03:24:48,609 - mmaction - INFO - Epoch [97][1720/1879] lr: 5.570e-02, eta: 17:55:22, time: 0.887, data_time: 0.004, memory: 6921, loss_aux: 1.4585, top1_acc: 0.4133, top5_acc: 0.6602, loss_cls: 2.6639, loss: 4.1224, grad_norm: 2.9918 2021-07-20 03:25:05,956 - mmaction - INFO - Epoch [97][1740/1879] lr: 5.568e-02, eta: 17:55:11, time: 0.869, data_time: 0.008, memory: 6921, loss_aux: 1.4492, top1_acc: 0.4078, top5_acc: 0.6621, loss_cls: 2.6663, loss: 4.1155, grad_norm: 2.9988 2021-07-20 03:25:17,205 - mmaction - INFO - Epoch [97][1760/1879] lr: 5.566e-02, eta: 17:54:57, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.4160, top1_acc: 0.4188, top5_acc: 0.6555, loss_cls: 2.5880, loss: 4.0040, grad_norm: 3.0396 2021-07-20 03:25:29,314 - mmaction - INFO - Epoch [97][1780/1879] lr: 5.564e-02, eta: 17:54:44, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.4626, top1_acc: 0.4070, top5_acc: 0.6527, loss_cls: 2.7082, loss: 4.1709, grad_norm: 3.0509 2021-07-20 03:25:40,748 - mmaction - INFO - Epoch [97][1800/1879] lr: 5.562e-02, eta: 17:54:30, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4397, top1_acc: 0.4004, top5_acc: 0.6551, loss_cls: 2.6430, loss: 4.0827, grad_norm: 3.0247 2021-07-20 03:26:04,608 - mmaction - INFO - Epoch [97][1820/1879] lr: 5.560e-02, eta: 17:54:23, time: 1.167, data_time: 0.008, memory: 6921, loss_aux: 1.4617, top1_acc: 0.3969, top5_acc: 0.6539, loss_cls: 2.6799, loss: 4.1416, grad_norm: 3.0379 2021-07-20 03:26:18,674 - mmaction - INFO - Epoch [97][1840/1879] lr: 5.558e-02, eta: 17:54:11, time: 0.729, data_time: 0.048, memory: 6921, loss_aux: 1.4917, top1_acc: 0.3926, top5_acc: 0.6418, loss_cls: 2.7537, loss: 4.2454, grad_norm: 3.0240 2021-07-20 03:26:31,303 - mmaction - INFO - Epoch [97][1860/1879] lr: 5.556e-02, eta: 17:53:58, time: 0.632, data_time: 0.007, memory: 6921, loss_aux: 1.4876, top1_acc: 0.3996, top5_acc: 0.6516, loss_cls: 2.7546, loss: 4.2422, grad_norm: 3.1009 2021-07-20 03:26:42,082 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-07-20 03:27:04,432 - mmaction - INFO - Epoch [98][20/1879] lr: 5.552e-02, eta: 17:53:27, time: 0.765, data_time: 0.146, memory: 6921, loss_aux: 1.4506, top1_acc: 0.3988, top5_acc: 0.6492, loss_cls: 2.6853, loss: 4.1360, grad_norm: 3.0279 2021-07-20 03:27:16,538 - mmaction - INFO - Epoch [98][40/1879] lr: 5.550e-02, eta: 17:53:14, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.4197, top1_acc: 0.4188, top5_acc: 0.6707, loss_cls: 2.5938, loss: 4.0135, grad_norm: 3.0158 2021-07-20 03:27:28,307 - mmaction - INFO - Epoch [98][60/1879] lr: 5.548e-02, eta: 17:53:00, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.4296, top1_acc: 0.4195, top5_acc: 0.6613, loss_cls: 2.6092, loss: 4.0388, grad_norm: 2.9842 2021-07-20 03:27:41,951 - mmaction - INFO - Epoch [98][80/1879] lr: 5.546e-02, eta: 17:52:47, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 1.4365, top1_acc: 0.4133, top5_acc: 0.6645, loss_cls: 2.6316, loss: 4.0680, grad_norm: 3.1016 2021-07-20 03:27:55,371 - mmaction - INFO - Epoch [98][100/1879] lr: 5.544e-02, eta: 17:52:35, time: 0.675, data_time: 0.006, memory: 6921, loss_aux: 1.4356, top1_acc: 0.4102, top5_acc: 0.6605, loss_cls: 2.6282, loss: 4.0638, grad_norm: 3.0591 2021-07-20 03:28:08,745 - mmaction - INFO - Epoch [98][120/1879] lr: 5.542e-02, eta: 17:52:22, time: 0.668, data_time: 0.002, memory: 6921, loss_aux: 1.4143, top1_acc: 0.4164, top5_acc: 0.6703, loss_cls: 2.5935, loss: 4.0078, grad_norm: 3.0421 2021-07-20 03:28:23,001 - mmaction - INFO - Epoch [98][140/1879] lr: 5.540e-02, eta: 17:52:10, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 1.4411, top1_acc: 0.4090, top5_acc: 0.6582, loss_cls: 2.6582, loss: 4.0994, grad_norm: 2.9866 2021-07-20 03:28:35,454 - mmaction - INFO - Epoch [98][160/1879] lr: 5.538e-02, eta: 17:51:57, time: 0.623, data_time: 0.009, memory: 6921, loss_aux: 1.4493, top1_acc: 0.4051, top5_acc: 0.6586, loss_cls: 2.6541, loss: 4.1033, grad_norm: 3.0388 2021-07-20 03:28:49,320 - mmaction - INFO - Epoch [98][180/1879] lr: 5.536e-02, eta: 17:51:44, time: 0.694, data_time: 0.002, memory: 6921, loss_aux: 1.4593, top1_acc: 0.3973, top5_acc: 0.6492, loss_cls: 2.6882, loss: 4.1476, grad_norm: 3.0618 2021-07-20 03:29:01,219 - mmaction - INFO - Epoch [98][200/1879] lr: 5.534e-02, eta: 17:51:31, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4574, top1_acc: 0.4121, top5_acc: 0.6535, loss_cls: 2.6688, loss: 4.1262, grad_norm: 3.0354 2021-07-20 03:29:13,369 - mmaction - INFO - Epoch [98][220/1879] lr: 5.532e-02, eta: 17:51:17, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.4269, top1_acc: 0.4254, top5_acc: 0.6680, loss_cls: 2.5865, loss: 4.0134, grad_norm: 3.0093 2021-07-20 03:29:25,771 - mmaction - INFO - Epoch [98][240/1879] lr: 5.530e-02, eta: 17:51:04, time: 0.616, data_time: 0.004, memory: 6921, loss_aux: 1.4844, top1_acc: 0.4004, top5_acc: 0.6469, loss_cls: 2.7328, loss: 4.2172, grad_norm: 3.1226 2021-07-20 03:29:42,573 - mmaction - INFO - Epoch [98][260/1879] lr: 5.528e-02, eta: 17:50:53, time: 0.844, data_time: 0.031, memory: 6921, loss_aux: 1.4501, top1_acc: 0.4094, top5_acc: 0.6547, loss_cls: 2.6698, loss: 4.1199, grad_norm: 2.9868 2021-07-20 03:29:55,755 - mmaction - INFO - Epoch [98][280/1879] lr: 5.526e-02, eta: 17:50:41, time: 0.660, data_time: 0.005, memory: 6921, loss_aux: 1.4669, top1_acc: 0.4062, top5_acc: 0.6582, loss_cls: 2.7055, loss: 4.1724, grad_norm: 3.0681 2021-07-20 03:30:09,473 - mmaction - INFO - Epoch [98][300/1879] lr: 5.524e-02, eta: 17:50:28, time: 0.685, data_time: 0.004, memory: 6921, loss_aux: 1.4290, top1_acc: 0.4016, top5_acc: 0.6598, loss_cls: 2.6338, loss: 4.0627, grad_norm: 3.0722 2021-07-20 03:30:21,027 - mmaction - INFO - Epoch [98][320/1879] lr: 5.522e-02, eta: 17:50:14, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.4314, top1_acc: 0.4258, top5_acc: 0.6734, loss_cls: 2.6130, loss: 4.0444, grad_norm: 3.0472 2021-07-20 03:30:34,185 - mmaction - INFO - Epoch [98][340/1879] lr: 5.520e-02, eta: 17:50:01, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.4544, top1_acc: 0.4125, top5_acc: 0.6395, loss_cls: 2.6837, loss: 4.1381, grad_norm: 3.0683 2021-07-20 03:30:48,269 - mmaction - INFO - Epoch [98][360/1879] lr: 5.518e-02, eta: 17:49:49, time: 0.704, data_time: 0.005, memory: 6921, loss_aux: 1.4605, top1_acc: 0.3957, top5_acc: 0.6488, loss_cls: 2.6797, loss: 4.1402, grad_norm: 3.0611 2021-07-20 03:30:59,520 - mmaction - INFO - Epoch [98][380/1879] lr: 5.516e-02, eta: 17:49:35, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.4354, top1_acc: 0.4230, top5_acc: 0.6687, loss_cls: 2.5891, loss: 4.0245, grad_norm: 3.0791 2021-07-20 03:31:14,213 - mmaction - INFO - Epoch [98][400/1879] lr: 5.514e-02, eta: 17:49:23, time: 0.732, data_time: 0.004, memory: 6921, loss_aux: 1.4483, top1_acc: 0.4016, top5_acc: 0.6586, loss_cls: 2.6748, loss: 4.1231, grad_norm: 3.0933 2021-07-20 03:31:25,384 - mmaction - INFO - Epoch [98][420/1879] lr: 5.512e-02, eta: 17:49:09, time: 0.561, data_time: 0.006, memory: 6921, loss_aux: 1.4736, top1_acc: 0.3992, top5_acc: 0.6500, loss_cls: 2.7218, loss: 4.1954, grad_norm: 3.0571 2021-07-20 03:31:37,183 - mmaction - INFO - Epoch [98][440/1879] lr: 5.510e-02, eta: 17:48:56, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.3702, top1_acc: 0.4320, top5_acc: 0.6875, loss_cls: 2.5228, loss: 3.8930, grad_norm: 3.0211 2021-07-20 03:31:48,839 - mmaction - INFO - Epoch [98][460/1879] lr: 5.508e-02, eta: 17:48:42, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.4675, top1_acc: 0.4152, top5_acc: 0.6461, loss_cls: 2.6827, loss: 4.1502, grad_norm: 3.0579 2021-07-20 03:32:05,425 - mmaction - INFO - Epoch [98][480/1879] lr: 5.506e-02, eta: 17:48:31, time: 0.828, data_time: 0.002, memory: 6921, loss_aux: 1.4576, top1_acc: 0.4047, top5_acc: 0.6512, loss_cls: 2.6791, loss: 4.1367, grad_norm: 3.0215 2021-07-20 03:32:20,694 - mmaction - INFO - Epoch [98][500/1879] lr: 5.504e-02, eta: 17:48:20, time: 0.764, data_time: 0.006, memory: 6921, loss_aux: 1.4584, top1_acc: 0.4109, top5_acc: 0.6504, loss_cls: 2.6924, loss: 4.1508, grad_norm: 3.0922 2021-07-20 03:32:32,413 - mmaction - INFO - Epoch [98][520/1879] lr: 5.502e-02, eta: 17:48:06, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.4183, top1_acc: 0.4195, top5_acc: 0.6695, loss_cls: 2.6050, loss: 4.0233, grad_norm: 3.0195 2021-07-20 03:32:45,121 - mmaction - INFO - Epoch [98][540/1879] lr: 5.500e-02, eta: 17:47:53, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.4449, top1_acc: 0.3969, top5_acc: 0.6660, loss_cls: 2.6702, loss: 4.1151, grad_norm: 3.0793 2021-07-20 03:32:58,898 - mmaction - INFO - Epoch [98][560/1879] lr: 5.498e-02, eta: 17:47:40, time: 0.689, data_time: 0.002, memory: 6921, loss_aux: 1.4445, top1_acc: 0.4051, top5_acc: 0.6469, loss_cls: 2.6723, loss: 4.1169, grad_norm: 3.0873 2021-07-20 03:33:10,263 - mmaction - INFO - Epoch [98][580/1879] lr: 5.496e-02, eta: 17:47:27, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.4387, top1_acc: 0.4164, top5_acc: 0.6758, loss_cls: 2.6209, loss: 4.0596, grad_norm: 3.1500 2021-07-20 03:33:22,193 - mmaction - INFO - Epoch [98][600/1879] lr: 5.494e-02, eta: 17:47:13, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.4619, top1_acc: 0.3926, top5_acc: 0.6422, loss_cls: 2.6982, loss: 4.1601, grad_norm: 3.0409 2021-07-20 03:33:37,198 - mmaction - INFO - Epoch [98][620/1879] lr: 5.492e-02, eta: 17:47:01, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.4170, top1_acc: 0.4324, top5_acc: 0.6566, loss_cls: 2.6165, loss: 4.0335, grad_norm: 3.0201 2021-07-20 03:33:48,596 - mmaction - INFO - Epoch [98][640/1879] lr: 5.490e-02, eta: 17:46:48, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.4366, top1_acc: 0.4062, top5_acc: 0.6445, loss_cls: 2.6600, loss: 4.0966, grad_norm: 3.1076 2021-07-20 03:33:59,956 - mmaction - INFO - Epoch [98][660/1879] lr: 5.488e-02, eta: 17:46:34, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.4198, top1_acc: 0.4125, top5_acc: 0.6598, loss_cls: 2.6524, loss: 4.0722, grad_norm: 3.0916 2021-07-20 03:34:13,809 - mmaction - INFO - Epoch [98][680/1879] lr: 5.486e-02, eta: 17:46:21, time: 0.692, data_time: 0.004, memory: 6921, loss_aux: 1.4235, top1_acc: 0.4117, top5_acc: 0.6668, loss_cls: 2.6381, loss: 4.0616, grad_norm: 3.0835 2021-07-20 03:34:25,325 - mmaction - INFO - Epoch [98][700/1879] lr: 5.484e-02, eta: 17:46:08, time: 0.578, data_time: 0.008, memory: 6921, loss_aux: 1.4391, top1_acc: 0.4133, top5_acc: 0.6578, loss_cls: 2.6357, loss: 4.0747, grad_norm: 3.0259 2021-07-20 03:34:37,082 - mmaction - INFO - Epoch [98][720/1879] lr: 5.482e-02, eta: 17:45:54, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4547, top1_acc: 0.4031, top5_acc: 0.6566, loss_cls: 2.6793, loss: 4.1340, grad_norm: 3.1014 2021-07-20 03:34:49,401 - mmaction - INFO - Epoch [98][740/1879] lr: 5.480e-02, eta: 17:45:41, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.4449, top1_acc: 0.4164, top5_acc: 0.6582, loss_cls: 2.6632, loss: 4.1081, grad_norm: 3.0685 2021-07-20 03:35:01,596 - mmaction - INFO - Epoch [98][760/1879] lr: 5.478e-02, eta: 17:45:27, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.4386, top1_acc: 0.4184, top5_acc: 0.6684, loss_cls: 2.6213, loss: 4.0599, grad_norm: 3.0528 2021-07-20 03:35:14,500 - mmaction - INFO - Epoch [98][780/1879] lr: 5.476e-02, eta: 17:45:14, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.4452, top1_acc: 0.4082, top5_acc: 0.6516, loss_cls: 2.6732, loss: 4.1184, grad_norm: 3.0746 2021-07-20 03:35:26,603 - mmaction - INFO - Epoch [98][800/1879] lr: 5.474e-02, eta: 17:45:01, time: 0.616, data_time: 0.013, memory: 6921, loss_aux: 1.4211, top1_acc: 0.4230, top5_acc: 0.6727, loss_cls: 2.5850, loss: 4.0061, grad_norm: 2.9974 2021-07-20 03:35:37,912 - mmaction - INFO - Epoch [98][820/1879] lr: 5.472e-02, eta: 17:44:47, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.4326, top1_acc: 0.4121, top5_acc: 0.6469, loss_cls: 2.6685, loss: 4.1010, grad_norm: 2.9892 2021-07-20 03:35:52,855 - mmaction - INFO - Epoch [98][840/1879] lr: 5.470e-02, eta: 17:44:35, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.4526, top1_acc: 0.4227, top5_acc: 0.6590, loss_cls: 2.6527, loss: 4.1054, grad_norm: 3.0615 2021-07-20 03:36:05,238 - mmaction - INFO - Epoch [98][860/1879] lr: 5.468e-02, eta: 17:44:22, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.4497, top1_acc: 0.4184, top5_acc: 0.6629, loss_cls: 2.6159, loss: 4.0656, grad_norm: 3.0544 2021-07-20 03:36:16,639 - mmaction - INFO - Epoch [98][880/1879] lr: 5.466e-02, eta: 17:44:08, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.4274, top1_acc: 0.4082, top5_acc: 0.6715, loss_cls: 2.6244, loss: 4.0518, grad_norm: 3.0850 2021-07-20 03:36:28,532 - mmaction - INFO - Epoch [98][900/1879] lr: 5.464e-02, eta: 17:43:55, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.4398, top1_acc: 0.4141, top5_acc: 0.6691, loss_cls: 2.6134, loss: 4.0532, grad_norm: 3.1122 2021-07-20 03:36:40,315 - mmaction - INFO - Epoch [98][920/1879] lr: 5.462e-02, eta: 17:43:41, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.3869, top1_acc: 0.4324, top5_acc: 0.6723, loss_cls: 2.5432, loss: 3.9301, grad_norm: 3.0181 2021-07-20 03:36:52,780 - mmaction - INFO - Epoch [98][940/1879] lr: 5.460e-02, eta: 17:43:28, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.4421, top1_acc: 0.4086, top5_acc: 0.6484, loss_cls: 2.6876, loss: 4.1296, grad_norm: 3.1287 2021-07-20 03:37:06,009 - mmaction - INFO - Epoch [98][960/1879] lr: 5.458e-02, eta: 17:43:15, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.4246, top1_acc: 0.4066, top5_acc: 0.6609, loss_cls: 2.6343, loss: 4.0589, grad_norm: 3.1285 2021-07-20 03:37:17,595 - mmaction - INFO - Epoch [98][980/1879] lr: 5.456e-02, eta: 17:43:02, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.4710, top1_acc: 0.4078, top5_acc: 0.6547, loss_cls: 2.6699, loss: 4.1410, grad_norm: 3.0963 2021-07-20 03:37:30,117 - mmaction - INFO - Epoch [98][1000/1879] lr: 5.454e-02, eta: 17:42:49, time: 0.625, data_time: 0.001, memory: 6921, loss_aux: 1.4106, top1_acc: 0.4160, top5_acc: 0.6539, loss_cls: 2.6377, loss: 4.0483, grad_norm: 3.1030 2021-07-20 03:37:42,489 - mmaction - INFO - Epoch [98][1020/1879] lr: 5.452e-02, eta: 17:42:35, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.4319, top1_acc: 0.4195, top5_acc: 0.6559, loss_cls: 2.6491, loss: 4.0810, grad_norm: 3.1130 2021-07-20 03:37:58,393 - mmaction - INFO - Epoch [98][1040/1879] lr: 5.450e-02, eta: 17:42:24, time: 0.795, data_time: 0.009, memory: 6921, loss_aux: 1.4565, top1_acc: 0.4000, top5_acc: 0.6527, loss_cls: 2.6926, loss: 4.1491, grad_norm: 3.0285 2021-07-20 03:38:10,320 - mmaction - INFO - Epoch [98][1060/1879] lr: 5.448e-02, eta: 17:42:11, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.4059, top1_acc: 0.4230, top5_acc: 0.6602, loss_cls: 2.5880, loss: 3.9939, grad_norm: 3.0546 2021-07-20 03:38:22,176 - mmaction - INFO - Epoch [98][1080/1879] lr: 5.446e-02, eta: 17:41:57, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.4826, top1_acc: 0.3949, top5_acc: 0.6387, loss_cls: 2.7199, loss: 4.2025, grad_norm: 3.1066 2021-07-20 03:38:39,294 - mmaction - INFO - Epoch [98][1100/1879] lr: 5.444e-02, eta: 17:41:46, time: 0.856, data_time: 0.002, memory: 6921, loss_aux: 1.4400, top1_acc: 0.4086, top5_acc: 0.6566, loss_cls: 2.6237, loss: 4.0637, grad_norm: 3.0378 2021-07-20 03:38:54,074 - mmaction - INFO - Epoch [98][1120/1879] lr: 5.442e-02, eta: 17:41:34, time: 0.739, data_time: 0.004, memory: 6921, loss_aux: 1.4567, top1_acc: 0.4039, top5_acc: 0.6457, loss_cls: 2.6874, loss: 4.1440, grad_norm: 3.0660 2021-07-20 03:39:05,508 - mmaction - INFO - Epoch [98][1140/1879] lr: 5.440e-02, eta: 17:41:21, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.4566, top1_acc: 0.4059, top5_acc: 0.6504, loss_cls: 2.6787, loss: 4.1353, grad_norm: 3.0848 2021-07-20 03:39:23,291 - mmaction - INFO - Epoch [98][1160/1879] lr: 5.438e-02, eta: 17:41:10, time: 0.888, data_time: 0.005, memory: 6921, loss_aux: 1.4513, top1_acc: 0.4109, top5_acc: 0.6523, loss_cls: 2.6542, loss: 4.1055, grad_norm: 3.1076 2021-07-20 03:39:35,190 - mmaction - INFO - Epoch [98][1180/1879] lr: 5.436e-02, eta: 17:40:57, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.4610, top1_acc: 0.4152, top5_acc: 0.6586, loss_cls: 2.6414, loss: 4.1024, grad_norm: 3.0812 2021-07-20 03:39:47,842 - mmaction - INFO - Epoch [98][1200/1879] lr: 5.434e-02, eta: 17:40:44, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.4409, top1_acc: 0.4086, top5_acc: 0.6477, loss_cls: 2.6547, loss: 4.0956, grad_norm: 3.0063 2021-07-20 03:39:59,395 - mmaction - INFO - Epoch [98][1220/1879] lr: 5.432e-02, eta: 17:40:30, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.4414, top1_acc: 0.4199, top5_acc: 0.6645, loss_cls: 2.6059, loss: 4.0474, grad_norm: 3.0580 2021-07-20 03:40:12,444 - mmaction - INFO - Epoch [98][1240/1879] lr: 5.430e-02, eta: 17:40:17, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.4696, top1_acc: 0.3937, top5_acc: 0.6359, loss_cls: 2.7252, loss: 4.1948, grad_norm: 3.0561 2021-07-20 03:40:27,028 - mmaction - INFO - Epoch [98][1260/1879] lr: 5.428e-02, eta: 17:40:05, time: 0.731, data_time: 0.004, memory: 6921, loss_aux: 1.4624, top1_acc: 0.3969, top5_acc: 0.6398, loss_cls: 2.7005, loss: 4.1629, grad_norm: 3.1061 2021-07-20 03:40:39,053 - mmaction - INFO - Epoch [98][1280/1879] lr: 5.426e-02, eta: 17:39:52, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.4555, top1_acc: 0.4066, top5_acc: 0.6477, loss_cls: 2.6751, loss: 4.1305, grad_norm: 3.0508 2021-07-20 03:40:55,718 - mmaction - INFO - Epoch [98][1300/1879] lr: 5.424e-02, eta: 17:39:41, time: 0.831, data_time: 0.004, memory: 6921, loss_aux: 1.4211, top1_acc: 0.4098, top5_acc: 0.6699, loss_cls: 2.6044, loss: 4.0256, grad_norm: 3.0348 2021-07-20 03:41:08,996 - mmaction - INFO - Epoch [98][1320/1879] lr: 5.422e-02, eta: 17:39:28, time: 0.664, data_time: 0.009, memory: 6921, loss_aux: 1.4309, top1_acc: 0.4051, top5_acc: 0.6562, loss_cls: 2.6404, loss: 4.0712, grad_norm: 3.0274 2021-07-20 03:41:20,918 - mmaction - INFO - Epoch [98][1340/1879] lr: 5.420e-02, eta: 17:39:15, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.4341, top1_acc: 0.4027, top5_acc: 0.6582, loss_cls: 2.6590, loss: 4.0932, grad_norm: 3.0253 2021-07-20 03:41:32,347 - mmaction - INFO - Epoch [98][1360/1879] lr: 5.418e-02, eta: 17:39:01, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.4614, top1_acc: 0.4055, top5_acc: 0.6395, loss_cls: 2.7196, loss: 4.1810, grad_norm: 3.1297 2021-07-20 03:41:43,765 - mmaction - INFO - Epoch [98][1380/1879] lr: 5.417e-02, eta: 17:38:47, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.4724, top1_acc: 0.3992, top5_acc: 0.6566, loss_cls: 2.6895, loss: 4.1619, grad_norm: 3.0827 2021-07-20 03:41:57,093 - mmaction - INFO - Epoch [98][1400/1879] lr: 5.415e-02, eta: 17:38:34, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.4145, top1_acc: 0.4328, top5_acc: 0.6598, loss_cls: 2.6139, loss: 4.0285, grad_norm: 3.0363 2021-07-20 03:42:16,833 - mmaction - INFO - Epoch [98][1420/1879] lr: 5.413e-02, eta: 17:38:25, time: 0.984, data_time: 0.003, memory: 6921, loss_aux: 1.4563, top1_acc: 0.4070, top5_acc: 0.6457, loss_cls: 2.7213, loss: 4.1777, grad_norm: 3.0786 2021-07-20 03:42:28,283 - mmaction - INFO - Epoch [98][1440/1879] lr: 5.411e-02, eta: 17:38:11, time: 0.576, data_time: 0.010, memory: 6921, loss_aux: 1.4507, top1_acc: 0.4035, top5_acc: 0.6473, loss_cls: 2.6856, loss: 4.1363, grad_norm: 3.0461 2021-07-20 03:42:40,405 - mmaction - INFO - Epoch [98][1460/1879] lr: 5.409e-02, eta: 17:37:58, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.4525, top1_acc: 0.4102, top5_acc: 0.6559, loss_cls: 2.6541, loss: 4.1065, grad_norm: 3.0166 2021-07-20 03:42:53,847 - mmaction - INFO - Epoch [98][1480/1879] lr: 5.407e-02, eta: 17:37:45, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.4904, top1_acc: 0.4031, top5_acc: 0.6352, loss_cls: 2.7144, loss: 4.2047, grad_norm: 3.0619 2021-07-20 03:43:08,572 - mmaction - INFO - Epoch [98][1500/1879] lr: 5.405e-02, eta: 17:37:33, time: 0.737, data_time: 0.004, memory: 6921, loss_aux: 1.4657, top1_acc: 0.3992, top5_acc: 0.6512, loss_cls: 2.6928, loss: 4.1585, grad_norm: 3.0858 2021-07-20 03:43:20,029 - mmaction - INFO - Epoch [98][1520/1879] lr: 5.403e-02, eta: 17:37:19, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.4180, top1_acc: 0.4176, top5_acc: 0.6641, loss_cls: 2.6157, loss: 4.0338, grad_norm: 3.0043 2021-07-20 03:43:31,952 - mmaction - INFO - Epoch [98][1540/1879] lr: 5.401e-02, eta: 17:37:06, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.4487, top1_acc: 0.4094, top5_acc: 0.6590, loss_cls: 2.6570, loss: 4.1058, grad_norm: 3.0240 2021-07-20 03:43:47,563 - mmaction - INFO - Epoch [98][1560/1879] lr: 5.399e-02, eta: 17:36:55, time: 0.780, data_time: 0.002, memory: 6921, loss_aux: 1.4220, top1_acc: 0.4148, top5_acc: 0.6578, loss_cls: 2.6178, loss: 4.0398, grad_norm: 3.0963 2021-07-20 03:43:59,192 - mmaction - INFO - Epoch [98][1580/1879] lr: 5.397e-02, eta: 17:36:41, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4480, top1_acc: 0.4152, top5_acc: 0.6547, loss_cls: 2.6484, loss: 4.0964, grad_norm: 3.0614 2021-07-20 03:44:11,441 - mmaction - INFO - Epoch [98][1600/1879] lr: 5.395e-02, eta: 17:36:28, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.4409, top1_acc: 0.4129, top5_acc: 0.6527, loss_cls: 2.6255, loss: 4.0664, grad_norm: 3.0404 2021-07-20 03:44:23,422 - mmaction - INFO - Epoch [98][1620/1879] lr: 5.393e-02, eta: 17:36:14, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.3844, top1_acc: 0.4387, top5_acc: 0.6777, loss_cls: 2.5321, loss: 3.9165, grad_norm: 3.0351 2021-07-20 03:44:38,371 - mmaction - INFO - Epoch [98][1640/1879] lr: 5.391e-02, eta: 17:36:02, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.4429, top1_acc: 0.4156, top5_acc: 0.6488, loss_cls: 2.6493, loss: 4.0921, grad_norm: 3.1405 2021-07-20 03:44:49,945 - mmaction - INFO - Epoch [98][1660/1879] lr: 5.389e-02, eta: 17:35:49, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.4301, top1_acc: 0.4070, top5_acc: 0.6574, loss_cls: 2.6274, loss: 4.0574, grad_norm: 3.0404 2021-07-20 03:45:06,737 - mmaction - INFO - Epoch [98][1680/1879] lr: 5.387e-02, eta: 17:35:38, time: 0.840, data_time: 0.002, memory: 6921, loss_aux: 1.5118, top1_acc: 0.3977, top5_acc: 0.6250, loss_cls: 2.8036, loss: 4.3154, grad_norm: 3.1086 2021-07-20 03:45:27,031 - mmaction - INFO - Epoch [98][1700/1879] lr: 5.385e-02, eta: 17:35:29, time: 1.013, data_time: 0.003, memory: 6921, loss_aux: 1.4768, top1_acc: 0.3902, top5_acc: 0.6531, loss_cls: 2.7187, loss: 4.1955, grad_norm: 3.1123 2021-07-20 03:45:39,279 - mmaction - INFO - Epoch [98][1720/1879] lr: 5.383e-02, eta: 17:35:15, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.4670, top1_acc: 0.4004, top5_acc: 0.6566, loss_cls: 2.7028, loss: 4.1698, grad_norm: 3.1093 2021-07-20 03:45:50,610 - mmaction - INFO - Epoch [98][1740/1879] lr: 5.381e-02, eta: 17:35:02, time: 0.578, data_time: 0.015, memory: 6921, loss_aux: 1.4506, top1_acc: 0.4008, top5_acc: 0.6469, loss_cls: 2.7087, loss: 4.1593, grad_norm: 3.0738 2021-07-20 03:46:04,239 - mmaction - INFO - Epoch [98][1760/1879] lr: 5.379e-02, eta: 17:34:49, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 1.4207, top1_acc: 0.4059, top5_acc: 0.6617, loss_cls: 2.6205, loss: 4.0413, grad_norm: 3.0889 2021-07-20 03:46:17,238 - mmaction - INFO - Epoch [98][1780/1879] lr: 5.377e-02, eta: 17:34:36, time: 0.654, data_time: 0.007, memory: 6921, loss_aux: 1.4432, top1_acc: 0.3969, top5_acc: 0.6547, loss_cls: 2.6657, loss: 4.1089, grad_norm: 3.0842 2021-07-20 03:46:29,807 - mmaction - INFO - Epoch [98][1800/1879] lr: 5.375e-02, eta: 17:34:23, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.4412, top1_acc: 0.4121, top5_acc: 0.6566, loss_cls: 2.6369, loss: 4.0781, grad_norm: 3.0568 2021-07-20 03:46:44,725 - mmaction - INFO - Epoch [98][1820/1879] lr: 5.373e-02, eta: 17:34:11, time: 0.745, data_time: 0.003, memory: 6921, loss_aux: 1.4497, top1_acc: 0.4129, top5_acc: 0.6543, loss_cls: 2.6513, loss: 4.1009, grad_norm: 3.0728 2021-07-20 03:46:56,066 - mmaction - INFO - Epoch [98][1840/1879] lr: 5.371e-02, eta: 17:33:57, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.3940, top1_acc: 0.4254, top5_acc: 0.6680, loss_cls: 2.5965, loss: 3.9904, grad_norm: 3.0272 2021-07-20 03:47:07,676 - mmaction - INFO - Epoch [98][1860/1879] lr: 5.369e-02, eta: 17:33:44, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.4588, top1_acc: 0.3992, top5_acc: 0.6367, loss_cls: 2.6753, loss: 4.1341, grad_norm: 3.0417 2021-07-20 03:47:17,977 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-07-20 03:47:44,863 - mmaction - INFO - Epoch [99][20/1879] lr: 5.365e-02, eta: 17:33:15, time: 0.941, data_time: 0.167, memory: 6921, loss_aux: 1.4296, top1_acc: 0.4215, top5_acc: 0.6594, loss_cls: 2.6232, loss: 4.0528, grad_norm: 3.0293 2021-07-20 03:47:56,502 - mmaction - INFO - Epoch [99][40/1879] lr: 5.363e-02, eta: 17:33:01, time: 0.585, data_time: 0.009, memory: 6921, loss_aux: 1.4211, top1_acc: 0.4199, top5_acc: 0.6711, loss_cls: 2.5818, loss: 4.0029, grad_norm: 3.1291 2021-07-20 03:48:07,973 - mmaction - INFO - Epoch [99][60/1879] lr: 5.361e-02, eta: 17:32:48, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4348, top1_acc: 0.4129, top5_acc: 0.6602, loss_cls: 2.6156, loss: 4.0504, grad_norm: 3.0674 2021-07-20 03:48:23,305 - mmaction - INFO - Epoch [99][80/1879] lr: 5.359e-02, eta: 17:32:36, time: 0.768, data_time: 0.004, memory: 6921, loss_aux: 1.4143, top1_acc: 0.4117, top5_acc: 0.6703, loss_cls: 2.6096, loss: 4.0240, grad_norm: 3.1128 2021-07-20 03:48:35,988 - mmaction - INFO - Epoch [99][100/1879] lr: 5.357e-02, eta: 17:32:23, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.4383, top1_acc: 0.4090, top5_acc: 0.6551, loss_cls: 2.6445, loss: 4.0827, grad_norm: 3.0547 2021-07-20 03:48:48,165 - mmaction - INFO - Epoch [99][120/1879] lr: 5.355e-02, eta: 17:32:10, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.4341, top1_acc: 0.4086, top5_acc: 0.6566, loss_cls: 2.6389, loss: 4.0730, grad_norm: 3.0711 2021-07-20 03:49:01,481 - mmaction - INFO - Epoch [99][140/1879] lr: 5.353e-02, eta: 17:31:57, time: 0.666, data_time: 0.004, memory: 6921, loss_aux: 1.4190, top1_acc: 0.4113, top5_acc: 0.6594, loss_cls: 2.6089, loss: 4.0278, grad_norm: 3.0532 2021-07-20 03:49:14,712 - mmaction - INFO - Epoch [99][160/1879] lr: 5.351e-02, eta: 17:31:44, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.4433, top1_acc: 0.4090, top5_acc: 0.6645, loss_cls: 2.6196, loss: 4.0630, grad_norm: 3.0716 2021-07-20 03:49:31,394 - mmaction - INFO - Epoch [99][180/1879] lr: 5.349e-02, eta: 17:31:33, time: 0.834, data_time: 0.023, memory: 6921, loss_aux: 1.3844, top1_acc: 0.4402, top5_acc: 0.6785, loss_cls: 2.4942, loss: 3.8786, grad_norm: 3.0113 2021-07-20 03:49:47,741 - mmaction - INFO - Epoch [99][200/1879] lr: 5.347e-02, eta: 17:31:22, time: 0.829, data_time: 0.019, memory: 6921, loss_aux: 1.4335, top1_acc: 0.4180, top5_acc: 0.6637, loss_cls: 2.5960, loss: 4.0295, grad_norm: 3.1469 2021-07-20 03:49:59,383 - mmaction - INFO - Epoch [99][220/1879] lr: 5.345e-02, eta: 17:31:08, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.4155, top1_acc: 0.4133, top5_acc: 0.6641, loss_cls: 2.5815, loss: 3.9970, grad_norm: 3.0645 2021-07-20 03:50:10,777 - mmaction - INFO - Epoch [99][240/1879] lr: 5.343e-02, eta: 17:30:55, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.4452, top1_acc: 0.4094, top5_acc: 0.6504, loss_cls: 2.6539, loss: 4.0990, grad_norm: 3.1091 2021-07-20 03:50:23,668 - mmaction - INFO - Epoch [99][260/1879] lr: 5.341e-02, eta: 17:30:42, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.4107, top1_acc: 0.4230, top5_acc: 0.6687, loss_cls: 2.5955, loss: 4.0062, grad_norm: 3.0227 2021-07-20 03:50:38,624 - mmaction - INFO - Epoch [99][280/1879] lr: 5.340e-02, eta: 17:30:30, time: 0.750, data_time: 0.004, memory: 6921, loss_aux: 1.3963, top1_acc: 0.4262, top5_acc: 0.6828, loss_cls: 2.5424, loss: 3.9387, grad_norm: 3.0652 2021-07-20 03:50:50,851 - mmaction - INFO - Epoch [99][300/1879] lr: 5.338e-02, eta: 17:30:16, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.3825, top1_acc: 0.4180, top5_acc: 0.6680, loss_cls: 2.5487, loss: 3.9313, grad_norm: 3.0858 2021-07-20 03:51:05,334 - mmaction - INFO - Epoch [99][320/1879] lr: 5.336e-02, eta: 17:30:04, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.4501, top1_acc: 0.4109, top5_acc: 0.6566, loss_cls: 2.6650, loss: 4.1151, grad_norm: 3.1197 2021-07-20 03:51:21,678 - mmaction - INFO - Epoch [99][340/1879] lr: 5.334e-02, eta: 17:29:53, time: 0.815, data_time: 0.003, memory: 6921, loss_aux: 1.4224, top1_acc: 0.4141, top5_acc: 0.6523, loss_cls: 2.6254, loss: 4.0478, grad_norm: 3.0254 2021-07-20 03:51:35,285 - mmaction - INFO - Epoch [99][360/1879] lr: 5.332e-02, eta: 17:29:41, time: 0.683, data_time: 0.005, memory: 6921, loss_aux: 1.4348, top1_acc: 0.4129, top5_acc: 0.6613, loss_cls: 2.6290, loss: 4.0638, grad_norm: 3.0892 2021-07-20 03:51:46,856 - mmaction - INFO - Epoch [99][380/1879] lr: 5.330e-02, eta: 17:29:27, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.4474, top1_acc: 0.4160, top5_acc: 0.6477, loss_cls: 2.6432, loss: 4.0907, grad_norm: 3.1118 2021-07-20 03:52:00,659 - mmaction - INFO - Epoch [99][400/1879] lr: 5.328e-02, eta: 17:29:14, time: 0.687, data_time: 0.002, memory: 6921, loss_aux: 1.4421, top1_acc: 0.4102, top5_acc: 0.6566, loss_cls: 2.6644, loss: 4.1064, grad_norm: 3.0814 2021-07-20 03:52:14,951 - mmaction - INFO - Epoch [99][420/1879] lr: 5.326e-02, eta: 17:29:02, time: 0.717, data_time: 0.006, memory: 6921, loss_aux: 1.4253, top1_acc: 0.4160, top5_acc: 0.6562, loss_cls: 2.6323, loss: 4.0576, grad_norm: 3.1863 2021-07-20 03:52:26,254 - mmaction - INFO - Epoch [99][440/1879] lr: 5.324e-02, eta: 17:28:48, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.4185, top1_acc: 0.4242, top5_acc: 0.6641, loss_cls: 2.5767, loss: 3.9952, grad_norm: 3.0333 2021-07-20 03:52:46,688 - mmaction - INFO - Epoch [99][460/1879] lr: 5.322e-02, eta: 17:28:39, time: 1.015, data_time: 0.002, memory: 6921, loss_aux: 1.4492, top1_acc: 0.4070, top5_acc: 0.6605, loss_cls: 2.6500, loss: 4.0992, grad_norm: 3.0752 2021-07-20 03:53:00,418 - mmaction - INFO - Epoch [99][480/1879] lr: 5.320e-02, eta: 17:28:27, time: 0.691, data_time: 0.014, memory: 6921, loss_aux: 1.4588, top1_acc: 0.4145, top5_acc: 0.6492, loss_cls: 2.6633, loss: 4.1220, grad_norm: 3.0980 2021-07-20 03:53:12,407 - mmaction - INFO - Epoch [99][500/1879] lr: 5.318e-02, eta: 17:28:13, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.4579, top1_acc: 0.3984, top5_acc: 0.6543, loss_cls: 2.6834, loss: 4.1413, grad_norm: 3.0768 2021-07-20 03:53:29,860 - mmaction - INFO - Epoch [99][520/1879] lr: 5.316e-02, eta: 17:28:03, time: 0.901, data_time: 0.031, memory: 6921, loss_aux: 1.4573, top1_acc: 0.3922, top5_acc: 0.6438, loss_cls: 2.6815, loss: 4.1389, grad_norm: 3.0651 2021-07-20 03:53:42,443 - mmaction - INFO - Epoch [99][540/1879] lr: 5.314e-02, eta: 17:27:50, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.4526, top1_acc: 0.4180, top5_acc: 0.6559, loss_cls: 2.6741, loss: 4.1267, grad_norm: 3.1081 2021-07-20 03:53:53,853 - mmaction - INFO - Epoch [99][560/1879] lr: 5.312e-02, eta: 17:27:36, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.4194, top1_acc: 0.4191, top5_acc: 0.6684, loss_cls: 2.5980, loss: 4.0174, grad_norm: 3.0889 2021-07-20 03:54:09,513 - mmaction - INFO - Epoch [99][580/1879] lr: 5.310e-02, eta: 17:27:25, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.4078, top1_acc: 0.4277, top5_acc: 0.6762, loss_cls: 2.5850, loss: 3.9929, grad_norm: 3.0359 2021-07-20 03:54:24,671 - mmaction - INFO - Epoch [99][600/1879] lr: 5.308e-02, eta: 17:27:13, time: 0.758, data_time: 0.003, memory: 6921, loss_aux: 1.4354, top1_acc: 0.4098, top5_acc: 0.6652, loss_cls: 2.6160, loss: 4.0514, grad_norm: 3.1073 2021-07-20 03:54:36,318 - mmaction - INFO - Epoch [99][620/1879] lr: 5.306e-02, eta: 17:26:59, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.4881, top1_acc: 0.3992, top5_acc: 0.6539, loss_cls: 2.6977, loss: 4.1858, grad_norm: 3.0987 2021-07-20 03:54:47,777 - mmaction - INFO - Epoch [99][640/1879] lr: 5.304e-02, eta: 17:26:45, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4392, top1_acc: 0.4059, top5_acc: 0.6625, loss_cls: 2.6303, loss: 4.0695, grad_norm: 3.0598 2021-07-20 03:54:59,193 - mmaction - INFO - Epoch [99][660/1879] lr: 5.302e-02, eta: 17:26:32, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.3914, top1_acc: 0.4227, top5_acc: 0.6781, loss_cls: 2.5516, loss: 3.9430, grad_norm: 3.0949 2021-07-20 03:55:10,841 - mmaction - INFO - Epoch [99][680/1879] lr: 5.300e-02, eta: 17:26:18, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4213, top1_acc: 0.4109, top5_acc: 0.6555, loss_cls: 2.5999, loss: 4.0211, grad_norm: 3.1421 2021-07-20 03:55:23,690 - mmaction - INFO - Epoch [99][700/1879] lr: 5.298e-02, eta: 17:26:05, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.4388, top1_acc: 0.4168, top5_acc: 0.6547, loss_cls: 2.6548, loss: 4.0936, grad_norm: 3.0316 2021-07-20 03:55:36,250 - mmaction - INFO - Epoch [99][720/1879] lr: 5.296e-02, eta: 17:25:51, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.3989, top1_acc: 0.4223, top5_acc: 0.6719, loss_cls: 2.5571, loss: 3.9561, grad_norm: 3.0418 2021-07-20 03:55:48,540 - mmaction - INFO - Epoch [99][740/1879] lr: 5.294e-02, eta: 17:25:39, time: 0.662, data_time: 0.051, memory: 6921, loss_aux: 1.3854, top1_acc: 0.4320, top5_acc: 0.6750, loss_cls: 2.5717, loss: 3.9571, grad_norm: 3.0744 2021-07-20 03:55:59,754 - mmaction - INFO - Epoch [99][760/1879] lr: 5.292e-02, eta: 17:25:25, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.4213, top1_acc: 0.4145, top5_acc: 0.6617, loss_cls: 2.6040, loss: 4.0253, grad_norm: 3.0519 2021-07-20 03:56:11,541 - mmaction - INFO - Epoch [99][780/1879] lr: 5.290e-02, eta: 17:25:11, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4025, top1_acc: 0.4215, top5_acc: 0.6687, loss_cls: 2.5835, loss: 3.9860, grad_norm: 3.1007 2021-07-20 03:56:24,787 - mmaction - INFO - Epoch [99][800/1879] lr: 5.288e-02, eta: 17:24:58, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.4249, top1_acc: 0.4109, top5_acc: 0.6617, loss_cls: 2.6090, loss: 4.0339, grad_norm: 3.0848 2021-07-20 03:56:38,221 - mmaction - INFO - Epoch [99][820/1879] lr: 5.286e-02, eta: 17:24:46, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.4026, top1_acc: 0.4293, top5_acc: 0.6758, loss_cls: 2.5518, loss: 3.9543, grad_norm: 3.0685 2021-07-20 03:56:49,775 - mmaction - INFO - Epoch [99][840/1879] lr: 5.284e-02, eta: 17:24:32, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.4259, top1_acc: 0.4082, top5_acc: 0.6570, loss_cls: 2.6328, loss: 4.0587, grad_norm: 3.0875 2021-07-20 03:57:04,599 - mmaction - INFO - Epoch [99][860/1879] lr: 5.282e-02, eta: 17:24:20, time: 0.741, data_time: 0.005, memory: 6921, loss_aux: 1.4256, top1_acc: 0.4223, top5_acc: 0.6562, loss_cls: 2.6342, loss: 4.0598, grad_norm: 3.0587 2021-07-20 03:57:27,619 - mmaction - INFO - Epoch [99][880/1879] lr: 5.280e-02, eta: 17:24:12, time: 1.149, data_time: 0.004, memory: 6921, loss_aux: 1.4365, top1_acc: 0.4219, top5_acc: 0.6480, loss_cls: 2.6247, loss: 4.0611, grad_norm: 3.1024 2021-07-20 03:57:40,753 - mmaction - INFO - Epoch [99][900/1879] lr: 5.278e-02, eta: 17:24:00, time: 0.659, data_time: 0.008, memory: 6921, loss_aux: 1.4438, top1_acc: 0.4156, top5_acc: 0.6633, loss_cls: 2.6234, loss: 4.0672, grad_norm: 3.1177 2021-07-20 03:57:55,279 - mmaction - INFO - Epoch [99][920/1879] lr: 5.277e-02, eta: 17:23:48, time: 0.725, data_time: 0.004, memory: 6921, loss_aux: 1.4388, top1_acc: 0.4227, top5_acc: 0.6574, loss_cls: 2.6141, loss: 4.0529, grad_norm: 3.0575 2021-07-20 03:58:06,846 - mmaction - INFO - Epoch [99][940/1879] lr: 5.275e-02, eta: 17:23:34, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.4188, top1_acc: 0.4133, top5_acc: 0.6664, loss_cls: 2.6024, loss: 4.0213, grad_norm: 3.0774 2021-07-20 03:58:18,608 - mmaction - INFO - Epoch [99][960/1879] lr: 5.273e-02, eta: 17:23:20, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4406, top1_acc: 0.4215, top5_acc: 0.6586, loss_cls: 2.6229, loss: 4.0636, grad_norm: 3.0490 2021-07-20 03:58:30,848 - mmaction - INFO - Epoch [99][980/1879] lr: 5.271e-02, eta: 17:23:07, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.4423, top1_acc: 0.4207, top5_acc: 0.6641, loss_cls: 2.6242, loss: 4.0665, grad_norm: 3.0287 2021-07-20 03:58:42,265 - mmaction - INFO - Epoch [99][1000/1879] lr: 5.269e-02, eta: 17:22:53, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.4458, top1_acc: 0.4246, top5_acc: 0.6570, loss_cls: 2.6389, loss: 4.0847, grad_norm: 3.1264 2021-07-20 03:58:54,178 - mmaction - INFO - Epoch [99][1020/1879] lr: 5.267e-02, eta: 17:22:40, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.4390, top1_acc: 0.3969, top5_acc: 0.6484, loss_cls: 2.6693, loss: 4.1083, grad_norm: 3.0992 2021-07-20 03:59:05,682 - mmaction - INFO - Epoch [99][1040/1879] lr: 5.265e-02, eta: 17:22:26, time: 0.581, data_time: 0.007, memory: 6921, loss_aux: 1.4211, top1_acc: 0.4113, top5_acc: 0.6559, loss_cls: 2.6482, loss: 4.0693, grad_norm: 3.0735 2021-07-20 03:59:17,055 - mmaction - INFO - Epoch [99][1060/1879] lr: 5.263e-02, eta: 17:22:12, time: 0.568, data_time: 0.001, memory: 6921, loss_aux: 1.4563, top1_acc: 0.4062, top5_acc: 0.6613, loss_cls: 2.6628, loss: 4.1191, grad_norm: 3.0918 2021-07-20 03:59:29,754 - mmaction - INFO - Epoch [99][1080/1879] lr: 5.261e-02, eta: 17:21:59, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.4494, top1_acc: 0.4148, top5_acc: 0.6668, loss_cls: 2.6507, loss: 4.1002, grad_norm: 3.0436 2021-07-20 03:59:43,012 - mmaction - INFO - Epoch [99][1100/1879] lr: 5.259e-02, eta: 17:21:47, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.4630, top1_acc: 0.3914, top5_acc: 0.6551, loss_cls: 2.6724, loss: 4.1354, grad_norm: 3.1230 2021-07-20 03:59:54,497 - mmaction - INFO - Epoch [99][1120/1879] lr: 5.257e-02, eta: 17:21:33, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.4611, top1_acc: 0.3980, top5_acc: 0.6496, loss_cls: 2.6866, loss: 4.1478, grad_norm: 3.1267 2021-07-20 04:00:06,961 - mmaction - INFO - Epoch [99][1140/1879] lr: 5.255e-02, eta: 17:21:20, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.4175, top1_acc: 0.4277, top5_acc: 0.6648, loss_cls: 2.6263, loss: 4.0438, grad_norm: 3.0829 2021-07-20 04:00:18,845 - mmaction - INFO - Epoch [99][1160/1879] lr: 5.253e-02, eta: 17:21:06, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.4571, top1_acc: 0.4230, top5_acc: 0.6605, loss_cls: 2.6611, loss: 4.1183, grad_norm: 3.1039 2021-07-20 04:00:30,321 - mmaction - INFO - Epoch [99][1180/1879] lr: 5.251e-02, eta: 17:20:52, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.4304, top1_acc: 0.4148, top5_acc: 0.6621, loss_cls: 2.6103, loss: 4.0406, grad_norm: 3.0910 2021-07-20 04:00:47,348 - mmaction - INFO - Epoch [99][1200/1879] lr: 5.249e-02, eta: 17:20:41, time: 0.791, data_time: 0.005, memory: 6921, loss_aux: 1.4555, top1_acc: 0.4070, top5_acc: 0.6469, loss_cls: 2.6732, loss: 4.1287, grad_norm: 3.1147 2021-07-20 04:00:59,747 - mmaction - INFO - Epoch [99][1220/1879] lr: 5.247e-02, eta: 17:20:28, time: 0.681, data_time: 0.063, memory: 6921, loss_aux: 1.4443, top1_acc: 0.4066, top5_acc: 0.6559, loss_cls: 2.6555, loss: 4.0998, grad_norm: 3.0786 2021-07-20 04:01:11,231 - mmaction - INFO - Epoch [99][1240/1879] lr: 5.245e-02, eta: 17:20:15, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 1.4089, top1_acc: 0.4074, top5_acc: 0.6664, loss_cls: 2.6172, loss: 4.0261, grad_norm: 3.0874 2021-07-20 04:01:24,436 - mmaction - INFO - Epoch [99][1260/1879] lr: 5.243e-02, eta: 17:20:02, time: 0.661, data_time: 0.006, memory: 6921, loss_aux: 1.4031, top1_acc: 0.4207, top5_acc: 0.6813, loss_cls: 2.5639, loss: 3.9670, grad_norm: 3.1093 2021-07-20 04:01:36,229 - mmaction - INFO - Epoch [99][1280/1879] lr: 5.241e-02, eta: 17:19:48, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4395, top1_acc: 0.4105, top5_acc: 0.6707, loss_cls: 2.6253, loss: 4.0648, grad_norm: 3.1076 2021-07-20 04:01:47,949 - mmaction - INFO - Epoch [99][1300/1879] lr: 5.239e-02, eta: 17:19:35, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.4638, top1_acc: 0.3969, top5_acc: 0.6504, loss_cls: 2.7102, loss: 4.1741, grad_norm: 3.0802 2021-07-20 04:01:59,998 - mmaction - INFO - Epoch [99][1320/1879] lr: 5.237e-02, eta: 17:19:21, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.4348, top1_acc: 0.4141, top5_acc: 0.6512, loss_cls: 2.6437, loss: 4.0785, grad_norm: 3.0345 2021-07-20 04:02:13,166 - mmaction - INFO - Epoch [99][1340/1879] lr: 5.235e-02, eta: 17:19:09, time: 0.658, data_time: 0.002, memory: 6921, loss_aux: 1.4208, top1_acc: 0.4254, top5_acc: 0.6695, loss_cls: 2.6090, loss: 4.0298, grad_norm: 3.1026 2021-07-20 04:02:25,248 - mmaction - INFO - Epoch [99][1360/1879] lr: 5.233e-02, eta: 17:18:55, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.4287, top1_acc: 0.4176, top5_acc: 0.6641, loss_cls: 2.6020, loss: 4.0307, grad_norm: 3.1387 2021-07-20 04:02:36,789 - mmaction - INFO - Epoch [99][1380/1879] lr: 5.231e-02, eta: 17:18:42, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.4337, top1_acc: 0.4211, top5_acc: 0.6664, loss_cls: 2.6187, loss: 4.0524, grad_norm: 3.0883 2021-07-20 04:02:48,230 - mmaction - INFO - Epoch [99][1400/1879] lr: 5.229e-02, eta: 17:18:28, time: 0.571, data_time: 0.001, memory: 6921, loss_aux: 1.4265, top1_acc: 0.4164, top5_acc: 0.6715, loss_cls: 2.5943, loss: 4.0208, grad_norm: 3.1316 2021-07-20 04:03:03,131 - mmaction - INFO - Epoch [99][1420/1879] lr: 5.227e-02, eta: 17:18:16, time: 0.744, data_time: 0.003, memory: 6921, loss_aux: 1.4317, top1_acc: 0.4148, top5_acc: 0.6555, loss_cls: 2.6330, loss: 4.0647, grad_norm: 3.0537 2021-07-20 04:03:19,921 - mmaction - INFO - Epoch [99][1440/1879] lr: 5.225e-02, eta: 17:18:05, time: 0.839, data_time: 0.007, memory: 6921, loss_aux: 1.4216, top1_acc: 0.4094, top5_acc: 0.6578, loss_cls: 2.6360, loss: 4.0576, grad_norm: 3.0939 2021-07-20 04:03:38,727 - mmaction - INFO - Epoch [99][1460/1879] lr: 5.224e-02, eta: 17:17:55, time: 0.942, data_time: 0.005, memory: 6921, loss_aux: 1.4662, top1_acc: 0.3965, top5_acc: 0.6371, loss_cls: 2.6933, loss: 4.1595, grad_norm: 3.1033 2021-07-20 04:03:54,278 - mmaction - INFO - Epoch [99][1480/1879] lr: 5.222e-02, eta: 17:17:43, time: 0.777, data_time: 0.004, memory: 6921, loss_aux: 1.4450, top1_acc: 0.3965, top5_acc: 0.6453, loss_cls: 2.6884, loss: 4.1334, grad_norm: 3.1041 2021-07-20 04:04:13,550 - mmaction - INFO - Epoch [99][1500/1879] lr: 5.220e-02, eta: 17:17:34, time: 0.965, data_time: 0.003, memory: 6921, loss_aux: 1.4764, top1_acc: 0.3937, top5_acc: 0.6449, loss_cls: 2.7007, loss: 4.1771, grad_norm: 3.0732 2021-07-20 04:04:25,440 - mmaction - INFO - Epoch [99][1520/1879] lr: 5.218e-02, eta: 17:17:20, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4657, top1_acc: 0.4098, top5_acc: 0.6500, loss_cls: 2.6875, loss: 4.1532, grad_norm: 3.1023 2021-07-20 04:04:40,838 - mmaction - INFO - Epoch [99][1540/1879] lr: 5.216e-02, eta: 17:17:09, time: 0.769, data_time: 0.003, memory: 6921, loss_aux: 1.4327, top1_acc: 0.4109, top5_acc: 0.6469, loss_cls: 2.6389, loss: 4.0715, grad_norm: 3.1398 2021-07-20 04:04:52,579 - mmaction - INFO - Epoch [99][1560/1879] lr: 5.214e-02, eta: 17:16:55, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.4330, top1_acc: 0.4133, top5_acc: 0.6609, loss_cls: 2.6114, loss: 4.0444, grad_norm: 3.0597 2021-07-20 04:05:04,385 - mmaction - INFO - Epoch [99][1580/1879] lr: 5.212e-02, eta: 17:16:42, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.4207, top1_acc: 0.4230, top5_acc: 0.6742, loss_cls: 2.5980, loss: 4.0188, grad_norm: 3.0709 2021-07-20 04:05:16,889 - mmaction - INFO - Epoch [99][1600/1879] lr: 5.210e-02, eta: 17:16:28, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.4284, top1_acc: 0.4184, top5_acc: 0.6543, loss_cls: 2.6381, loss: 4.0664, grad_norm: 3.0933 2021-07-20 04:05:28,665 - mmaction - INFO - Epoch [99][1620/1879] lr: 5.208e-02, eta: 17:16:15, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.4502, top1_acc: 0.4078, top5_acc: 0.6523, loss_cls: 2.6760, loss: 4.1262, grad_norm: 3.1029 2021-07-20 04:05:45,802 - mmaction - INFO - Epoch [99][1640/1879] lr: 5.206e-02, eta: 17:16:04, time: 0.855, data_time: 0.003, memory: 6921, loss_aux: 1.4235, top1_acc: 0.4164, top5_acc: 0.6641, loss_cls: 2.6284, loss: 4.0518, grad_norm: 3.0288 2021-07-20 04:05:58,162 - mmaction - INFO - Epoch [99][1660/1879] lr: 5.204e-02, eta: 17:15:51, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.4347, top1_acc: 0.4148, top5_acc: 0.6566, loss_cls: 2.6204, loss: 4.0551, grad_norm: 3.1256 2021-07-20 04:06:10,907 - mmaction - INFO - Epoch [99][1680/1879] lr: 5.202e-02, eta: 17:15:38, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.4288, top1_acc: 0.4238, top5_acc: 0.6539, loss_cls: 2.6029, loss: 4.0317, grad_norm: 3.0643 2021-07-20 04:06:22,065 - mmaction - INFO - Epoch [99][1700/1879] lr: 5.200e-02, eta: 17:15:24, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.4538, top1_acc: 0.4141, top5_acc: 0.6648, loss_cls: 2.6034, loss: 4.0571, grad_norm: 3.1261 2021-07-20 04:06:33,787 - mmaction - INFO - Epoch [99][1720/1879] lr: 5.198e-02, eta: 17:15:10, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4480, top1_acc: 0.4102, top5_acc: 0.6547, loss_cls: 2.6611, loss: 4.1091, grad_norm: 3.1879 2021-07-20 04:06:48,965 - mmaction - INFO - Epoch [99][1740/1879] lr: 5.196e-02, eta: 17:14:59, time: 0.757, data_time: 0.001, memory: 6921, loss_aux: 1.4390, top1_acc: 0.4094, top5_acc: 0.6555, loss_cls: 2.6342, loss: 4.0733, grad_norm: 3.0637 2021-07-20 04:07:00,404 - mmaction - INFO - Epoch [99][1760/1879] lr: 5.194e-02, eta: 17:14:45, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.4165, top1_acc: 0.4117, top5_acc: 0.6645, loss_cls: 2.5960, loss: 4.0125, grad_norm: 3.0865 2021-07-20 04:07:14,893 - mmaction - INFO - Epoch [99][1780/1879] lr: 5.192e-02, eta: 17:14:33, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.4495, top1_acc: 0.4000, top5_acc: 0.6609, loss_cls: 2.6495, loss: 4.0990, grad_norm: 3.1121 2021-07-20 04:07:26,949 - mmaction - INFO - Epoch [99][1800/1879] lr: 5.190e-02, eta: 17:14:19, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.4724, top1_acc: 0.4051, top5_acc: 0.6395, loss_cls: 2.6958, loss: 4.1682, grad_norm: 3.1378 2021-07-20 04:07:43,743 - mmaction - INFO - Epoch [99][1820/1879] lr: 5.188e-02, eta: 17:14:08, time: 0.838, data_time: 0.002, memory: 6921, loss_aux: 1.4466, top1_acc: 0.3957, top5_acc: 0.6438, loss_cls: 2.6677, loss: 4.1143, grad_norm: 3.1808 2021-07-20 04:07:56,951 - mmaction - INFO - Epoch [99][1840/1879] lr: 5.186e-02, eta: 17:13:56, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.4059, top1_acc: 0.4145, top5_acc: 0.6633, loss_cls: 2.5934, loss: 3.9994, grad_norm: 3.1257 2021-07-20 04:08:08,487 - mmaction - INFO - Epoch [99][1860/1879] lr: 5.184e-02, eta: 17:13:42, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.4550, top1_acc: 0.3945, top5_acc: 0.6508, loss_cls: 2.6753, loss: 4.1303, grad_norm: 3.1438 2021-07-20 04:08:18,906 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-07-20 04:08:43,611 - mmaction - INFO - Epoch [100][20/1879] lr: 5.181e-02, eta: 17:13:12, time: 0.836, data_time: 0.155, memory: 6921, loss_aux: 1.4965, top1_acc: 0.4023, top5_acc: 0.6441, loss_cls: 2.7382, loss: 4.2347, grad_norm: 3.1234 2021-07-20 04:08:55,431 - mmaction - INFO - Epoch [100][40/1879] lr: 5.179e-02, eta: 17:12:59, time: 0.593, data_time: 0.007, memory: 6921, loss_aux: 1.4253, top1_acc: 0.3984, top5_acc: 0.6645, loss_cls: 2.6073, loss: 4.0326, grad_norm: 3.2590 2021-07-20 04:09:07,528 - mmaction - INFO - Epoch [100][60/1879] lr: 5.177e-02, eta: 17:12:45, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.4363, top1_acc: 0.4203, top5_acc: 0.6699, loss_cls: 2.5814, loss: 4.0177, grad_norm: 3.1503 2021-07-20 04:09:26,777 - mmaction - INFO - Epoch [100][80/1879] lr: 5.175e-02, eta: 17:12:36, time: 0.960, data_time: 0.003, memory: 6921, loss_aux: 1.4185, top1_acc: 0.4246, top5_acc: 0.6668, loss_cls: 2.5898, loss: 4.0083, grad_norm: 3.1246 2021-07-20 04:09:39,328 - mmaction - INFO - Epoch [100][100/1879] lr: 5.173e-02, eta: 17:12:23, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.4281, top1_acc: 0.4129, top5_acc: 0.6695, loss_cls: 2.6118, loss: 4.0399, grad_norm: 3.1474 2021-07-20 04:09:50,863 - mmaction - INFO - Epoch [100][120/1879] lr: 5.171e-02, eta: 17:12:09, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.4035, top1_acc: 0.4258, top5_acc: 0.6684, loss_cls: 2.5577, loss: 3.9612, grad_norm: 3.1399 2021-07-20 04:10:06,053 - mmaction - INFO - Epoch [100][140/1879] lr: 5.169e-02, eta: 17:11:57, time: 0.757, data_time: 0.008, memory: 6921, loss_aux: 1.4556, top1_acc: 0.3992, top5_acc: 0.6477, loss_cls: 2.6651, loss: 4.1207, grad_norm: 3.1326 2021-07-20 04:10:18,217 - mmaction - INFO - Epoch [100][160/1879] lr: 5.167e-02, eta: 17:11:44, time: 0.607, data_time: 0.012, memory: 6921, loss_aux: 1.4357, top1_acc: 0.4145, top5_acc: 0.6711, loss_cls: 2.6264, loss: 4.0621, grad_norm: 3.1353 2021-07-20 04:10:34,254 - mmaction - INFO - Epoch [100][180/1879] lr: 5.165e-02, eta: 17:11:32, time: 0.804, data_time: 0.006, memory: 6921, loss_aux: 1.4012, top1_acc: 0.4211, top5_acc: 0.6695, loss_cls: 2.5685, loss: 3.9698, grad_norm: 3.1936 2021-07-20 04:10:47,689 - mmaction - INFO - Epoch [100][200/1879] lr: 5.163e-02, eta: 17:11:20, time: 0.673, data_time: 0.005, memory: 6921, loss_aux: 1.4168, top1_acc: 0.4160, top5_acc: 0.6648, loss_cls: 2.5921, loss: 4.0088, grad_norm: 3.1324 2021-07-20 04:10:59,994 - mmaction - INFO - Epoch [100][220/1879] lr: 5.161e-02, eta: 17:11:06, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.4248, top1_acc: 0.4191, top5_acc: 0.6621, loss_cls: 2.6078, loss: 4.0326, grad_norm: 3.1201 2021-07-20 04:11:11,872 - mmaction - INFO - Epoch [100][240/1879] lr: 5.159e-02, eta: 17:10:53, time: 0.600, data_time: 0.009, memory: 6921, loss_aux: 1.4390, top1_acc: 0.4086, top5_acc: 0.6551, loss_cls: 2.6374, loss: 4.0764, grad_norm: 3.1431 2021-07-20 04:11:23,464 - mmaction - INFO - Epoch [100][260/1879] lr: 5.157e-02, eta: 17:10:39, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.4389, top1_acc: 0.4199, top5_acc: 0.6551, loss_cls: 2.6165, loss: 4.0555, grad_norm: 3.1094 2021-07-20 04:11:37,041 - mmaction - INFO - Epoch [100][280/1879] lr: 5.155e-02, eta: 17:10:27, time: 0.677, data_time: 0.002, memory: 6921, loss_aux: 1.4125, top1_acc: 0.4191, top5_acc: 0.6672, loss_cls: 2.5746, loss: 3.9871, grad_norm: 3.1353 2021-07-20 04:11:50,346 - mmaction - INFO - Epoch [100][300/1879] lr: 5.153e-02, eta: 17:10:14, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.4428, top1_acc: 0.4121, top5_acc: 0.6586, loss_cls: 2.6326, loss: 4.0754, grad_norm: 3.1635 2021-07-20 04:12:02,850 - mmaction - INFO - Epoch [100][320/1879] lr: 5.151e-02, eta: 17:10:01, time: 0.628, data_time: 0.005, memory: 6921, loss_aux: 1.4417, top1_acc: 0.4109, top5_acc: 0.6535, loss_cls: 2.6389, loss: 4.0806, grad_norm: 3.0937 2021-07-20 04:12:14,338 - mmaction - INFO - Epoch [100][340/1879] lr: 5.149e-02, eta: 17:09:47, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.4186, top1_acc: 0.4301, top5_acc: 0.6680, loss_cls: 2.5881, loss: 4.0067, grad_norm: 3.0590 2021-07-20 04:12:25,481 - mmaction - INFO - Epoch [100][360/1879] lr: 5.147e-02, eta: 17:09:33, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.4076, top1_acc: 0.4254, top5_acc: 0.6660, loss_cls: 2.5719, loss: 3.9795, grad_norm: 3.1180 2021-07-20 04:12:42,852 - mmaction - INFO - Epoch [100][380/1879] lr: 5.145e-02, eta: 17:09:23, time: 0.871, data_time: 0.004, memory: 6921, loss_aux: 1.4236, top1_acc: 0.4188, top5_acc: 0.6664, loss_cls: 2.6200, loss: 4.0436, grad_norm: 3.1905 2021-07-20 04:12:54,553 - mmaction - INFO - Epoch [100][400/1879] lr: 5.144e-02, eta: 17:09:09, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.4494, top1_acc: 0.4145, top5_acc: 0.6629, loss_cls: 2.6516, loss: 4.1009, grad_norm: 3.1901 2021-07-20 04:13:07,510 - mmaction - INFO - Epoch [100][420/1879] lr: 5.142e-02, eta: 17:08:56, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.4366, top1_acc: 0.4164, top5_acc: 0.6680, loss_cls: 2.6157, loss: 4.0523, grad_norm: 3.1284 2021-07-20 04:13:18,637 - mmaction - INFO - Epoch [100][440/1879] lr: 5.140e-02, eta: 17:08:42, time: 0.562, data_time: 0.007, memory: 6921, loss_aux: 1.4276, top1_acc: 0.4246, top5_acc: 0.6594, loss_cls: 2.6349, loss: 4.0625, grad_norm: 3.1400 2021-07-20 04:13:30,377 - mmaction - INFO - Epoch [100][460/1879] lr: 5.138e-02, eta: 17:08:29, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.4271, top1_acc: 0.4266, top5_acc: 0.6766, loss_cls: 2.5802, loss: 4.0073, grad_norm: 3.1091 2021-07-20 04:13:43,704 - mmaction - INFO - Epoch [100][480/1879] lr: 5.136e-02, eta: 17:08:16, time: 0.666, data_time: 0.004, memory: 6921, loss_aux: 1.4395, top1_acc: 0.4043, top5_acc: 0.6590, loss_cls: 2.6094, loss: 4.0489, grad_norm: 3.1673 2021-07-20 04:14:00,938 - mmaction - INFO - Epoch [100][500/1879] lr: 5.134e-02, eta: 17:08:05, time: 0.863, data_time: 0.003, memory: 6921, loss_aux: 1.4261, top1_acc: 0.4215, top5_acc: 0.6719, loss_cls: 2.5929, loss: 4.0191, grad_norm: 3.0945 2021-07-20 04:14:14,374 - mmaction - INFO - Epoch [100][520/1879] lr: 5.132e-02, eta: 17:07:52, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.4337, top1_acc: 0.4246, top5_acc: 0.6617, loss_cls: 2.6071, loss: 4.0408, grad_norm: 3.1102 2021-07-20 04:14:26,637 - mmaction - INFO - Epoch [100][540/1879] lr: 5.130e-02, eta: 17:07:39, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.4485, top1_acc: 0.4078, top5_acc: 0.6508, loss_cls: 2.6816, loss: 4.1300, grad_norm: 3.1963 2021-07-20 04:14:42,748 - mmaction - INFO - Epoch [100][560/1879] lr: 5.128e-02, eta: 17:07:28, time: 0.802, data_time: 0.002, memory: 6921, loss_aux: 1.4046, top1_acc: 0.4195, top5_acc: 0.6672, loss_cls: 2.5834, loss: 3.9880, grad_norm: 3.0673 2021-07-20 04:14:55,229 - mmaction - INFO - Epoch [100][580/1879] lr: 5.126e-02, eta: 17:07:15, time: 0.628, data_time: 0.006, memory: 6921, loss_aux: 1.4232, top1_acc: 0.4191, top5_acc: 0.6598, loss_cls: 2.5894, loss: 4.0125, grad_norm: 3.1196 2021-07-20 04:15:07,548 - mmaction - INFO - Epoch [100][600/1879] lr: 5.124e-02, eta: 17:07:01, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.4307, top1_acc: 0.4141, top5_acc: 0.6520, loss_cls: 2.6035, loss: 4.0342, grad_norm: 3.0974 2021-07-20 04:15:20,747 - mmaction - INFO - Epoch [100][620/1879] lr: 5.122e-02, eta: 17:06:49, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 1.4469, top1_acc: 0.4051, top5_acc: 0.6672, loss_cls: 2.6251, loss: 4.0720, grad_norm: 3.2428 2021-07-20 04:15:33,445 - mmaction - INFO - Epoch [100][640/1879] lr: 5.120e-02, eta: 17:06:35, time: 0.636, data_time: 0.005, memory: 6921, loss_aux: 1.4287, top1_acc: 0.4117, top5_acc: 0.6695, loss_cls: 2.6321, loss: 4.0607, grad_norm: 3.1346 2021-07-20 04:15:45,267 - mmaction - INFO - Epoch [100][660/1879] lr: 5.118e-02, eta: 17:06:22, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.4058, top1_acc: 0.4297, top5_acc: 0.6555, loss_cls: 2.5711, loss: 3.9769, grad_norm: 3.1520 2021-07-20 04:15:57,740 - mmaction - INFO - Epoch [100][680/1879] lr: 5.116e-02, eta: 17:06:09, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.4193, top1_acc: 0.4352, top5_acc: 0.6664, loss_cls: 2.5651, loss: 3.9843, grad_norm: 3.1256 2021-07-20 04:16:09,522 - mmaction - INFO - Epoch [100][700/1879] lr: 5.114e-02, eta: 17:05:55, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.4384, top1_acc: 0.4266, top5_acc: 0.6719, loss_cls: 2.6081, loss: 4.0466, grad_norm: 3.1743 2021-07-20 04:16:21,100 - mmaction - INFO - Epoch [100][720/1879] lr: 5.112e-02, eta: 17:05:42, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.4424, top1_acc: 0.4137, top5_acc: 0.6531, loss_cls: 2.6569, loss: 4.0994, grad_norm: 3.2066 2021-07-20 04:16:33,223 - mmaction - INFO - Epoch [100][740/1879] lr: 5.110e-02, eta: 17:05:28, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.4157, top1_acc: 0.4164, top5_acc: 0.6699, loss_cls: 2.5870, loss: 4.0027, grad_norm: 3.0825 2021-07-20 04:16:45,942 - mmaction - INFO - Epoch [100][760/1879] lr: 5.109e-02, eta: 17:05:15, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.4662, top1_acc: 0.4016, top5_acc: 0.6520, loss_cls: 2.6711, loss: 4.1374, grad_norm: 3.1406 2021-07-20 04:16:58,689 - mmaction - INFO - Epoch [100][780/1879] lr: 5.107e-02, eta: 17:05:02, time: 0.689, data_time: 0.055, memory: 6921, loss_aux: 1.4309, top1_acc: 0.4078, top5_acc: 0.6535, loss_cls: 2.6320, loss: 4.0630, grad_norm: 3.0601 2021-07-20 04:17:10,736 - mmaction - INFO - Epoch [100][800/1879] lr: 5.105e-02, eta: 17:04:49, time: 0.603, data_time: 0.006, memory: 6921, loss_aux: 1.4482, top1_acc: 0.4145, top5_acc: 0.6461, loss_cls: 2.6551, loss: 4.1034, grad_norm: 3.0675 2021-07-20 04:17:23,980 - mmaction - INFO - Epoch [100][820/1879] lr: 5.103e-02, eta: 17:04:36, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.4368, top1_acc: 0.4090, top5_acc: 0.6578, loss_cls: 2.6270, loss: 4.0637, grad_norm: 3.1185 2021-07-20 04:17:35,569 - mmaction - INFO - Epoch [100][840/1879] lr: 5.101e-02, eta: 17:04:22, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.4427, top1_acc: 0.4051, top5_acc: 0.6477, loss_cls: 2.6824, loss: 4.1250, grad_norm: 3.1263 2021-07-20 04:17:46,878 - mmaction - INFO - Epoch [100][860/1879] lr: 5.099e-02, eta: 17:04:09, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.4130, top1_acc: 0.4160, top5_acc: 0.6566, loss_cls: 2.6176, loss: 4.0305, grad_norm: 3.0699 2021-07-20 04:17:58,681 - mmaction - INFO - Epoch [100][880/1879] lr: 5.097e-02, eta: 17:03:55, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.4190, top1_acc: 0.4188, top5_acc: 0.6773, loss_cls: 2.5571, loss: 3.9761, grad_norm: 3.1149 2021-07-20 04:18:14,392 - mmaction - INFO - Epoch [100][900/1879] lr: 5.095e-02, eta: 17:03:44, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.4371, top1_acc: 0.4195, top5_acc: 0.6656, loss_cls: 2.6060, loss: 4.0431, grad_norm: 3.1220 2021-07-20 04:18:25,927 - mmaction - INFO - Epoch [100][920/1879] lr: 5.093e-02, eta: 17:03:30, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.4064, top1_acc: 0.4324, top5_acc: 0.6695, loss_cls: 2.5669, loss: 3.9733, grad_norm: 3.0990 2021-07-20 04:18:40,646 - mmaction - INFO - Epoch [100][940/1879] lr: 5.091e-02, eta: 17:03:18, time: 0.735, data_time: 0.002, memory: 6921, loss_aux: 1.4432, top1_acc: 0.4066, top5_acc: 0.6656, loss_cls: 2.6395, loss: 4.0826, grad_norm: 3.1214 2021-07-20 04:18:55,449 - mmaction - INFO - Epoch [100][960/1879] lr: 5.089e-02, eta: 17:03:06, time: 0.740, data_time: 0.003, memory: 6921, loss_aux: 1.4539, top1_acc: 0.4016, top5_acc: 0.6570, loss_cls: 2.6667, loss: 4.1207, grad_norm: 3.1607 2021-07-20 04:19:09,609 - mmaction - INFO - Epoch [100][980/1879] lr: 5.087e-02, eta: 17:02:54, time: 0.706, data_time: 0.003, memory: 6921, loss_aux: 1.4387, top1_acc: 0.4160, top5_acc: 0.6598, loss_cls: 2.6528, loss: 4.0915, grad_norm: 3.1117 2021-07-20 04:19:21,422 - mmaction - INFO - Epoch [100][1000/1879] lr: 5.085e-02, eta: 17:02:40, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.4314, top1_acc: 0.4305, top5_acc: 0.6602, loss_cls: 2.5963, loss: 4.0277, grad_norm: 3.0642 2021-07-20 04:19:34,910 - mmaction - INFO - Epoch [100][1020/1879] lr: 5.083e-02, eta: 17:02:27, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.4250, top1_acc: 0.4184, top5_acc: 0.6648, loss_cls: 2.6159, loss: 4.0409, grad_norm: 3.1735 2021-07-20 04:19:46,387 - mmaction - INFO - Epoch [100][1040/1879] lr: 5.081e-02, eta: 17:02:14, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.4183, top1_acc: 0.4355, top5_acc: 0.6707, loss_cls: 2.5757, loss: 3.9940, grad_norm: 3.1628 2021-07-20 04:19:58,894 - mmaction - INFO - Epoch [100][1060/1879] lr: 5.079e-02, eta: 17:02:00, time: 0.622, data_time: 0.001, memory: 6921, loss_aux: 1.4036, top1_acc: 0.4125, top5_acc: 0.6664, loss_cls: 2.5943, loss: 3.9979, grad_norm: 3.2072 2021-07-20 04:20:10,451 - mmaction - INFO - Epoch [100][1080/1879] lr: 5.077e-02, eta: 17:01:47, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.4166, top1_acc: 0.4133, top5_acc: 0.6684, loss_cls: 2.5794, loss: 3.9960, grad_norm: 3.1478 2021-07-20 04:20:24,422 - mmaction - INFO - Epoch [100][1100/1879] lr: 5.075e-02, eta: 17:01:34, time: 0.698, data_time: 0.001, memory: 6921, loss_aux: 1.4487, top1_acc: 0.4086, top5_acc: 0.6512, loss_cls: 2.6387, loss: 4.0873, grad_norm: 3.0850 2021-07-20 04:20:39,123 - mmaction - INFO - Epoch [100][1120/1879] lr: 5.074e-02, eta: 17:01:22, time: 0.735, data_time: 0.003, memory: 6921, loss_aux: 1.4290, top1_acc: 0.4191, top5_acc: 0.6629, loss_cls: 2.6101, loss: 4.0391, grad_norm: 3.1259 2021-07-20 04:20:51,194 - mmaction - INFO - Epoch [100][1140/1879] lr: 5.072e-02, eta: 17:01:09, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.4463, top1_acc: 0.4066, top5_acc: 0.6566, loss_cls: 2.6239, loss: 4.0702, grad_norm: 3.1570 2021-07-20 04:21:07,539 - mmaction - INFO - Epoch [100][1160/1879] lr: 5.070e-02, eta: 17:00:58, time: 0.794, data_time: 0.007, memory: 6921, loss_aux: 1.4835, top1_acc: 0.3934, top5_acc: 0.6434, loss_cls: 2.7533, loss: 4.2368, grad_norm: 3.1283 2021-07-20 04:21:22,011 - mmaction - INFO - Epoch [100][1180/1879] lr: 5.068e-02, eta: 17:00:46, time: 0.751, data_time: 0.041, memory: 6921, loss_aux: 1.4592, top1_acc: 0.4125, top5_acc: 0.6547, loss_cls: 2.6731, loss: 4.1322, grad_norm: 3.1027 2021-07-20 04:21:34,138 - mmaction - INFO - Epoch [100][1200/1879] lr: 5.066e-02, eta: 17:00:32, time: 0.607, data_time: 0.006, memory: 6921, loss_aux: 1.4178, top1_acc: 0.4230, top5_acc: 0.6742, loss_cls: 2.5838, loss: 4.0015, grad_norm: 3.1078 2021-07-20 04:21:45,964 - mmaction - INFO - Epoch [100][1220/1879] lr: 5.064e-02, eta: 17:00:19, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.4328, top1_acc: 0.4223, top5_acc: 0.6691, loss_cls: 2.5854, loss: 4.0182, grad_norm: 3.1035 2021-07-20 04:21:58,406 - mmaction - INFO - Epoch [100][1240/1879] lr: 5.062e-02, eta: 17:00:06, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.4289, top1_acc: 0.4055, top5_acc: 0.6574, loss_cls: 2.6335, loss: 4.0624, grad_norm: 3.1357 2021-07-20 04:22:10,195 - mmaction - INFO - Epoch [100][1260/1879] lr: 5.060e-02, eta: 16:59:52, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4126, top1_acc: 0.4305, top5_acc: 0.6602, loss_cls: 2.6078, loss: 4.0204, grad_norm: 3.1807 2021-07-20 04:22:21,505 - mmaction - INFO - Epoch [100][1280/1879] lr: 5.058e-02, eta: 16:59:38, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.4445, top1_acc: 0.4195, top5_acc: 0.6715, loss_cls: 2.6029, loss: 4.0474, grad_norm: 3.1410 2021-07-20 04:22:33,912 - mmaction - INFO - Epoch [100][1300/1879] lr: 5.056e-02, eta: 16:59:25, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.4101, top1_acc: 0.4336, top5_acc: 0.6797, loss_cls: 2.5761, loss: 3.9862, grad_norm: 3.0709 2021-07-20 04:22:46,278 - mmaction - INFO - Epoch [100][1320/1879] lr: 5.054e-02, eta: 16:59:12, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.4002, top1_acc: 0.4191, top5_acc: 0.6695, loss_cls: 2.5780, loss: 3.9782, grad_norm: 3.0770 2021-07-20 04:22:58,166 - mmaction - INFO - Epoch [100][1340/1879] lr: 5.052e-02, eta: 16:58:58, time: 0.604, data_time: 0.017, memory: 6921, loss_aux: 1.4694, top1_acc: 0.4137, top5_acc: 0.6512, loss_cls: 2.6915, loss: 4.1609, grad_norm: 3.1200 2021-07-20 04:23:09,353 - mmaction - INFO - Epoch [100][1360/1879] lr: 5.050e-02, eta: 16:58:45, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.4023, top1_acc: 0.4277, top5_acc: 0.6687, loss_cls: 2.5440, loss: 3.9463, grad_norm: 3.0929 2021-07-20 04:23:20,908 - mmaction - INFO - Epoch [100][1380/1879] lr: 5.048e-02, eta: 16:58:31, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.4198, top1_acc: 0.4133, top5_acc: 0.6680, loss_cls: 2.6050, loss: 4.0248, grad_norm: 3.1664 2021-07-20 04:23:33,165 - mmaction - INFO - Epoch [100][1400/1879] lr: 5.046e-02, eta: 16:58:18, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.4356, top1_acc: 0.4234, top5_acc: 0.6566, loss_cls: 2.6211, loss: 4.0566, grad_norm: 3.0956 2021-07-20 04:23:45,466 - mmaction - INFO - Epoch [100][1420/1879] lr: 5.044e-02, eta: 16:58:04, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.4616, top1_acc: 0.4020, top5_acc: 0.6535, loss_cls: 2.6777, loss: 4.1393, grad_norm: 3.1689 2021-07-20 04:23:57,944 - mmaction - INFO - Epoch [100][1440/1879] lr: 5.043e-02, eta: 16:57:51, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.4862, top1_acc: 0.4051, top5_acc: 0.6609, loss_cls: 2.6974, loss: 4.1836, grad_norm: 3.1576 2021-07-20 04:24:09,744 - mmaction - INFO - Epoch [100][1460/1879] lr: 5.041e-02, eta: 16:57:38, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.4393, top1_acc: 0.4227, top5_acc: 0.6605, loss_cls: 2.6307, loss: 4.0699, grad_norm: 3.0907 2021-07-20 04:24:22,886 - mmaction - INFO - Epoch [100][1480/1879] lr: 5.039e-02, eta: 16:57:25, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.4356, top1_acc: 0.4102, top5_acc: 0.6582, loss_cls: 2.6218, loss: 4.0574, grad_norm: 3.1938 2021-07-20 04:24:35,999 - mmaction - INFO - Epoch [100][1500/1879] lr: 5.037e-02, eta: 16:57:12, time: 0.658, data_time: 0.012, memory: 6921, loss_aux: 1.4075, top1_acc: 0.4270, top5_acc: 0.6746, loss_cls: 2.5885, loss: 3.9960, grad_norm: 3.1390 2021-07-20 04:24:48,128 - mmaction - INFO - Epoch [100][1520/1879] lr: 5.035e-02, eta: 16:56:59, time: 0.613, data_time: 0.011, memory: 6921, loss_aux: 1.4106, top1_acc: 0.4348, top5_acc: 0.6582, loss_cls: 2.5878, loss: 3.9984, grad_norm: 3.1771 2021-07-20 04:24:59,867 - mmaction - INFO - Epoch [100][1540/1879] lr: 5.033e-02, eta: 16:56:45, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.4389, top1_acc: 0.4020, top5_acc: 0.6598, loss_cls: 2.6366, loss: 4.0754, grad_norm: 3.1220 2021-07-20 04:25:11,961 - mmaction - INFO - Epoch [100][1560/1879] lr: 5.031e-02, eta: 16:56:32, time: 0.619, data_time: 0.019, memory: 6921, loss_aux: 1.4088, top1_acc: 0.4148, top5_acc: 0.6570, loss_cls: 2.6143, loss: 4.0231, grad_norm: 3.1185 2021-07-20 04:25:23,382 - mmaction - INFO - Epoch [100][1580/1879] lr: 5.029e-02, eta: 16:56:18, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.4601, top1_acc: 0.4035, top5_acc: 0.6543, loss_cls: 2.6812, loss: 4.1413, grad_norm: 3.1372 2021-07-20 04:25:35,085 - mmaction - INFO - Epoch [100][1600/1879] lr: 5.027e-02, eta: 16:56:04, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.4280, top1_acc: 0.4211, top5_acc: 0.6680, loss_cls: 2.6174, loss: 4.0454, grad_norm: 3.1303 2021-07-20 04:25:51,329 - mmaction - INFO - Epoch [100][1620/1879] lr: 5.025e-02, eta: 16:55:53, time: 0.811, data_time: 0.002, memory: 6921, loss_aux: 1.4090, top1_acc: 0.4273, top5_acc: 0.6664, loss_cls: 2.5830, loss: 3.9920, grad_norm: 3.1099 2021-07-20 04:26:02,909 - mmaction - INFO - Epoch [100][1640/1879] lr: 5.023e-02, eta: 16:55:40, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.4289, top1_acc: 0.4184, top5_acc: 0.6496, loss_cls: 2.6435, loss: 4.0724, grad_norm: 3.1223 2021-07-20 04:26:14,554 - mmaction - INFO - Epoch [100][1660/1879] lr: 5.021e-02, eta: 16:55:26, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.4039, top1_acc: 0.4148, top5_acc: 0.6633, loss_cls: 2.6066, loss: 4.0105, grad_norm: 3.0729 2021-07-20 04:26:27,888 - mmaction - INFO - Epoch [100][1680/1879] lr: 5.019e-02, eta: 16:55:13, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.4560, top1_acc: 0.3973, top5_acc: 0.6457, loss_cls: 2.6821, loss: 4.1380, grad_norm: 3.0991 2021-07-20 04:26:39,188 - mmaction - INFO - Epoch [100][1700/1879] lr: 5.017e-02, eta: 16:54:59, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.4315, top1_acc: 0.4172, top5_acc: 0.6680, loss_cls: 2.5856, loss: 4.0171, grad_norm: 3.1337 2021-07-20 04:26:54,127 - mmaction - INFO - Epoch [100][1720/1879] lr: 5.015e-02, eta: 16:54:48, time: 0.747, data_time: 0.002, memory: 6921, loss_aux: 1.4172, top1_acc: 0.4266, top5_acc: 0.6734, loss_cls: 2.5656, loss: 3.9828, grad_norm: 3.1650 2021-07-20 04:27:05,597 - mmaction - INFO - Epoch [100][1740/1879] lr: 5.014e-02, eta: 16:54:34, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.4328, top1_acc: 0.4238, top5_acc: 0.6648, loss_cls: 2.6003, loss: 4.0331, grad_norm: 3.1458 2021-07-20 04:27:21,444 - mmaction - INFO - Epoch [100][1760/1879] lr: 5.012e-02, eta: 16:54:22, time: 0.791, data_time: 0.004, memory: 6921, loss_aux: 1.4082, top1_acc: 0.4168, top5_acc: 0.6758, loss_cls: 2.5833, loss: 3.9916, grad_norm: 3.1409 2021-07-20 04:27:33,798 - mmaction - INFO - Epoch [100][1780/1879] lr: 5.010e-02, eta: 16:54:09, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.4227, top1_acc: 0.4219, top5_acc: 0.6707, loss_cls: 2.5724, loss: 3.9951, grad_norm: 3.1287 2021-07-20 04:27:45,890 - mmaction - INFO - Epoch [100][1800/1879] lr: 5.008e-02, eta: 16:53:55, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.4476, top1_acc: 0.4133, top5_acc: 0.6617, loss_cls: 2.6251, loss: 4.0727, grad_norm: 3.1728 2021-07-20 04:28:06,609 - mmaction - INFO - Epoch [100][1820/1879] lr: 5.006e-02, eta: 16:53:47, time: 1.072, data_time: 0.040, memory: 6921, loss_aux: 1.4245, top1_acc: 0.4047, top5_acc: 0.6535, loss_cls: 2.6177, loss: 4.0422, grad_norm: 3.0863 2021-07-20 04:28:18,499 - mmaction - INFO - Epoch [100][1840/1879] lr: 5.004e-02, eta: 16:53:33, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.4311, top1_acc: 0.4180, top5_acc: 0.6738, loss_cls: 2.5832, loss: 4.0143, grad_norm: 3.0860 2021-07-20 04:28:31,168 - mmaction - INFO - Epoch [100][1860/1879] lr: 5.002e-02, eta: 16:53:20, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.4296, top1_acc: 0.4156, top5_acc: 0.6668, loss_cls: 2.6096, loss: 4.0393, grad_norm: 3.1594 2021-07-20 04:28:41,423 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-07-20 04:29:05,458 - mmaction - INFO - Epoch [101][20/1879] lr: 4.998e-02, eta: 16:52:50, time: 0.724, data_time: 0.165, memory: 6921, loss_aux: 1.3928, top1_acc: 0.4445, top5_acc: 0.6836, loss_cls: 2.5113, loss: 3.9041, grad_norm: 3.0740 2021-07-20 04:29:18,180 - mmaction - INFO - Epoch [101][40/1879] lr: 4.996e-02, eta: 16:52:37, time: 0.658, data_time: 0.030, memory: 6921, loss_aux: 1.4389, top1_acc: 0.4234, top5_acc: 0.6598, loss_cls: 2.6215, loss: 4.0603, grad_norm: 3.1254 2021-07-20 04:29:33,455 - mmaction - INFO - Epoch [101][60/1879] lr: 4.994e-02, eta: 16:52:25, time: 0.765, data_time: 0.003, memory: 6921, loss_aux: 1.3774, top1_acc: 0.4363, top5_acc: 0.6855, loss_cls: 2.4981, loss: 3.8755, grad_norm: 3.1762 2021-07-20 04:29:45,587 - mmaction - INFO - Epoch [101][80/1879] lr: 4.992e-02, eta: 16:52:12, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3992, top1_acc: 0.4234, top5_acc: 0.6727, loss_cls: 2.5481, loss: 3.9473, grad_norm: 3.2010 2021-07-20 04:29:57,084 - mmaction - INFO - Epoch [101][100/1879] lr: 4.990e-02, eta: 16:51:58, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.4096, top1_acc: 0.4230, top5_acc: 0.6547, loss_cls: 2.5738, loss: 3.9834, grad_norm: 3.1803 2021-07-20 04:30:08,615 - mmaction - INFO - Epoch [101][120/1879] lr: 4.989e-02, eta: 16:51:44, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.3990, top1_acc: 0.4230, top5_acc: 0.6695, loss_cls: 2.5912, loss: 3.9902, grad_norm: 3.1649 2021-07-20 04:30:19,806 - mmaction - INFO - Epoch [101][140/1879] lr: 4.987e-02, eta: 16:51:31, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.3966, top1_acc: 0.4340, top5_acc: 0.6750, loss_cls: 2.5716, loss: 3.9682, grad_norm: 3.2070 2021-07-20 04:30:36,464 - mmaction - INFO - Epoch [101][160/1879] lr: 4.985e-02, eta: 16:51:19, time: 0.831, data_time: 0.002, memory: 6921, loss_aux: 1.3893, top1_acc: 0.4289, top5_acc: 0.6734, loss_cls: 2.5501, loss: 3.9394, grad_norm: 3.1520 2021-07-20 04:30:47,685 - mmaction - INFO - Epoch [101][180/1879] lr: 4.983e-02, eta: 16:51:06, time: 0.564, data_time: 0.006, memory: 6921, loss_aux: 1.3949, top1_acc: 0.4410, top5_acc: 0.6781, loss_cls: 2.5219, loss: 3.9168, grad_norm: 3.1302 2021-07-20 04:31:02,203 - mmaction - INFO - Epoch [101][200/1879] lr: 4.981e-02, eta: 16:50:53, time: 0.697, data_time: 0.001, memory: 6921, loss_aux: 1.3780, top1_acc: 0.4223, top5_acc: 0.6750, loss_cls: 2.5081, loss: 3.8861, grad_norm: 3.1245 2021-07-20 04:31:14,392 - mmaction - INFO - Epoch [101][220/1879] lr: 4.979e-02, eta: 16:50:40, time: 0.638, data_time: 0.031, memory: 6921, loss_aux: 1.4549, top1_acc: 0.4086, top5_acc: 0.6684, loss_cls: 2.6392, loss: 4.0941, grad_norm: 3.1906 2021-07-20 04:31:26,418 - mmaction - INFO - Epoch [101][240/1879] lr: 4.977e-02, eta: 16:50:27, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.4063, top1_acc: 0.4184, top5_acc: 0.6676, loss_cls: 2.5978, loss: 4.0041, grad_norm: 3.1677 2021-07-20 04:31:39,601 - mmaction - INFO - Epoch [101][260/1879] lr: 4.975e-02, eta: 16:50:14, time: 0.660, data_time: 0.002, memory: 6921, loss_aux: 1.4158, top1_acc: 0.4137, top5_acc: 0.6680, loss_cls: 2.5769, loss: 3.9926, grad_norm: 3.1470 2021-07-20 04:31:51,199 - mmaction - INFO - Epoch [101][280/1879] lr: 4.973e-02, eta: 16:50:00, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.4185, top1_acc: 0.4195, top5_acc: 0.6605, loss_cls: 2.6000, loss: 4.0185, grad_norm: 3.1587 2021-07-20 04:32:07,715 - mmaction - INFO - Epoch [101][300/1879] lr: 4.971e-02, eta: 16:49:49, time: 0.824, data_time: 0.002, memory: 6921, loss_aux: 1.4247, top1_acc: 0.4133, top5_acc: 0.6625, loss_cls: 2.5835, loss: 4.0082, grad_norm: 3.1855 2021-07-20 04:32:19,559 - mmaction - INFO - Epoch [101][320/1879] lr: 4.969e-02, eta: 16:49:36, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.4058, top1_acc: 0.4215, top5_acc: 0.6645, loss_cls: 2.5804, loss: 3.9863, grad_norm: 3.1283 2021-07-20 04:32:32,927 - mmaction - INFO - Epoch [101][340/1879] lr: 4.967e-02, eta: 16:49:23, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.4033, top1_acc: 0.4242, top5_acc: 0.6609, loss_cls: 2.5749, loss: 3.9783, grad_norm: 3.2110 2021-07-20 04:32:49,129 - mmaction - INFO - Epoch [101][360/1879] lr: 4.965e-02, eta: 16:49:12, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.4266, top1_acc: 0.4141, top5_acc: 0.6594, loss_cls: 2.5979, loss: 4.0245, grad_norm: 3.1630 2021-07-20 04:33:00,398 - mmaction - INFO - Epoch [101][380/1879] lr: 4.963e-02, eta: 16:48:58, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.4188, top1_acc: 0.4234, top5_acc: 0.6738, loss_cls: 2.5844, loss: 4.0033, grad_norm: 3.2148 2021-07-20 04:33:17,812 - mmaction - INFO - Epoch [101][400/1879] lr: 4.962e-02, eta: 16:48:47, time: 0.870, data_time: 0.002, memory: 6921, loss_aux: 1.4104, top1_acc: 0.4230, top5_acc: 0.6805, loss_cls: 2.5441, loss: 3.9545, grad_norm: 3.1945 2021-07-20 04:33:30,178 - mmaction - INFO - Epoch [101][420/1879] lr: 4.960e-02, eta: 16:48:34, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.4037, top1_acc: 0.4328, top5_acc: 0.6672, loss_cls: 2.5741, loss: 3.9778, grad_norm: 3.1024 2021-07-20 04:33:42,714 - mmaction - INFO - Epoch [101][440/1879] lr: 4.958e-02, eta: 16:48:21, time: 0.626, data_time: 0.005, memory: 6921, loss_aux: 1.4270, top1_acc: 0.4203, top5_acc: 0.6551, loss_cls: 2.6199, loss: 4.0468, grad_norm: 3.2014 2021-07-20 04:33:55,889 - mmaction - INFO - Epoch [101][460/1879] lr: 4.956e-02, eta: 16:48:08, time: 0.659, data_time: 0.002, memory: 6921, loss_aux: 1.4522, top1_acc: 0.4199, top5_acc: 0.6406, loss_cls: 2.6862, loss: 4.1384, grad_norm: 3.1754 2021-07-20 04:34:07,407 - mmaction - INFO - Epoch [101][480/1879] lr: 4.954e-02, eta: 16:47:54, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.4369, top1_acc: 0.4176, top5_acc: 0.6687, loss_cls: 2.6261, loss: 4.0631, grad_norm: 3.1871 2021-07-20 04:34:19,524 - mmaction - INFO - Epoch [101][500/1879] lr: 4.952e-02, eta: 16:47:41, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3888, top1_acc: 0.4359, top5_acc: 0.6785, loss_cls: 2.5391, loss: 3.9279, grad_norm: 3.1560 2021-07-20 04:34:31,412 - mmaction - INFO - Epoch [101][520/1879] lr: 4.950e-02, eta: 16:47:28, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4192, top1_acc: 0.4168, top5_acc: 0.6625, loss_cls: 2.6436, loss: 4.0629, grad_norm: 3.1106 2021-07-20 04:34:44,536 - mmaction - INFO - Epoch [101][540/1879] lr: 4.948e-02, eta: 16:47:15, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.3903, top1_acc: 0.4379, top5_acc: 0.6824, loss_cls: 2.5254, loss: 3.9157, grad_norm: 3.1108 2021-07-20 04:34:56,623 - mmaction - INFO - Epoch [101][560/1879] lr: 4.946e-02, eta: 16:47:01, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.4031, top1_acc: 0.4293, top5_acc: 0.6684, loss_cls: 2.5669, loss: 3.9700, grad_norm: 3.1834 2021-07-20 04:35:09,003 - mmaction - INFO - Epoch [101][580/1879] lr: 4.944e-02, eta: 16:46:48, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.4392, top1_acc: 0.4152, top5_acc: 0.6418, loss_cls: 2.6461, loss: 4.0853, grad_norm: 3.1655 2021-07-20 04:35:21,759 - mmaction - INFO - Epoch [101][600/1879] lr: 4.942e-02, eta: 16:46:35, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.4252, top1_acc: 0.4152, top5_acc: 0.6574, loss_cls: 2.6107, loss: 4.0359, grad_norm: 3.1076 2021-07-20 04:35:36,302 - mmaction - INFO - Epoch [101][620/1879] lr: 4.940e-02, eta: 16:46:23, time: 0.734, data_time: 0.010, memory: 6921, loss_aux: 1.4205, top1_acc: 0.4266, top5_acc: 0.6687, loss_cls: 2.5751, loss: 3.9956, grad_norm: 3.1965 2021-07-20 04:35:48,914 - mmaction - INFO - Epoch [101][640/1879] lr: 4.938e-02, eta: 16:46:10, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.4211, top1_acc: 0.4316, top5_acc: 0.6750, loss_cls: 2.5640, loss: 3.9851, grad_norm: 3.1318 2021-07-20 04:36:01,931 - mmaction - INFO - Epoch [101][660/1879] lr: 4.937e-02, eta: 16:45:57, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.4115, top1_acc: 0.4262, top5_acc: 0.6746, loss_cls: 2.5419, loss: 3.9534, grad_norm: 3.1428 2021-07-20 04:36:15,924 - mmaction - INFO - Epoch [101][680/1879] lr: 4.935e-02, eta: 16:45:45, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.4285, top1_acc: 0.4168, top5_acc: 0.6633, loss_cls: 2.6190, loss: 4.0474, grad_norm: 3.2733 2021-07-20 04:36:27,663 - mmaction - INFO - Epoch [101][700/1879] lr: 4.933e-02, eta: 16:45:31, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4523, top1_acc: 0.4078, top5_acc: 0.6484, loss_cls: 2.6610, loss: 4.1133, grad_norm: 3.1737 2021-07-20 04:36:40,017 - mmaction - INFO - Epoch [101][720/1879] lr: 4.931e-02, eta: 16:45:18, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.3969, top1_acc: 0.4410, top5_acc: 0.6785, loss_cls: 2.5359, loss: 3.9329, grad_norm: 3.1508 2021-07-20 04:36:51,793 - mmaction - INFO - Epoch [101][740/1879] lr: 4.929e-02, eta: 16:45:04, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.3817, top1_acc: 0.4324, top5_acc: 0.6789, loss_cls: 2.5168, loss: 3.8985, grad_norm: 3.1737 2021-07-20 04:37:09,445 - mmaction - INFO - Epoch [101][760/1879] lr: 4.927e-02, eta: 16:44:54, time: 0.881, data_time: 0.003, memory: 6921, loss_aux: 1.4141, top1_acc: 0.4211, top5_acc: 0.6590, loss_cls: 2.6013, loss: 4.0154, grad_norm: 3.2172 2021-07-20 04:37:21,470 - mmaction - INFO - Epoch [101][780/1879] lr: 4.925e-02, eta: 16:44:40, time: 0.603, data_time: 0.004, memory: 6921, loss_aux: 1.3924, top1_acc: 0.4332, top5_acc: 0.6672, loss_cls: 2.5616, loss: 3.9540, grad_norm: 3.0853 2021-07-20 04:37:33,215 - mmaction - INFO - Epoch [101][800/1879] lr: 4.923e-02, eta: 16:44:27, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.4240, top1_acc: 0.4227, top5_acc: 0.6637, loss_cls: 2.6034, loss: 4.0274, grad_norm: 3.1899 2021-07-20 04:37:44,490 - mmaction - INFO - Epoch [101][820/1879] lr: 4.921e-02, eta: 16:44:13, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.3971, top1_acc: 0.4285, top5_acc: 0.6727, loss_cls: 2.5284, loss: 3.9255, grad_norm: 3.1892 2021-07-20 04:37:55,915 - mmaction - INFO - Epoch [101][840/1879] lr: 4.919e-02, eta: 16:43:59, time: 0.575, data_time: 0.006, memory: 6921, loss_aux: 1.4041, top1_acc: 0.4246, top5_acc: 0.6797, loss_cls: 2.5712, loss: 3.9753, grad_norm: 3.1905 2021-07-20 04:38:08,750 - mmaction - INFO - Epoch [101][860/1879] lr: 4.917e-02, eta: 16:43:46, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.4162, top1_acc: 0.4281, top5_acc: 0.6820, loss_cls: 2.5658, loss: 3.9819, grad_norm: 3.1443 2021-07-20 04:38:21,805 - mmaction - INFO - Epoch [101][880/1879] lr: 4.915e-02, eta: 16:43:33, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.4621, top1_acc: 0.4008, top5_acc: 0.6488, loss_cls: 2.6820, loss: 4.1441, grad_norm: 3.2379 2021-07-20 04:38:33,051 - mmaction - INFO - Epoch [101][900/1879] lr: 4.913e-02, eta: 16:43:20, time: 0.562, data_time: 0.001, memory: 6921, loss_aux: 1.4104, top1_acc: 0.4000, top5_acc: 0.6687, loss_cls: 2.5950, loss: 4.0054, grad_norm: 3.2195 2021-07-20 04:38:47,360 - mmaction - INFO - Epoch [101][920/1879] lr: 4.912e-02, eta: 16:43:07, time: 0.715, data_time: 0.001, memory: 6921, loss_aux: 1.3958, top1_acc: 0.4293, top5_acc: 0.6672, loss_cls: 2.5481, loss: 3.9439, grad_norm: 3.1713 2021-07-20 04:39:01,750 - mmaction - INFO - Epoch [101][940/1879] lr: 4.910e-02, eta: 16:42:55, time: 0.719, data_time: 0.003, memory: 6921, loss_aux: 1.3835, top1_acc: 0.4340, top5_acc: 0.6730, loss_cls: 2.5349, loss: 3.9184, grad_norm: 3.1335 2021-07-20 04:39:16,238 - mmaction - INFO - Epoch [101][960/1879] lr: 4.908e-02, eta: 16:42:43, time: 0.725, data_time: 0.003, memory: 6921, loss_aux: 1.4289, top1_acc: 0.4160, top5_acc: 0.6605, loss_cls: 2.6367, loss: 4.0656, grad_norm: 3.1681 2021-07-20 04:39:33,005 - mmaction - INFO - Epoch [101][980/1879] lr: 4.906e-02, eta: 16:42:32, time: 0.837, data_time: 0.002, memory: 6921, loss_aux: 1.4188, top1_acc: 0.4316, top5_acc: 0.6609, loss_cls: 2.5967, loss: 4.0155, grad_norm: 3.2051 2021-07-20 04:39:45,381 - mmaction - INFO - Epoch [101][1000/1879] lr: 4.904e-02, eta: 16:42:19, time: 0.619, data_time: 0.007, memory: 6921, loss_aux: 1.4270, top1_acc: 0.4215, top5_acc: 0.6699, loss_cls: 2.5901, loss: 4.0171, grad_norm: 3.1780 2021-07-20 04:39:56,913 - mmaction - INFO - Epoch [101][1020/1879] lr: 4.902e-02, eta: 16:42:05, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.4128, top1_acc: 0.4262, top5_acc: 0.6684, loss_cls: 2.5544, loss: 3.9672, grad_norm: 3.1904 2021-07-20 04:40:18,872 - mmaction - INFO - Epoch [101][1040/1879] lr: 4.900e-02, eta: 16:41:56, time: 1.092, data_time: 0.002, memory: 6921, loss_aux: 1.4418, top1_acc: 0.4168, top5_acc: 0.6629, loss_cls: 2.6443, loss: 4.0862, grad_norm: 3.2069 2021-07-20 04:40:34,922 - mmaction - INFO - Epoch [101][1060/1879] lr: 4.898e-02, eta: 16:41:45, time: 0.808, data_time: 0.009, memory: 6921, loss_aux: 1.4291, top1_acc: 0.4129, top5_acc: 0.6578, loss_cls: 2.6262, loss: 4.0554, grad_norm: 3.1554 2021-07-20 04:40:46,699 - mmaction - INFO - Epoch [101][1080/1879] lr: 4.896e-02, eta: 16:41:32, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.4430, top1_acc: 0.4156, top5_acc: 0.6492, loss_cls: 2.6573, loss: 4.1003, grad_norm: 3.2209 2021-07-20 04:40:59,133 - mmaction - INFO - Epoch [101][1100/1879] lr: 4.894e-02, eta: 16:41:18, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.4064, top1_acc: 0.4289, top5_acc: 0.6621, loss_cls: 2.5687, loss: 3.9751, grad_norm: 3.1827 2021-07-20 04:41:11,233 - mmaction - INFO - Epoch [101][1120/1879] lr: 4.892e-02, eta: 16:41:05, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.4250, top1_acc: 0.4160, top5_acc: 0.6691, loss_cls: 2.5852, loss: 4.0103, grad_norm: 3.1418 2021-07-20 04:41:31,913 - mmaction - INFO - Epoch [101][1140/1879] lr: 4.890e-02, eta: 16:40:56, time: 1.029, data_time: 0.004, memory: 6921, loss_aux: 1.4123, top1_acc: 0.4262, top5_acc: 0.6652, loss_cls: 2.5867, loss: 3.9990, grad_norm: 3.1199 2021-07-20 04:41:46,894 - mmaction - INFO - Epoch [101][1160/1879] lr: 4.889e-02, eta: 16:40:44, time: 0.754, data_time: 0.012, memory: 6921, loss_aux: 1.4479, top1_acc: 0.4016, top5_acc: 0.6492, loss_cls: 2.6605, loss: 4.1085, grad_norm: 3.1671 2021-07-20 04:41:58,274 - mmaction - INFO - Epoch [101][1180/1879] lr: 4.887e-02, eta: 16:40:30, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.3900, top1_acc: 0.4191, top5_acc: 0.6676, loss_cls: 2.5233, loss: 3.9134, grad_norm: 3.1030 2021-07-20 04:42:10,407 - mmaction - INFO - Epoch [101][1200/1879] lr: 4.885e-02, eta: 16:40:17, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.4056, top1_acc: 0.4375, top5_acc: 0.6695, loss_cls: 2.5637, loss: 3.9692, grad_norm: 3.1996 2021-07-20 04:42:28,412 - mmaction - INFO - Epoch [101][1220/1879] lr: 4.883e-02, eta: 16:40:06, time: 0.895, data_time: 0.002, memory: 6921, loss_aux: 1.4093, top1_acc: 0.4137, top5_acc: 0.6777, loss_cls: 2.5818, loss: 3.9912, grad_norm: 3.1613 2021-07-20 04:42:39,332 - mmaction - INFO - Epoch [101][1240/1879] lr: 4.881e-02, eta: 16:39:53, time: 0.552, data_time: 0.007, memory: 6921, loss_aux: 1.3970, top1_acc: 0.4305, top5_acc: 0.6801, loss_cls: 2.5445, loss: 3.9415, grad_norm: 3.2052 2021-07-20 04:42:58,246 - mmaction - INFO - Epoch [101][1260/1879] lr: 4.879e-02, eta: 16:39:43, time: 0.944, data_time: 0.001, memory: 6921, loss_aux: 1.4700, top1_acc: 0.4082, top5_acc: 0.6547, loss_cls: 2.6676, loss: 4.1377, grad_norm: 3.2363 2021-07-20 04:43:10,546 - mmaction - INFO - Epoch [101][1280/1879] lr: 4.877e-02, eta: 16:39:29, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.4206, top1_acc: 0.4234, top5_acc: 0.6695, loss_cls: 2.6028, loss: 4.0234, grad_norm: 3.1477 2021-07-20 04:43:22,252 - mmaction - INFO - Epoch [101][1300/1879] lr: 4.875e-02, eta: 16:39:16, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.4020, top1_acc: 0.4305, top5_acc: 0.6621, loss_cls: 2.5671, loss: 3.9691, grad_norm: 3.2196 2021-07-20 04:43:37,062 - mmaction - INFO - Epoch [101][1320/1879] lr: 4.873e-02, eta: 16:39:04, time: 0.745, data_time: 0.007, memory: 6921, loss_aux: 1.4375, top1_acc: 0.4172, top5_acc: 0.6570, loss_cls: 2.6413, loss: 4.0788, grad_norm: 3.1926 2021-07-20 04:43:49,059 - mmaction - INFO - Epoch [101][1340/1879] lr: 4.871e-02, eta: 16:38:50, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.4130, top1_acc: 0.4125, top5_acc: 0.6590, loss_cls: 2.6132, loss: 4.0262, grad_norm: 3.1574 2021-07-20 04:44:11,245 - mmaction - INFO - Epoch [101][1360/1879] lr: 4.869e-02, eta: 16:38:42, time: 1.104, data_time: 0.003, memory: 6921, loss_aux: 1.4344, top1_acc: 0.4051, top5_acc: 0.6637, loss_cls: 2.6528, loss: 4.0872, grad_norm: 3.1942 2021-07-20 04:44:33,740 - mmaction - INFO - Epoch [101][1380/1879] lr: 4.867e-02, eta: 16:38:34, time: 1.126, data_time: 0.055, memory: 6921, loss_aux: 1.4355, top1_acc: 0.4027, top5_acc: 0.6574, loss_cls: 2.6569, loss: 4.0923, grad_norm: 3.1825 2021-07-20 04:44:45,165 - mmaction - INFO - Epoch [101][1400/1879] lr: 4.866e-02, eta: 16:38:20, time: 0.576, data_time: 0.008, memory: 6921, loss_aux: 1.4307, top1_acc: 0.4316, top5_acc: 0.6574, loss_cls: 2.6082, loss: 4.0388, grad_norm: 3.1234 2021-07-20 04:44:57,448 - mmaction - INFO - Epoch [101][1420/1879] lr: 4.864e-02, eta: 16:38:07, time: 0.614, data_time: 0.001, memory: 6921, loss_aux: 1.4492, top1_acc: 0.4086, top5_acc: 0.6527, loss_cls: 2.6602, loss: 4.1094, grad_norm: 3.1894 2021-07-20 04:45:10,949 - mmaction - INFO - Epoch [101][1440/1879] lr: 4.862e-02, eta: 16:37:54, time: 0.673, data_time: 0.002, memory: 6921, loss_aux: 1.4064, top1_acc: 0.4215, top5_acc: 0.6762, loss_cls: 2.5549, loss: 3.9613, grad_norm: 3.1220 2021-07-20 04:45:22,738 - mmaction - INFO - Epoch [101][1460/1879] lr: 4.860e-02, eta: 16:37:40, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.4333, top1_acc: 0.4160, top5_acc: 0.6602, loss_cls: 2.6079, loss: 4.0412, grad_norm: 3.1952 2021-07-20 04:45:34,545 - mmaction - INFO - Epoch [101][1480/1879] lr: 4.858e-02, eta: 16:37:27, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4160, top1_acc: 0.4242, top5_acc: 0.6648, loss_cls: 2.5960, loss: 4.0121, grad_norm: 3.2308 2021-07-20 04:45:51,138 - mmaction - INFO - Epoch [101][1500/1879] lr: 4.856e-02, eta: 16:37:16, time: 0.829, data_time: 0.002, memory: 6921, loss_aux: 1.4610, top1_acc: 0.4043, top5_acc: 0.6457, loss_cls: 2.6933, loss: 4.1543, grad_norm: 3.1658 2021-07-20 04:46:02,552 - mmaction - INFO - Epoch [101][1520/1879] lr: 4.854e-02, eta: 16:37:02, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.4175, top1_acc: 0.4199, top5_acc: 0.6707, loss_cls: 2.5971, loss: 4.0146, grad_norm: 3.1909 2021-07-20 04:46:13,882 - mmaction - INFO - Epoch [101][1540/1879] lr: 4.852e-02, eta: 16:36:48, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.4293, top1_acc: 0.4137, top5_acc: 0.6652, loss_cls: 2.6010, loss: 4.0304, grad_norm: 3.2506 2021-07-20 04:46:25,215 - mmaction - INFO - Epoch [101][1560/1879] lr: 4.850e-02, eta: 16:36:35, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.4331, top1_acc: 0.4137, top5_acc: 0.6676, loss_cls: 2.6038, loss: 4.0369, grad_norm: 3.1786 2021-07-20 04:46:37,833 - mmaction - INFO - Epoch [101][1580/1879] lr: 4.848e-02, eta: 16:36:22, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.4366, top1_acc: 0.4176, top5_acc: 0.6664, loss_cls: 2.6130, loss: 4.0495, grad_norm: 3.2230 2021-07-20 04:46:51,154 - mmaction - INFO - Epoch [101][1600/1879] lr: 4.846e-02, eta: 16:36:09, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.4351, top1_acc: 0.4254, top5_acc: 0.6672, loss_cls: 2.5840, loss: 4.0191, grad_norm: 3.1273 2021-07-20 04:47:07,308 - mmaction - INFO - Epoch [101][1620/1879] lr: 4.845e-02, eta: 16:35:57, time: 0.808, data_time: 0.006, memory: 6921, loss_aux: 1.3963, top1_acc: 0.4203, top5_acc: 0.6613, loss_cls: 2.5514, loss: 3.9478, grad_norm: 3.1662 2021-07-20 04:47:20,433 - mmaction - INFO - Epoch [101][1640/1879] lr: 4.843e-02, eta: 16:35:45, time: 0.659, data_time: 0.004, memory: 6921, loss_aux: 1.4436, top1_acc: 0.4180, top5_acc: 0.6551, loss_cls: 2.6231, loss: 4.0667, grad_norm: 3.2345 2021-07-20 04:47:31,991 - mmaction - INFO - Epoch [101][1660/1879] lr: 4.841e-02, eta: 16:35:31, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3851, top1_acc: 0.4273, top5_acc: 0.6648, loss_cls: 2.5225, loss: 3.9077, grad_norm: 3.1940 2021-07-20 04:47:45,077 - mmaction - INFO - Epoch [101][1680/1879] lr: 4.839e-02, eta: 16:35:18, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.4498, top1_acc: 0.4051, top5_acc: 0.6508, loss_cls: 2.6534, loss: 4.1032, grad_norm: 3.2182 2021-07-20 04:47:56,315 - mmaction - INFO - Epoch [101][1700/1879] lr: 4.837e-02, eta: 16:35:04, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.4579, top1_acc: 0.4031, top5_acc: 0.6484, loss_cls: 2.6656, loss: 4.1234, grad_norm: 3.1603 2021-07-20 04:48:08,132 - mmaction - INFO - Epoch [101][1720/1879] lr: 4.835e-02, eta: 16:34:51, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4151, top1_acc: 0.4188, top5_acc: 0.6727, loss_cls: 2.5794, loss: 3.9946, grad_norm: 3.1673 2021-07-20 04:48:19,587 - mmaction - INFO - Epoch [101][1740/1879] lr: 4.833e-02, eta: 16:34:37, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.4234, top1_acc: 0.4199, top5_acc: 0.6598, loss_cls: 2.6134, loss: 4.0369, grad_norm: 3.1975 2021-07-20 04:48:36,046 - mmaction - INFO - Epoch [101][1760/1879] lr: 4.831e-02, eta: 16:34:26, time: 0.823, data_time: 0.002, memory: 6921, loss_aux: 1.4354, top1_acc: 0.4230, top5_acc: 0.6535, loss_cls: 2.6293, loss: 4.0647, grad_norm: 3.1565 2021-07-20 04:48:47,279 - mmaction - INFO - Epoch [101][1780/1879] lr: 4.829e-02, eta: 16:34:12, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.4533, top1_acc: 0.4172, top5_acc: 0.6512, loss_cls: 2.6497, loss: 4.1030, grad_norm: 3.1590 2021-07-20 04:48:58,828 - mmaction - INFO - Epoch [101][1800/1879] lr: 4.827e-02, eta: 16:33:58, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.4023, top1_acc: 0.4316, top5_acc: 0.6820, loss_cls: 2.5488, loss: 3.9511, grad_norm: 3.1904 2021-07-20 04:49:20,578 - mmaction - INFO - Epoch [101][1820/1879] lr: 4.825e-02, eta: 16:33:50, time: 1.061, data_time: 0.002, memory: 6921, loss_aux: 1.4355, top1_acc: 0.4012, top5_acc: 0.6566, loss_cls: 2.6547, loss: 4.0902, grad_norm: 3.2161 2021-07-20 04:49:32,399 - mmaction - INFO - Epoch [101][1840/1879] lr: 4.824e-02, eta: 16:33:36, time: 0.617, data_time: 0.028, memory: 6921, loss_aux: 1.3938, top1_acc: 0.4313, top5_acc: 0.6789, loss_cls: 2.5414, loss: 3.9352, grad_norm: 3.1803 2021-07-20 04:49:44,079 - mmaction - INFO - Epoch [101][1860/1879] lr: 4.822e-02, eta: 16:33:23, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.4513, top1_acc: 0.4105, top5_acc: 0.6703, loss_cls: 2.6468, loss: 4.0981, grad_norm: 3.1327 2021-07-20 04:49:54,481 - mmaction - INFO - Saving checkpoint at 101 epochs 2021-07-20 04:50:25,156 - mmaction - INFO - Epoch [102][20/1879] lr: 4.818e-02, eta: 16:32:56, time: 1.119, data_time: 0.169, memory: 6921, loss_aux: 1.3637, top1_acc: 0.4215, top5_acc: 0.6766, loss_cls: 2.5118, loss: 3.8756, grad_norm: 3.1274 2021-07-20 04:50:38,383 - mmaction - INFO - Epoch [102][40/1879] lr: 4.816e-02, eta: 16:32:43, time: 0.667, data_time: 0.008, memory: 6921, loss_aux: 1.4128, top1_acc: 0.4191, top5_acc: 0.6578, loss_cls: 2.6200, loss: 4.0328, grad_norm: 3.2694 2021-07-20 04:50:50,482 - mmaction - INFO - Epoch [102][60/1879] lr: 4.814e-02, eta: 16:32:30, time: 0.604, data_time: 0.001, memory: 6921, loss_aux: 1.3782, top1_acc: 0.4371, top5_acc: 0.6840, loss_cls: 2.5042, loss: 3.8824, grad_norm: 3.1332 2021-07-20 04:51:02,066 - mmaction - INFO - Epoch [102][80/1879] lr: 4.812e-02, eta: 16:32:16, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.4385, top1_acc: 0.4172, top5_acc: 0.6664, loss_cls: 2.6189, loss: 4.0574, grad_norm: 3.1727 2021-07-20 04:51:14,972 - mmaction - INFO - Epoch [102][100/1879] lr: 4.810e-02, eta: 16:32:03, time: 0.645, data_time: 0.001, memory: 6921, loss_aux: 1.4010, top1_acc: 0.4246, top5_acc: 0.6789, loss_cls: 2.5643, loss: 3.9653, grad_norm: 3.1727 2021-07-20 04:51:31,474 - mmaction - INFO - Epoch [102][120/1879] lr: 4.808e-02, eta: 16:31:52, time: 0.818, data_time: 0.002, memory: 6921, loss_aux: 1.4217, top1_acc: 0.4027, top5_acc: 0.6633, loss_cls: 2.6273, loss: 4.0491, grad_norm: 3.1990 2021-07-20 04:51:43,321 - mmaction - INFO - Epoch [102][140/1879] lr: 4.806e-02, eta: 16:31:39, time: 0.599, data_time: 0.011, memory: 6921, loss_aux: 1.4478, top1_acc: 0.4086, top5_acc: 0.6660, loss_cls: 2.6542, loss: 4.1020, grad_norm: 3.1882 2021-07-20 04:51:56,608 - mmaction - INFO - Epoch [102][160/1879] lr: 4.805e-02, eta: 16:31:26, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.4375, top1_acc: 0.4297, top5_acc: 0.6699, loss_cls: 2.6032, loss: 4.0407, grad_norm: 3.2123 2021-07-20 04:52:08,588 - mmaction - INFO - Epoch [102][180/1879] lr: 4.803e-02, eta: 16:31:13, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.3863, top1_acc: 0.4336, top5_acc: 0.6801, loss_cls: 2.5382, loss: 3.9245, grad_norm: 3.1186 2021-07-20 04:52:21,494 - mmaction - INFO - Epoch [102][200/1879] lr: 4.801e-02, eta: 16:31:00, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.4317, top1_acc: 0.4191, top5_acc: 0.6687, loss_cls: 2.6023, loss: 4.0340, grad_norm: 3.1637 2021-07-20 04:52:32,707 - mmaction - INFO - Epoch [102][220/1879] lr: 4.799e-02, eta: 16:30:46, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.3802, top1_acc: 0.4301, top5_acc: 0.6828, loss_cls: 2.5100, loss: 3.8903, grad_norm: 3.2243 2021-07-20 04:52:51,156 - mmaction - INFO - Epoch [102][240/1879] lr: 4.797e-02, eta: 16:30:36, time: 0.922, data_time: 0.001, memory: 6921, loss_aux: 1.4142, top1_acc: 0.4250, top5_acc: 0.6672, loss_cls: 2.5681, loss: 3.9823, grad_norm: 3.1160 2021-07-20 04:53:02,591 - mmaction - INFO - Epoch [102][260/1879] lr: 4.795e-02, eta: 16:30:22, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.3932, top1_acc: 0.4387, top5_acc: 0.6855, loss_cls: 2.4930, loss: 3.8862, grad_norm: 3.1561 2021-07-20 04:53:14,503 - mmaction - INFO - Epoch [102][280/1879] lr: 4.793e-02, eta: 16:30:08, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.3749, top1_acc: 0.4320, top5_acc: 0.6793, loss_cls: 2.5439, loss: 3.9187, grad_norm: 3.2231 2021-07-20 04:53:30,506 - mmaction - INFO - Epoch [102][300/1879] lr: 4.791e-02, eta: 16:29:57, time: 0.800, data_time: 0.004, memory: 6921, loss_aux: 1.4226, top1_acc: 0.4219, top5_acc: 0.6676, loss_cls: 2.6163, loss: 4.0390, grad_norm: 3.1319 2021-07-20 04:53:47,500 - mmaction - INFO - Epoch [102][320/1879] lr: 4.789e-02, eta: 16:29:46, time: 0.850, data_time: 0.003, memory: 6921, loss_aux: 1.4106, top1_acc: 0.4316, top5_acc: 0.6637, loss_cls: 2.5837, loss: 3.9943, grad_norm: 3.1449 2021-07-20 04:53:58,925 - mmaction - INFO - Epoch [102][340/1879] lr: 4.787e-02, eta: 16:29:32, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4220, top1_acc: 0.4176, top5_acc: 0.6605, loss_cls: 2.6304, loss: 4.0523, grad_norm: 3.2295 2021-07-20 04:54:10,651 - mmaction - INFO - Epoch [102][360/1879] lr: 4.786e-02, eta: 16:29:19, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.4199, top1_acc: 0.4234, top5_acc: 0.6621, loss_cls: 2.5764, loss: 3.9963, grad_norm: 3.2031 2021-07-20 04:54:22,404 - mmaction - INFO - Epoch [102][380/1879] lr: 4.784e-02, eta: 16:29:05, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.3983, top1_acc: 0.4273, top5_acc: 0.6742, loss_cls: 2.5602, loss: 3.9585, grad_norm: 3.2013 2021-07-20 04:54:38,171 - mmaction - INFO - Epoch [102][400/1879] lr: 4.782e-02, eta: 16:28:54, time: 0.786, data_time: 0.002, memory: 6921, loss_aux: 1.4425, top1_acc: 0.4117, top5_acc: 0.6691, loss_cls: 2.6169, loss: 4.0594, grad_norm: 3.2372 2021-07-20 04:54:56,177 - mmaction - INFO - Epoch [102][420/1879] lr: 4.780e-02, eta: 16:28:43, time: 0.902, data_time: 0.004, memory: 6921, loss_aux: 1.4218, top1_acc: 0.4152, top5_acc: 0.6648, loss_cls: 2.6156, loss: 4.0374, grad_norm: 3.2026 2021-07-20 04:55:10,400 - mmaction - INFO - Epoch [102][440/1879] lr: 4.778e-02, eta: 16:28:31, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.4194, top1_acc: 0.4086, top5_acc: 0.6723, loss_cls: 2.5988, loss: 4.0182, grad_norm: 3.2170 2021-07-20 04:55:24,091 - mmaction - INFO - Epoch [102][460/1879] lr: 4.776e-02, eta: 16:28:18, time: 0.686, data_time: 0.005, memory: 6921, loss_aux: 1.3898, top1_acc: 0.4309, top5_acc: 0.6813, loss_cls: 2.5326, loss: 3.9224, grad_norm: 3.2139 2021-07-20 04:55:36,429 - mmaction - INFO - Epoch [102][480/1879] lr: 4.774e-02, eta: 16:28:05, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.4375, top1_acc: 0.4137, top5_acc: 0.6621, loss_cls: 2.6195, loss: 4.0571, grad_norm: 3.1551 2021-07-20 04:55:48,894 - mmaction - INFO - Epoch [102][500/1879] lr: 4.772e-02, eta: 16:27:52, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.4146, top1_acc: 0.4223, top5_acc: 0.6629, loss_cls: 2.5976, loss: 4.0122, grad_norm: 3.1268 2021-07-20 04:56:03,916 - mmaction - INFO - Epoch [102][520/1879] lr: 4.770e-02, eta: 16:27:40, time: 0.749, data_time: 0.002, memory: 6921, loss_aux: 1.4464, top1_acc: 0.4133, top5_acc: 0.6641, loss_cls: 2.6081, loss: 4.0545, grad_norm: 3.1963 2021-07-20 04:56:17,253 - mmaction - INFO - Epoch [102][540/1879] lr: 4.768e-02, eta: 16:27:27, time: 0.665, data_time: 0.006, memory: 6921, loss_aux: 1.4122, top1_acc: 0.4305, top5_acc: 0.6629, loss_cls: 2.5676, loss: 3.9798, grad_norm: 3.1771 2021-07-20 04:56:28,424 - mmaction - INFO - Epoch [102][560/1879] lr: 4.767e-02, eta: 16:27:13, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.4251, top1_acc: 0.4176, top5_acc: 0.6684, loss_cls: 2.6065, loss: 4.0316, grad_norm: 3.2161 2021-07-20 04:56:40,276 - mmaction - INFO - Epoch [102][580/1879] lr: 4.765e-02, eta: 16:27:00, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4268, top1_acc: 0.4133, top5_acc: 0.6691, loss_cls: 2.6108, loss: 4.0376, grad_norm: 3.2036 2021-07-20 04:56:52,014 - mmaction - INFO - Epoch [102][600/1879] lr: 4.763e-02, eta: 16:26:46, time: 0.586, data_time: 0.001, memory: 6921, loss_aux: 1.4071, top1_acc: 0.4391, top5_acc: 0.6758, loss_cls: 2.5421, loss: 3.9492, grad_norm: 3.1713 2021-07-20 04:57:05,896 - mmaction - INFO - Epoch [102][620/1879] lr: 4.761e-02, eta: 16:26:34, time: 0.693, data_time: 0.002, memory: 6921, loss_aux: 1.3925, top1_acc: 0.4332, top5_acc: 0.6766, loss_cls: 2.5384, loss: 3.9309, grad_norm: 3.1623 2021-07-20 04:57:29,683 - mmaction - INFO - Epoch [102][640/1879] lr: 4.759e-02, eta: 16:26:26, time: 1.190, data_time: 0.003, memory: 6921, loss_aux: 1.4070, top1_acc: 0.4359, top5_acc: 0.6707, loss_cls: 2.5545, loss: 3.9616, grad_norm: 3.1457 2021-07-20 04:57:41,407 - mmaction - INFO - Epoch [102][660/1879] lr: 4.757e-02, eta: 16:26:13, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.3959, top1_acc: 0.4246, top5_acc: 0.6711, loss_cls: 2.5508, loss: 3.9467, grad_norm: 3.1995 2021-07-20 04:57:52,596 - mmaction - INFO - Epoch [102][680/1879] lr: 4.755e-02, eta: 16:25:59, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 1.4104, top1_acc: 0.4145, top5_acc: 0.6715, loss_cls: 2.5637, loss: 3.9741, grad_norm: 3.1983 2021-07-20 04:58:04,506 - mmaction - INFO - Epoch [102][700/1879] lr: 4.753e-02, eta: 16:25:45, time: 0.595, data_time: 0.012, memory: 6921, loss_aux: 1.3699, top1_acc: 0.4465, top5_acc: 0.6684, loss_cls: 2.5196, loss: 3.8895, grad_norm: 3.1612 2021-07-20 04:58:16,937 - mmaction - INFO - Epoch [102][720/1879] lr: 4.751e-02, eta: 16:25:32, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.4093, top1_acc: 0.4262, top5_acc: 0.6766, loss_cls: 2.5574, loss: 3.9667, grad_norm: 3.2287 2021-07-20 04:58:28,810 - mmaction - INFO - Epoch [102][740/1879] lr: 4.749e-02, eta: 16:25:19, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4073, top1_acc: 0.4402, top5_acc: 0.6648, loss_cls: 2.5315, loss: 3.9389, grad_norm: 3.2918 2021-07-20 04:58:41,303 - mmaction - INFO - Epoch [102][760/1879] lr: 4.748e-02, eta: 16:25:05, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.3827, top1_acc: 0.4336, top5_acc: 0.6680, loss_cls: 2.5266, loss: 3.9093, grad_norm: 3.1491 2021-07-20 04:58:52,742 - mmaction - INFO - Epoch [102][780/1879] lr: 4.746e-02, eta: 16:24:52, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3724, top1_acc: 0.4387, top5_acc: 0.6789, loss_cls: 2.5028, loss: 3.8752, grad_norm: 3.2367 2021-07-20 04:59:07,858 - mmaction - INFO - Epoch [102][800/1879] lr: 4.744e-02, eta: 16:24:40, time: 0.756, data_time: 0.002, memory: 6921, loss_aux: 1.3874, top1_acc: 0.4262, top5_acc: 0.6777, loss_cls: 2.5429, loss: 3.9303, grad_norm: 3.1740 2021-07-20 04:59:19,602 - mmaction - INFO - Epoch [102][820/1879] lr: 4.742e-02, eta: 16:24:26, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.4026, top1_acc: 0.4297, top5_acc: 0.6734, loss_cls: 2.5579, loss: 3.9605, grad_norm: 3.1999 2021-07-20 04:59:32,289 - mmaction - INFO - Epoch [102][840/1879] lr: 4.740e-02, eta: 16:24:13, time: 0.634, data_time: 0.001, memory: 6921, loss_aux: 1.4016, top1_acc: 0.4293, top5_acc: 0.6645, loss_cls: 2.5970, loss: 3.9986, grad_norm: 3.2494 2021-07-20 04:59:44,949 - mmaction - INFO - Epoch [102][860/1879] lr: 4.738e-02, eta: 16:24:00, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.4463, top1_acc: 0.4137, top5_acc: 0.6613, loss_cls: 2.6397, loss: 4.0860, grad_norm: 3.3088 2021-07-20 04:59:56,846 - mmaction - INFO - Epoch [102][880/1879] lr: 4.736e-02, eta: 16:23:47, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.4345, top1_acc: 0.4066, top5_acc: 0.6465, loss_cls: 2.6508, loss: 4.0853, grad_norm: 3.2446 2021-07-20 05:00:08,697 - mmaction - INFO - Epoch [102][900/1879] lr: 4.734e-02, eta: 16:23:33, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4208, top1_acc: 0.4203, top5_acc: 0.6660, loss_cls: 2.6012, loss: 4.0220, grad_norm: 3.2298 2021-07-20 05:00:22,329 - mmaction - INFO - Epoch [102][920/1879] lr: 4.732e-02, eta: 16:23:21, time: 0.681, data_time: 0.001, memory: 6921, loss_aux: 1.4165, top1_acc: 0.4129, top5_acc: 0.6520, loss_cls: 2.6290, loss: 4.0455, grad_norm: 3.2119 2021-07-20 05:00:33,600 - mmaction - INFO - Epoch [102][940/1879] lr: 4.730e-02, eta: 16:23:07, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.4348, top1_acc: 0.3961, top5_acc: 0.6609, loss_cls: 2.6317, loss: 4.0665, grad_norm: 3.2251 2021-07-20 05:00:45,770 - mmaction - INFO - Epoch [102][960/1879] lr: 4.729e-02, eta: 16:22:54, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.4079, top1_acc: 0.4254, top5_acc: 0.6773, loss_cls: 2.5604, loss: 3.9683, grad_norm: 3.2246 2021-07-20 05:01:00,354 - mmaction - INFO - Epoch [102][980/1879] lr: 4.727e-02, eta: 16:22:41, time: 0.729, data_time: 0.002, memory: 6921, loss_aux: 1.3949, top1_acc: 0.4348, top5_acc: 0.6742, loss_cls: 2.5354, loss: 3.9303, grad_norm: 3.1841 2021-07-20 05:01:11,760 - mmaction - INFO - Epoch [102][1000/1879] lr: 4.725e-02, eta: 16:22:28, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.4159, top1_acc: 0.4164, top5_acc: 0.6699, loss_cls: 2.5858, loss: 4.0017, grad_norm: 3.1584 2021-07-20 05:01:25,030 - mmaction - INFO - Epoch [102][1020/1879] lr: 4.723e-02, eta: 16:22:15, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.4232, top1_acc: 0.4246, top5_acc: 0.6727, loss_cls: 2.5794, loss: 4.0026, grad_norm: 3.2717 2021-07-20 05:01:39,875 - mmaction - INFO - Epoch [102][1040/1879] lr: 4.721e-02, eta: 16:22:03, time: 0.744, data_time: 0.005, memory: 6921, loss_aux: 1.4495, top1_acc: 0.4156, top5_acc: 0.6539, loss_cls: 2.6674, loss: 4.1169, grad_norm: 3.1912 2021-07-20 05:01:52,937 - mmaction - INFO - Epoch [102][1060/1879] lr: 4.719e-02, eta: 16:21:50, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.4203, top1_acc: 0.4195, top5_acc: 0.6660, loss_cls: 2.5944, loss: 4.0146, grad_norm: 3.2706 2021-07-20 05:02:05,237 - mmaction - INFO - Epoch [102][1080/1879] lr: 4.717e-02, eta: 16:21:37, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.3711, top1_acc: 0.4379, top5_acc: 0.6699, loss_cls: 2.5267, loss: 3.8977, grad_norm: 3.1696 2021-07-20 05:02:16,503 - mmaction - INFO - Epoch [102][1100/1879] lr: 4.715e-02, eta: 16:21:23, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.4432, top1_acc: 0.4082, top5_acc: 0.6477, loss_cls: 2.6496, loss: 4.0928, grad_norm: 3.1806 2021-07-20 05:02:30,136 - mmaction - INFO - Epoch [102][1120/1879] lr: 4.713e-02, eta: 16:21:10, time: 0.678, data_time: 0.001, memory: 6921, loss_aux: 1.4367, top1_acc: 0.4219, top5_acc: 0.6590, loss_cls: 2.6328, loss: 4.0694, grad_norm: 3.1919 2021-07-20 05:02:41,603 - mmaction - INFO - Epoch [102][1140/1879] lr: 4.712e-02, eta: 16:20:57, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.4337, top1_acc: 0.4168, top5_acc: 0.6672, loss_cls: 2.6020, loss: 4.0357, grad_norm: 3.1424 2021-07-20 05:02:57,970 - mmaction - INFO - Epoch [102][1160/1879] lr: 4.710e-02, eta: 16:20:45, time: 0.818, data_time: 0.003, memory: 6921, loss_aux: 1.3912, top1_acc: 0.4371, top5_acc: 0.6676, loss_cls: 2.5527, loss: 3.9440, grad_norm: 3.1595 2021-07-20 05:03:09,834 - mmaction - INFO - Epoch [102][1180/1879] lr: 4.708e-02, eta: 16:20:32, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.4123, top1_acc: 0.4250, top5_acc: 0.6629, loss_cls: 2.5985, loss: 4.0108, grad_norm: 3.2034 2021-07-20 05:03:23,553 - mmaction - INFO - Epoch [102][1200/1879] lr: 4.706e-02, eta: 16:20:19, time: 0.687, data_time: 0.002, memory: 6921, loss_aux: 1.3924, top1_acc: 0.4352, top5_acc: 0.6656, loss_cls: 2.5452, loss: 3.9376, grad_norm: 3.1410 2021-07-20 05:03:38,409 - mmaction - INFO - Epoch [102][1220/1879] lr: 4.704e-02, eta: 16:20:07, time: 0.740, data_time: 0.001, memory: 6921, loss_aux: 1.3893, top1_acc: 0.4371, top5_acc: 0.6777, loss_cls: 2.5074, loss: 3.8967, grad_norm: 3.1851 2021-07-20 05:03:54,926 - mmaction - INFO - Epoch [102][1240/1879] lr: 4.702e-02, eta: 16:19:56, time: 0.817, data_time: 0.004, memory: 6921, loss_aux: 1.4229, top1_acc: 0.4188, top5_acc: 0.6551, loss_cls: 2.6479, loss: 4.0709, grad_norm: 3.2163 2021-07-20 05:04:06,437 - mmaction - INFO - Epoch [102][1260/1879] lr: 4.700e-02, eta: 16:19:42, time: 0.583, data_time: 0.014, memory: 6921, loss_aux: 1.3982, top1_acc: 0.4367, top5_acc: 0.6742, loss_cls: 2.5408, loss: 3.9390, grad_norm: 3.1448 2021-07-20 05:04:23,326 - mmaction - INFO - Epoch [102][1280/1879] lr: 4.698e-02, eta: 16:19:31, time: 0.845, data_time: 0.005, memory: 6921, loss_aux: 1.3952, top1_acc: 0.4289, top5_acc: 0.6754, loss_cls: 2.5405, loss: 3.9357, grad_norm: 3.1984 2021-07-20 05:04:35,262 - mmaction - INFO - Epoch [102][1300/1879] lr: 4.696e-02, eta: 16:19:18, time: 0.599, data_time: 0.008, memory: 6921, loss_aux: 1.4245, top1_acc: 0.4199, top5_acc: 0.6648, loss_cls: 2.5948, loss: 4.0193, grad_norm: 3.1884 2021-07-20 05:04:51,462 - mmaction - INFO - Epoch [102][1320/1879] lr: 4.695e-02, eta: 16:19:07, time: 0.811, data_time: 0.004, memory: 6921, loss_aux: 1.4321, top1_acc: 0.4152, top5_acc: 0.6648, loss_cls: 2.6190, loss: 4.0511, grad_norm: 3.2451 2021-07-20 05:05:04,606 - mmaction - INFO - Epoch [102][1340/1879] lr: 4.693e-02, eta: 16:18:54, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.4267, top1_acc: 0.4047, top5_acc: 0.6598, loss_cls: 2.6070, loss: 4.0337, grad_norm: 3.2780 2021-07-20 05:05:17,106 - mmaction - INFO - Epoch [102][1360/1879] lr: 4.691e-02, eta: 16:18:41, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.4157, top1_acc: 0.4215, top5_acc: 0.6629, loss_cls: 2.5852, loss: 4.0009, grad_norm: 3.1662 2021-07-20 05:05:28,966 - mmaction - INFO - Epoch [102][1380/1879] lr: 4.689e-02, eta: 16:18:27, time: 0.597, data_time: 0.007, memory: 6921, loss_aux: 1.3773, top1_acc: 0.4297, top5_acc: 0.6859, loss_cls: 2.4914, loss: 3.8687, grad_norm: 3.1685 2021-07-20 05:05:43,371 - mmaction - INFO - Epoch [102][1400/1879] lr: 4.687e-02, eta: 16:18:15, time: 0.721, data_time: 0.004, memory: 6921, loss_aux: 1.4123, top1_acc: 0.4301, top5_acc: 0.6680, loss_cls: 2.5585, loss: 3.9708, grad_norm: 3.2026 2021-07-20 05:05:55,194 - mmaction - INFO - Epoch [102][1420/1879] lr: 4.685e-02, eta: 16:18:01, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.4168, top1_acc: 0.4285, top5_acc: 0.6582, loss_cls: 2.5792, loss: 3.9960, grad_norm: 3.1371 2021-07-20 05:06:06,695 - mmaction - INFO - Epoch [102][1440/1879] lr: 4.683e-02, eta: 16:17:48, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.4197, top1_acc: 0.4184, top5_acc: 0.6621, loss_cls: 2.6101, loss: 4.0299, grad_norm: 3.2084 2021-07-20 05:06:20,166 - mmaction - INFO - Epoch [102][1460/1879] lr: 4.681e-02, eta: 16:17:35, time: 0.674, data_time: 0.007, memory: 6921, loss_aux: 1.4207, top1_acc: 0.4254, top5_acc: 0.6633, loss_cls: 2.5643, loss: 3.9850, grad_norm: 3.1379 2021-07-20 05:06:31,761 - mmaction - INFO - Epoch [102][1480/1879] lr: 4.679e-02, eta: 16:17:21, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.3868, top1_acc: 0.4316, top5_acc: 0.6816, loss_cls: 2.5313, loss: 3.9181, grad_norm: 3.2288 2021-07-20 05:06:44,217 - mmaction - INFO - Epoch [102][1500/1879] lr: 4.678e-02, eta: 16:17:08, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.3955, top1_acc: 0.4316, top5_acc: 0.6707, loss_cls: 2.5704, loss: 3.9659, grad_norm: 3.2282 2021-07-20 05:06:57,307 - mmaction - INFO - Epoch [102][1520/1879] lr: 4.676e-02, eta: 16:16:55, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.4290, top1_acc: 0.4102, top5_acc: 0.6668, loss_cls: 2.6181, loss: 4.0471, grad_norm: 3.2835 2021-07-20 05:07:08,380 - mmaction - INFO - Epoch [102][1540/1879] lr: 4.674e-02, eta: 16:16:42, time: 0.554, data_time: 0.003, memory: 6921, loss_aux: 1.4318, top1_acc: 0.4289, top5_acc: 0.6625, loss_cls: 2.5993, loss: 4.0311, grad_norm: 3.2918 2021-07-20 05:07:21,144 - mmaction - INFO - Epoch [102][1560/1879] lr: 4.672e-02, eta: 16:16:29, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.4255, top1_acc: 0.4113, top5_acc: 0.6664, loss_cls: 2.6241, loss: 4.0496, grad_norm: 3.2562 2021-07-20 05:07:32,957 - mmaction - INFO - Epoch [102][1580/1879] lr: 4.670e-02, eta: 16:16:15, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.4337, top1_acc: 0.4117, top5_acc: 0.6582, loss_cls: 2.6190, loss: 4.0526, grad_norm: 3.2145 2021-07-20 05:07:50,729 - mmaction - INFO - Epoch [102][1600/1879] lr: 4.668e-02, eta: 16:16:04, time: 0.887, data_time: 0.003, memory: 6921, loss_aux: 1.3789, top1_acc: 0.4355, top5_acc: 0.6719, loss_cls: 2.5354, loss: 3.9144, grad_norm: 3.1826 2021-07-20 05:08:02,855 - mmaction - INFO - Epoch [102][1620/1879] lr: 4.666e-02, eta: 16:15:51, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.4563, top1_acc: 0.4043, top5_acc: 0.6551, loss_cls: 2.6643, loss: 4.1207, grad_norm: 3.2583 2021-07-20 05:08:14,908 - mmaction - INFO - Epoch [102][1640/1879] lr: 4.664e-02, eta: 16:15:38, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.4372, top1_acc: 0.4180, top5_acc: 0.6465, loss_cls: 2.6455, loss: 4.0827, grad_norm: 3.2013 2021-07-20 05:08:33,434 - mmaction - INFO - Epoch [102][1660/1879] lr: 4.662e-02, eta: 16:15:27, time: 0.924, data_time: 0.011, memory: 6921, loss_aux: 1.4207, top1_acc: 0.4227, top5_acc: 0.6641, loss_cls: 2.6017, loss: 4.0224, grad_norm: 3.1936 2021-07-20 05:08:44,905 - mmaction - INFO - Epoch [102][1680/1879] lr: 4.661e-02, eta: 16:15:14, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.3501, top1_acc: 0.4461, top5_acc: 0.6934, loss_cls: 2.4521, loss: 3.8022, grad_norm: 3.2411 2021-07-20 05:08:56,420 - mmaction - INFO - Epoch [102][1700/1879] lr: 4.659e-02, eta: 16:15:00, time: 0.586, data_time: 0.012, memory: 6921, loss_aux: 1.4153, top1_acc: 0.4195, top5_acc: 0.6680, loss_cls: 2.5978, loss: 4.0131, grad_norm: 3.2564 2021-07-20 05:09:07,970 - mmaction - INFO - Epoch [102][1720/1879] lr: 4.657e-02, eta: 16:14:47, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.3831, top1_acc: 0.4418, top5_acc: 0.6684, loss_cls: 2.5494, loss: 3.9325, grad_norm: 3.1781 2021-07-20 05:09:22,320 - mmaction - INFO - Epoch [102][1740/1879] lr: 4.655e-02, eta: 16:14:34, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.4103, top1_acc: 0.4316, top5_acc: 0.6648, loss_cls: 2.5811, loss: 3.9914, grad_norm: 3.2042 2021-07-20 05:09:34,242 - mmaction - INFO - Epoch [102][1760/1879] lr: 4.653e-02, eta: 16:14:21, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.3911, top1_acc: 0.4301, top5_acc: 0.6687, loss_cls: 2.5529, loss: 3.9440, grad_norm: 3.1231 2021-07-20 05:09:45,693 - mmaction - INFO - Epoch [102][1780/1879] lr: 4.651e-02, eta: 16:14:07, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.3842, top1_acc: 0.4461, top5_acc: 0.6844, loss_cls: 2.4725, loss: 3.8567, grad_norm: 3.2289 2021-07-20 05:09:57,273 - mmaction - INFO - Epoch [102][1800/1879] lr: 4.649e-02, eta: 16:13:54, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.4142, top1_acc: 0.4270, top5_acc: 0.6781, loss_cls: 2.5596, loss: 3.9738, grad_norm: 3.2382 2021-07-20 05:10:09,783 - mmaction - INFO - Epoch [102][1820/1879] lr: 4.647e-02, eta: 16:13:40, time: 0.624, data_time: 0.005, memory: 6921, loss_aux: 1.3810, top1_acc: 0.4461, top5_acc: 0.6809, loss_cls: 2.4721, loss: 3.8531, grad_norm: 3.1732 2021-07-20 05:10:21,348 - mmaction - INFO - Epoch [102][1840/1879] lr: 4.645e-02, eta: 16:13:27, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.4266, top1_acc: 0.4242, top5_acc: 0.6598, loss_cls: 2.6187, loss: 4.0453, grad_norm: 3.2504 2021-07-20 05:10:32,923 - mmaction - INFO - Epoch [102][1860/1879] lr: 4.644e-02, eta: 16:13:13, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.4222, top1_acc: 0.4277, top5_acc: 0.6613, loss_cls: 2.6113, loss: 4.0335, grad_norm: 3.2164 2021-07-20 05:10:43,160 - mmaction - INFO - Saving checkpoint at 102 epochs 2021-07-20 05:11:04,334 - mmaction - INFO - Epoch [103][20/1879] lr: 4.640e-02, eta: 16:12:43, time: 0.721, data_time: 0.162, memory: 6921, loss_aux: 1.3826, top1_acc: 0.4391, top5_acc: 0.6797, loss_cls: 2.5008, loss: 3.8835, grad_norm: 3.1215 2021-07-20 05:11:18,489 - mmaction - INFO - Epoch [103][40/1879] lr: 4.638e-02, eta: 16:12:31, time: 0.708, data_time: 0.003, memory: 6921, loss_aux: 1.3891, top1_acc: 0.4406, top5_acc: 0.6801, loss_cls: 2.4996, loss: 3.8887, grad_norm: 3.2217 2021-07-20 05:11:34,123 - mmaction - INFO - Epoch [103][60/1879] lr: 4.636e-02, eta: 16:12:19, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.3907, top1_acc: 0.4355, top5_acc: 0.6727, loss_cls: 2.5414, loss: 3.9321, grad_norm: 3.2124 2021-07-20 05:11:45,739 - mmaction - INFO - Epoch [103][80/1879] lr: 4.634e-02, eta: 16:12:05, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.4217, top1_acc: 0.4160, top5_acc: 0.6660, loss_cls: 2.5703, loss: 3.9919, grad_norm: 3.2890 2021-07-20 05:11:58,773 - mmaction - INFO - Epoch [103][100/1879] lr: 4.632e-02, eta: 16:11:52, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 1.4369, top1_acc: 0.4242, top5_acc: 0.6738, loss_cls: 2.5777, loss: 4.0146, grad_norm: 3.2446 2021-07-20 05:12:09,874 - mmaction - INFO - Epoch [103][120/1879] lr: 4.631e-02, eta: 16:11:39, time: 0.562, data_time: 0.011, memory: 6921, loss_aux: 1.3997, top1_acc: 0.4238, top5_acc: 0.6707, loss_cls: 2.5601, loss: 3.9598, grad_norm: 3.2543 2021-07-20 05:12:22,807 - mmaction - INFO - Epoch [103][140/1879] lr: 4.629e-02, eta: 16:11:26, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.4038, top1_acc: 0.4195, top5_acc: 0.6781, loss_cls: 2.5497, loss: 3.9534, grad_norm: 3.2189 2021-07-20 05:12:34,474 - mmaction - INFO - Epoch [103][160/1879] lr: 4.627e-02, eta: 16:11:12, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.4278, top1_acc: 0.4285, top5_acc: 0.6730, loss_cls: 2.5585, loss: 3.9863, grad_norm: 3.2235 2021-07-20 05:12:46,535 - mmaction - INFO - Epoch [103][180/1879] lr: 4.625e-02, eta: 16:10:59, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.4188, top1_acc: 0.4234, top5_acc: 0.6754, loss_cls: 2.5598, loss: 3.9786, grad_norm: 3.2928 2021-07-20 05:12:57,567 - mmaction - INFO - Epoch [103][200/1879] lr: 4.623e-02, eta: 16:10:45, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.4097, top1_acc: 0.4293, top5_acc: 0.6742, loss_cls: 2.5516, loss: 3.9612, grad_norm: 3.2864 2021-07-20 05:13:08,902 - mmaction - INFO - Epoch [103][220/1879] lr: 4.621e-02, eta: 16:10:31, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.4114, top1_acc: 0.4152, top5_acc: 0.6656, loss_cls: 2.5630, loss: 3.9744, grad_norm: 3.2328 2021-07-20 05:13:21,335 - mmaction - INFO - Epoch [103][240/1879] lr: 4.619e-02, eta: 16:10:18, time: 0.622, data_time: 0.005, memory: 6921, loss_aux: 1.3816, top1_acc: 0.4270, top5_acc: 0.6809, loss_cls: 2.5341, loss: 3.9157, grad_norm: 3.1650 2021-07-20 05:13:36,673 - mmaction - INFO - Epoch [103][260/1879] lr: 4.617e-02, eta: 16:10:06, time: 0.766, data_time: 0.002, memory: 6921, loss_aux: 1.3711, top1_acc: 0.4391, top5_acc: 0.6848, loss_cls: 2.4856, loss: 3.8568, grad_norm: 3.1825 2021-07-20 05:13:48,022 - mmaction - INFO - Epoch [103][280/1879] lr: 4.616e-02, eta: 16:09:52, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.4089, top1_acc: 0.4328, top5_acc: 0.6719, loss_cls: 2.5456, loss: 3.9545, grad_norm: 3.2497 2021-07-20 05:14:03,227 - mmaction - INFO - Epoch [103][300/1879] lr: 4.614e-02, eta: 16:09:41, time: 0.760, data_time: 0.004, memory: 6921, loss_aux: 1.3969, top1_acc: 0.4445, top5_acc: 0.6723, loss_cls: 2.5543, loss: 3.9512, grad_norm: 3.1600 2021-07-20 05:14:18,500 - mmaction - INFO - Epoch [103][320/1879] lr: 4.612e-02, eta: 16:09:29, time: 0.764, data_time: 0.003, memory: 6921, loss_aux: 1.3929, top1_acc: 0.4402, top5_acc: 0.6715, loss_cls: 2.5263, loss: 3.9192, grad_norm: 3.2623 2021-07-20 05:14:31,568 - mmaction - INFO - Epoch [103][340/1879] lr: 4.610e-02, eta: 16:09:16, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.4021, top1_acc: 0.4277, top5_acc: 0.6656, loss_cls: 2.5659, loss: 3.9681, grad_norm: 3.2466 2021-07-20 05:14:43,373 - mmaction - INFO - Epoch [103][360/1879] lr: 4.608e-02, eta: 16:09:02, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.3751, top1_acc: 0.4297, top5_acc: 0.6797, loss_cls: 2.5091, loss: 3.8841, grad_norm: 3.1824 2021-07-20 05:14:55,327 - mmaction - INFO - Epoch [103][380/1879] lr: 4.606e-02, eta: 16:08:49, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.3805, top1_acc: 0.4289, top5_acc: 0.6762, loss_cls: 2.5252, loss: 3.9057, grad_norm: 3.1979 2021-07-20 05:15:06,566 - mmaction - INFO - Epoch [103][400/1879] lr: 4.604e-02, eta: 16:08:35, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.4142, top1_acc: 0.4215, top5_acc: 0.6664, loss_cls: 2.5732, loss: 3.9874, grad_norm: 3.2239 2021-07-20 05:15:18,985 - mmaction - INFO - Epoch [103][420/1879] lr: 4.602e-02, eta: 16:08:22, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.4168, top1_acc: 0.4188, top5_acc: 0.6762, loss_cls: 2.5535, loss: 3.9702, grad_norm: 3.2101 2021-07-20 05:15:34,350 - mmaction - INFO - Epoch [103][440/1879] lr: 4.600e-02, eta: 16:08:10, time: 0.769, data_time: 0.005, memory: 6921, loss_aux: 1.4204, top1_acc: 0.4273, top5_acc: 0.6668, loss_cls: 2.5929, loss: 4.0133, grad_norm: 3.2465 2021-07-20 05:15:49,631 - mmaction - INFO - Epoch [103][460/1879] lr: 4.599e-02, eta: 16:07:58, time: 0.764, data_time: 0.002, memory: 6921, loss_aux: 1.3955, top1_acc: 0.4313, top5_acc: 0.6617, loss_cls: 2.5451, loss: 3.9407, grad_norm: 3.2525 2021-07-20 05:16:00,972 - mmaction - INFO - Epoch [103][480/1879] lr: 4.597e-02, eta: 16:07:45, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.4128, top1_acc: 0.4148, top5_acc: 0.6543, loss_cls: 2.6243, loss: 4.0371, grad_norm: 3.1727 2021-07-20 05:16:15,068 - mmaction - INFO - Epoch [103][500/1879] lr: 4.595e-02, eta: 16:07:32, time: 0.704, data_time: 0.004, memory: 6921, loss_aux: 1.4148, top1_acc: 0.4391, top5_acc: 0.6762, loss_cls: 2.5168, loss: 3.9316, grad_norm: 3.2707 2021-07-20 05:16:27,360 - mmaction - INFO - Epoch [103][520/1879] lr: 4.593e-02, eta: 16:07:19, time: 0.616, data_time: 0.005, memory: 6921, loss_aux: 1.4199, top1_acc: 0.4203, top5_acc: 0.6738, loss_cls: 2.5846, loss: 4.0046, grad_norm: 3.2454 2021-07-20 05:16:38,624 - mmaction - INFO - Epoch [103][540/1879] lr: 4.591e-02, eta: 16:07:05, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.3900, top1_acc: 0.4266, top5_acc: 0.6832, loss_cls: 2.5108, loss: 3.9009, grad_norm: 3.2500 2021-07-20 05:16:50,412 - mmaction - INFO - Epoch [103][560/1879] lr: 4.589e-02, eta: 16:06:52, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.4285, top1_acc: 0.4203, top5_acc: 0.6676, loss_cls: 2.5870, loss: 4.0155, grad_norm: 3.2427 2021-07-20 05:17:03,144 - mmaction - INFO - Epoch [103][580/1879] lr: 4.587e-02, eta: 16:06:39, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.4443, top1_acc: 0.4148, top5_acc: 0.6598, loss_cls: 2.6287, loss: 4.0729, grad_norm: 3.2565 2021-07-20 05:17:15,946 - mmaction - INFO - Epoch [103][600/1879] lr: 4.585e-02, eta: 16:06:26, time: 0.640, data_time: 0.003, memory: 6921, loss_aux: 1.3946, top1_acc: 0.4281, top5_acc: 0.6777, loss_cls: 2.5532, loss: 3.9478, grad_norm: 3.2299 2021-07-20 05:17:36,745 - mmaction - INFO - Epoch [103][620/1879] lr: 4.584e-02, eta: 16:06:16, time: 1.039, data_time: 0.004, memory: 6921, loss_aux: 1.4150, top1_acc: 0.4227, top5_acc: 0.6664, loss_cls: 2.5649, loss: 3.9799, grad_norm: 3.2350 2021-07-20 05:17:48,312 - mmaction - INFO - Epoch [103][640/1879] lr: 4.582e-02, eta: 16:06:03, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.4027, top1_acc: 0.4398, top5_acc: 0.6605, loss_cls: 2.5354, loss: 3.9380, grad_norm: 3.1977 2021-07-20 05:18:01,340 - mmaction - INFO - Epoch [103][660/1879] lr: 4.580e-02, eta: 16:05:50, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.4067, top1_acc: 0.4313, top5_acc: 0.6723, loss_cls: 2.5582, loss: 3.9650, grad_norm: 3.2778 2021-07-20 05:18:22,316 - mmaction - INFO - Epoch [103][680/1879] lr: 4.578e-02, eta: 16:05:41, time: 1.046, data_time: 0.003, memory: 6921, loss_aux: 1.4445, top1_acc: 0.4176, top5_acc: 0.6430, loss_cls: 2.6400, loss: 4.0845, grad_norm: 3.3194 2021-07-20 05:18:33,667 - mmaction - INFO - Epoch [103][700/1879] lr: 4.576e-02, eta: 16:05:27, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.3475, top1_acc: 0.4313, top5_acc: 0.7070, loss_cls: 2.4531, loss: 3.8006, grad_norm: 3.2321 2021-07-20 05:18:45,222 - mmaction - INFO - Epoch [103][720/1879] lr: 4.574e-02, eta: 16:05:13, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.4300, top1_acc: 0.4203, top5_acc: 0.6559, loss_cls: 2.6299, loss: 4.0599, grad_norm: 3.3143 2021-07-20 05:18:57,990 - mmaction - INFO - Epoch [103][740/1879] lr: 4.572e-02, eta: 16:05:00, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.4186, top1_acc: 0.4320, top5_acc: 0.6813, loss_cls: 2.5397, loss: 3.9583, grad_norm: 3.1937 2021-07-20 05:19:09,022 - mmaction - INFO - Epoch [103][760/1879] lr: 4.570e-02, eta: 16:04:47, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.4130, top1_acc: 0.4344, top5_acc: 0.6613, loss_cls: 2.5817, loss: 3.9948, grad_norm: 3.2102 2021-07-20 05:19:22,360 - mmaction - INFO - Epoch [103][780/1879] lr: 4.569e-02, eta: 16:04:34, time: 0.667, data_time: 0.003, memory: 6921, loss_aux: 1.3918, top1_acc: 0.4383, top5_acc: 0.6754, loss_cls: 2.5317, loss: 3.9235, grad_norm: 3.2340 2021-07-20 05:19:36,755 - mmaction - INFO - Epoch [103][800/1879] lr: 4.567e-02, eta: 16:04:21, time: 0.705, data_time: 0.002, memory: 6921, loss_aux: 1.4411, top1_acc: 0.4172, top5_acc: 0.6477, loss_cls: 2.6817, loss: 4.1228, grad_norm: 3.3285 2021-07-20 05:19:49,029 - mmaction - INFO - Epoch [103][820/1879] lr: 4.565e-02, eta: 16:04:08, time: 0.628, data_time: 0.017, memory: 6921, loss_aux: 1.4086, top1_acc: 0.4297, top5_acc: 0.6672, loss_cls: 2.5643, loss: 3.9729, grad_norm: 3.2167 2021-07-20 05:20:00,853 - mmaction - INFO - Epoch [103][840/1879] lr: 4.563e-02, eta: 16:03:55, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.4026, top1_acc: 0.4340, top5_acc: 0.6770, loss_cls: 2.5337, loss: 3.9363, grad_norm: 3.2495 2021-07-20 05:20:12,499 - mmaction - INFO - Epoch [103][860/1879] lr: 4.561e-02, eta: 16:03:41, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4042, top1_acc: 0.4313, top5_acc: 0.6652, loss_cls: 2.5598, loss: 3.9640, grad_norm: 3.1863 2021-07-20 05:20:23,614 - mmaction - INFO - Epoch [103][880/1879] lr: 4.559e-02, eta: 16:03:28, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.4065, top1_acc: 0.4402, top5_acc: 0.6793, loss_cls: 2.5263, loss: 3.9328, grad_norm: 3.3183 2021-07-20 05:20:35,692 - mmaction - INFO - Epoch [103][900/1879] lr: 4.557e-02, eta: 16:03:14, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.4008, top1_acc: 0.4250, top5_acc: 0.6762, loss_cls: 2.5378, loss: 3.9386, grad_norm: 3.3060 2021-07-20 05:20:47,393 - mmaction - INFO - Epoch [103][920/1879] lr: 4.556e-02, eta: 16:03:01, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.3723, top1_acc: 0.4367, top5_acc: 0.6754, loss_cls: 2.5085, loss: 3.8807, grad_norm: 3.2513 2021-07-20 05:20:58,575 - mmaction - INFO - Epoch [103][940/1879] lr: 4.554e-02, eta: 16:02:47, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.3827, top1_acc: 0.4324, top5_acc: 0.6727, loss_cls: 2.5055, loss: 3.8882, grad_norm: 3.2243 2021-07-20 05:21:12,383 - mmaction - INFO - Epoch [103][960/1879] lr: 4.552e-02, eta: 16:02:34, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 1.4009, top1_acc: 0.4387, top5_acc: 0.6746, loss_cls: 2.5554, loss: 3.9563, grad_norm: 3.2694 2021-07-20 05:21:23,531 - mmaction - INFO - Epoch [103][980/1879] lr: 4.550e-02, eta: 16:02:21, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.4460, top1_acc: 0.4094, top5_acc: 0.6516, loss_cls: 2.6290, loss: 4.0749, grad_norm: 3.2983 2021-07-20 05:21:34,987 - mmaction - INFO - Epoch [103][1000/1879] lr: 4.548e-02, eta: 16:02:07, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.3997, top1_acc: 0.4238, top5_acc: 0.6645, loss_cls: 2.5401, loss: 3.9399, grad_norm: 3.2609 2021-07-20 05:21:54,403 - mmaction - INFO - Epoch [103][1020/1879] lr: 4.546e-02, eta: 16:01:57, time: 0.967, data_time: 0.001, memory: 6921, loss_aux: 1.3821, top1_acc: 0.4371, top5_acc: 0.6770, loss_cls: 2.5226, loss: 3.9047, grad_norm: 3.2191 2021-07-20 05:22:06,468 - mmaction - INFO - Epoch [103][1040/1879] lr: 4.544e-02, eta: 16:01:44, time: 0.607, data_time: 0.005, memory: 6921, loss_aux: 1.3850, top1_acc: 0.4242, top5_acc: 0.6805, loss_cls: 2.5176, loss: 3.9026, grad_norm: 3.2275 2021-07-20 05:22:18,413 - mmaction - INFO - Epoch [103][1060/1879] lr: 4.542e-02, eta: 16:01:30, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.4015, top1_acc: 0.4273, top5_acc: 0.6793, loss_cls: 2.5415, loss: 3.9431, grad_norm: 3.2747 2021-07-20 05:22:33,848 - mmaction - INFO - Epoch [103][1080/1879] lr: 4.541e-02, eta: 16:01:18, time: 0.770, data_time: 0.001, memory: 6921, loss_aux: 1.4244, top1_acc: 0.4277, top5_acc: 0.6691, loss_cls: 2.5931, loss: 4.0175, grad_norm: 3.3139 2021-07-20 05:22:49,269 - mmaction - INFO - Epoch [103][1100/1879] lr: 4.539e-02, eta: 16:01:06, time: 0.750, data_time: 0.004, memory: 6921, loss_aux: 1.3865, top1_acc: 0.4230, top5_acc: 0.6789, loss_cls: 2.5311, loss: 3.9176, grad_norm: 3.2881 2021-07-20 05:23:00,553 - mmaction - INFO - Epoch [103][1120/1879] lr: 4.537e-02, eta: 16:00:53, time: 0.586, data_time: 0.025, memory: 6921, loss_aux: 1.3946, top1_acc: 0.4336, top5_acc: 0.6730, loss_cls: 2.5286, loss: 3.9232, grad_norm: 3.1825 2021-07-20 05:23:13,926 - mmaction - INFO - Epoch [103][1140/1879] lr: 4.535e-02, eta: 16:00:40, time: 0.661, data_time: 0.004, memory: 6921, loss_aux: 1.3889, top1_acc: 0.4461, top5_acc: 0.6816, loss_cls: 2.5045, loss: 3.8933, grad_norm: 3.2178 2021-07-20 05:23:27,266 - mmaction - INFO - Epoch [103][1160/1879] lr: 4.533e-02, eta: 16:00:27, time: 0.673, data_time: 0.009, memory: 6921, loss_aux: 1.4175, top1_acc: 0.4324, top5_acc: 0.6758, loss_cls: 2.5440, loss: 3.9615, grad_norm: 3.3327 2021-07-20 05:23:43,075 - mmaction - INFO - Epoch [103][1180/1879] lr: 4.531e-02, eta: 16:00:16, time: 0.791, data_time: 0.005, memory: 6921, loss_aux: 1.4299, top1_acc: 0.4152, top5_acc: 0.6668, loss_cls: 2.6254, loss: 4.0553, grad_norm: 3.2804 2021-07-20 05:23:55,110 - mmaction - INFO - Epoch [103][1200/1879] lr: 4.529e-02, eta: 16:00:02, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.3989, top1_acc: 0.4301, top5_acc: 0.6695, loss_cls: 2.5497, loss: 3.9487, grad_norm: 3.2382 2021-07-20 05:24:07,452 - mmaction - INFO - Epoch [103][1220/1879] lr: 4.528e-02, eta: 15:59:49, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.4191, top1_acc: 0.4098, top5_acc: 0.6652, loss_cls: 2.6273, loss: 4.0464, grad_norm: 3.2494 2021-07-20 05:24:18,910 - mmaction - INFO - Epoch [103][1240/1879] lr: 4.526e-02, eta: 15:59:36, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.3579, top1_acc: 0.4480, top5_acc: 0.6770, loss_cls: 2.4735, loss: 3.8314, grad_norm: 3.1468 2021-07-20 05:24:30,367 - mmaction - INFO - Epoch [103][1260/1879] lr: 4.524e-02, eta: 15:59:22, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.4061, top1_acc: 0.4313, top5_acc: 0.6797, loss_cls: 2.5376, loss: 3.9437, grad_norm: 3.3439 2021-07-20 05:24:42,413 - mmaction - INFO - Epoch [103][1280/1879] lr: 4.522e-02, eta: 15:59:09, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.4205, top1_acc: 0.4223, top5_acc: 0.6605, loss_cls: 2.5926, loss: 4.0131, grad_norm: 3.2815 2021-07-20 05:24:54,244 - mmaction - INFO - Epoch [103][1300/1879] lr: 4.520e-02, eta: 15:58:55, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.3852, top1_acc: 0.4340, top5_acc: 0.6797, loss_cls: 2.5087, loss: 3.8939, grad_norm: 3.2318 2021-07-20 05:25:06,162 - mmaction - INFO - Epoch [103][1320/1879] lr: 4.518e-02, eta: 15:58:42, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4069, top1_acc: 0.4297, top5_acc: 0.6676, loss_cls: 2.5558, loss: 3.9627, grad_norm: 3.2971 2021-07-20 05:25:20,009 - mmaction - INFO - Epoch [103][1340/1879] lr: 4.516e-02, eta: 15:58:29, time: 0.693, data_time: 0.003, memory: 6921, loss_aux: 1.4291, top1_acc: 0.4266, top5_acc: 0.6637, loss_cls: 2.5903, loss: 4.0194, grad_norm: 3.2774 2021-07-20 05:25:33,731 - mmaction - INFO - Epoch [103][1360/1879] lr: 4.514e-02, eta: 15:58:17, time: 0.684, data_time: 0.004, memory: 6921, loss_aux: 1.4027, top1_acc: 0.4285, top5_acc: 0.6789, loss_cls: 2.5503, loss: 3.9531, grad_norm: 3.2873 2021-07-20 05:25:47,234 - mmaction - INFO - Epoch [103][1380/1879] lr: 4.513e-02, eta: 15:58:04, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.3743, top1_acc: 0.4379, top5_acc: 0.6840, loss_cls: 2.4985, loss: 3.8729, grad_norm: 3.2318 2021-07-20 05:25:58,891 - mmaction - INFO - Epoch [103][1400/1879] lr: 4.511e-02, eta: 15:57:50, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.4304, top1_acc: 0.4172, top5_acc: 0.6660, loss_cls: 2.6154, loss: 4.0458, grad_norm: 3.1841 2021-07-20 05:26:12,526 - mmaction - INFO - Epoch [103][1420/1879] lr: 4.509e-02, eta: 15:57:38, time: 0.681, data_time: 0.004, memory: 6921, loss_aux: 1.3924, top1_acc: 0.4258, top5_acc: 0.6617, loss_cls: 2.5607, loss: 3.9531, grad_norm: 3.2319 2021-07-20 05:26:24,288 - mmaction - INFO - Epoch [103][1440/1879] lr: 4.507e-02, eta: 15:57:24, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.4208, top1_acc: 0.4254, top5_acc: 0.6660, loss_cls: 2.5938, loss: 4.0145, grad_norm: 3.2887 2021-07-20 05:26:36,373 - mmaction - INFO - Epoch [103][1460/1879] lr: 4.505e-02, eta: 15:57:11, time: 0.604, data_time: 0.001, memory: 6921, loss_aux: 1.3624, top1_acc: 0.4379, top5_acc: 0.6840, loss_cls: 2.4813, loss: 3.8437, grad_norm: 3.1757 2021-07-20 05:26:53,064 - mmaction - INFO - Epoch [103][1480/1879] lr: 4.503e-02, eta: 15:57:00, time: 0.832, data_time: 0.003, memory: 6921, loss_aux: 1.4292, top1_acc: 0.4148, top5_acc: 0.6699, loss_cls: 2.6005, loss: 4.0297, grad_norm: 3.3219 2021-07-20 05:27:04,579 - mmaction - INFO - Epoch [103][1500/1879] lr: 4.501e-02, eta: 15:56:46, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.3800, top1_acc: 0.4469, top5_acc: 0.6770, loss_cls: 2.5119, loss: 3.8919, grad_norm: 3.2051 2021-07-20 05:27:20,429 - mmaction - INFO - Epoch [103][1520/1879] lr: 4.500e-02, eta: 15:56:34, time: 0.791, data_time: 0.003, memory: 6921, loss_aux: 1.4180, top1_acc: 0.4223, top5_acc: 0.6668, loss_cls: 2.5836, loss: 4.0016, grad_norm: 3.3078 2021-07-20 05:27:33,395 - mmaction - INFO - Epoch [103][1540/1879] lr: 4.498e-02, eta: 15:56:21, time: 0.650, data_time: 0.005, memory: 6921, loss_aux: 1.4095, top1_acc: 0.4387, top5_acc: 0.6668, loss_cls: 2.5591, loss: 3.9686, grad_norm: 3.2753 2021-07-20 05:27:44,903 - mmaction - INFO - Epoch [103][1560/1879] lr: 4.496e-02, eta: 15:56:08, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.4387, top1_acc: 0.4184, top5_acc: 0.6547, loss_cls: 2.6189, loss: 4.0576, grad_norm: 3.2880 2021-07-20 05:27:58,313 - mmaction - INFO - Epoch [103][1580/1879] lr: 4.494e-02, eta: 15:55:55, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.4163, top1_acc: 0.4203, top5_acc: 0.6613, loss_cls: 2.5966, loss: 4.0129, grad_norm: 3.1998 2021-07-20 05:28:10,133 - mmaction - INFO - Epoch [103][1600/1879] lr: 4.492e-02, eta: 15:55:42, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.3988, top1_acc: 0.4352, top5_acc: 0.6738, loss_cls: 2.5628, loss: 3.9617, grad_norm: 3.2388 2021-07-20 05:28:24,534 - mmaction - INFO - Epoch [103][1620/1879] lr: 4.490e-02, eta: 15:55:29, time: 0.719, data_time: 0.001, memory: 6921, loss_aux: 1.3772, top1_acc: 0.4367, top5_acc: 0.6813, loss_cls: 2.5030, loss: 3.8803, grad_norm: 3.2493 2021-07-20 05:28:39,759 - mmaction - INFO - Epoch [103][1640/1879] lr: 4.488e-02, eta: 15:55:18, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.4513, top1_acc: 0.4074, top5_acc: 0.6598, loss_cls: 2.6428, loss: 4.0941, grad_norm: 3.3505 2021-07-20 05:28:54,733 - mmaction - INFO - Epoch [103][1660/1879] lr: 4.487e-02, eta: 15:55:05, time: 0.739, data_time: 0.001, memory: 6921, loss_aux: 1.4239, top1_acc: 0.4078, top5_acc: 0.6676, loss_cls: 2.5855, loss: 4.0095, grad_norm: 3.3839 2021-07-20 05:29:08,063 - mmaction - INFO - Epoch [103][1680/1879] lr: 4.485e-02, eta: 15:54:53, time: 0.676, data_time: 0.012, memory: 6921, loss_aux: 1.4234, top1_acc: 0.4051, top5_acc: 0.6664, loss_cls: 2.6202, loss: 4.0436, grad_norm: 3.2928 2021-07-20 05:29:22,521 - mmaction - INFO - Epoch [103][1700/1879] lr: 4.483e-02, eta: 15:54:40, time: 0.706, data_time: 0.004, memory: 6921, loss_aux: 1.4198, top1_acc: 0.4148, top5_acc: 0.6648, loss_cls: 2.6037, loss: 4.0235, grad_norm: 3.2490 2021-07-20 05:29:36,515 - mmaction - INFO - Epoch [103][1720/1879] lr: 4.481e-02, eta: 15:54:28, time: 0.717, data_time: 0.020, memory: 6921, loss_aux: 1.3779, top1_acc: 0.4355, top5_acc: 0.6770, loss_cls: 2.5295, loss: 3.9074, grad_norm: 3.2177 2021-07-20 05:29:47,861 - mmaction - INFO - Epoch [103][1740/1879] lr: 4.479e-02, eta: 15:54:14, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.3746, top1_acc: 0.4422, top5_acc: 0.6762, loss_cls: 2.5117, loss: 3.8864, grad_norm: 3.2431 2021-07-20 05:29:59,535 - mmaction - INFO - Epoch [103][1760/1879] lr: 4.477e-02, eta: 15:54:01, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3991, top1_acc: 0.4340, top5_acc: 0.6762, loss_cls: 2.5408, loss: 3.9399, grad_norm: 3.3119 2021-07-20 05:30:15,234 - mmaction - INFO - Epoch [103][1780/1879] lr: 4.475e-02, eta: 15:53:49, time: 0.784, data_time: 0.003, memory: 6921, loss_aux: 1.4480, top1_acc: 0.4113, top5_acc: 0.6582, loss_cls: 2.6369, loss: 4.0849, grad_norm: 3.3277 2021-07-20 05:30:27,302 - mmaction - INFO - Epoch [103][1800/1879] lr: 4.474e-02, eta: 15:53:36, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.4169, top1_acc: 0.4148, top5_acc: 0.6633, loss_cls: 2.6056, loss: 4.0224, grad_norm: 3.2646 2021-07-20 05:30:38,615 - mmaction - INFO - Epoch [103][1820/1879] lr: 4.472e-02, eta: 15:53:22, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.3992, top1_acc: 0.4422, top5_acc: 0.6734, loss_cls: 2.5234, loss: 3.9226, grad_norm: 3.2520 2021-07-20 05:30:50,191 - mmaction - INFO - Epoch [103][1840/1879] lr: 4.470e-02, eta: 15:53:09, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.3642, top1_acc: 0.4367, top5_acc: 0.6914, loss_cls: 2.4791, loss: 3.8433, grad_norm: 3.1601 2021-07-20 05:31:01,835 - mmaction - INFO - Epoch [103][1860/1879] lr: 4.468e-02, eta: 15:52:55, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.4358, top1_acc: 0.4098, top5_acc: 0.6617, loss_cls: 2.6178, loss: 4.0537, grad_norm: 3.3052 2021-07-20 05:31:12,115 - mmaction - INFO - Saving checkpoint at 103 epochs 2021-07-20 05:31:33,761 - mmaction - INFO - Epoch [104][20/1879] lr: 4.464e-02, eta: 15:52:27, time: 0.989, data_time: 0.268, memory: 6921, loss_aux: 1.4315, top1_acc: 0.4254, top5_acc: 0.6598, loss_cls: 2.6216, loss: 4.0531, grad_norm: 3.2776 2021-07-20 05:31:45,105 - mmaction - INFO - Epoch [104][40/1879] lr: 4.462e-02, eta: 15:52:14, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.4469, top1_acc: 0.4074, top5_acc: 0.6574, loss_cls: 2.6264, loss: 4.0733, grad_norm: 3.2663 2021-07-20 05:31:56,563 - mmaction - INFO - Epoch [104][60/1879] lr: 4.461e-02, eta: 15:52:00, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.3955, top1_acc: 0.4414, top5_acc: 0.6840, loss_cls: 2.5166, loss: 3.9121, grad_norm: 3.2469 2021-07-20 05:32:08,298 - mmaction - INFO - Epoch [104][80/1879] lr: 4.459e-02, eta: 15:51:46, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.4113, top1_acc: 0.4250, top5_acc: 0.6789, loss_cls: 2.5378, loss: 3.9491, grad_norm: 3.2690 2021-07-20 05:32:23,072 - mmaction - INFO - Epoch [104][100/1879] lr: 4.457e-02, eta: 15:51:34, time: 0.740, data_time: 0.004, memory: 6921, loss_aux: 1.3909, top1_acc: 0.4352, top5_acc: 0.6652, loss_cls: 2.5406, loss: 3.9315, grad_norm: 3.2830 2021-07-20 05:32:35,286 - mmaction - INFO - Epoch [104][120/1879] lr: 4.455e-02, eta: 15:51:21, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.3895, top1_acc: 0.4301, top5_acc: 0.6746, loss_cls: 2.5218, loss: 3.9113, grad_norm: 3.2972 2021-07-20 05:32:50,414 - mmaction - INFO - Epoch [104][140/1879] lr: 4.453e-02, eta: 15:51:09, time: 0.755, data_time: 0.002, memory: 6921, loss_aux: 1.4120, top1_acc: 0.4211, top5_acc: 0.6664, loss_cls: 2.5902, loss: 4.0022, grad_norm: 3.2769 2021-07-20 05:33:04,553 - mmaction - INFO - Epoch [104][160/1879] lr: 4.451e-02, eta: 15:50:57, time: 0.709, data_time: 0.004, memory: 6921, loss_aux: 1.3884, top1_acc: 0.4441, top5_acc: 0.6797, loss_cls: 2.4975, loss: 3.8859, grad_norm: 3.2542 2021-07-20 05:33:16,367 - mmaction - INFO - Epoch [104][180/1879] lr: 4.449e-02, eta: 15:50:43, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.3862, top1_acc: 0.4410, top5_acc: 0.6879, loss_cls: 2.5029, loss: 3.8891, grad_norm: 3.2794 2021-07-20 05:33:29,094 - mmaction - INFO - Epoch [104][200/1879] lr: 4.448e-02, eta: 15:50:30, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.4104, top1_acc: 0.4125, top5_acc: 0.6633, loss_cls: 2.5697, loss: 3.9801, grad_norm: 3.3188 2021-07-20 05:33:45,749 - mmaction - INFO - Epoch [104][220/1879] lr: 4.446e-02, eta: 15:50:19, time: 0.832, data_time: 0.002, memory: 6921, loss_aux: 1.3729, top1_acc: 0.4379, top5_acc: 0.6832, loss_cls: 2.5147, loss: 3.8876, grad_norm: 3.3146 2021-07-20 05:33:56,999 - mmaction - INFO - Epoch [104][240/1879] lr: 4.444e-02, eta: 15:50:05, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.4044, top1_acc: 0.4230, top5_acc: 0.6691, loss_cls: 2.5629, loss: 3.9672, grad_norm: 3.3005 2021-07-20 05:34:09,323 - mmaction - INFO - Epoch [104][260/1879] lr: 4.442e-02, eta: 15:49:52, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.4258, top1_acc: 0.4148, top5_acc: 0.6629, loss_cls: 2.5865, loss: 4.0124, grad_norm: 3.2865 2021-07-20 05:34:21,177 - mmaction - INFO - Epoch [104][280/1879] lr: 4.440e-02, eta: 15:49:39, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.4037, top1_acc: 0.4223, top5_acc: 0.6719, loss_cls: 2.5581, loss: 3.9619, grad_norm: 3.2609 2021-07-20 05:34:33,438 - mmaction - INFO - Epoch [104][300/1879] lr: 4.438e-02, eta: 15:49:25, time: 0.613, data_time: 0.001, memory: 6921, loss_aux: 1.4316, top1_acc: 0.4148, top5_acc: 0.6680, loss_cls: 2.6023, loss: 4.0339, grad_norm: 3.3307 2021-07-20 05:34:48,162 - mmaction - INFO - Epoch [104][320/1879] lr: 4.437e-02, eta: 15:49:13, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.4021, top1_acc: 0.4363, top5_acc: 0.6797, loss_cls: 2.5337, loss: 3.9358, grad_norm: 3.2854 2021-07-20 05:35:00,510 - mmaction - INFO - Epoch [104][340/1879] lr: 4.435e-02, eta: 15:49:00, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.3819, top1_acc: 0.4207, top5_acc: 0.6828, loss_cls: 2.5245, loss: 3.9064, grad_norm: 3.2993 2021-07-20 05:35:14,196 - mmaction - INFO - Epoch [104][360/1879] lr: 4.433e-02, eta: 15:48:47, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.3782, top1_acc: 0.4195, top5_acc: 0.6746, loss_cls: 2.5298, loss: 3.9080, grad_norm: 3.2516 2021-07-20 05:35:25,793 - mmaction - INFO - Epoch [104][380/1879] lr: 4.431e-02, eta: 15:48:34, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.3897, top1_acc: 0.4324, top5_acc: 0.6773, loss_cls: 2.5438, loss: 3.9335, grad_norm: 3.2336 2021-07-20 05:35:38,401 - mmaction - INFO - Epoch [104][400/1879] lr: 4.429e-02, eta: 15:48:21, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.4149, top1_acc: 0.4102, top5_acc: 0.6691, loss_cls: 2.5815, loss: 3.9964, grad_norm: 3.2240 2021-07-20 05:35:50,389 - mmaction - INFO - Epoch [104][420/1879] lr: 4.427e-02, eta: 15:48:07, time: 0.608, data_time: 0.010, memory: 6921, loss_aux: 1.4001, top1_acc: 0.4230, top5_acc: 0.6730, loss_cls: 2.5554, loss: 3.9555, grad_norm: 3.2634 2021-07-20 05:36:02,124 - mmaction - INFO - Epoch [104][440/1879] lr: 4.425e-02, eta: 15:47:54, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.4281, top1_acc: 0.4285, top5_acc: 0.6605, loss_cls: 2.5971, loss: 4.0252, grad_norm: 3.3029 2021-07-20 05:36:13,900 - mmaction - INFO - Epoch [104][460/1879] lr: 4.424e-02, eta: 15:47:40, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3884, top1_acc: 0.4285, top5_acc: 0.6840, loss_cls: 2.5314, loss: 3.9198, grad_norm: 3.2748 2021-07-20 05:36:30,901 - mmaction - INFO - Epoch [104][480/1879] lr: 4.422e-02, eta: 15:47:29, time: 0.849, data_time: 0.002, memory: 6921, loss_aux: 1.4174, top1_acc: 0.4301, top5_acc: 0.6633, loss_cls: 2.5810, loss: 3.9984, grad_norm: 3.2576 2021-07-20 05:36:42,426 - mmaction - INFO - Epoch [104][500/1879] lr: 4.420e-02, eta: 15:47:16, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.4347, top1_acc: 0.4336, top5_acc: 0.6676, loss_cls: 2.5859, loss: 4.0206, grad_norm: 3.2556 2021-07-20 05:36:53,634 - mmaction - INFO - Epoch [104][520/1879] lr: 4.418e-02, eta: 15:47:02, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.4131, top1_acc: 0.4203, top5_acc: 0.6746, loss_cls: 2.5375, loss: 3.9507, grad_norm: 3.2749 2021-07-20 05:37:05,113 - mmaction - INFO - Epoch [104][540/1879] lr: 4.416e-02, eta: 15:46:48, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3989, top1_acc: 0.4188, top5_acc: 0.6723, loss_cls: 2.5518, loss: 3.9506, grad_norm: 3.2471 2021-07-20 05:37:17,567 - mmaction - INFO - Epoch [104][560/1879] lr: 4.414e-02, eta: 15:46:35, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.4273, top1_acc: 0.4191, top5_acc: 0.6633, loss_cls: 2.5949, loss: 4.0222, grad_norm: 3.3632 2021-07-20 05:37:29,363 - mmaction - INFO - Epoch [104][580/1879] lr: 4.412e-02, eta: 15:46:22, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.3871, top1_acc: 0.4301, top5_acc: 0.6891, loss_cls: 2.5318, loss: 3.9189, grad_norm: 3.2900 2021-07-20 05:37:41,510 - mmaction - INFO - Epoch [104][600/1879] lr: 4.411e-02, eta: 15:46:08, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.3785, top1_acc: 0.4375, top5_acc: 0.6773, loss_cls: 2.5041, loss: 3.8826, grad_norm: 3.2510 2021-07-20 05:37:55,608 - mmaction - INFO - Epoch [104][620/1879] lr: 4.409e-02, eta: 15:45:56, time: 0.720, data_time: 0.018, memory: 6921, loss_aux: 1.3949, top1_acc: 0.4430, top5_acc: 0.6848, loss_cls: 2.5203, loss: 3.9151, grad_norm: 3.2925 2021-07-20 05:38:07,719 - mmaction - INFO - Epoch [104][640/1879] lr: 4.407e-02, eta: 15:45:43, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.4297, top1_acc: 0.4207, top5_acc: 0.6578, loss_cls: 2.5930, loss: 4.0227, grad_norm: 3.4023 2021-07-20 05:38:20,522 - mmaction - INFO - Epoch [104][660/1879] lr: 4.405e-02, eta: 15:45:30, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.3825, top1_acc: 0.4309, top5_acc: 0.6781, loss_cls: 2.5123, loss: 3.8949, grad_norm: 3.2984 2021-07-20 05:38:32,858 - mmaction - INFO - Epoch [104][680/1879] lr: 4.403e-02, eta: 15:45:16, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.3922, top1_acc: 0.4262, top5_acc: 0.6734, loss_cls: 2.5491, loss: 3.9413, grad_norm: 3.3227 2021-07-20 05:38:44,344 - mmaction - INFO - Epoch [104][700/1879] lr: 4.401e-02, eta: 15:45:03, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.4238, top1_acc: 0.4172, top5_acc: 0.6703, loss_cls: 2.5717, loss: 3.9955, grad_norm: 3.2437 2021-07-20 05:38:56,454 - mmaction - INFO - Epoch [104][720/1879] lr: 4.400e-02, eta: 15:44:49, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.3990, top1_acc: 0.4340, top5_acc: 0.6742, loss_cls: 2.5695, loss: 3.9685, grad_norm: 3.2522 2021-07-20 05:39:08,272 - mmaction - INFO - Epoch [104][740/1879] lr: 4.398e-02, eta: 15:44:36, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.4055, top1_acc: 0.4234, top5_acc: 0.6707, loss_cls: 2.5908, loss: 3.9962, grad_norm: 3.2906 2021-07-20 05:39:27,553 - mmaction - INFO - Epoch [104][760/1879] lr: 4.396e-02, eta: 15:44:26, time: 0.947, data_time: 0.006, memory: 6921, loss_aux: 1.4156, top1_acc: 0.4203, top5_acc: 0.6656, loss_cls: 2.5834, loss: 3.9991, grad_norm: 3.2686 2021-07-20 05:39:43,631 - mmaction - INFO - Epoch [104][780/1879] lr: 4.394e-02, eta: 15:44:14, time: 0.818, data_time: 0.022, memory: 6921, loss_aux: 1.4197, top1_acc: 0.4223, top5_acc: 0.6668, loss_cls: 2.5772, loss: 3.9969, grad_norm: 3.1953 2021-07-20 05:39:57,974 - mmaction - INFO - Epoch [104][800/1879] lr: 4.392e-02, eta: 15:44:02, time: 0.718, data_time: 0.005, memory: 6921, loss_aux: 1.3940, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.5357, loss: 3.9296, grad_norm: 3.3037 2021-07-20 05:40:11,123 - mmaction - INFO - Epoch [104][820/1879] lr: 4.390e-02, eta: 15:43:49, time: 0.660, data_time: 0.005, memory: 6921, loss_aux: 1.4322, top1_acc: 0.4234, top5_acc: 0.6625, loss_cls: 2.6091, loss: 4.0414, grad_norm: 3.2341 2021-07-20 05:40:22,602 - mmaction - INFO - Epoch [104][840/1879] lr: 4.388e-02, eta: 15:43:36, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.4348, top1_acc: 0.4363, top5_acc: 0.6574, loss_cls: 2.6001, loss: 4.0349, grad_norm: 3.2606 2021-07-20 05:40:34,297 - mmaction - INFO - Epoch [104][860/1879] lr: 4.387e-02, eta: 15:43:22, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.4014, top1_acc: 0.4281, top5_acc: 0.6582, loss_cls: 2.5976, loss: 3.9990, grad_norm: 3.2924 2021-07-20 05:40:50,495 - mmaction - INFO - Epoch [104][880/1879] lr: 4.385e-02, eta: 15:43:11, time: 0.807, data_time: 0.003, memory: 6921, loss_aux: 1.3734, top1_acc: 0.4531, top5_acc: 0.6891, loss_cls: 2.4744, loss: 3.8478, grad_norm: 3.2450 2021-07-20 05:41:04,509 - mmaction - INFO - Epoch [104][900/1879] lr: 4.383e-02, eta: 15:42:58, time: 0.701, data_time: 0.005, memory: 6921, loss_aux: 1.3751, top1_acc: 0.4316, top5_acc: 0.6898, loss_cls: 2.4833, loss: 3.8583, grad_norm: 3.3072 2021-07-20 05:41:16,125 - mmaction - INFO - Epoch [104][920/1879] lr: 4.381e-02, eta: 15:42:45, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.4062, top1_acc: 0.4414, top5_acc: 0.6781, loss_cls: 2.5465, loss: 3.9527, grad_norm: 3.3496 2021-07-20 05:41:33,744 - mmaction - INFO - Epoch [104][940/1879] lr: 4.379e-02, eta: 15:42:34, time: 0.879, data_time: 0.001, memory: 6921, loss_aux: 1.4009, top1_acc: 0.4301, top5_acc: 0.6641, loss_cls: 2.5765, loss: 3.9774, grad_norm: 3.2615 2021-07-20 05:41:45,152 - mmaction - INFO - Epoch [104][960/1879] lr: 4.377e-02, eta: 15:42:20, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.3750, top1_acc: 0.4336, top5_acc: 0.6781, loss_cls: 2.5051, loss: 3.8801, grad_norm: 3.2203 2021-07-20 05:41:56,707 - mmaction - INFO - Epoch [104][980/1879] lr: 4.376e-02, eta: 15:42:07, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3576, top1_acc: 0.4352, top5_acc: 0.6910, loss_cls: 2.4819, loss: 3.8395, grad_norm: 3.2526 2021-07-20 05:42:08,639 - mmaction - INFO - Epoch [104][1000/1879] lr: 4.374e-02, eta: 15:41:53, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.4083, top1_acc: 0.4313, top5_acc: 0.6594, loss_cls: 2.5835, loss: 3.9918, grad_norm: 3.2379 2021-07-20 05:42:20,053 - mmaction - INFO - Epoch [104][1020/1879] lr: 4.372e-02, eta: 15:41:40, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.3846, top1_acc: 0.4285, top5_acc: 0.6789, loss_cls: 2.4961, loss: 3.8807, grad_norm: 3.3051 2021-07-20 05:42:31,661 - mmaction - INFO - Epoch [104][1040/1879] lr: 4.370e-02, eta: 15:41:26, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.4122, top1_acc: 0.4289, top5_acc: 0.6754, loss_cls: 2.5901, loss: 4.0023, grad_norm: 3.3477 2021-07-20 05:42:44,974 - mmaction - INFO - Epoch [104][1060/1879] lr: 4.368e-02, eta: 15:41:13, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.3939, top1_acc: 0.4316, top5_acc: 0.6680, loss_cls: 2.5166, loss: 3.9105, grad_norm: 3.2524 2021-07-20 05:42:57,009 - mmaction - INFO - Epoch [104][1080/1879] lr: 4.366e-02, eta: 15:41:00, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.4031, top1_acc: 0.4273, top5_acc: 0.6738, loss_cls: 2.5628, loss: 3.9659, grad_norm: 3.2928 2021-07-20 05:43:09,260 - mmaction - INFO - Epoch [104][1100/1879] lr: 4.364e-02, eta: 15:40:47, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.4227, top1_acc: 0.4125, top5_acc: 0.6602, loss_cls: 2.6030, loss: 4.0257, grad_norm: 3.2937 2021-07-20 05:43:24,839 - mmaction - INFO - Epoch [104][1120/1879] lr: 4.363e-02, eta: 15:40:35, time: 0.778, data_time: 0.006, memory: 6921, loss_aux: 1.4078, top1_acc: 0.4258, top5_acc: 0.6707, loss_cls: 2.5557, loss: 3.9634, grad_norm: 3.2077 2021-07-20 05:43:36,424 - mmaction - INFO - Epoch [104][1140/1879] lr: 4.361e-02, eta: 15:40:21, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.4486, top1_acc: 0.4168, top5_acc: 0.6473, loss_cls: 2.6636, loss: 4.1122, grad_norm: 3.3386 2021-07-20 05:43:49,935 - mmaction - INFO - Epoch [104][1160/1879] lr: 4.359e-02, eta: 15:40:09, time: 0.674, data_time: 0.007, memory: 6921, loss_aux: 1.3888, top1_acc: 0.4262, top5_acc: 0.6703, loss_cls: 2.5148, loss: 3.9036, grad_norm: 3.2506 2021-07-20 05:44:01,566 - mmaction - INFO - Epoch [104][1180/1879] lr: 4.357e-02, eta: 15:39:55, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.3644, top1_acc: 0.4406, top5_acc: 0.6930, loss_cls: 2.4701, loss: 3.8345, grad_norm: 3.2650 2021-07-20 05:44:16,651 - mmaction - INFO - Epoch [104][1200/1879] lr: 4.355e-02, eta: 15:39:43, time: 0.752, data_time: 0.003, memory: 6921, loss_aux: 1.3699, top1_acc: 0.4480, top5_acc: 0.6816, loss_cls: 2.4991, loss: 3.8690, grad_norm: 3.3043 2021-07-20 05:44:28,141 - mmaction - INFO - Epoch [104][1220/1879] lr: 4.353e-02, eta: 15:39:30, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.3896, top1_acc: 0.4340, top5_acc: 0.6883, loss_cls: 2.5047, loss: 3.8943, grad_norm: 3.2511 2021-07-20 05:44:40,857 - mmaction - INFO - Epoch [104][1240/1879] lr: 4.352e-02, eta: 15:39:16, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.3648, top1_acc: 0.4461, top5_acc: 0.6848, loss_cls: 2.4949, loss: 3.8597, grad_norm: 3.3035 2021-07-20 05:44:53,570 - mmaction - INFO - Epoch [104][1260/1879] lr: 4.350e-02, eta: 15:39:03, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.4115, top1_acc: 0.4352, top5_acc: 0.6727, loss_cls: 2.5504, loss: 3.9619, grad_norm: 3.3248 2021-07-20 05:45:04,697 - mmaction - INFO - Epoch [104][1280/1879] lr: 4.348e-02, eta: 15:38:50, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.3969, top1_acc: 0.4344, top5_acc: 0.6648, loss_cls: 2.5609, loss: 3.9578, grad_norm: 3.3548 2021-07-20 05:45:16,138 - mmaction - INFO - Epoch [104][1300/1879] lr: 4.346e-02, eta: 15:38:36, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3631, top1_acc: 0.4262, top5_acc: 0.6852, loss_cls: 2.4972, loss: 3.8603, grad_norm: 3.2203 2021-07-20 05:45:31,173 - mmaction - INFO - Epoch [104][1320/1879] lr: 4.344e-02, eta: 15:38:24, time: 0.752, data_time: 0.002, memory: 6921, loss_aux: 1.4243, top1_acc: 0.4168, top5_acc: 0.6637, loss_cls: 2.6042, loss: 4.0284, grad_norm: 3.3219 2021-07-20 05:45:42,700 - mmaction - INFO - Epoch [104][1340/1879] lr: 4.342e-02, eta: 15:38:10, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.3827, top1_acc: 0.4391, top5_acc: 0.6773, loss_cls: 2.5286, loss: 3.9113, grad_norm: 3.2148 2021-07-20 05:45:54,268 - mmaction - INFO - Epoch [104][1360/1879] lr: 4.341e-02, eta: 15:37:57, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.3924, top1_acc: 0.4426, top5_acc: 0.6832, loss_cls: 2.4808, loss: 3.8731, grad_norm: 3.2820 2021-07-20 05:46:06,508 - mmaction - INFO - Epoch [104][1380/1879] lr: 4.339e-02, eta: 15:37:44, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.3451, top1_acc: 0.4426, top5_acc: 0.6867, loss_cls: 2.4741, loss: 3.8192, grad_norm: 3.2915 2021-07-20 05:46:17,473 - mmaction - INFO - Epoch [104][1400/1879] lr: 4.337e-02, eta: 15:37:30, time: 0.548, data_time: 0.002, memory: 6921, loss_aux: 1.3941, top1_acc: 0.4270, top5_acc: 0.6676, loss_cls: 2.5480, loss: 3.9421, grad_norm: 3.3247 2021-07-20 05:46:32,593 - mmaction - INFO - Epoch [104][1420/1879] lr: 4.335e-02, eta: 15:37:18, time: 0.755, data_time: 0.002, memory: 6921, loss_aux: 1.3952, top1_acc: 0.4305, top5_acc: 0.6645, loss_cls: 2.5470, loss: 3.9422, grad_norm: 3.3188 2021-07-20 05:46:45,175 - mmaction - INFO - Epoch [104][1440/1879] lr: 4.333e-02, eta: 15:37:05, time: 0.629, data_time: 0.028, memory: 6921, loss_aux: 1.3954, top1_acc: 0.4164, top5_acc: 0.6723, loss_cls: 2.5632, loss: 3.9586, grad_norm: 3.2970 2021-07-20 05:47:02,334 - mmaction - INFO - Epoch [104][1460/1879] lr: 4.331e-02, eta: 15:36:54, time: 0.855, data_time: 0.002, memory: 6921, loss_aux: 1.4046, top1_acc: 0.4289, top5_acc: 0.6660, loss_cls: 2.5914, loss: 3.9961, grad_norm: 3.3074 2021-07-20 05:47:15,742 - mmaction - INFO - Epoch [104][1480/1879] lr: 4.330e-02, eta: 15:36:41, time: 0.674, data_time: 0.008, memory: 6921, loss_aux: 1.4157, top1_acc: 0.4352, top5_acc: 0.6695, loss_cls: 2.5781, loss: 3.9938, grad_norm: 3.3237 2021-07-20 05:47:29,227 - mmaction - INFO - Epoch [104][1500/1879] lr: 4.328e-02, eta: 15:36:28, time: 0.674, data_time: 0.002, memory: 6921, loss_aux: 1.3893, top1_acc: 0.4313, top5_acc: 0.6762, loss_cls: 2.5295, loss: 3.9187, grad_norm: 3.2989 2021-07-20 05:47:41,085 - mmaction - INFO - Epoch [104][1520/1879] lr: 4.326e-02, eta: 15:36:15, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.3899, top1_acc: 0.4375, top5_acc: 0.6770, loss_cls: 2.5134, loss: 3.9033, grad_norm: 3.3595 2021-07-20 05:47:55,501 - mmaction - INFO - Epoch [104][1540/1879] lr: 4.324e-02, eta: 15:36:02, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.4197, top1_acc: 0.4199, top5_acc: 0.6734, loss_cls: 2.5695, loss: 3.9892, grad_norm: 3.3568 2021-07-20 05:48:09,752 - mmaction - INFO - Epoch [104][1560/1879] lr: 4.322e-02, eta: 15:35:50, time: 0.712, data_time: 0.002, memory: 6921, loss_aux: 1.3461, top1_acc: 0.4551, top5_acc: 0.6992, loss_cls: 2.4384, loss: 3.7845, grad_norm: 3.2403 2021-07-20 05:48:22,210 - mmaction - INFO - Epoch [104][1580/1879] lr: 4.320e-02, eta: 15:35:37, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.3780, top1_acc: 0.4383, top5_acc: 0.6820, loss_cls: 2.5234, loss: 3.9014, grad_norm: 3.3297 2021-07-20 05:48:34,262 - mmaction - INFO - Epoch [104][1600/1879] lr: 4.319e-02, eta: 15:35:24, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.3788, top1_acc: 0.4543, top5_acc: 0.6730, loss_cls: 2.5318, loss: 3.9107, grad_norm: 3.2002 2021-07-20 05:48:45,932 - mmaction - INFO - Epoch [104][1620/1879] lr: 4.317e-02, eta: 15:35:10, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.3813, top1_acc: 0.4441, top5_acc: 0.6766, loss_cls: 2.5029, loss: 3.8842, grad_norm: 3.2871 2021-07-20 05:48:57,957 - mmaction - INFO - Epoch [104][1640/1879] lr: 4.315e-02, eta: 15:34:57, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.4033, top1_acc: 0.4242, top5_acc: 0.6711, loss_cls: 2.5706, loss: 3.9739, grad_norm: 3.3464 2021-07-20 05:49:09,783 - mmaction - INFO - Epoch [104][1660/1879] lr: 4.313e-02, eta: 15:34:43, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.3678, top1_acc: 0.4262, top5_acc: 0.6754, loss_cls: 2.4941, loss: 3.8619, grad_norm: 3.3248 2021-07-20 05:49:21,225 - mmaction - INFO - Epoch [104][1680/1879] lr: 4.311e-02, eta: 15:34:30, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.3732, top1_acc: 0.4313, top5_acc: 0.6906, loss_cls: 2.4618, loss: 3.8349, grad_norm: 3.3010 2021-07-20 05:49:32,628 - mmaction - INFO - Epoch [104][1700/1879] lr: 4.309e-02, eta: 15:34:16, time: 0.568, data_time: 0.001, memory: 6921, loss_aux: 1.3965, top1_acc: 0.4242, top5_acc: 0.6758, loss_cls: 2.5484, loss: 3.9449, grad_norm: 3.3105 2021-07-20 05:49:49,947 - mmaction - INFO - Epoch [104][1720/1879] lr: 4.308e-02, eta: 15:34:05, time: 0.867, data_time: 0.005, memory: 6921, loss_aux: 1.4281, top1_acc: 0.4254, top5_acc: 0.6645, loss_cls: 2.6048, loss: 4.0330, grad_norm: 3.4148 2021-07-20 05:50:02,412 - mmaction - INFO - Epoch [104][1740/1879] lr: 4.306e-02, eta: 15:33:52, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.3864, top1_acc: 0.4266, top5_acc: 0.6801, loss_cls: 2.5323, loss: 3.9187, grad_norm: 3.3394 2021-07-20 05:50:13,685 - mmaction - INFO - Epoch [104][1760/1879] lr: 4.304e-02, eta: 15:33:38, time: 0.555, data_time: 0.001, memory: 6921, loss_aux: 1.4214, top1_acc: 0.4395, top5_acc: 0.6781, loss_cls: 2.5112, loss: 3.9327, grad_norm: 3.3193 2021-07-20 05:50:25,795 - mmaction - INFO - Epoch [104][1780/1879] lr: 4.302e-02, eta: 15:33:25, time: 0.615, data_time: 0.010, memory: 6921, loss_aux: 1.3801, top1_acc: 0.4426, top5_acc: 0.6840, loss_cls: 2.4897, loss: 3.8698, grad_norm: 3.3206 2021-07-20 05:50:37,520 - mmaction - INFO - Epoch [104][1800/1879] lr: 4.300e-02, eta: 15:33:11, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.4147, top1_acc: 0.4281, top5_acc: 0.6672, loss_cls: 2.5708, loss: 3.9856, grad_norm: 3.3392 2021-07-20 05:50:54,001 - mmaction - INFO - Epoch [104][1820/1879] lr: 4.298e-02, eta: 15:33:00, time: 0.822, data_time: 0.003, memory: 6921, loss_aux: 1.3957, top1_acc: 0.4359, top5_acc: 0.6687, loss_cls: 2.5382, loss: 3.9339, grad_norm: 3.2831 2021-07-20 05:51:05,266 - mmaction - INFO - Epoch [104][1840/1879] lr: 4.297e-02, eta: 15:32:46, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.4026, top1_acc: 0.4227, top5_acc: 0.6590, loss_cls: 2.5760, loss: 3.9786, grad_norm: 3.2363 2021-07-20 05:51:18,235 - mmaction - INFO - Epoch [104][1860/1879] lr: 4.295e-02, eta: 15:32:33, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.3917, top1_acc: 0.4273, top5_acc: 0.6738, loss_cls: 2.5381, loss: 3.9298, grad_norm: 3.2343 2021-07-20 05:51:29,011 - mmaction - INFO - Saving checkpoint at 104 epochs 2021-07-20 05:51:52,790 - mmaction - INFO - Epoch [105][20/1879] lr: 4.291e-02, eta: 15:32:04, time: 0.786, data_time: 0.157, memory: 6921, loss_aux: 1.4019, top1_acc: 0.4301, top5_acc: 0.6742, loss_cls: 2.5301, loss: 3.9319, grad_norm: 3.3151 2021-07-20 05:52:06,004 - mmaction - INFO - Epoch [105][40/1879] lr: 4.289e-02, eta: 15:31:51, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.3821, top1_acc: 0.4418, top5_acc: 0.6836, loss_cls: 2.5032, loss: 3.8853, grad_norm: 3.3044 2021-07-20 05:52:18,141 - mmaction - INFO - Epoch [105][60/1879] lr: 4.287e-02, eta: 15:31:38, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.4154, top1_acc: 0.4328, top5_acc: 0.6687, loss_cls: 2.5635, loss: 3.9789, grad_norm: 3.3165 2021-07-20 05:52:29,700 - mmaction - INFO - Epoch [105][80/1879] lr: 4.286e-02, eta: 15:31:24, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.3592, top1_acc: 0.4367, top5_acc: 0.6773, loss_cls: 2.4705, loss: 3.8297, grad_norm: 3.4005 2021-07-20 05:52:40,905 - mmaction - INFO - Epoch [105][100/1879] lr: 4.284e-02, eta: 15:31:11, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.3685, top1_acc: 0.4598, top5_acc: 0.6957, loss_cls: 2.4453, loss: 3.8138, grad_norm: 3.2662 2021-07-20 05:52:52,092 - mmaction - INFO - Epoch [105][120/1879] lr: 4.282e-02, eta: 15:30:57, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.3780, top1_acc: 0.4316, top5_acc: 0.6793, loss_cls: 2.4868, loss: 3.8648, grad_norm: 3.2976 2021-07-20 05:53:10,298 - mmaction - INFO - Epoch [105][140/1879] lr: 4.280e-02, eta: 15:30:46, time: 0.907, data_time: 0.001, memory: 6921, loss_aux: 1.4184, top1_acc: 0.4230, top5_acc: 0.6770, loss_cls: 2.5823, loss: 4.0008, grad_norm: 3.3545 2021-07-20 05:53:21,497 - mmaction - INFO - Epoch [105][160/1879] lr: 4.278e-02, eta: 15:30:33, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.3882, top1_acc: 0.4332, top5_acc: 0.6754, loss_cls: 2.5443, loss: 3.9325, grad_norm: 3.2982 2021-07-20 05:53:32,904 - mmaction - INFO - Epoch [105][180/1879] lr: 4.276e-02, eta: 15:30:19, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.3627, top1_acc: 0.4371, top5_acc: 0.6824, loss_cls: 2.4695, loss: 3.8322, grad_norm: 3.3113 2021-07-20 05:53:48,398 - mmaction - INFO - Epoch [105][200/1879] lr: 4.275e-02, eta: 15:30:07, time: 0.772, data_time: 0.002, memory: 6921, loss_aux: 1.4167, top1_acc: 0.4344, top5_acc: 0.6703, loss_cls: 2.5852, loss: 4.0019, grad_norm: 3.4114 2021-07-20 05:54:01,040 - mmaction - INFO - Epoch [105][220/1879] lr: 4.273e-02, eta: 15:29:54, time: 0.597, data_time: 0.006, memory: 6921, loss_aux: 1.3935, top1_acc: 0.4289, top5_acc: 0.6809, loss_cls: 2.5351, loss: 3.9286, grad_norm: 3.2807 2021-07-20 05:54:13,044 - mmaction - INFO - Epoch [105][240/1879] lr: 4.271e-02, eta: 15:29:41, time: 0.637, data_time: 0.039, memory: 6921, loss_aux: 1.3935, top1_acc: 0.4313, top5_acc: 0.6770, loss_cls: 2.5269, loss: 3.9204, grad_norm: 3.3485 2021-07-20 05:54:26,662 - mmaction - INFO - Epoch [105][260/1879] lr: 4.269e-02, eta: 15:29:28, time: 0.681, data_time: 0.002, memory: 6921, loss_aux: 1.3595, top1_acc: 0.4523, top5_acc: 0.6883, loss_cls: 2.4698, loss: 3.8293, grad_norm: 3.2575 2021-07-20 05:54:38,182 - mmaction - INFO - Epoch [105][280/1879] lr: 4.267e-02, eta: 15:29:14, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.3550, top1_acc: 0.4531, top5_acc: 0.6758, loss_cls: 2.4857, loss: 3.8407, grad_norm: 3.3268 2021-07-20 05:54:50,159 - mmaction - INFO - Epoch [105][300/1879] lr: 4.266e-02, eta: 15:29:01, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.4203, top1_acc: 0.4316, top5_acc: 0.6613, loss_cls: 2.5843, loss: 4.0047, grad_norm: 3.3354 2021-07-20 05:55:02,722 - mmaction - INFO - Epoch [105][320/1879] lr: 4.264e-02, eta: 15:28:48, time: 0.628, data_time: 0.006, memory: 6921, loss_aux: 1.3566, top1_acc: 0.4434, top5_acc: 0.6844, loss_cls: 2.4610, loss: 3.8176, grad_norm: 3.2906 2021-07-20 05:55:17,571 - mmaction - INFO - Epoch [105][340/1879] lr: 4.262e-02, eta: 15:28:36, time: 0.745, data_time: 0.006, memory: 6921, loss_aux: 1.4060, top1_acc: 0.4301, top5_acc: 0.6746, loss_cls: 2.5403, loss: 3.9464, grad_norm: 3.3763 2021-07-20 05:55:28,620 - mmaction - INFO - Epoch [105][360/1879] lr: 4.260e-02, eta: 15:28:22, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.4085, top1_acc: 0.4332, top5_acc: 0.6734, loss_cls: 2.5566, loss: 3.9651, grad_norm: 3.2997 2021-07-20 05:55:43,283 - mmaction - INFO - Epoch [105][380/1879] lr: 4.258e-02, eta: 15:28:10, time: 0.733, data_time: 0.002, memory: 6921, loss_aux: 1.3650, top1_acc: 0.4551, top5_acc: 0.6875, loss_cls: 2.4687, loss: 3.8337, grad_norm: 3.3492 2021-07-20 05:55:55,568 - mmaction - INFO - Epoch [105][400/1879] lr: 4.256e-02, eta: 15:27:57, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.3665, top1_acc: 0.4387, top5_acc: 0.6848, loss_cls: 2.4745, loss: 3.8410, grad_norm: 3.2735 2021-07-20 05:56:07,314 - mmaction - INFO - Epoch [105][420/1879] lr: 4.255e-02, eta: 15:27:43, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.3729, top1_acc: 0.4340, top5_acc: 0.6805, loss_cls: 2.5127, loss: 3.8856, grad_norm: 3.3162 2021-07-20 05:56:21,777 - mmaction - INFO - Epoch [105][440/1879] lr: 4.253e-02, eta: 15:27:31, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.4068, top1_acc: 0.4398, top5_acc: 0.6773, loss_cls: 2.5675, loss: 3.9744, grad_norm: 3.3452 2021-07-20 05:56:33,635 - mmaction - INFO - Epoch [105][460/1879] lr: 4.251e-02, eta: 15:27:17, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.3947, top1_acc: 0.4445, top5_acc: 0.6797, loss_cls: 2.5144, loss: 3.9091, grad_norm: 3.3557 2021-07-20 05:56:45,022 - mmaction - INFO - Epoch [105][480/1879] lr: 4.249e-02, eta: 15:27:04, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.4032, top1_acc: 0.4199, top5_acc: 0.6578, loss_cls: 2.5588, loss: 3.9620, grad_norm: 3.2582 2021-07-20 05:56:56,831 - mmaction - INFO - Epoch [105][500/1879] lr: 4.247e-02, eta: 15:26:50, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.3670, top1_acc: 0.4457, top5_acc: 0.6871, loss_cls: 2.4590, loss: 3.8260, grad_norm: 3.3547 2021-07-20 05:57:09,278 - mmaction - INFO - Epoch [105][520/1879] lr: 4.245e-02, eta: 15:26:37, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.3659, top1_acc: 0.4437, top5_acc: 0.6773, loss_cls: 2.4772, loss: 3.8430, grad_norm: 3.2798 2021-07-20 05:57:25,597 - mmaction - INFO - Epoch [105][540/1879] lr: 4.244e-02, eta: 15:26:26, time: 0.816, data_time: 0.002, memory: 6921, loss_aux: 1.3886, top1_acc: 0.4422, top5_acc: 0.6844, loss_cls: 2.5249, loss: 3.9135, grad_norm: 3.3835 2021-07-20 05:57:36,618 - mmaction - INFO - Epoch [105][560/1879] lr: 4.242e-02, eta: 15:26:12, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.3881, top1_acc: 0.4324, top5_acc: 0.6738, loss_cls: 2.5542, loss: 3.9423, grad_norm: 3.2942 2021-07-20 05:57:47,928 - mmaction - INFO - Epoch [105][580/1879] lr: 4.240e-02, eta: 15:25:58, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.4064, top1_acc: 0.4258, top5_acc: 0.6641, loss_cls: 2.5819, loss: 3.9883, grad_norm: 3.3363 2021-07-20 05:57:59,633 - mmaction - INFO - Epoch [105][600/1879] lr: 4.238e-02, eta: 15:25:45, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.3744, top1_acc: 0.4352, top5_acc: 0.6836, loss_cls: 2.4997, loss: 3.8741, grad_norm: 3.3544 2021-07-20 05:58:11,468 - mmaction - INFO - Epoch [105][620/1879] lr: 4.236e-02, eta: 15:25:31, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.3874, top1_acc: 0.4258, top5_acc: 0.6832, loss_cls: 2.5482, loss: 3.9356, grad_norm: 3.3523 2021-07-20 05:58:25,257 - mmaction - INFO - Epoch [105][640/1879] lr: 4.235e-02, eta: 15:25:19, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.3836, top1_acc: 0.4293, top5_acc: 0.6859, loss_cls: 2.4949, loss: 3.8785, grad_norm: 3.3621 2021-07-20 05:58:36,873 - mmaction - INFO - Epoch [105][660/1879] lr: 4.233e-02, eta: 15:25:05, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.4106, top1_acc: 0.4387, top5_acc: 0.6766, loss_cls: 2.5779, loss: 3.9886, grad_norm: 3.2957 2021-07-20 05:58:49,004 - mmaction - INFO - Epoch [105][680/1879] lr: 4.231e-02, eta: 15:24:52, time: 0.619, data_time: 0.014, memory: 6921, loss_aux: 1.4430, top1_acc: 0.4219, top5_acc: 0.6520, loss_cls: 2.6285, loss: 4.0714, grad_norm: 3.3529 2021-07-20 05:59:01,292 - mmaction - INFO - Epoch [105][700/1879] lr: 4.229e-02, eta: 15:24:39, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.3640, top1_acc: 0.4508, top5_acc: 0.6793, loss_cls: 2.4878, loss: 3.8518, grad_norm: 3.3328 2021-07-20 05:59:12,533 - mmaction - INFO - Epoch [105][720/1879] lr: 4.227e-02, eta: 15:24:25, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.3658, top1_acc: 0.4520, top5_acc: 0.6910, loss_cls: 2.4484, loss: 3.8143, grad_norm: 3.3211 2021-07-20 05:59:23,964 - mmaction - INFO - Epoch [105][740/1879] lr: 4.225e-02, eta: 15:24:12, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.4001, top1_acc: 0.4344, top5_acc: 0.6648, loss_cls: 2.5369, loss: 3.9370, grad_norm: 3.3446 2021-07-20 05:59:35,291 - mmaction - INFO - Epoch [105][760/1879] lr: 4.224e-02, eta: 15:23:58, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.4159, top1_acc: 0.4199, top5_acc: 0.6687, loss_cls: 2.5503, loss: 3.9662, grad_norm: 3.3600 2021-07-20 05:59:47,038 - mmaction - INFO - Epoch [105][780/1879] lr: 4.222e-02, eta: 15:23:44, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.3875, top1_acc: 0.4230, top5_acc: 0.6883, loss_cls: 2.5291, loss: 3.9166, grad_norm: 3.3537 2021-07-20 05:59:58,442 - mmaction - INFO - Epoch [105][800/1879] lr: 4.220e-02, eta: 15:23:31, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.4485, top1_acc: 0.4082, top5_acc: 0.6598, loss_cls: 2.6342, loss: 4.0827, grad_norm: 3.3670 2021-07-20 06:00:12,433 - mmaction - INFO - Epoch [105][820/1879] lr: 4.218e-02, eta: 15:23:18, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.4167, top1_acc: 0.4277, top5_acc: 0.6727, loss_cls: 2.5727, loss: 3.9894, grad_norm: 3.3150 2021-07-20 06:00:25,314 - mmaction - INFO - Epoch [105][840/1879] lr: 4.216e-02, eta: 15:23:05, time: 0.646, data_time: 0.005, memory: 6921, loss_aux: 1.4245, top1_acc: 0.4223, top5_acc: 0.6555, loss_cls: 2.5982, loss: 4.0227, grad_norm: 3.4599 2021-07-20 06:00:36,913 - mmaction - INFO - Epoch [105][860/1879] lr: 4.215e-02, eta: 15:22:52, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 1.3556, top1_acc: 0.4531, top5_acc: 0.6887, loss_cls: 2.4699, loss: 3.8255, grad_norm: 3.3220 2021-07-20 06:00:52,147 - mmaction - INFO - Epoch [105][880/1879] lr: 4.213e-02, eta: 15:22:40, time: 0.761, data_time: 0.002, memory: 6921, loss_aux: 1.3408, top1_acc: 0.4562, top5_acc: 0.7008, loss_cls: 2.4151, loss: 3.7558, grad_norm: 3.2367 2021-07-20 06:01:03,917 - mmaction - INFO - Epoch [105][900/1879] lr: 4.211e-02, eta: 15:22:26, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.4007, top1_acc: 0.4336, top5_acc: 0.6809, loss_cls: 2.5356, loss: 3.9363, grad_norm: 3.3117 2021-07-20 06:01:15,601 - mmaction - INFO - Epoch [105][920/1879] lr: 4.209e-02, eta: 15:22:13, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.4109, top1_acc: 0.4281, top5_acc: 0.6789, loss_cls: 2.5473, loss: 3.9581, grad_norm: 3.4086 2021-07-20 06:01:27,556 - mmaction - INFO - Epoch [105][940/1879] lr: 4.207e-02, eta: 15:22:00, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.3656, top1_acc: 0.4375, top5_acc: 0.6922, loss_cls: 2.4993, loss: 3.8649, grad_norm: 3.3336 2021-07-20 06:01:44,681 - mmaction - INFO - Epoch [105][960/1879] lr: 4.205e-02, eta: 15:21:48, time: 0.851, data_time: 0.003, memory: 6921, loss_aux: 1.4050, top1_acc: 0.4320, top5_acc: 0.6762, loss_cls: 2.5431, loss: 3.9482, grad_norm: 3.3910 2021-07-20 06:01:56,319 - mmaction - INFO - Epoch [105][980/1879] lr: 4.204e-02, eta: 15:21:35, time: 0.582, data_time: 0.009, memory: 6921, loss_aux: 1.3948, top1_acc: 0.4387, top5_acc: 0.6828, loss_cls: 2.5332, loss: 3.9280, grad_norm: 3.3426 2021-07-20 06:02:08,236 - mmaction - INFO - Epoch [105][1000/1879] lr: 4.202e-02, eta: 15:21:22, time: 0.599, data_time: 0.008, memory: 6921, loss_aux: 1.3719, top1_acc: 0.4348, top5_acc: 0.6879, loss_cls: 2.4871, loss: 3.8589, grad_norm: 3.3692 2021-07-20 06:02:21,163 - mmaction - INFO - Epoch [105][1020/1879] lr: 4.200e-02, eta: 15:21:09, time: 0.648, data_time: 0.004, memory: 6921, loss_aux: 1.4462, top1_acc: 0.4047, top5_acc: 0.6664, loss_cls: 2.6159, loss: 4.0621, grad_norm: 3.3870 2021-07-20 06:02:36,116 - mmaction - INFO - Epoch [105][1040/1879] lr: 4.198e-02, eta: 15:20:57, time: 0.748, data_time: 0.003, memory: 6921, loss_aux: 1.3887, top1_acc: 0.4441, top5_acc: 0.6805, loss_cls: 2.5360, loss: 3.9247, grad_norm: 3.3135 2021-07-20 06:02:48,071 - mmaction - INFO - Epoch [105][1060/1879] lr: 4.196e-02, eta: 15:20:43, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.3920, top1_acc: 0.4258, top5_acc: 0.6699, loss_cls: 2.5079, loss: 3.8999, grad_norm: 3.3231 2021-07-20 06:03:02,762 - mmaction - INFO - Epoch [105][1080/1879] lr: 4.195e-02, eta: 15:20:31, time: 0.734, data_time: 0.002, memory: 6921, loss_aux: 1.3761, top1_acc: 0.4430, top5_acc: 0.6844, loss_cls: 2.5011, loss: 3.8773, grad_norm: 3.3008 2021-07-20 06:03:14,068 - mmaction - INFO - Epoch [105][1100/1879] lr: 4.193e-02, eta: 15:20:17, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.4360, top1_acc: 0.4223, top5_acc: 0.6625, loss_cls: 2.6029, loss: 4.0389, grad_norm: 3.3800 2021-07-20 06:03:31,084 - mmaction - INFO - Epoch [105][1120/1879] lr: 4.191e-02, eta: 15:20:06, time: 0.850, data_time: 0.004, memory: 6921, loss_aux: 1.3746, top1_acc: 0.4453, top5_acc: 0.6941, loss_cls: 2.4898, loss: 3.8643, grad_norm: 3.2875 2021-07-20 06:03:45,990 - mmaction - INFO - Epoch [105][1140/1879] lr: 4.189e-02, eta: 15:19:54, time: 0.695, data_time: 0.006, memory: 6921, loss_aux: 1.3984, top1_acc: 0.4277, top5_acc: 0.6633, loss_cls: 2.5700, loss: 3.9683, grad_norm: 3.4009 2021-07-20 06:03:58,049 - mmaction - INFO - Epoch [105][1160/1879] lr: 4.187e-02, eta: 15:19:41, time: 0.654, data_time: 0.053, memory: 6921, loss_aux: 1.3924, top1_acc: 0.4336, top5_acc: 0.6762, loss_cls: 2.5342, loss: 3.9266, grad_norm: 3.3271 2021-07-20 06:04:09,257 - mmaction - INFO - Epoch [105][1180/1879] lr: 4.185e-02, eta: 15:19:27, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.3903, top1_acc: 0.4445, top5_acc: 0.6820, loss_cls: 2.5099, loss: 3.9001, grad_norm: 3.3354 2021-07-20 06:04:25,653 - mmaction - INFO - Epoch [105][1200/1879] lr: 4.184e-02, eta: 15:19:16, time: 0.819, data_time: 0.001, memory: 6921, loss_aux: 1.4347, top1_acc: 0.4219, top5_acc: 0.6730, loss_cls: 2.5744, loss: 4.0091, grad_norm: 3.3968 2021-07-20 06:04:37,409 - mmaction - INFO - Epoch [105][1220/1879] lr: 4.182e-02, eta: 15:19:02, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.4082, top1_acc: 0.4270, top5_acc: 0.6684, loss_cls: 2.5618, loss: 3.9700, grad_norm: 3.3457 2021-07-20 06:04:50,412 - mmaction - INFO - Epoch [105][1240/1879] lr: 4.180e-02, eta: 15:18:49, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.3961, top1_acc: 0.4449, top5_acc: 0.6777, loss_cls: 2.5202, loss: 3.9164, grad_norm: 3.3386 2021-07-20 06:05:03,465 - mmaction - INFO - Epoch [105][1260/1879] lr: 4.178e-02, eta: 15:18:36, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.4488, top1_acc: 0.4223, top5_acc: 0.6594, loss_cls: 2.6095, loss: 4.0583, grad_norm: 3.3671 2021-07-20 06:05:14,514 - mmaction - INFO - Epoch [105][1280/1879] lr: 4.176e-02, eta: 15:18:23, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.3988, top1_acc: 0.4309, top5_acc: 0.6746, loss_cls: 2.5545, loss: 3.9533, grad_norm: 3.3547 2021-07-20 06:05:27,665 - mmaction - INFO - Epoch [105][1300/1879] lr: 4.175e-02, eta: 15:18:10, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.3749, top1_acc: 0.4441, top5_acc: 0.6941, loss_cls: 2.4839, loss: 3.8589, grad_norm: 3.3489 2021-07-20 06:05:39,022 - mmaction - INFO - Epoch [105][1320/1879] lr: 4.173e-02, eta: 15:17:56, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.3952, top1_acc: 0.4316, top5_acc: 0.6762, loss_cls: 2.5383, loss: 3.9335, grad_norm: 3.4096 2021-07-20 06:05:55,650 - mmaction - INFO - Epoch [105][1340/1879] lr: 4.171e-02, eta: 15:17:45, time: 0.831, data_time: 0.003, memory: 6921, loss_aux: 1.3632, top1_acc: 0.4367, top5_acc: 0.6777, loss_cls: 2.5065, loss: 3.8696, grad_norm: 3.4206 2021-07-20 06:06:08,502 - mmaction - INFO - Epoch [105][1360/1879] lr: 4.169e-02, eta: 15:17:32, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.3468, top1_acc: 0.4559, top5_acc: 0.6883, loss_cls: 2.4304, loss: 3.7772, grad_norm: 3.2672 2021-07-20 06:06:20,193 - mmaction - INFO - Epoch [105][1380/1879] lr: 4.167e-02, eta: 15:17:18, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.4031, top1_acc: 0.4230, top5_acc: 0.6691, loss_cls: 2.5444, loss: 3.9475, grad_norm: 3.3198 2021-07-20 06:06:33,096 - mmaction - INFO - Epoch [105][1400/1879] lr: 4.166e-02, eta: 15:17:05, time: 0.643, data_time: 0.004, memory: 6921, loss_aux: 1.4169, top1_acc: 0.4238, top5_acc: 0.6660, loss_cls: 2.6015, loss: 4.0184, grad_norm: 3.4478 2021-07-20 06:06:45,495 - mmaction - INFO - Epoch [105][1420/1879] lr: 4.164e-02, eta: 15:16:52, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.3689, top1_acc: 0.4430, top5_acc: 0.6770, loss_cls: 2.4821, loss: 3.8510, grad_norm: 3.2583 2021-07-20 06:06:57,290 - mmaction - INFO - Epoch [105][1440/1879] lr: 4.162e-02, eta: 15:16:39, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.3841, top1_acc: 0.4297, top5_acc: 0.6770, loss_cls: 2.5008, loss: 3.8849, grad_norm: 3.3641 2021-07-20 06:07:08,396 - mmaction - INFO - Epoch [105][1460/1879] lr: 4.160e-02, eta: 15:16:25, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.3973, top1_acc: 0.4344, top5_acc: 0.6773, loss_cls: 2.5199, loss: 3.9172, grad_norm: 3.3523 2021-07-20 06:07:20,067 - mmaction - INFO - Epoch [105][1480/1879] lr: 4.158e-02, eta: 15:16:12, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3936, top1_acc: 0.4395, top5_acc: 0.6770, loss_cls: 2.5270, loss: 3.9207, grad_norm: 3.3667 2021-07-20 06:07:32,284 - mmaction - INFO - Epoch [105][1500/1879] lr: 4.156e-02, eta: 15:15:58, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.3997, top1_acc: 0.4430, top5_acc: 0.6664, loss_cls: 2.5054, loss: 3.9051, grad_norm: 3.4019 2021-07-20 06:07:44,053 - mmaction - INFO - Epoch [105][1520/1879] lr: 4.155e-02, eta: 15:15:45, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.4343, top1_acc: 0.4184, top5_acc: 0.6551, loss_cls: 2.6036, loss: 4.0379, grad_norm: 3.4670 2021-07-20 06:07:55,913 - mmaction - INFO - Epoch [105][1540/1879] lr: 4.153e-02, eta: 15:15:31, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.3936, top1_acc: 0.4293, top5_acc: 0.6750, loss_cls: 2.5438, loss: 3.9374, grad_norm: 3.3403 2021-07-20 06:08:07,450 - mmaction - INFO - Epoch [105][1560/1879] lr: 4.151e-02, eta: 15:15:18, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.3785, top1_acc: 0.4449, top5_acc: 0.6797, loss_cls: 2.4755, loss: 3.8540, grad_norm: 3.3458 2021-07-20 06:08:21,678 - mmaction - INFO - Epoch [105][1580/1879] lr: 4.149e-02, eta: 15:15:05, time: 0.658, data_time: 0.002, memory: 6921, loss_aux: 1.3962, top1_acc: 0.4426, top5_acc: 0.6789, loss_cls: 2.5361, loss: 3.9324, grad_norm: 3.3197 2021-07-20 06:08:34,245 - mmaction - INFO - Epoch [105][1600/1879] lr: 4.147e-02, eta: 15:14:52, time: 0.682, data_time: 0.056, memory: 6921, loss_aux: 1.4021, top1_acc: 0.4406, top5_acc: 0.6711, loss_cls: 2.5473, loss: 3.9494, grad_norm: 3.4018 2021-07-20 06:08:49,421 - mmaction - INFO - Epoch [105][1620/1879] lr: 4.146e-02, eta: 15:14:40, time: 0.759, data_time: 0.002, memory: 6921, loss_aux: 1.3702, top1_acc: 0.4324, top5_acc: 0.6895, loss_cls: 2.4730, loss: 3.8432, grad_norm: 3.3266 2021-07-20 06:09:03,736 - mmaction - INFO - Epoch [105][1640/1879] lr: 4.144e-02, eta: 15:14:28, time: 0.715, data_time: 0.004, memory: 6921, loss_aux: 1.4366, top1_acc: 0.4207, top5_acc: 0.6621, loss_cls: 2.6230, loss: 4.0596, grad_norm: 3.3954 2021-07-20 06:09:18,738 - mmaction - INFO - Epoch [105][1660/1879] lr: 4.142e-02, eta: 15:14:15, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.3895, top1_acc: 0.4320, top5_acc: 0.6687, loss_cls: 2.5298, loss: 3.9193, grad_norm: 3.3622 2021-07-20 06:09:34,757 - mmaction - INFO - Epoch [105][1680/1879] lr: 4.140e-02, eta: 15:14:04, time: 0.866, data_time: 0.069, memory: 6921, loss_aux: 1.3801, top1_acc: 0.4387, top5_acc: 0.6773, loss_cls: 2.4955, loss: 3.8756, grad_norm: 3.4045 2021-07-20 06:09:47,524 - mmaction - INFO - Epoch [105][1700/1879] lr: 4.138e-02, eta: 15:13:51, time: 0.631, data_time: 0.004, memory: 6921, loss_aux: 1.3857, top1_acc: 0.4234, top5_acc: 0.6715, loss_cls: 2.5330, loss: 3.9187, grad_norm: 3.3912 2021-07-20 06:10:04,329 - mmaction - INFO - Epoch [105][1720/1879] lr: 4.137e-02, eta: 15:13:40, time: 0.849, data_time: 0.011, memory: 6921, loss_aux: 1.3981, top1_acc: 0.4437, top5_acc: 0.6687, loss_cls: 2.5119, loss: 3.9101, grad_norm: 3.3986 2021-07-20 06:10:15,642 - mmaction - INFO - Epoch [105][1740/1879] lr: 4.135e-02, eta: 15:13:26, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.4077, top1_acc: 0.4320, top5_acc: 0.6789, loss_cls: 2.5520, loss: 3.9596, grad_norm: 3.3827 2021-07-20 06:10:28,034 - mmaction - INFO - Epoch [105][1760/1879] lr: 4.133e-02, eta: 15:13:13, time: 0.621, data_time: 0.008, memory: 6921, loss_aux: 1.4016, top1_acc: 0.4301, top5_acc: 0.6652, loss_cls: 2.5616, loss: 3.9632, grad_norm: 3.3263 2021-07-20 06:10:39,648 - mmaction - INFO - Epoch [105][1780/1879] lr: 4.131e-02, eta: 15:13:00, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.3773, top1_acc: 0.4344, top5_acc: 0.6902, loss_cls: 2.5144, loss: 3.8917, grad_norm: 3.4058 2021-07-20 06:10:52,901 - mmaction - INFO - Epoch [105][1800/1879] lr: 4.129e-02, eta: 15:12:46, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3753, top1_acc: 0.4328, top5_acc: 0.6754, loss_cls: 2.5056, loss: 3.8809, grad_norm: 3.4148 2021-07-20 06:11:18,188 - mmaction - INFO - Epoch [105][1820/1879] lr: 4.128e-02, eta: 15:12:39, time: 1.351, data_time: 0.092, memory: 6921, loss_aux: 1.3999, top1_acc: 0.4496, top5_acc: 0.6793, loss_cls: 2.5277, loss: 3.9275, grad_norm: 3.3605 2021-07-20 06:11:32,728 - mmaction - INFO - Epoch [105][1840/1879] lr: 4.126e-02, eta: 15:12:27, time: 0.729, data_time: 0.006, memory: 6921, loss_aux: 1.3749, top1_acc: 0.4363, top5_acc: 0.6691, loss_cls: 2.5104, loss: 3.8852, grad_norm: 3.3666 2021-07-20 06:11:44,520 - mmaction - INFO - Epoch [105][1860/1879] lr: 4.124e-02, eta: 15:12:14, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.3706, top1_acc: 0.4320, top5_acc: 0.6734, loss_cls: 2.5310, loss: 3.9016, grad_norm: 3.4066 2021-07-20 06:11:55,129 - mmaction - INFO - Saving checkpoint at 105 epochs 2021-07-20 06:12:20,632 - mmaction - INFO - Epoch [106][20/1879] lr: 4.120e-02, eta: 15:11:45, time: 0.869, data_time: 0.169, memory: 6921, loss_aux: 1.3814, top1_acc: 0.4246, top5_acc: 0.6805, loss_cls: 2.4984, loss: 3.8798, grad_norm: 3.3647 2021-07-20 06:12:33,637 - mmaction - INFO - Epoch [106][40/1879] lr: 4.119e-02, eta: 15:11:33, time: 0.711, data_time: 0.066, memory: 6921, loss_aux: 1.3747, top1_acc: 0.4391, top5_acc: 0.6910, loss_cls: 2.4942, loss: 3.8689, grad_norm: 3.3794 2021-07-20 06:12:53,931 - mmaction - INFO - Epoch [106][60/1879] lr: 4.117e-02, eta: 15:11:23, time: 1.012, data_time: 0.003, memory: 6921, loss_aux: 1.3754, top1_acc: 0.4418, top5_acc: 0.6844, loss_cls: 2.4945, loss: 3.8700, grad_norm: 3.3918 2021-07-20 06:13:05,996 - mmaction - INFO - Epoch [106][80/1879] lr: 4.115e-02, eta: 15:11:09, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.3847, top1_acc: 0.4379, top5_acc: 0.6809, loss_cls: 2.5202, loss: 3.9048, grad_norm: 3.4058 2021-07-20 06:13:18,279 - mmaction - INFO - Epoch [106][100/1879] lr: 4.113e-02, eta: 15:10:56, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.3789, top1_acc: 0.4355, top5_acc: 0.6875, loss_cls: 2.4898, loss: 3.8686, grad_norm: 3.3852 2021-07-20 06:13:30,326 - mmaction - INFO - Epoch [106][120/1879] lr: 4.111e-02, eta: 15:10:43, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.3849, top1_acc: 0.4355, top5_acc: 0.6785, loss_cls: 2.5016, loss: 3.8864, grad_norm: 3.4173 2021-07-20 06:13:41,725 - mmaction - INFO - Epoch [106][140/1879] lr: 4.110e-02, eta: 15:10:29, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.3645, top1_acc: 0.4504, top5_acc: 0.6957, loss_cls: 2.4494, loss: 3.8139, grad_norm: 3.2795 2021-07-20 06:13:53,867 - mmaction - INFO - Epoch [106][160/1879] lr: 4.108e-02, eta: 15:10:16, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.4060, top1_acc: 0.4297, top5_acc: 0.6797, loss_cls: 2.5345, loss: 3.9405, grad_norm: 3.3488 2021-07-20 06:14:08,730 - mmaction - INFO - Epoch [106][180/1879] lr: 4.106e-02, eta: 15:10:04, time: 0.746, data_time: 0.009, memory: 6921, loss_aux: 1.3677, top1_acc: 0.4383, top5_acc: 0.6793, loss_cls: 2.4661, loss: 3.8338, grad_norm: 3.3942 2021-07-20 06:14:24,892 - mmaction - INFO - Epoch [106][200/1879] lr: 4.104e-02, eta: 15:09:52, time: 0.812, data_time: 0.049, memory: 6921, loss_aux: 1.3670, top1_acc: 0.4484, top5_acc: 0.6898, loss_cls: 2.4511, loss: 3.8181, grad_norm: 3.4295 2021-07-20 06:14:37,823 - mmaction - INFO - Epoch [106][220/1879] lr: 4.102e-02, eta: 15:09:39, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.3451, top1_acc: 0.4582, top5_acc: 0.6957, loss_cls: 2.4235, loss: 3.7685, grad_norm: 3.3071 2021-07-20 06:14:50,513 - mmaction - INFO - Epoch [106][240/1879] lr: 4.101e-02, eta: 15:09:26, time: 0.635, data_time: 0.005, memory: 6921, loss_aux: 1.3655, top1_acc: 0.4500, top5_acc: 0.7004, loss_cls: 2.4457, loss: 3.8112, grad_norm: 3.3575 2021-07-20 06:15:02,194 - mmaction - INFO - Epoch [106][260/1879] lr: 4.099e-02, eta: 15:09:13, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3725, top1_acc: 0.4422, top5_acc: 0.6738, loss_cls: 2.4978, loss: 3.8703, grad_norm: 3.3492 2021-07-20 06:15:17,061 - mmaction - INFO - Epoch [106][280/1879] lr: 4.097e-02, eta: 15:09:01, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.3620, top1_acc: 0.4473, top5_acc: 0.6949, loss_cls: 2.4532, loss: 3.8152, grad_norm: 3.4091 2021-07-20 06:15:32,751 - mmaction - INFO - Epoch [106][300/1879] lr: 4.095e-02, eta: 15:08:49, time: 0.785, data_time: 0.003, memory: 6921, loss_aux: 1.3922, top1_acc: 0.4309, top5_acc: 0.6777, loss_cls: 2.5275, loss: 3.9197, grad_norm: 3.4326 2021-07-20 06:15:44,350 - mmaction - INFO - Epoch [106][320/1879] lr: 4.093e-02, eta: 15:08:35, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.4144, top1_acc: 0.4227, top5_acc: 0.6758, loss_cls: 2.5581, loss: 3.9726, grad_norm: 3.3186 2021-07-20 06:15:55,925 - mmaction - INFO - Epoch [106][340/1879] lr: 4.092e-02, eta: 15:08:22, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.3525, top1_acc: 0.4437, top5_acc: 0.6926, loss_cls: 2.4329, loss: 3.7854, grad_norm: 3.3081 2021-07-20 06:16:07,266 - mmaction - INFO - Epoch [106][360/1879] lr: 4.090e-02, eta: 15:08:08, time: 0.564, data_time: 0.001, memory: 6921, loss_aux: 1.3783, top1_acc: 0.4480, top5_acc: 0.6852, loss_cls: 2.4644, loss: 3.8427, grad_norm: 3.3717 2021-07-20 06:16:27,486 - mmaction - INFO - Epoch [106][380/1879] lr: 4.088e-02, eta: 15:07:58, time: 1.012, data_time: 0.004, memory: 6921, loss_aux: 1.3983, top1_acc: 0.4313, top5_acc: 0.6715, loss_cls: 2.5480, loss: 3.9464, grad_norm: 3.3603 2021-07-20 06:16:42,046 - mmaction - INFO - Epoch [106][400/1879] lr: 4.086e-02, eta: 15:07:46, time: 0.730, data_time: 0.005, memory: 6921, loss_aux: 1.3561, top1_acc: 0.4371, top5_acc: 0.6941, loss_cls: 2.4565, loss: 3.8126, grad_norm: 3.3972 2021-07-20 06:16:53,743 - mmaction - INFO - Epoch [106][420/1879] lr: 4.084e-02, eta: 15:07:33, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.3593, top1_acc: 0.4426, top5_acc: 0.6797, loss_cls: 2.4967, loss: 3.8560, grad_norm: 3.3155 2021-07-20 06:17:06,190 - mmaction - INFO - Epoch [106][440/1879] lr: 4.083e-02, eta: 15:07:20, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.4157, top1_acc: 0.4211, top5_acc: 0.6766, loss_cls: 2.5899, loss: 4.0056, grad_norm: 3.4027 2021-07-20 06:17:21,194 - mmaction - INFO - Epoch [106][460/1879] lr: 4.081e-02, eta: 15:07:07, time: 0.750, data_time: 0.003, memory: 6921, loss_aux: 1.3483, top1_acc: 0.4488, top5_acc: 0.7031, loss_cls: 2.4129, loss: 3.7612, grad_norm: 3.2420 2021-07-20 06:17:32,860 - mmaction - INFO - Epoch [106][480/1879] lr: 4.079e-02, eta: 15:06:54, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.4060, top1_acc: 0.4309, top5_acc: 0.6648, loss_cls: 2.5387, loss: 3.9446, grad_norm: 3.3577 2021-07-20 06:17:44,310 - mmaction - INFO - Epoch [106][500/1879] lr: 4.077e-02, eta: 15:06:40, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3802, top1_acc: 0.4363, top5_acc: 0.6914, loss_cls: 2.5158, loss: 3.8959, grad_norm: 3.3486 2021-07-20 06:17:58,729 - mmaction - INFO - Epoch [106][520/1879] lr: 4.075e-02, eta: 15:06:28, time: 0.720, data_time: 0.001, memory: 6921, loss_aux: 1.3686, top1_acc: 0.4371, top5_acc: 0.6844, loss_cls: 2.4997, loss: 3.8682, grad_norm: 3.4133 2021-07-20 06:18:10,192 - mmaction - INFO - Epoch [106][540/1879] lr: 4.074e-02, eta: 15:06:15, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3728, top1_acc: 0.4324, top5_acc: 0.6824, loss_cls: 2.4986, loss: 3.8714, grad_norm: 3.3814 2021-07-20 06:18:24,363 - mmaction - INFO - Epoch [106][560/1879] lr: 4.072e-02, eta: 15:06:02, time: 0.708, data_time: 0.002, memory: 6921, loss_aux: 1.3678, top1_acc: 0.4543, top5_acc: 0.6887, loss_cls: 2.4504, loss: 3.8181, grad_norm: 3.3208 2021-07-20 06:18:37,458 - mmaction - INFO - Epoch [106][580/1879] lr: 4.070e-02, eta: 15:05:49, time: 0.654, data_time: 0.001, memory: 6921, loss_aux: 1.3332, top1_acc: 0.4539, top5_acc: 0.7012, loss_cls: 2.4150, loss: 3.7482, grad_norm: 3.2933 2021-07-20 06:18:49,474 - mmaction - INFO - Epoch [106][600/1879] lr: 4.068e-02, eta: 15:05:36, time: 0.601, data_time: 0.006, memory: 6921, loss_aux: 1.4160, top1_acc: 0.4324, top5_acc: 0.6551, loss_cls: 2.5947, loss: 4.0107, grad_norm: 3.4627 2021-07-20 06:19:00,972 - mmaction - INFO - Epoch [106][620/1879] lr: 4.066e-02, eta: 15:05:22, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.3787, top1_acc: 0.4410, top5_acc: 0.6871, loss_cls: 2.4874, loss: 3.8661, grad_norm: 3.4219 2021-07-20 06:19:22,108 - mmaction - INFO - Epoch [106][640/1879] lr: 4.065e-02, eta: 15:05:13, time: 1.052, data_time: 0.002, memory: 6921, loss_aux: 1.3965, top1_acc: 0.4305, top5_acc: 0.6734, loss_cls: 2.5257, loss: 3.9222, grad_norm: 3.3523 2021-07-20 06:19:34,315 - mmaction - INFO - Epoch [106][660/1879] lr: 4.063e-02, eta: 15:05:00, time: 0.614, data_time: 0.008, memory: 6921, loss_aux: 1.3806, top1_acc: 0.4313, top5_acc: 0.6848, loss_cls: 2.4978, loss: 3.8784, grad_norm: 3.4309 2021-07-20 06:19:47,914 - mmaction - INFO - Epoch [106][680/1879] lr: 4.061e-02, eta: 15:04:47, time: 0.678, data_time: 0.005, memory: 6921, loss_aux: 1.3877, top1_acc: 0.4320, top5_acc: 0.6754, loss_cls: 2.5288, loss: 3.9165, grad_norm: 3.3931 2021-07-20 06:19:59,440 - mmaction - INFO - Epoch [106][700/1879] lr: 4.059e-02, eta: 15:04:33, time: 0.580, data_time: 0.007, memory: 6921, loss_aux: 1.3566, top1_acc: 0.4395, top5_acc: 0.6844, loss_cls: 2.4700, loss: 3.8266, grad_norm: 3.3649 2021-07-20 06:20:14,372 - mmaction - INFO - Epoch [106][720/1879] lr: 4.058e-02, eta: 15:04:21, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.3878, top1_acc: 0.4328, top5_acc: 0.6824, loss_cls: 2.4997, loss: 3.8875, grad_norm: 3.4072 2021-07-20 06:20:26,270 - mmaction - INFO - Epoch [106][740/1879] lr: 4.056e-02, eta: 15:04:08, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.4049, top1_acc: 0.4254, top5_acc: 0.6707, loss_cls: 2.5637, loss: 3.9686, grad_norm: 3.4267 2021-07-20 06:20:41,184 - mmaction - INFO - Epoch [106][760/1879] lr: 4.054e-02, eta: 15:03:56, time: 0.746, data_time: 0.004, memory: 6921, loss_aux: 1.3956, top1_acc: 0.4379, top5_acc: 0.6723, loss_cls: 2.5375, loss: 3.9331, grad_norm: 3.4186 2021-07-20 06:20:52,154 - mmaction - INFO - Epoch [106][780/1879] lr: 4.052e-02, eta: 15:03:42, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.3835, top1_acc: 0.4254, top5_acc: 0.6746, loss_cls: 2.5109, loss: 3.8945, grad_norm: 3.4370 2021-07-20 06:21:07,728 - mmaction - INFO - Epoch [106][800/1879] lr: 4.050e-02, eta: 15:03:30, time: 0.777, data_time: 0.004, memory: 6921, loss_aux: 1.4241, top1_acc: 0.4371, top5_acc: 0.6707, loss_cls: 2.5858, loss: 4.0099, grad_norm: 3.4792 2021-07-20 06:21:24,471 - mmaction - INFO - Epoch [106][820/1879] lr: 4.049e-02, eta: 15:03:19, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 1.4062, top1_acc: 0.4398, top5_acc: 0.6758, loss_cls: 2.5321, loss: 3.9383, grad_norm: 3.3106 2021-07-20 06:21:36,308 - mmaction - INFO - Epoch [106][840/1879] lr: 4.047e-02, eta: 15:03:05, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.3699, top1_acc: 0.4410, top5_acc: 0.6906, loss_cls: 2.4835, loss: 3.8534, grad_norm: 3.4234 2021-07-20 06:21:48,067 - mmaction - INFO - Epoch [106][860/1879] lr: 4.045e-02, eta: 15:02:52, time: 0.588, data_time: 0.008, memory: 6921, loss_aux: 1.4027, top1_acc: 0.4293, top5_acc: 0.6762, loss_cls: 2.5211, loss: 3.9238, grad_norm: 3.3819 2021-07-20 06:21:59,544 - mmaction - INFO - Epoch [106][880/1879] lr: 4.043e-02, eta: 15:02:38, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.3951, top1_acc: 0.4359, top5_acc: 0.6742, loss_cls: 2.5271, loss: 3.9223, grad_norm: 3.3931 2021-07-20 06:22:17,862 - mmaction - INFO - Epoch [106][900/1879] lr: 4.041e-02, eta: 15:02:28, time: 0.913, data_time: 0.002, memory: 6921, loss_aux: 1.3733, top1_acc: 0.4500, top5_acc: 0.6785, loss_cls: 2.4649, loss: 3.8382, grad_norm: 3.3929 2021-07-20 06:22:29,156 - mmaction - INFO - Epoch [106][920/1879] lr: 4.040e-02, eta: 15:02:14, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.3928, top1_acc: 0.4273, top5_acc: 0.6746, loss_cls: 2.5408, loss: 3.9336, grad_norm: 3.4011 2021-07-20 06:22:40,943 - mmaction - INFO - Epoch [106][940/1879] lr: 4.038e-02, eta: 15:02:01, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.4007, top1_acc: 0.4320, top5_acc: 0.6770, loss_cls: 2.5565, loss: 3.9572, grad_norm: 3.4294 2021-07-20 06:22:54,663 - mmaction - INFO - Epoch [106][960/1879] lr: 4.036e-02, eta: 15:01:48, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.3728, top1_acc: 0.4465, top5_acc: 0.6824, loss_cls: 2.4833, loss: 3.8562, grad_norm: 3.3280 2021-07-20 06:23:06,002 - mmaction - INFO - Epoch [106][980/1879] lr: 4.034e-02, eta: 15:01:34, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.4064, top1_acc: 0.4219, top5_acc: 0.6758, loss_cls: 2.5548, loss: 3.9612, grad_norm: 3.4778 2021-07-20 06:23:19,985 - mmaction - INFO - Epoch [106][1000/1879] lr: 4.032e-02, eta: 15:01:22, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.3848, top1_acc: 0.4410, top5_acc: 0.6832, loss_cls: 2.4567, loss: 3.8415, grad_norm: 3.4444 2021-07-20 06:23:31,797 - mmaction - INFO - Epoch [106][1020/1879] lr: 4.031e-02, eta: 15:01:08, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.3853, top1_acc: 0.4293, top5_acc: 0.6664, loss_cls: 2.5472, loss: 3.9325, grad_norm: 3.4092 2021-07-20 06:23:43,295 - mmaction - INFO - Epoch [106][1040/1879] lr: 4.029e-02, eta: 15:00:55, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.3991, top1_acc: 0.4176, top5_acc: 0.6672, loss_cls: 2.5442, loss: 3.9434, grad_norm: 3.4482 2021-07-20 06:23:56,356 - mmaction - INFO - Epoch [106][1060/1879] lr: 4.027e-02, eta: 15:00:42, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.4049, top1_acc: 0.4297, top5_acc: 0.6645, loss_cls: 2.5621, loss: 3.9669, grad_norm: 3.4711 2021-07-20 06:24:08,054 - mmaction - INFO - Epoch [106][1080/1879] lr: 4.025e-02, eta: 15:00:29, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.3890, top1_acc: 0.4324, top5_acc: 0.6719, loss_cls: 2.5276, loss: 3.9165, grad_norm: 3.3661 2021-07-20 06:24:19,295 - mmaction - INFO - Epoch [106][1100/1879] lr: 4.023e-02, eta: 15:00:15, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.3952, top1_acc: 0.4141, top5_acc: 0.6695, loss_cls: 2.5573, loss: 3.9525, grad_norm: 3.3329 2021-07-20 06:24:33,982 - mmaction - INFO - Epoch [106][1120/1879] lr: 4.022e-02, eta: 15:00:03, time: 0.733, data_time: 0.001, memory: 6921, loss_aux: 1.4023, top1_acc: 0.4316, top5_acc: 0.6734, loss_cls: 2.5330, loss: 3.9353, grad_norm: 3.4516 2021-07-20 06:24:49,516 - mmaction - INFO - Epoch [106][1140/1879] lr: 4.020e-02, eta: 14:59:51, time: 0.778, data_time: 0.003, memory: 6921, loss_aux: 1.3910, top1_acc: 0.4266, top5_acc: 0.6758, loss_cls: 2.5469, loss: 3.9378, grad_norm: 3.4389 2021-07-20 06:25:01,476 - mmaction - INFO - Epoch [106][1160/1879] lr: 4.018e-02, eta: 14:59:37, time: 0.598, data_time: 0.001, memory: 6921, loss_aux: 1.3996, top1_acc: 0.4234, top5_acc: 0.6785, loss_cls: 2.5188, loss: 3.9184, grad_norm: 3.3879 2021-07-20 06:25:12,810 - mmaction - INFO - Epoch [106][1180/1879] lr: 4.016e-02, eta: 14:59:24, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.3832, top1_acc: 0.4301, top5_acc: 0.6684, loss_cls: 2.5225, loss: 3.9057, grad_norm: 3.4225 2021-07-20 06:25:24,562 - mmaction - INFO - Epoch [106][1200/1879] lr: 4.015e-02, eta: 14:59:10, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.4112, top1_acc: 0.4227, top5_acc: 0.6730, loss_cls: 2.5462, loss: 3.9574, grad_norm: 3.4265 2021-07-20 06:25:36,393 - mmaction - INFO - Epoch [106][1220/1879] lr: 4.013e-02, eta: 14:58:57, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.3896, top1_acc: 0.4328, top5_acc: 0.6746, loss_cls: 2.5366, loss: 3.9263, grad_norm: 3.5197 2021-07-20 06:25:49,115 - mmaction - INFO - Epoch [106][1240/1879] lr: 4.011e-02, eta: 14:58:44, time: 0.635, data_time: 0.001, memory: 6921, loss_aux: 1.3832, top1_acc: 0.4398, top5_acc: 0.6680, loss_cls: 2.5397, loss: 3.9229, grad_norm: 3.4293 2021-07-20 06:26:01,059 - mmaction - INFO - Epoch [106][1260/1879] lr: 4.009e-02, eta: 14:58:31, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.4244, top1_acc: 0.4207, top5_acc: 0.6633, loss_cls: 2.6177, loss: 4.0422, grad_norm: 3.4028 2021-07-20 06:26:14,609 - mmaction - INFO - Epoch [106][1280/1879] lr: 4.007e-02, eta: 14:58:18, time: 0.677, data_time: 0.002, memory: 6921, loss_aux: 1.3599, top1_acc: 0.4457, top5_acc: 0.6910, loss_cls: 2.4565, loss: 3.8164, grad_norm: 3.3024 2021-07-20 06:26:31,703 - mmaction - INFO - Epoch [106][1300/1879] lr: 4.006e-02, eta: 14:58:07, time: 0.855, data_time: 0.005, memory: 6921, loss_aux: 1.3864, top1_acc: 0.4293, top5_acc: 0.6891, loss_cls: 2.4963, loss: 3.8827, grad_norm: 3.3893 2021-07-20 06:26:42,678 - mmaction - INFO - Epoch [106][1320/1879] lr: 4.004e-02, eta: 14:57:53, time: 0.549, data_time: 0.002, memory: 6921, loss_aux: 1.3814, top1_acc: 0.4332, top5_acc: 0.6820, loss_cls: 2.5187, loss: 3.9001, grad_norm: 3.4361 2021-07-20 06:26:55,101 - mmaction - INFO - Epoch [106][1340/1879] lr: 4.002e-02, eta: 14:57:40, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.3879, top1_acc: 0.4527, top5_acc: 0.6762, loss_cls: 2.5015, loss: 3.8895, grad_norm: 3.4666 2021-07-20 06:27:06,847 - mmaction - INFO - Epoch [106][1360/1879] lr: 4.000e-02, eta: 14:57:26, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3552, top1_acc: 0.4395, top5_acc: 0.6777, loss_cls: 2.4748, loss: 3.8299, grad_norm: 3.3765 2021-07-20 06:27:18,776 - mmaction - INFO - Epoch [106][1380/1879] lr: 3.998e-02, eta: 14:57:13, time: 0.596, data_time: 0.001, memory: 6921, loss_aux: 1.3797, top1_acc: 0.4410, top5_acc: 0.6770, loss_cls: 2.5316, loss: 3.9112, grad_norm: 3.4654 2021-07-20 06:27:30,454 - mmaction - INFO - Epoch [106][1400/1879] lr: 3.997e-02, eta: 14:56:59, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.3863, top1_acc: 0.4395, top5_acc: 0.6687, loss_cls: 2.5447, loss: 3.9310, grad_norm: 3.3112 2021-07-20 06:27:44,271 - mmaction - INFO - Epoch [106][1420/1879] lr: 3.995e-02, eta: 14:56:47, time: 0.690, data_time: 0.002, memory: 6921, loss_aux: 1.3787, top1_acc: 0.4508, top5_acc: 0.6836, loss_cls: 2.4781, loss: 3.8568, grad_norm: 3.3517 2021-07-20 06:27:57,792 - mmaction - INFO - Epoch [106][1440/1879] lr: 3.993e-02, eta: 14:56:34, time: 0.676, data_time: 0.003, memory: 6921, loss_aux: 1.3680, top1_acc: 0.4457, top5_acc: 0.6871, loss_cls: 2.4677, loss: 3.8356, grad_norm: 3.3806 2021-07-20 06:28:09,360 - mmaction - INFO - Epoch [106][1460/1879] lr: 3.991e-02, eta: 14:56:21, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.4129, top1_acc: 0.4328, top5_acc: 0.6746, loss_cls: 2.5564, loss: 3.9693, grad_norm: 3.4381 2021-07-20 06:28:22,898 - mmaction - INFO - Epoch [106][1480/1879] lr: 3.990e-02, eta: 14:56:08, time: 0.677, data_time: 0.002, memory: 6921, loss_aux: 1.3607, top1_acc: 0.4508, top5_acc: 0.6879, loss_cls: 2.4655, loss: 3.8262, grad_norm: 3.2778 2021-07-20 06:28:34,189 - mmaction - INFO - Epoch [106][1500/1879] lr: 3.988e-02, eta: 14:55:54, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.4223, top1_acc: 0.4285, top5_acc: 0.6762, loss_cls: 2.5626, loss: 3.9849, grad_norm: 3.3977 2021-07-20 06:28:46,269 - mmaction - INFO - Epoch [106][1520/1879] lr: 3.986e-02, eta: 14:55:41, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.3820, top1_acc: 0.4473, top5_acc: 0.6738, loss_cls: 2.5286, loss: 3.9106, grad_norm: 3.3818 2021-07-20 06:28:58,180 - mmaction - INFO - Epoch [106][1540/1879] lr: 3.984e-02, eta: 14:55:28, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.3658, top1_acc: 0.4375, top5_acc: 0.6848, loss_cls: 2.4827, loss: 3.8485, grad_norm: 3.3775 2021-07-20 06:29:09,486 - mmaction - INFO - Epoch [106][1560/1879] lr: 3.982e-02, eta: 14:55:14, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.3963, top1_acc: 0.4340, top5_acc: 0.6793, loss_cls: 2.5145, loss: 3.9109, grad_norm: 3.4159 2021-07-20 06:29:24,461 - mmaction - INFO - Epoch [106][1580/1879] lr: 3.981e-02, eta: 14:55:02, time: 0.746, data_time: 0.001, memory: 6921, loss_aux: 1.3743, top1_acc: 0.4348, top5_acc: 0.6871, loss_cls: 2.5097, loss: 3.8840, grad_norm: 3.3794 2021-07-20 06:29:36,298 - mmaction - INFO - Epoch [106][1600/1879] lr: 3.979e-02, eta: 14:54:49, time: 0.595, data_time: 0.005, memory: 6921, loss_aux: 1.4051, top1_acc: 0.4363, top5_acc: 0.6918, loss_cls: 2.5443, loss: 3.9494, grad_norm: 3.4037 2021-07-20 06:29:47,557 - mmaction - INFO - Epoch [106][1620/1879] lr: 3.977e-02, eta: 14:54:35, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.4049, top1_acc: 0.4379, top5_acc: 0.6816, loss_cls: 2.5381, loss: 3.9430, grad_norm: 3.4406 2021-07-20 06:30:00,799 - mmaction - INFO - Epoch [106][1640/1879] lr: 3.975e-02, eta: 14:54:22, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.3821, top1_acc: 0.4352, top5_acc: 0.6871, loss_cls: 2.4970, loss: 3.8791, grad_norm: 3.4264 2021-07-20 06:30:17,629 - mmaction - INFO - Epoch [106][1660/1879] lr: 3.974e-02, eta: 14:54:11, time: 0.826, data_time: 0.006, memory: 6921, loss_aux: 1.3894, top1_acc: 0.4363, top5_acc: 0.6867, loss_cls: 2.4995, loss: 3.8889, grad_norm: 3.3941 2021-07-20 06:30:29,594 - mmaction - INFO - Epoch [106][1680/1879] lr: 3.972e-02, eta: 14:53:57, time: 0.615, data_time: 0.024, memory: 6921, loss_aux: 1.3587, top1_acc: 0.4504, top5_acc: 0.6941, loss_cls: 2.4622, loss: 3.8208, grad_norm: 3.4015 2021-07-20 06:30:41,031 - mmaction - INFO - Epoch [106][1700/1879] lr: 3.970e-02, eta: 14:53:44, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.4107, top1_acc: 0.4281, top5_acc: 0.6613, loss_cls: 2.5776, loss: 3.9883, grad_norm: 3.4016 2021-07-20 06:30:52,336 - mmaction - INFO - Epoch [106][1720/1879] lr: 3.968e-02, eta: 14:53:30, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.4227, top1_acc: 0.4359, top5_acc: 0.6805, loss_cls: 2.5640, loss: 3.9866, grad_norm: 3.4261 2021-07-20 06:31:09,227 - mmaction - INFO - Epoch [106][1740/1879] lr: 3.966e-02, eta: 14:53:19, time: 0.838, data_time: 0.003, memory: 6921, loss_aux: 1.3909, top1_acc: 0.4336, top5_acc: 0.6680, loss_cls: 2.5282, loss: 3.9191, grad_norm: 3.3513 2021-07-20 06:31:21,485 - mmaction - INFO - Epoch [106][1760/1879] lr: 3.965e-02, eta: 14:53:06, time: 0.619, data_time: 0.009, memory: 6921, loss_aux: 1.3530, top1_acc: 0.4473, top5_acc: 0.6891, loss_cls: 2.4537, loss: 3.8067, grad_norm: 3.3334 2021-07-20 06:31:36,499 - mmaction - INFO - Epoch [106][1780/1879] lr: 3.963e-02, eta: 14:52:53, time: 0.746, data_time: 0.012, memory: 6921, loss_aux: 1.3482, top1_acc: 0.4383, top5_acc: 0.6941, loss_cls: 2.4252, loss: 3.7734, grad_norm: 3.3451 2021-07-20 06:31:48,672 - mmaction - INFO - Epoch [106][1800/1879] lr: 3.961e-02, eta: 14:52:40, time: 0.614, data_time: 0.008, memory: 6921, loss_aux: 1.3684, top1_acc: 0.4316, top5_acc: 0.6863, loss_cls: 2.4767, loss: 3.8451, grad_norm: 3.3684 2021-07-20 06:32:00,508 - mmaction - INFO - Epoch [106][1820/1879] lr: 3.959e-02, eta: 14:52:27, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.3480, top1_acc: 0.4582, top5_acc: 0.6898, loss_cls: 2.4435, loss: 3.7915, grad_norm: 3.3391 2021-07-20 06:32:12,641 - mmaction - INFO - Epoch [106][1840/1879] lr: 3.958e-02, eta: 14:52:14, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.3850, top1_acc: 0.4293, top5_acc: 0.6824, loss_cls: 2.5131, loss: 3.8981, grad_norm: 3.3130 2021-07-20 06:32:24,561 - mmaction - INFO - Epoch [106][1860/1879] lr: 3.956e-02, eta: 14:52:00, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.3948, top1_acc: 0.4258, top5_acc: 0.6758, loss_cls: 2.5501, loss: 3.9450, grad_norm: 3.3756 2021-07-20 06:32:34,798 - mmaction - INFO - Saving checkpoint at 106 epochs 2021-07-20 06:32:56,286 - mmaction - INFO - Epoch [107][20/1879] lr: 3.952e-02, eta: 14:51:31, time: 0.742, data_time: 0.161, memory: 6921, loss_aux: 1.3518, top1_acc: 0.4492, top5_acc: 0.6941, loss_cls: 2.4435, loss: 3.7953, grad_norm: 3.4492 2021-07-20 06:33:07,835 - mmaction - INFO - Epoch [107][40/1879] lr: 3.951e-02, eta: 14:51:17, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.3671, top1_acc: 0.4461, top5_acc: 0.6836, loss_cls: 2.4744, loss: 3.8415, grad_norm: 3.3793 2021-07-20 06:33:20,062 - mmaction - INFO - Epoch [107][60/1879] lr: 3.949e-02, eta: 14:51:03, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.3654, top1_acc: 0.4492, top5_acc: 0.6953, loss_cls: 2.4454, loss: 3.8109, grad_norm: 3.3807 2021-07-20 06:33:33,563 - mmaction - INFO - Epoch [107][80/1879] lr: 3.947e-02, eta: 14:50:51, time: 0.728, data_time: 0.054, memory: 6921, loss_aux: 1.3787, top1_acc: 0.4379, top5_acc: 0.6781, loss_cls: 2.5044, loss: 3.8831, grad_norm: 3.3264 2021-07-20 06:33:44,886 - mmaction - INFO - Epoch [107][100/1879] lr: 3.945e-02, eta: 14:50:38, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.3783, top1_acc: 0.4355, top5_acc: 0.6891, loss_cls: 2.4935, loss: 3.8718, grad_norm: 3.3839 2021-07-20 06:33:58,523 - mmaction - INFO - Epoch [107][120/1879] lr: 3.943e-02, eta: 14:50:25, time: 0.681, data_time: 0.009, memory: 6921, loss_aux: 1.3558, top1_acc: 0.4508, top5_acc: 0.6898, loss_cls: 2.4526, loss: 3.8084, grad_norm: 3.3707 2021-07-20 06:34:11,349 - mmaction - INFO - Epoch [107][140/1879] lr: 3.942e-02, eta: 14:50:12, time: 0.642, data_time: 0.010, memory: 6921, loss_aux: 1.3907, top1_acc: 0.4289, top5_acc: 0.6672, loss_cls: 2.5218, loss: 3.9125, grad_norm: 3.4838 2021-07-20 06:34:23,467 - mmaction - INFO - Epoch [107][160/1879] lr: 3.940e-02, eta: 14:49:59, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3824, top1_acc: 0.4535, top5_acc: 0.6805, loss_cls: 2.4662, loss: 3.8487, grad_norm: 3.4525 2021-07-20 06:34:35,325 - mmaction - INFO - Epoch [107][180/1879] lr: 3.938e-02, eta: 14:49:45, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.3739, top1_acc: 0.4387, top5_acc: 0.6879, loss_cls: 2.4792, loss: 3.8531, grad_norm: 3.4272 2021-07-20 06:34:47,265 - mmaction - INFO - Epoch [107][200/1879] lr: 3.936e-02, eta: 14:49:32, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.3675, top1_acc: 0.4402, top5_acc: 0.6816, loss_cls: 2.4924, loss: 3.8599, grad_norm: 3.4388 2021-07-20 06:35:02,251 - mmaction - INFO - Epoch [107][220/1879] lr: 3.935e-02, eta: 14:49:20, time: 0.746, data_time: 0.001, memory: 6921, loss_aux: 1.3744, top1_acc: 0.4371, top5_acc: 0.6746, loss_cls: 2.5081, loss: 3.8825, grad_norm: 3.4237 2021-07-20 06:35:14,187 - mmaction - INFO - Epoch [107][240/1879] lr: 3.933e-02, eta: 14:49:06, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 1.3443, top1_acc: 0.4469, top5_acc: 0.6891, loss_cls: 2.4121, loss: 3.7564, grad_norm: 3.3132 2021-07-20 06:35:29,163 - mmaction - INFO - Epoch [107][260/1879] lr: 3.931e-02, eta: 14:48:54, time: 0.748, data_time: 0.002, memory: 6921, loss_aux: 1.3619, top1_acc: 0.4574, top5_acc: 0.6980, loss_cls: 2.4179, loss: 3.7797, grad_norm: 3.3819 2021-07-20 06:35:40,934 - mmaction - INFO - Epoch [107][280/1879] lr: 3.929e-02, eta: 14:48:41, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.3656, top1_acc: 0.4414, top5_acc: 0.6910, loss_cls: 2.4636, loss: 3.8291, grad_norm: 3.4142 2021-07-20 06:35:52,507 - mmaction - INFO - Epoch [107][300/1879] lr: 3.927e-02, eta: 14:48:27, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.3510, top1_acc: 0.4512, top5_acc: 0.6941, loss_cls: 2.4296, loss: 3.7806, grad_norm: 3.4362 2021-07-20 06:36:04,563 - mmaction - INFO - Epoch [107][320/1879] lr: 3.926e-02, eta: 14:48:14, time: 0.603, data_time: 0.014, memory: 6921, loss_aux: 1.3587, top1_acc: 0.4375, top5_acc: 0.6871, loss_cls: 2.4533, loss: 3.8120, grad_norm: 3.3914 2021-07-20 06:36:18,186 - mmaction - INFO - Epoch [107][340/1879] lr: 3.924e-02, eta: 14:48:01, time: 0.682, data_time: 0.004, memory: 6921, loss_aux: 1.3952, top1_acc: 0.4301, top5_acc: 0.6754, loss_cls: 2.5146, loss: 3.9098, grad_norm: 3.4952 2021-07-20 06:36:29,995 - mmaction - INFO - Epoch [107][360/1879] lr: 3.922e-02, eta: 14:47:48, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.3700, top1_acc: 0.4406, top5_acc: 0.6820, loss_cls: 2.4911, loss: 3.8611, grad_norm: 3.4881 2021-07-20 06:36:42,203 - mmaction - INFO - Epoch [107][380/1879] lr: 3.920e-02, eta: 14:47:35, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.3778, top1_acc: 0.4445, top5_acc: 0.6914, loss_cls: 2.4754, loss: 3.8533, grad_norm: 3.4861 2021-07-20 06:36:54,361 - mmaction - INFO - Epoch [107][400/1879] lr: 3.919e-02, eta: 14:47:21, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.3782, top1_acc: 0.4406, top5_acc: 0.6777, loss_cls: 2.4726, loss: 3.8508, grad_norm: 3.3848 2021-07-20 06:37:10,603 - mmaction - INFO - Epoch [107][420/1879] lr: 3.917e-02, eta: 14:47:10, time: 0.812, data_time: 0.004, memory: 6921, loss_aux: 1.3833, top1_acc: 0.4344, top5_acc: 0.6762, loss_cls: 2.5066, loss: 3.8899, grad_norm: 3.3379 2021-07-20 06:37:28,756 - mmaction - INFO - Epoch [107][440/1879] lr: 3.915e-02, eta: 14:46:59, time: 0.907, data_time: 0.008, memory: 6921, loss_aux: 1.3839, top1_acc: 0.4242, top5_acc: 0.6832, loss_cls: 2.4894, loss: 3.8733, grad_norm: 3.4317 2021-07-20 06:37:46,076 - mmaction - INFO - Epoch [107][460/1879] lr: 3.913e-02, eta: 14:46:48, time: 0.862, data_time: 0.006, memory: 6921, loss_aux: 1.3521, top1_acc: 0.4668, top5_acc: 0.6863, loss_cls: 2.4182, loss: 3.7702, grad_norm: 3.3948 2021-07-20 06:37:57,773 - mmaction - INFO - Epoch [107][480/1879] lr: 3.912e-02, eta: 14:46:35, time: 0.590, data_time: 0.010, memory: 6921, loss_aux: 1.3737, top1_acc: 0.4422, top5_acc: 0.6875, loss_cls: 2.4914, loss: 3.8650, grad_norm: 3.4051 2021-07-20 06:38:09,268 - mmaction - INFO - Epoch [107][500/1879] lr: 3.910e-02, eta: 14:46:21, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.3682, top1_acc: 0.4461, top5_acc: 0.6836, loss_cls: 2.4645, loss: 3.8327, grad_norm: 3.3558 2021-07-20 06:38:21,006 - mmaction - INFO - Epoch [107][520/1879] lr: 3.908e-02, eta: 14:46:08, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.3953, top1_acc: 0.4430, top5_acc: 0.6785, loss_cls: 2.5059, loss: 3.9012, grad_norm: 3.3833 2021-07-20 06:38:32,789 - mmaction - INFO - Epoch [107][540/1879] lr: 3.906e-02, eta: 14:45:54, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.3851, top1_acc: 0.4496, top5_acc: 0.6785, loss_cls: 2.4877, loss: 3.8728, grad_norm: 3.4549 2021-07-20 06:38:44,779 - mmaction - INFO - Epoch [107][560/1879] lr: 3.904e-02, eta: 14:45:41, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.4049, top1_acc: 0.4270, top5_acc: 0.6770, loss_cls: 2.5611, loss: 3.9660, grad_norm: 3.4973 2021-07-20 06:38:56,681 - mmaction - INFO - Epoch [107][580/1879] lr: 3.903e-02, eta: 14:45:27, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.3664, top1_acc: 0.4566, top5_acc: 0.6797, loss_cls: 2.4710, loss: 3.8374, grad_norm: 3.3794 2021-07-20 06:39:14,002 - mmaction - INFO - Epoch [107][600/1879] lr: 3.901e-02, eta: 14:45:16, time: 0.867, data_time: 0.003, memory: 6921, loss_aux: 1.3426, top1_acc: 0.4562, top5_acc: 0.6875, loss_cls: 2.4254, loss: 3.7680, grad_norm: 3.4070 2021-07-20 06:39:26,707 - mmaction - INFO - Epoch [107][620/1879] lr: 3.899e-02, eta: 14:45:03, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.3567, top1_acc: 0.4473, top5_acc: 0.6875, loss_cls: 2.4580, loss: 3.8148, grad_norm: 3.3626 2021-07-20 06:39:39,920 - mmaction - INFO - Epoch [107][640/1879] lr: 3.897e-02, eta: 14:44:50, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.3395, top1_acc: 0.4430, top5_acc: 0.6801, loss_cls: 2.4654, loss: 3.8049, grad_norm: 3.3937 2021-07-20 06:39:52,505 - mmaction - INFO - Epoch [107][660/1879] lr: 3.896e-02, eta: 14:44:37, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.3545, top1_acc: 0.4512, top5_acc: 0.6762, loss_cls: 2.4537, loss: 3.8082, grad_norm: 3.4129 2021-07-20 06:40:11,876 - mmaction - INFO - Epoch [107][680/1879] lr: 3.894e-02, eta: 14:44:27, time: 0.969, data_time: 0.003, memory: 6921, loss_aux: 1.3306, top1_acc: 0.4562, top5_acc: 0.7047, loss_cls: 2.3920, loss: 3.7226, grad_norm: 3.4249 2021-07-20 06:40:23,666 - mmaction - INFO - Epoch [107][700/1879] lr: 3.892e-02, eta: 14:44:14, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3776, top1_acc: 0.4363, top5_acc: 0.6828, loss_cls: 2.5050, loss: 3.8827, grad_norm: 3.3824 2021-07-20 06:40:35,729 - mmaction - INFO - Epoch [107][720/1879] lr: 3.890e-02, eta: 14:44:00, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.3451, top1_acc: 0.4520, top5_acc: 0.7023, loss_cls: 2.4245, loss: 3.7696, grad_norm: 3.3927 2021-07-20 06:40:46,985 - mmaction - INFO - Epoch [107][740/1879] lr: 3.889e-02, eta: 14:43:47, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.3795, top1_acc: 0.4449, top5_acc: 0.6945, loss_cls: 2.4868, loss: 3.8663, grad_norm: 3.4038 2021-07-20 06:40:59,325 - mmaction - INFO - Epoch [107][760/1879] lr: 3.887e-02, eta: 14:43:33, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.3671, top1_acc: 0.4520, top5_acc: 0.6770, loss_cls: 2.4872, loss: 3.8543, grad_norm: 3.3487 2021-07-20 06:41:11,697 - mmaction - INFO - Epoch [107][780/1879] lr: 3.885e-02, eta: 14:43:20, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.3673, top1_acc: 0.4414, top5_acc: 0.6844, loss_cls: 2.4657, loss: 3.8330, grad_norm: 3.4196 2021-07-20 06:41:23,140 - mmaction - INFO - Epoch [107][800/1879] lr: 3.883e-02, eta: 14:43:07, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3587, top1_acc: 0.4469, top5_acc: 0.6855, loss_cls: 2.4718, loss: 3.8305, grad_norm: 3.3683 2021-07-20 06:41:34,928 - mmaction - INFO - Epoch [107][820/1879] lr: 3.882e-02, eta: 14:42:53, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.3745, top1_acc: 0.4430, top5_acc: 0.6883, loss_cls: 2.4743, loss: 3.8488, grad_norm: 3.3565 2021-07-20 06:41:47,172 - mmaction - INFO - Epoch [107][840/1879] lr: 3.880e-02, eta: 14:42:40, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.3238, top1_acc: 0.4613, top5_acc: 0.6879, loss_cls: 2.4320, loss: 3.7558, grad_norm: 3.3806 2021-07-20 06:41:58,712 - mmaction - INFO - Epoch [107][860/1879] lr: 3.878e-02, eta: 14:42:27, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3470, top1_acc: 0.4516, top5_acc: 0.6902, loss_cls: 2.4199, loss: 3.7670, grad_norm: 3.4479 2021-07-20 06:42:10,659 - mmaction - INFO - Epoch [107][880/1879] lr: 3.876e-02, eta: 14:42:13, time: 0.597, data_time: 0.001, memory: 6921, loss_aux: 1.3720, top1_acc: 0.4430, top5_acc: 0.6820, loss_cls: 2.4850, loss: 3.8570, grad_norm: 3.4132 2021-07-20 06:42:22,211 - mmaction - INFO - Epoch [107][900/1879] lr: 3.874e-02, eta: 14:42:00, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.3771, top1_acc: 0.4395, top5_acc: 0.6750, loss_cls: 2.5084, loss: 3.8854, grad_norm: 3.4769 2021-07-20 06:42:34,957 - mmaction - INFO - Epoch [107][920/1879] lr: 3.873e-02, eta: 14:41:47, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.3639, top1_acc: 0.4410, top5_acc: 0.6805, loss_cls: 2.4716, loss: 3.8355, grad_norm: 3.3962 2021-07-20 06:42:47,445 - mmaction - INFO - Epoch [107][940/1879] lr: 3.871e-02, eta: 14:41:34, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.4014, top1_acc: 0.4301, top5_acc: 0.6680, loss_cls: 2.5665, loss: 3.9679, grad_norm: 3.4649 2021-07-20 06:42:59,693 - mmaction - INFO - Epoch [107][960/1879] lr: 3.869e-02, eta: 14:41:20, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.3484, top1_acc: 0.4410, top5_acc: 0.6816, loss_cls: 2.4567, loss: 3.8051, grad_norm: 3.4172 2021-07-20 06:43:12,236 - mmaction - INFO - Epoch [107][980/1879] lr: 3.867e-02, eta: 14:41:07, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.3782, top1_acc: 0.4445, top5_acc: 0.6816, loss_cls: 2.4909, loss: 3.8692, grad_norm: 3.3769 2021-07-20 06:43:30,697 - mmaction - INFO - Epoch [107][1000/1879] lr: 3.866e-02, eta: 14:40:57, time: 0.920, data_time: 0.002, memory: 6921, loss_aux: 1.4020, top1_acc: 0.4352, top5_acc: 0.6711, loss_cls: 2.5537, loss: 3.9557, grad_norm: 3.4135 2021-07-20 06:43:42,072 - mmaction - INFO - Epoch [107][1020/1879] lr: 3.864e-02, eta: 14:40:43, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.3704, top1_acc: 0.4367, top5_acc: 0.6801, loss_cls: 2.4768, loss: 3.8473, grad_norm: 3.3840 2021-07-20 06:43:54,612 - mmaction - INFO - Epoch [107][1040/1879] lr: 3.862e-02, eta: 14:40:30, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.3961, top1_acc: 0.4316, top5_acc: 0.6723, loss_cls: 2.5387, loss: 3.9348, grad_norm: 3.5090 2021-07-20 06:44:06,210 - mmaction - INFO - Epoch [107][1060/1879] lr: 3.860e-02, eta: 14:40:16, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.3828, top1_acc: 0.4379, top5_acc: 0.6750, loss_cls: 2.5139, loss: 3.8967, grad_norm: 3.4031 2021-07-20 06:44:18,327 - mmaction - INFO - Epoch [107][1080/1879] lr: 3.859e-02, eta: 14:40:03, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.4058, top1_acc: 0.4293, top5_acc: 0.6734, loss_cls: 2.5598, loss: 3.9656, grad_norm: 3.4491 2021-07-20 06:44:30,472 - mmaction - INFO - Epoch [107][1100/1879] lr: 3.857e-02, eta: 14:39:50, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.3977, top1_acc: 0.4336, top5_acc: 0.6672, loss_cls: 2.5503, loss: 3.9480, grad_norm: 3.4073 2021-07-20 06:44:42,500 - mmaction - INFO - Epoch [107][1120/1879] lr: 3.855e-02, eta: 14:39:36, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.3857, top1_acc: 0.4414, top5_acc: 0.6930, loss_cls: 2.5042, loss: 3.8898, grad_norm: 3.4665 2021-07-20 06:44:56,266 - mmaction - INFO - Epoch [107][1140/1879] lr: 3.853e-02, eta: 14:39:24, time: 0.687, data_time: 0.002, memory: 6921, loss_aux: 1.3994, top1_acc: 0.4383, top5_acc: 0.6844, loss_cls: 2.4955, loss: 3.8949, grad_norm: 3.5072 2021-07-20 06:45:10,812 - mmaction - INFO - Epoch [107][1160/1879] lr: 3.852e-02, eta: 14:39:11, time: 0.709, data_time: 0.004, memory: 6921, loss_aux: 1.3786, top1_acc: 0.4336, top5_acc: 0.6832, loss_cls: 2.5241, loss: 3.9026, grad_norm: 3.5294 2021-07-20 06:45:23,957 - mmaction - INFO - Epoch [107][1180/1879] lr: 3.850e-02, eta: 14:38:59, time: 0.677, data_time: 0.023, memory: 6921, loss_aux: 1.3646, top1_acc: 0.4465, top5_acc: 0.6902, loss_cls: 2.4626, loss: 3.8272, grad_norm: 3.3769 2021-07-20 06:45:35,419 - mmaction - INFO - Epoch [107][1200/1879] lr: 3.848e-02, eta: 14:38:45, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.3707, top1_acc: 0.4426, top5_acc: 0.6863, loss_cls: 2.5007, loss: 3.8714, grad_norm: 3.3441 2021-07-20 06:45:49,043 - mmaction - INFO - Epoch [107][1220/1879] lr: 3.846e-02, eta: 14:38:32, time: 0.678, data_time: 0.004, memory: 6921, loss_aux: 1.3785, top1_acc: 0.4266, top5_acc: 0.6797, loss_cls: 2.5159, loss: 3.8944, grad_norm: 3.4157 2021-07-20 06:46:02,724 - mmaction - INFO - Epoch [107][1240/1879] lr: 3.845e-02, eta: 14:38:20, time: 0.686, data_time: 0.008, memory: 6921, loss_aux: 1.3569, top1_acc: 0.4383, top5_acc: 0.7035, loss_cls: 2.4264, loss: 3.7833, grad_norm: 3.4557 2021-07-20 06:46:15,895 - mmaction - INFO - Epoch [107][1260/1879] lr: 3.843e-02, eta: 14:38:07, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.3602, top1_acc: 0.4469, top5_acc: 0.6871, loss_cls: 2.4567, loss: 3.8170, grad_norm: 3.4434 2021-07-20 06:46:30,123 - mmaction - INFO - Epoch [107][1280/1879] lr: 3.841e-02, eta: 14:37:55, time: 0.714, data_time: 0.004, memory: 6921, loss_aux: 1.3760, top1_acc: 0.4437, top5_acc: 0.6859, loss_cls: 2.4645, loss: 3.8404, grad_norm: 3.4772 2021-07-20 06:46:45,771 - mmaction - INFO - Epoch [107][1300/1879] lr: 3.839e-02, eta: 14:37:43, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.3747, top1_acc: 0.4469, top5_acc: 0.6863, loss_cls: 2.4719, loss: 3.8465, grad_norm: 3.4193 2021-07-20 06:47:07,702 - mmaction - INFO - Epoch [107][1320/1879] lr: 3.838e-02, eta: 14:37:33, time: 1.094, data_time: 0.003, memory: 6921, loss_aux: 1.3985, top1_acc: 0.4309, top5_acc: 0.6891, loss_cls: 2.5301, loss: 3.9285, grad_norm: 3.5296 2021-07-20 06:47:27,713 - mmaction - INFO - Epoch [107][1340/1879] lr: 3.836e-02, eta: 14:37:23, time: 1.004, data_time: 0.005, memory: 6921, loss_aux: 1.3873, top1_acc: 0.4445, top5_acc: 0.6719, loss_cls: 2.5231, loss: 3.9105, grad_norm: 3.3684 2021-07-20 06:47:40,029 - mmaction - INFO - Epoch [107][1360/1879] lr: 3.834e-02, eta: 14:37:10, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.3546, top1_acc: 0.4426, top5_acc: 0.6898, loss_cls: 2.4614, loss: 3.8160, grad_norm: 3.4460 2021-07-20 06:47:55,427 - mmaction - INFO - Epoch [107][1380/1879] lr: 3.832e-02, eta: 14:36:58, time: 0.771, data_time: 0.003, memory: 6921, loss_aux: 1.4044, top1_acc: 0.4465, top5_acc: 0.6766, loss_cls: 2.5290, loss: 3.9333, grad_norm: 3.5083 2021-07-20 06:48:08,672 - mmaction - INFO - Epoch [107][1400/1879] lr: 3.831e-02, eta: 14:36:45, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.3826, top1_acc: 0.4383, top5_acc: 0.6836, loss_cls: 2.4955, loss: 3.8781, grad_norm: 3.4432 2021-07-20 06:48:20,894 - mmaction - INFO - Epoch [107][1420/1879] lr: 3.829e-02, eta: 14:36:32, time: 0.631, data_time: 0.036, memory: 6921, loss_aux: 1.3681, top1_acc: 0.4445, top5_acc: 0.6902, loss_cls: 2.4831, loss: 3.8512, grad_norm: 3.4150 2021-07-20 06:48:41,890 - mmaction - INFO - Epoch [107][1440/1879] lr: 3.827e-02, eta: 14:36:22, time: 1.049, data_time: 0.002, memory: 6921, loss_aux: 1.3663, top1_acc: 0.4488, top5_acc: 0.6867, loss_cls: 2.4669, loss: 3.8331, grad_norm: 3.3542 2021-07-20 06:48:56,144 - mmaction - INFO - Epoch [107][1460/1879] lr: 3.825e-02, eta: 14:36:10, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.3538, top1_acc: 0.4527, top5_acc: 0.6848, loss_cls: 2.4463, loss: 3.8001, grad_norm: 3.4053 2021-07-20 06:49:08,250 - mmaction - INFO - Epoch [107][1480/1879] lr: 3.824e-02, eta: 14:35:57, time: 0.608, data_time: 0.007, memory: 6921, loss_aux: 1.3840, top1_acc: 0.4457, top5_acc: 0.6852, loss_cls: 2.5041, loss: 3.8881, grad_norm: 3.3762 2021-07-20 06:49:28,037 - mmaction - INFO - Epoch [107][1500/1879] lr: 3.822e-02, eta: 14:35:47, time: 0.990, data_time: 0.053, memory: 6921, loss_aux: 1.3861, top1_acc: 0.4348, top5_acc: 0.6832, loss_cls: 2.5122, loss: 3.8983, grad_norm: 3.4501 2021-07-20 06:49:45,637 - mmaction - INFO - Epoch [107][1520/1879] lr: 3.820e-02, eta: 14:35:36, time: 0.877, data_time: 0.003, memory: 6921, loss_aux: 1.4019, top1_acc: 0.4383, top5_acc: 0.6727, loss_cls: 2.5289, loss: 3.9309, grad_norm: 3.4111 2021-07-20 06:49:58,330 - mmaction - INFO - Epoch [107][1540/1879] lr: 3.818e-02, eta: 14:35:22, time: 0.637, data_time: 0.005, memory: 6921, loss_aux: 1.3882, top1_acc: 0.4465, top5_acc: 0.6773, loss_cls: 2.5124, loss: 3.9006, grad_norm: 3.3654 2021-07-20 06:50:10,277 - mmaction - INFO - Epoch [107][1560/1879] lr: 3.817e-02, eta: 14:35:09, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.3654, top1_acc: 0.4387, top5_acc: 0.6855, loss_cls: 2.4681, loss: 3.8336, grad_norm: 3.3916 2021-07-20 06:50:23,325 - mmaction - INFO - Epoch [107][1580/1879] lr: 3.815e-02, eta: 14:34:56, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.3538, top1_acc: 0.4582, top5_acc: 0.6891, loss_cls: 2.4572, loss: 3.8110, grad_norm: 3.4040 2021-07-20 06:50:45,809 - mmaction - INFO - Epoch [107][1600/1879] lr: 3.813e-02, eta: 14:34:47, time: 1.123, data_time: 0.002, memory: 6921, loss_aux: 1.3927, top1_acc: 0.4441, top5_acc: 0.6891, loss_cls: 2.4830, loss: 3.8758, grad_norm: 3.4017 2021-07-20 06:51:00,192 - mmaction - INFO - Epoch [107][1620/1879] lr: 3.811e-02, eta: 14:34:35, time: 0.716, data_time: 0.004, memory: 6921, loss_aux: 1.4047, top1_acc: 0.4387, top5_acc: 0.6719, loss_cls: 2.5292, loss: 3.9339, grad_norm: 3.4244 2021-07-20 06:51:11,829 - mmaction - INFO - Epoch [107][1640/1879] lr: 3.810e-02, eta: 14:34:21, time: 0.587, data_time: 0.008, memory: 6921, loss_aux: 1.3695, top1_acc: 0.4355, top5_acc: 0.6906, loss_cls: 2.4886, loss: 3.8581, grad_norm: 3.4299 2021-07-20 06:51:24,882 - mmaction - INFO - Epoch [107][1660/1879] lr: 3.808e-02, eta: 14:34:08, time: 0.652, data_time: 0.001, memory: 6921, loss_aux: 1.3804, top1_acc: 0.4426, top5_acc: 0.6816, loss_cls: 2.4936, loss: 3.8740, grad_norm: 3.4092 2021-07-20 06:51:37,340 - mmaction - INFO - Epoch [107][1680/1879] lr: 3.806e-02, eta: 14:33:55, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.4018, top1_acc: 0.4246, top5_acc: 0.6797, loss_cls: 2.5250, loss: 3.9268, grad_norm: 3.4667 2021-07-20 06:51:55,797 - mmaction - INFO - Epoch [107][1700/1879] lr: 3.804e-02, eta: 14:33:45, time: 0.923, data_time: 0.003, memory: 6921, loss_aux: 1.3756, top1_acc: 0.4398, top5_acc: 0.6871, loss_cls: 2.4884, loss: 3.8640, grad_norm: 3.4829 2021-07-20 06:52:10,026 - mmaction - INFO - Epoch [107][1720/1879] lr: 3.803e-02, eta: 14:33:32, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.3684, top1_acc: 0.4473, top5_acc: 0.6797, loss_cls: 2.4726, loss: 3.8410, grad_norm: 3.3568 2021-07-20 06:52:23,063 - mmaction - INFO - Epoch [107][1740/1879] lr: 3.801e-02, eta: 14:33:19, time: 0.648, data_time: 0.002, memory: 6921, loss_aux: 1.3863, top1_acc: 0.4434, top5_acc: 0.6941, loss_cls: 2.4977, loss: 3.8839, grad_norm: 3.4431 2021-07-20 06:52:37,700 - mmaction - INFO - Epoch [107][1760/1879] lr: 3.799e-02, eta: 14:33:07, time: 0.733, data_time: 0.006, memory: 6921, loss_aux: 1.4038, top1_acc: 0.4285, top5_acc: 0.6820, loss_cls: 2.5365, loss: 3.9403, grad_norm: 3.4425 2021-07-20 06:52:48,931 - mmaction - INFO - Epoch [107][1780/1879] lr: 3.797e-02, eta: 14:32:53, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.3491, top1_acc: 0.4523, top5_acc: 0.6887, loss_cls: 2.4206, loss: 3.7697, grad_norm: 3.2894 2021-07-20 06:53:10,025 - mmaction - INFO - Epoch [107][1800/1879] lr: 3.796e-02, eta: 14:32:44, time: 1.055, data_time: 0.004, memory: 6921, loss_aux: 1.3721, top1_acc: 0.4363, top5_acc: 0.6840, loss_cls: 2.4850, loss: 3.8571, grad_norm: 3.4267 2021-07-20 06:53:24,036 - mmaction - INFO - Epoch [107][1820/1879] lr: 3.794e-02, eta: 14:32:31, time: 0.696, data_time: 0.005, memory: 6921, loss_aux: 1.3810, top1_acc: 0.4375, top5_acc: 0.6836, loss_cls: 2.4941, loss: 3.8751, grad_norm: 3.4623 2021-07-20 06:53:35,509 - mmaction - INFO - Epoch [107][1840/1879] lr: 3.792e-02, eta: 14:32:18, time: 0.577, data_time: 0.011, memory: 6921, loss_aux: 1.3444, top1_acc: 0.4605, top5_acc: 0.6902, loss_cls: 2.4324, loss: 3.7768, grad_norm: 3.3358 2021-07-20 06:53:47,305 - mmaction - INFO - Epoch [107][1860/1879] lr: 3.790e-02, eta: 14:32:04, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.3712, top1_acc: 0.4375, top5_acc: 0.6891, loss_cls: 2.4974, loss: 3.8686, grad_norm: 3.4560 2021-07-20 06:53:57,793 - mmaction - INFO - Saving checkpoint at 107 epochs 2021-07-20 06:54:22,793 - mmaction - INFO - Epoch [108][20/1879] lr: 3.787e-02, eta: 14:31:35, time: 0.796, data_time: 0.176, memory: 6921, loss_aux: 1.3649, top1_acc: 0.4500, top5_acc: 0.6832, loss_cls: 2.4596, loss: 3.8245, grad_norm: 3.4174 2021-07-20 06:54:39,495 - mmaction - INFO - Epoch [108][40/1879] lr: 3.785e-02, eta: 14:31:24, time: 0.836, data_time: 0.006, memory: 6921, loss_aux: 1.3445, top1_acc: 0.4547, top5_acc: 0.6941, loss_cls: 2.4274, loss: 3.7719, grad_norm: 3.4087 2021-07-20 06:54:50,841 - mmaction - INFO - Epoch [108][60/1879] lr: 3.783e-02, eta: 14:31:10, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.3292, top1_acc: 0.4668, top5_acc: 0.6945, loss_cls: 2.3831, loss: 3.7124, grad_norm: 3.4760 2021-07-20 06:55:10,104 - mmaction - INFO - Epoch [108][80/1879] lr: 3.782e-02, eta: 14:31:00, time: 0.957, data_time: 0.008, memory: 6921, loss_aux: 1.3507, top1_acc: 0.4484, top5_acc: 0.6871, loss_cls: 2.4250, loss: 3.7758, grad_norm: 3.4078 2021-07-20 06:55:21,320 - mmaction - INFO - Epoch [108][100/1879] lr: 3.780e-02, eta: 14:30:46, time: 0.567, data_time: 0.014, memory: 6921, loss_aux: 1.3344, top1_acc: 0.4699, top5_acc: 0.6887, loss_cls: 2.4053, loss: 3.7398, grad_norm: 3.3815 2021-07-20 06:55:35,672 - mmaction - INFO - Epoch [108][120/1879] lr: 3.778e-02, eta: 14:30:34, time: 0.718, data_time: 0.002, memory: 6921, loss_aux: 1.3753, top1_acc: 0.4348, top5_acc: 0.6840, loss_cls: 2.4994, loss: 3.8747, grad_norm: 3.5321 2021-07-20 06:55:47,525 - mmaction - INFO - Epoch [108][140/1879] lr: 3.776e-02, eta: 14:30:20, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.3427, top1_acc: 0.4504, top5_acc: 0.6961, loss_cls: 2.4354, loss: 3.7780, grad_norm: 3.4805 2021-07-20 06:56:02,135 - mmaction - INFO - Epoch [108][160/1879] lr: 3.775e-02, eta: 14:30:08, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.4001, top1_acc: 0.4383, top5_acc: 0.6742, loss_cls: 2.5357, loss: 3.9358, grad_norm: 3.4857 2021-07-20 06:56:13,645 - mmaction - INFO - Epoch [108][180/1879] lr: 3.773e-02, eta: 14:29:54, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.3776, top1_acc: 0.4484, top5_acc: 0.6797, loss_cls: 2.4944, loss: 3.8720, grad_norm: 3.4136 2021-07-20 06:56:25,487 - mmaction - INFO - Epoch [108][200/1879] lr: 3.771e-02, eta: 14:29:41, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.3427, top1_acc: 0.4527, top5_acc: 0.6965, loss_cls: 2.4476, loss: 3.7903, grad_norm: 3.4455 2021-07-20 06:56:39,479 - mmaction - INFO - Epoch [108][220/1879] lr: 3.769e-02, eta: 14:29:29, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.3900, top1_acc: 0.4324, top5_acc: 0.6801, loss_cls: 2.5084, loss: 3.8984, grad_norm: 3.5138 2021-07-20 06:56:54,949 - mmaction - INFO - Epoch [108][240/1879] lr: 3.768e-02, eta: 14:29:17, time: 0.773, data_time: 0.002, memory: 6921, loss_aux: 1.3513, top1_acc: 0.4551, top5_acc: 0.6852, loss_cls: 2.4688, loss: 3.8201, grad_norm: 3.4366 2021-07-20 06:57:07,064 - mmaction - INFO - Epoch [108][260/1879] lr: 3.766e-02, eta: 14:29:03, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.3493, top1_acc: 0.4441, top5_acc: 0.6941, loss_cls: 2.4245, loss: 3.7737, grad_norm: 3.4107 2021-07-20 06:57:18,521 - mmaction - INFO - Epoch [108][280/1879] lr: 3.764e-02, eta: 14:28:50, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.3640, top1_acc: 0.4434, top5_acc: 0.6945, loss_cls: 2.4582, loss: 3.8222, grad_norm: 3.4867 2021-07-20 06:57:33,857 - mmaction - INFO - Epoch [108][300/1879] lr: 3.762e-02, eta: 14:28:38, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.3626, top1_acc: 0.4484, top5_acc: 0.6867, loss_cls: 2.4655, loss: 3.8282, grad_norm: 3.4642 2021-07-20 06:57:45,379 - mmaction - INFO - Epoch [108][320/1879] lr: 3.761e-02, eta: 14:28:24, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3569, top1_acc: 0.4535, top5_acc: 0.6871, loss_cls: 2.4367, loss: 3.7936, grad_norm: 3.5496 2021-07-20 06:57:56,949 - mmaction - INFO - Epoch [108][340/1879] lr: 3.759e-02, eta: 14:28:11, time: 0.582, data_time: 0.007, memory: 6921, loss_aux: 1.3723, top1_acc: 0.4406, top5_acc: 0.6855, loss_cls: 2.4685, loss: 3.8408, grad_norm: 3.4653 2021-07-20 06:58:08,906 - mmaction - INFO - Epoch [108][360/1879] lr: 3.757e-02, eta: 14:27:57, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.3772, top1_acc: 0.4449, top5_acc: 0.6785, loss_cls: 2.5043, loss: 3.8815, grad_norm: 3.4188 2021-07-20 06:58:21,518 - mmaction - INFO - Epoch [108][380/1879] lr: 3.755e-02, eta: 14:27:44, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.3650, top1_acc: 0.4512, top5_acc: 0.6852, loss_cls: 2.4471, loss: 3.8121, grad_norm: 3.4728 2021-07-20 06:58:33,852 - mmaction - INFO - Epoch [108][400/1879] lr: 3.754e-02, eta: 14:27:31, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.3452, top1_acc: 0.4609, top5_acc: 0.6992, loss_cls: 2.4020, loss: 3.7472, grad_norm: 3.3940 2021-07-20 06:58:45,215 - mmaction - INFO - Epoch [108][420/1879] lr: 3.752e-02, eta: 14:27:18, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.3756, top1_acc: 0.4367, top5_acc: 0.6836, loss_cls: 2.4826, loss: 3.8582, grad_norm: 3.5089 2021-07-20 06:58:58,063 - mmaction - INFO - Epoch [108][440/1879] lr: 3.750e-02, eta: 14:27:05, time: 0.641, data_time: 0.001, memory: 6921, loss_aux: 1.3421, top1_acc: 0.4598, top5_acc: 0.6949, loss_cls: 2.4058, loss: 3.7479, grad_norm: 3.4175 2021-07-20 06:59:13,266 - mmaction - INFO - Epoch [108][460/1879] lr: 3.749e-02, eta: 14:26:53, time: 0.761, data_time: 0.024, memory: 6921, loss_aux: 1.3455, top1_acc: 0.4520, top5_acc: 0.7020, loss_cls: 2.4354, loss: 3.7809, grad_norm: 3.5677 2021-07-20 06:59:25,434 - mmaction - INFO - Epoch [108][480/1879] lr: 3.747e-02, eta: 14:26:39, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.4187, top1_acc: 0.4254, top5_acc: 0.6738, loss_cls: 2.5543, loss: 3.9730, grad_norm: 3.5441 2021-07-20 06:59:49,158 - mmaction - INFO - Epoch [108][500/1879] lr: 3.745e-02, eta: 14:26:31, time: 1.185, data_time: 0.003, memory: 6921, loss_aux: 1.3745, top1_acc: 0.4449, top5_acc: 0.6895, loss_cls: 2.4944, loss: 3.8689, grad_norm: 3.4638 2021-07-20 07:00:01,631 - mmaction - INFO - Epoch [108][520/1879] lr: 3.743e-02, eta: 14:26:17, time: 0.626, data_time: 0.004, memory: 6921, loss_aux: 1.3762, top1_acc: 0.4539, top5_acc: 0.6937, loss_cls: 2.4640, loss: 3.8402, grad_norm: 3.4301 2021-07-20 07:00:13,305 - mmaction - INFO - Epoch [108][540/1879] lr: 3.742e-02, eta: 14:26:04, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.3722, top1_acc: 0.4332, top5_acc: 0.6875, loss_cls: 2.4798, loss: 3.8520, grad_norm: 3.4436 2021-07-20 07:00:32,984 - mmaction - INFO - Epoch [108][560/1879] lr: 3.740e-02, eta: 14:25:54, time: 0.984, data_time: 0.003, memory: 6921, loss_aux: 1.3571, top1_acc: 0.4270, top5_acc: 0.6875, loss_cls: 2.4762, loss: 3.8332, grad_norm: 3.4997 2021-07-20 07:00:44,460 - mmaction - INFO - Epoch [108][580/1879] lr: 3.738e-02, eta: 14:25:40, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.3711, top1_acc: 0.4508, top5_acc: 0.6824, loss_cls: 2.4856, loss: 3.8567, grad_norm: 3.3992 2021-07-20 07:00:57,463 - mmaction - INFO - Epoch [108][600/1879] lr: 3.736e-02, eta: 14:25:27, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.3449, top1_acc: 0.4570, top5_acc: 0.6961, loss_cls: 2.4144, loss: 3.7593, grad_norm: 3.4680 2021-07-20 07:01:11,232 - mmaction - INFO - Epoch [108][620/1879] lr: 3.735e-02, eta: 14:25:15, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.3554, top1_acc: 0.4418, top5_acc: 0.6797, loss_cls: 2.4617, loss: 3.8171, grad_norm: 3.4836 2021-07-20 07:01:22,687 - mmaction - INFO - Epoch [108][640/1879] lr: 3.733e-02, eta: 14:25:01, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.4019, top1_acc: 0.4313, top5_acc: 0.6711, loss_cls: 2.5400, loss: 3.9419, grad_norm: 3.4801 2021-07-20 07:01:39,745 - mmaction - INFO - Epoch [108][660/1879] lr: 3.731e-02, eta: 14:24:50, time: 0.852, data_time: 0.002, memory: 6921, loss_aux: 1.3752, top1_acc: 0.4500, top5_acc: 0.6895, loss_cls: 2.4521, loss: 3.8273, grad_norm: 3.3894 2021-07-20 07:01:52,558 - mmaction - INFO - Epoch [108][680/1879] lr: 3.729e-02, eta: 14:24:37, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.3459, top1_acc: 0.4543, top5_acc: 0.6879, loss_cls: 2.4306, loss: 3.7765, grad_norm: 3.4235 2021-07-20 07:02:04,051 - mmaction - INFO - Epoch [108][700/1879] lr: 3.728e-02, eta: 14:24:23, time: 0.575, data_time: 0.006, memory: 6921, loss_aux: 1.3593, top1_acc: 0.4441, top5_acc: 0.6770, loss_cls: 2.4573, loss: 3.8166, grad_norm: 3.4405 2021-07-20 07:02:15,389 - mmaction - INFO - Epoch [108][720/1879] lr: 3.726e-02, eta: 14:24:10, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.3637, top1_acc: 0.4465, top5_acc: 0.6969, loss_cls: 2.4429, loss: 3.8066, grad_norm: 3.4712 2021-07-20 07:02:30,859 - mmaction - INFO - Epoch [108][740/1879] lr: 3.724e-02, eta: 14:23:58, time: 0.774, data_time: 0.003, memory: 6921, loss_aux: 1.3715, top1_acc: 0.4500, top5_acc: 0.6773, loss_cls: 2.5018, loss: 3.8733, grad_norm: 3.4869 2021-07-20 07:02:45,772 - mmaction - INFO - Epoch [108][760/1879] lr: 3.722e-02, eta: 14:23:46, time: 0.743, data_time: 0.003, memory: 6921, loss_aux: 1.3613, top1_acc: 0.4445, top5_acc: 0.6824, loss_cls: 2.4691, loss: 3.8304, grad_norm: 3.4201 2021-07-20 07:02:57,248 - mmaction - INFO - Epoch [108][780/1879] lr: 3.721e-02, eta: 14:23:32, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.3848, top1_acc: 0.4391, top5_acc: 0.6855, loss_cls: 2.5158, loss: 3.9006, grad_norm: 3.4910 2021-07-20 07:03:17,727 - mmaction - INFO - Epoch [108][800/1879] lr: 3.719e-02, eta: 14:23:22, time: 1.014, data_time: 0.002, memory: 6921, loss_aux: 1.3655, top1_acc: 0.4383, top5_acc: 0.6840, loss_cls: 2.4859, loss: 3.8513, grad_norm: 3.4574 2021-07-20 07:03:29,174 - mmaction - INFO - Epoch [108][820/1879] lr: 3.717e-02, eta: 14:23:08, time: 0.582, data_time: 0.012, memory: 6921, loss_aux: 1.3588, top1_acc: 0.4609, top5_acc: 0.7020, loss_cls: 2.4355, loss: 3.7943, grad_norm: 3.4731 2021-07-20 07:03:42,204 - mmaction - INFO - Epoch [108][840/1879] lr: 3.716e-02, eta: 14:22:56, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.3599, top1_acc: 0.4445, top5_acc: 0.6844, loss_cls: 2.4594, loss: 3.8193, grad_norm: 3.4245 2021-07-20 07:03:54,265 - mmaction - INFO - Epoch [108][860/1879] lr: 3.714e-02, eta: 14:22:42, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.3636, top1_acc: 0.4496, top5_acc: 0.6859, loss_cls: 2.4484, loss: 3.8120, grad_norm: 3.4629 2021-07-20 07:04:08,432 - mmaction - INFO - Epoch [108][880/1879] lr: 3.712e-02, eta: 14:22:30, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.4020, top1_acc: 0.4188, top5_acc: 0.6609, loss_cls: 2.5610, loss: 3.9630, grad_norm: 3.5201 2021-07-20 07:04:20,075 - mmaction - INFO - Epoch [108][900/1879] lr: 3.710e-02, eta: 14:22:16, time: 0.592, data_time: 0.013, memory: 6921, loss_aux: 1.3649, top1_acc: 0.4445, top5_acc: 0.6883, loss_cls: 2.4758, loss: 3.8407, grad_norm: 3.4272 2021-07-20 07:04:31,263 - mmaction - INFO - Epoch [108][920/1879] lr: 3.709e-02, eta: 14:22:03, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.3641, top1_acc: 0.4547, top5_acc: 0.6844, loss_cls: 2.4588, loss: 3.8228, grad_norm: 3.4666 2021-07-20 07:04:42,768 - mmaction - INFO - Epoch [108][940/1879] lr: 3.707e-02, eta: 14:21:49, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.3977, top1_acc: 0.4359, top5_acc: 0.6809, loss_cls: 2.5298, loss: 3.9275, grad_norm: 3.5138 2021-07-20 07:04:54,896 - mmaction - INFO - Epoch [108][960/1879] lr: 3.705e-02, eta: 14:21:36, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.3503, top1_acc: 0.4500, top5_acc: 0.7066, loss_cls: 2.4132, loss: 3.7635, grad_norm: 3.5373 2021-07-20 07:05:13,449 - mmaction - INFO - Epoch [108][980/1879] lr: 3.703e-02, eta: 14:21:25, time: 0.925, data_time: 0.001, memory: 6921, loss_aux: 1.4116, top1_acc: 0.4328, top5_acc: 0.6633, loss_cls: 2.5855, loss: 3.9971, grad_norm: 3.5431 2021-07-20 07:05:28,225 - mmaction - INFO - Epoch [108][1000/1879] lr: 3.702e-02, eta: 14:21:13, time: 0.740, data_time: 0.005, memory: 6921, loss_aux: 1.3559, top1_acc: 0.4441, top5_acc: 0.6801, loss_cls: 2.4672, loss: 3.8231, grad_norm: 3.4059 2021-07-20 07:05:40,561 - mmaction - INFO - Epoch [108][1020/1879] lr: 3.700e-02, eta: 14:21:00, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.3647, top1_acc: 0.4410, top5_acc: 0.6887, loss_cls: 2.4483, loss: 3.8130, grad_norm: 3.5096 2021-07-20 07:05:56,432 - mmaction - INFO - Epoch [108][1040/1879] lr: 3.698e-02, eta: 14:20:48, time: 0.781, data_time: 0.007, memory: 6921, loss_aux: 1.3643, top1_acc: 0.4379, top5_acc: 0.6934, loss_cls: 2.4723, loss: 3.8367, grad_norm: 3.5176 2021-07-20 07:06:15,229 - mmaction - INFO - Epoch [108][1060/1879] lr: 3.696e-02, eta: 14:20:37, time: 0.953, data_time: 0.017, memory: 6921, loss_aux: 1.3553, top1_acc: 0.4512, top5_acc: 0.6941, loss_cls: 2.4073, loss: 3.7626, grad_norm: 3.5153 2021-07-20 07:06:30,388 - mmaction - INFO - Epoch [108][1080/1879] lr: 3.695e-02, eta: 14:20:25, time: 0.757, data_time: 0.004, memory: 6921, loss_aux: 1.3689, top1_acc: 0.4469, top5_acc: 0.6828, loss_cls: 2.4874, loss: 3.8563, grad_norm: 3.5492 2021-07-20 07:06:41,979 - mmaction - INFO - Epoch [108][1100/1879] lr: 3.693e-02, eta: 14:20:12, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.4025, top1_acc: 0.4367, top5_acc: 0.6691, loss_cls: 2.5314, loss: 3.9339, grad_norm: 3.4980 2021-07-20 07:06:53,179 - mmaction - INFO - Epoch [108][1120/1879] lr: 3.691e-02, eta: 14:19:58, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.3293, top1_acc: 0.4562, top5_acc: 0.6828, loss_cls: 2.4095, loss: 3.7388, grad_norm: 3.4022 2021-07-20 07:07:05,754 - mmaction - INFO - Epoch [108][1140/1879] lr: 3.690e-02, eta: 14:19:45, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.3279, top1_acc: 0.4504, top5_acc: 0.6961, loss_cls: 2.4216, loss: 3.7495, grad_norm: 3.4510 2021-07-20 07:07:17,428 - mmaction - INFO - Epoch [108][1160/1879] lr: 3.688e-02, eta: 14:19:32, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3515, top1_acc: 0.4465, top5_acc: 0.6875, loss_cls: 2.4486, loss: 3.8001, grad_norm: 3.4308 2021-07-20 07:07:31,350 - mmaction - INFO - Epoch [108][1180/1879] lr: 3.686e-02, eta: 14:19:19, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.3954, top1_acc: 0.4305, top5_acc: 0.6738, loss_cls: 2.5524, loss: 3.9478, grad_norm: 3.5059 2021-07-20 07:07:46,695 - mmaction - INFO - Epoch [108][1200/1879] lr: 3.684e-02, eta: 14:19:07, time: 0.766, data_time: 0.003, memory: 6921, loss_aux: 1.3726, top1_acc: 0.4422, top5_acc: 0.6813, loss_cls: 2.4896, loss: 3.8622, grad_norm: 3.4178 2021-07-20 07:07:57,849 - mmaction - INFO - Epoch [108][1220/1879] lr: 3.683e-02, eta: 14:18:53, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.3601, top1_acc: 0.4543, top5_acc: 0.6957, loss_cls: 2.4527, loss: 3.8127, grad_norm: 3.4618 2021-07-20 07:08:09,836 - mmaction - INFO - Epoch [108][1240/1879] lr: 3.681e-02, eta: 14:18:40, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.3874, top1_acc: 0.4313, top5_acc: 0.6773, loss_cls: 2.5341, loss: 3.9215, grad_norm: 3.5284 2021-07-20 07:08:21,266 - mmaction - INFO - Epoch [108][1260/1879] lr: 3.679e-02, eta: 14:18:26, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.3415, top1_acc: 0.4738, top5_acc: 0.6945, loss_cls: 2.4297, loss: 3.7713, grad_norm: 3.3628 2021-07-20 07:08:33,389 - mmaction - INFO - Epoch [108][1280/1879] lr: 3.677e-02, eta: 14:18:13, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3360, top1_acc: 0.4664, top5_acc: 0.6973, loss_cls: 2.3983, loss: 3.7342, grad_norm: 3.4623 2021-07-20 07:08:49,581 - mmaction - INFO - Epoch [108][1300/1879] lr: 3.676e-02, eta: 14:18:01, time: 0.805, data_time: 0.004, memory: 6921, loss_aux: 1.3808, top1_acc: 0.4418, top5_acc: 0.6777, loss_cls: 2.4985, loss: 3.8792, grad_norm: 3.4676 2021-07-20 07:09:00,693 - mmaction - INFO - Epoch [108][1320/1879] lr: 3.674e-02, eta: 14:17:48, time: 0.561, data_time: 0.011, memory: 6921, loss_aux: 1.3590, top1_acc: 0.4445, top5_acc: 0.6801, loss_cls: 2.4481, loss: 3.8071, grad_norm: 3.4606 2021-07-20 07:09:16,993 - mmaction - INFO - Epoch [108][1340/1879] lr: 3.672e-02, eta: 14:17:36, time: 0.813, data_time: 0.002, memory: 6921, loss_aux: 1.3584, top1_acc: 0.4484, top5_acc: 0.6875, loss_cls: 2.4579, loss: 3.8163, grad_norm: 3.4195 2021-07-20 07:09:28,900 - mmaction - INFO - Epoch [108][1360/1879] lr: 3.671e-02, eta: 14:17:23, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.3750, top1_acc: 0.4289, top5_acc: 0.6887, loss_cls: 2.5105, loss: 3.8855, grad_norm: 3.4954 2021-07-20 07:09:40,667 - mmaction - INFO - Epoch [108][1380/1879] lr: 3.669e-02, eta: 14:17:09, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.3418, top1_acc: 0.4527, top5_acc: 0.6883, loss_cls: 2.4451, loss: 3.7869, grad_norm: 3.3586 2021-07-20 07:09:52,016 - mmaction - INFO - Epoch [108][1400/1879] lr: 3.667e-02, eta: 14:16:56, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.3533, top1_acc: 0.4551, top5_acc: 0.6918, loss_cls: 2.4438, loss: 3.7971, grad_norm: 3.4141 2021-07-20 07:10:05,074 - mmaction - INFO - Epoch [108][1420/1879] lr: 3.665e-02, eta: 14:16:43, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.3682, top1_acc: 0.4473, top5_acc: 0.6922, loss_cls: 2.4782, loss: 3.8465, grad_norm: 3.4446 2021-07-20 07:10:17,198 - mmaction - INFO - Epoch [108][1440/1879] lr: 3.664e-02, eta: 14:16:30, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.3695, top1_acc: 0.4422, top5_acc: 0.6988, loss_cls: 2.4462, loss: 3.8157, grad_norm: 3.4843 2021-07-20 07:10:28,998 - mmaction - INFO - Epoch [108][1460/1879] lr: 3.662e-02, eta: 14:16:16, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.3880, top1_acc: 0.4336, top5_acc: 0.6781, loss_cls: 2.5258, loss: 3.9138, grad_norm: 3.4461 2021-07-20 07:10:41,685 - mmaction - INFO - Epoch [108][1480/1879] lr: 3.660e-02, eta: 14:16:03, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.3776, top1_acc: 0.4418, top5_acc: 0.6937, loss_cls: 2.4774, loss: 3.8549, grad_norm: 3.5060 2021-07-20 07:10:53,327 - mmaction - INFO - Epoch [108][1500/1879] lr: 3.658e-02, eta: 14:15:50, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.3344, top1_acc: 0.4527, top5_acc: 0.7023, loss_cls: 2.4221, loss: 3.7564, grad_norm: 3.5120 2021-07-20 07:11:05,112 - mmaction - INFO - Epoch [108][1520/1879] lr: 3.657e-02, eta: 14:15:36, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.3557, top1_acc: 0.4469, top5_acc: 0.6902, loss_cls: 2.4574, loss: 3.8131, grad_norm: 3.4999 2021-07-20 07:11:16,719 - mmaction - INFO - Epoch [108][1540/1879] lr: 3.655e-02, eta: 14:15:23, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.3693, top1_acc: 0.4379, top5_acc: 0.6922, loss_cls: 2.4763, loss: 3.8456, grad_norm: 3.4853 2021-07-20 07:11:29,064 - mmaction - INFO - Epoch [108][1560/1879] lr: 3.653e-02, eta: 14:15:10, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.3440, top1_acc: 0.4508, top5_acc: 0.6957, loss_cls: 2.4293, loss: 3.7733, grad_norm: 3.4026 2021-07-20 07:11:41,013 - mmaction - INFO - Epoch [108][1580/1879] lr: 3.652e-02, eta: 14:14:56, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.4009, top1_acc: 0.4297, top5_acc: 0.6730, loss_cls: 2.5449, loss: 3.9458, grad_norm: 3.5668 2021-07-20 07:11:52,355 - mmaction - INFO - Epoch [108][1600/1879] lr: 3.650e-02, eta: 14:14:43, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.3736, top1_acc: 0.4398, top5_acc: 0.6879, loss_cls: 2.4778, loss: 3.8514, grad_norm: 3.3780 2021-07-20 07:12:04,733 - mmaction - INFO - Epoch [108][1620/1879] lr: 3.648e-02, eta: 14:14:29, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.3343, top1_acc: 0.4477, top5_acc: 0.6969, loss_cls: 2.4161, loss: 3.7504, grad_norm: 3.5567 2021-07-20 07:12:16,117 - mmaction - INFO - Epoch [108][1640/1879] lr: 3.646e-02, eta: 14:14:16, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.3923, top1_acc: 0.4250, top5_acc: 0.6758, loss_cls: 2.5143, loss: 3.9066, grad_norm: 3.5700 2021-07-20 07:12:29,501 - mmaction - INFO - Epoch [108][1660/1879] lr: 3.645e-02, eta: 14:14:03, time: 0.668, data_time: 0.001, memory: 6921, loss_aux: 1.3948, top1_acc: 0.4367, top5_acc: 0.6762, loss_cls: 2.5083, loss: 3.9031, grad_norm: 3.4425 2021-07-20 07:12:43,062 - mmaction - INFO - Epoch [108][1680/1879] lr: 3.643e-02, eta: 14:13:50, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 1.3996, top1_acc: 0.4375, top5_acc: 0.6801, loss_cls: 2.5420, loss: 3.9416, grad_norm: 3.4685 2021-07-20 07:12:54,513 - mmaction - INFO - Epoch [108][1700/1879] lr: 3.641e-02, eta: 14:13:37, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.3391, top1_acc: 0.4504, top5_acc: 0.6949, loss_cls: 2.4158, loss: 3.7549, grad_norm: 3.4191 2021-07-20 07:13:05,778 - mmaction - INFO - Epoch [108][1720/1879] lr: 3.640e-02, eta: 14:13:23, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.3849, top1_acc: 0.4535, top5_acc: 0.6785, loss_cls: 2.5201, loss: 3.9051, grad_norm: 3.4705 2021-07-20 07:13:19,132 - mmaction - INFO - Epoch [108][1740/1879] lr: 3.638e-02, eta: 14:13:10, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.3490, top1_acc: 0.4527, top5_acc: 0.6953, loss_cls: 2.4639, loss: 3.8129, grad_norm: 3.4740 2021-07-20 07:13:30,846 - mmaction - INFO - Epoch [108][1760/1879] lr: 3.636e-02, eta: 14:12:57, time: 0.591, data_time: 0.008, memory: 6921, loss_aux: 1.4090, top1_acc: 0.4387, top5_acc: 0.6711, loss_cls: 2.5443, loss: 3.9533, grad_norm: 3.4415 2021-07-20 07:13:47,955 - mmaction - INFO - Epoch [108][1780/1879] lr: 3.634e-02, eta: 14:12:46, time: 0.855, data_time: 0.002, memory: 6921, loss_aux: 1.3688, top1_acc: 0.4422, top5_acc: 0.6844, loss_cls: 2.4761, loss: 3.8450, grad_norm: 3.4121 2021-07-20 07:13:59,971 - mmaction - INFO - Epoch [108][1800/1879] lr: 3.633e-02, eta: 14:12:32, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.3767, top1_acc: 0.4398, top5_acc: 0.6875, loss_cls: 2.4745, loss: 3.8512, grad_norm: 3.5863 2021-07-20 07:14:11,517 - mmaction - INFO - Epoch [108][1820/1879] lr: 3.631e-02, eta: 14:12:19, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.3605, top1_acc: 0.4465, top5_acc: 0.6813, loss_cls: 2.4742, loss: 3.8347, grad_norm: 3.4636 2021-07-20 07:14:23,116 - mmaction - INFO - Epoch [108][1840/1879] lr: 3.629e-02, eta: 14:12:05, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.3968, top1_acc: 0.4402, top5_acc: 0.6715, loss_cls: 2.5260, loss: 3.9228, grad_norm: 3.4686 2021-07-20 07:14:37,736 - mmaction - INFO - Epoch [108][1860/1879] lr: 3.627e-02, eta: 14:11:53, time: 0.730, data_time: 0.005, memory: 6921, loss_aux: 1.3590, top1_acc: 0.4441, top5_acc: 0.6898, loss_cls: 2.4553, loss: 3.8144, grad_norm: 3.4549 2021-07-20 07:14:49,069 - mmaction - INFO - Saving checkpoint at 108 epochs 2021-07-20 07:15:11,470 - mmaction - INFO - Epoch [109][20/1879] lr: 3.624e-02, eta: 14:11:26, time: 1.027, data_time: 0.260, memory: 6921, loss_aux: 1.3363, top1_acc: 0.4477, top5_acc: 0.6953, loss_cls: 2.4314, loss: 3.7677, grad_norm: 3.4708 2021-07-20 07:15:22,628 - mmaction - INFO - Epoch [109][40/1879] lr: 3.622e-02, eta: 14:11:12, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.3406, top1_acc: 0.4578, top5_acc: 0.7016, loss_cls: 2.4157, loss: 3.7563, grad_norm: 3.5093 2021-07-20 07:15:34,192 - mmaction - INFO - Epoch [109][60/1879] lr: 3.621e-02, eta: 14:10:59, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.3275, top1_acc: 0.4570, top5_acc: 0.6980, loss_cls: 2.3930, loss: 3.7205, grad_norm: 3.5593 2021-07-20 07:15:48,488 - mmaction - INFO - Epoch [109][80/1879] lr: 3.619e-02, eta: 14:10:46, time: 0.715, data_time: 0.002, memory: 6921, loss_aux: 1.3489, top1_acc: 0.4633, top5_acc: 0.6887, loss_cls: 2.3846, loss: 3.7335, grad_norm: 3.5045 2021-07-20 07:16:04,298 - mmaction - INFO - Epoch [109][100/1879] lr: 3.617e-02, eta: 14:10:35, time: 0.791, data_time: 0.010, memory: 6921, loss_aux: 1.3333, top1_acc: 0.4453, top5_acc: 0.6957, loss_cls: 2.4146, loss: 3.7479, grad_norm: 3.5081 2021-07-20 07:16:19,842 - mmaction - INFO - Epoch [109][120/1879] lr: 3.616e-02, eta: 14:10:23, time: 0.776, data_time: 0.002, memory: 6921, loss_aux: 1.3463, top1_acc: 0.4488, top5_acc: 0.6879, loss_cls: 2.4513, loss: 3.7976, grad_norm: 3.5009 2021-07-20 07:16:32,186 - mmaction - INFO - Epoch [109][140/1879] lr: 3.614e-02, eta: 14:10:10, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.3976, top1_acc: 0.4367, top5_acc: 0.6859, loss_cls: 2.5037, loss: 3.9013, grad_norm: 3.5551 2021-07-20 07:16:43,575 - mmaction - INFO - Epoch [109][160/1879] lr: 3.612e-02, eta: 14:09:56, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.3562, top1_acc: 0.4551, top5_acc: 0.6859, loss_cls: 2.4418, loss: 3.7980, grad_norm: 3.5029 2021-07-20 07:16:55,709 - mmaction - INFO - Epoch [109][180/1879] lr: 3.610e-02, eta: 14:09:43, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.3351, top1_acc: 0.4559, top5_acc: 0.7078, loss_cls: 2.4022, loss: 3.7373, grad_norm: 3.4279 2021-07-20 07:17:09,137 - mmaction - INFO - Epoch [109][200/1879] lr: 3.609e-02, eta: 14:09:30, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.3731, top1_acc: 0.4406, top5_acc: 0.6898, loss_cls: 2.4494, loss: 3.8225, grad_norm: 3.4180 2021-07-20 07:17:23,246 - mmaction - INFO - Epoch [109][220/1879] lr: 3.607e-02, eta: 14:09:17, time: 0.706, data_time: 0.004, memory: 6921, loss_aux: 1.3542, top1_acc: 0.4629, top5_acc: 0.7004, loss_cls: 2.4200, loss: 3.7742, grad_norm: 3.5364 2021-07-20 07:17:37,906 - mmaction - INFO - Epoch [109][240/1879] lr: 3.605e-02, eta: 14:09:05, time: 0.733, data_time: 0.004, memory: 6921, loss_aux: 1.3510, top1_acc: 0.4473, top5_acc: 0.6875, loss_cls: 2.4509, loss: 3.8019, grad_norm: 3.4810 2021-07-20 07:17:50,205 - mmaction - INFO - Epoch [109][260/1879] lr: 3.604e-02, eta: 14:08:52, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.3406, top1_acc: 0.4539, top5_acc: 0.6973, loss_cls: 2.4295, loss: 3.7700, grad_norm: 3.5512 2021-07-20 07:18:01,559 - mmaction - INFO - Epoch [109][280/1879] lr: 3.602e-02, eta: 14:08:38, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.3542, top1_acc: 0.4398, top5_acc: 0.6914, loss_cls: 2.4602, loss: 3.8143, grad_norm: 3.5057 2021-07-20 07:18:16,114 - mmaction - INFO - Epoch [109][300/1879] lr: 3.600e-02, eta: 14:08:26, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.3639, top1_acc: 0.4535, top5_acc: 0.6883, loss_cls: 2.4392, loss: 3.8030, grad_norm: 3.4713 2021-07-20 07:18:28,561 - mmaction - INFO - Epoch [109][320/1879] lr: 3.598e-02, eta: 14:08:13, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.3779, top1_acc: 0.4379, top5_acc: 0.6922, loss_cls: 2.4831, loss: 3.8610, grad_norm: 3.5303 2021-07-20 07:18:40,752 - mmaction - INFO - Epoch [109][340/1879] lr: 3.597e-02, eta: 14:08:00, time: 0.623, data_time: 0.016, memory: 6921, loss_aux: 1.3663, top1_acc: 0.4387, top5_acc: 0.6816, loss_cls: 2.4967, loss: 3.8630, grad_norm: 3.5321 2021-07-20 07:18:52,413 - mmaction - INFO - Epoch [109][360/1879] lr: 3.595e-02, eta: 14:07:46, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.3601, top1_acc: 0.4605, top5_acc: 0.6992, loss_cls: 2.4326, loss: 3.7927, grad_norm: 3.4517 2021-07-20 07:19:25,546 - mmaction - INFO - Epoch [109][380/1879] lr: 3.593e-02, eta: 14:07:41, time: 1.634, data_time: 0.004, memory: 6921, loss_aux: 1.3802, top1_acc: 0.4367, top5_acc: 0.6750, loss_cls: 2.5012, loss: 3.8813, grad_norm: 3.5379 2021-07-20 07:19:41,754 - mmaction - INFO - Epoch [109][400/1879] lr: 3.592e-02, eta: 14:07:29, time: 0.805, data_time: 0.029, memory: 6921, loss_aux: 1.3616, top1_acc: 0.4469, top5_acc: 0.6844, loss_cls: 2.4630, loss: 3.8246, grad_norm: 3.4268 2021-07-20 07:19:53,562 - mmaction - INFO - Epoch [109][420/1879] lr: 3.590e-02, eta: 14:07:16, time: 0.622, data_time: 0.034, memory: 6921, loss_aux: 1.4054, top1_acc: 0.4305, top5_acc: 0.6781, loss_cls: 2.5357, loss: 3.9410, grad_norm: 3.5081 2021-07-20 07:20:08,790 - mmaction - INFO - Epoch [109][440/1879] lr: 3.588e-02, eta: 14:07:04, time: 0.759, data_time: 0.002, memory: 6921, loss_aux: 1.3556, top1_acc: 0.4551, top5_acc: 0.6922, loss_cls: 2.4222, loss: 3.7778, grad_norm: 3.4477 2021-07-20 07:20:20,720 - mmaction - INFO - Epoch [109][460/1879] lr: 3.586e-02, eta: 14:06:51, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.3812, top1_acc: 0.4391, top5_acc: 0.6813, loss_cls: 2.4629, loss: 3.8440, grad_norm: 3.5211 2021-07-20 07:20:32,494 - mmaction - INFO - Epoch [109][480/1879] lr: 3.585e-02, eta: 14:06:37, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3581, top1_acc: 0.4574, top5_acc: 0.6832, loss_cls: 2.4254, loss: 3.7834, grad_norm: 3.4267 2021-07-20 07:20:45,772 - mmaction - INFO - Epoch [109][500/1879] lr: 3.583e-02, eta: 14:06:24, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.3858, top1_acc: 0.4313, top5_acc: 0.6895, loss_cls: 2.4801, loss: 3.8659, grad_norm: 3.5325 2021-07-20 07:20:57,584 - mmaction - INFO - Epoch [109][520/1879] lr: 3.581e-02, eta: 14:06:11, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.3524, top1_acc: 0.4465, top5_acc: 0.6855, loss_cls: 2.4416, loss: 3.7940, grad_norm: 3.5487 2021-07-20 07:21:12,094 - mmaction - INFO - Epoch [109][540/1879] lr: 3.580e-02, eta: 14:05:59, time: 0.726, data_time: 0.003, memory: 6921, loss_aux: 1.3396, top1_acc: 0.4562, top5_acc: 0.6863, loss_cls: 2.4324, loss: 3.7720, grad_norm: 3.4629 2021-07-20 07:21:28,926 - mmaction - INFO - Epoch [109][560/1879] lr: 3.578e-02, eta: 14:05:47, time: 0.840, data_time: 0.003, memory: 6921, loss_aux: 1.3621, top1_acc: 0.4520, top5_acc: 0.7031, loss_cls: 2.4278, loss: 3.7899, grad_norm: 3.5087 2021-07-20 07:21:40,813 - mmaction - INFO - Epoch [109][580/1879] lr: 3.576e-02, eta: 14:05:34, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.3749, top1_acc: 0.4449, top5_acc: 0.6777, loss_cls: 2.4616, loss: 3.8366, grad_norm: 3.4701 2021-07-20 07:21:56,545 - mmaction - INFO - Epoch [109][600/1879] lr: 3.574e-02, eta: 14:05:22, time: 0.786, data_time: 0.004, memory: 6921, loss_aux: 1.3969, top1_acc: 0.4332, top5_acc: 0.6816, loss_cls: 2.5275, loss: 3.9244, grad_norm: 3.6213 2021-07-20 07:22:07,933 - mmaction - INFO - Epoch [109][620/1879] lr: 3.573e-02, eta: 14:05:08, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.3574, top1_acc: 0.4535, top5_acc: 0.6867, loss_cls: 2.4424, loss: 3.7998, grad_norm: 3.4505 2021-07-20 07:22:21,558 - mmaction - INFO - Epoch [109][640/1879] lr: 3.571e-02, eta: 14:04:56, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.3721, top1_acc: 0.4508, top5_acc: 0.6852, loss_cls: 2.4814, loss: 3.8535, grad_norm: 3.5731 2021-07-20 07:22:33,308 - mmaction - INFO - Epoch [109][660/1879] lr: 3.569e-02, eta: 14:04:42, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.3767, top1_acc: 0.4480, top5_acc: 0.6898, loss_cls: 2.4786, loss: 3.8553, grad_norm: 3.5452 2021-07-20 07:22:45,920 - mmaction - INFO - Epoch [109][680/1879] lr: 3.568e-02, eta: 14:04:29, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.3921, top1_acc: 0.4434, top5_acc: 0.6840, loss_cls: 2.5107, loss: 3.9028, grad_norm: 3.6127 2021-07-20 07:23:00,445 - mmaction - INFO - Epoch [109][700/1879] lr: 3.566e-02, eta: 14:04:17, time: 0.725, data_time: 0.002, memory: 6921, loss_aux: 1.3466, top1_acc: 0.4414, top5_acc: 0.6797, loss_cls: 2.4302, loss: 3.7768, grad_norm: 3.4641 2021-07-20 07:23:16,778 - mmaction - INFO - Epoch [109][720/1879] lr: 3.564e-02, eta: 14:04:05, time: 0.815, data_time: 0.003, memory: 6921, loss_aux: 1.3668, top1_acc: 0.4570, top5_acc: 0.6895, loss_cls: 2.4545, loss: 3.8213, grad_norm: 3.4804 2021-07-20 07:23:28,143 - mmaction - INFO - Epoch [109][740/1879] lr: 3.563e-02, eta: 14:03:52, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.3586, top1_acc: 0.4555, top5_acc: 0.6914, loss_cls: 2.4576, loss: 3.8163, grad_norm: 3.5293 2021-07-20 07:23:48,702 - mmaction - INFO - Epoch [109][760/1879] lr: 3.561e-02, eta: 14:03:41, time: 1.026, data_time: 0.001, memory: 6921, loss_aux: 1.3754, top1_acc: 0.4398, top5_acc: 0.6781, loss_cls: 2.5241, loss: 3.8995, grad_norm: 3.4761 2021-07-20 07:24:00,423 - mmaction - INFO - Epoch [109][780/1879] lr: 3.559e-02, eta: 14:03:28, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.3564, top1_acc: 0.4609, top5_acc: 0.6844, loss_cls: 2.4763, loss: 3.8327, grad_norm: 3.4846 2021-07-20 07:24:13,850 - mmaction - INFO - Epoch [109][800/1879] lr: 3.557e-02, eta: 14:03:15, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.3924, top1_acc: 0.4398, top5_acc: 0.6863, loss_cls: 2.5015, loss: 3.8938, grad_norm: 3.5247 2021-07-20 07:24:24,941 - mmaction - INFO - Epoch [109][820/1879] lr: 3.556e-02, eta: 14:03:02, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.3613, top1_acc: 0.4488, top5_acc: 0.6883, loss_cls: 2.4625, loss: 3.8239, grad_norm: 3.4959 2021-07-20 07:24:38,853 - mmaction - INFO - Epoch [109][840/1879] lr: 3.554e-02, eta: 14:02:49, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.3698, top1_acc: 0.4469, top5_acc: 0.6773, loss_cls: 2.4740, loss: 3.8438, grad_norm: 3.4559 2021-07-20 07:24:50,500 - mmaction - INFO - Epoch [109][860/1879] lr: 3.552e-02, eta: 14:02:36, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.3494, top1_acc: 0.4566, top5_acc: 0.6910, loss_cls: 2.4156, loss: 3.7650, grad_norm: 3.4869 2021-07-20 07:25:03,126 - mmaction - INFO - Epoch [109][880/1879] lr: 3.551e-02, eta: 14:02:22, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.3361, top1_acc: 0.4578, top5_acc: 0.6992, loss_cls: 2.4064, loss: 3.7425, grad_norm: 3.4238 2021-07-20 07:25:15,868 - mmaction - INFO - Epoch [109][900/1879] lr: 3.549e-02, eta: 14:02:09, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.3351, top1_acc: 0.4531, top5_acc: 0.7063, loss_cls: 2.4162, loss: 3.7513, grad_norm: 3.5015 2021-07-20 07:25:27,571 - mmaction - INFO - Epoch [109][920/1879] lr: 3.547e-02, eta: 14:01:56, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.3765, top1_acc: 0.4445, top5_acc: 0.6855, loss_cls: 2.4808, loss: 3.8573, grad_norm: 3.5150 2021-07-20 07:25:43,886 - mmaction - INFO - Epoch [109][940/1879] lr: 3.545e-02, eta: 14:01:44, time: 0.814, data_time: 0.004, memory: 6921, loss_aux: 1.4083, top1_acc: 0.4258, top5_acc: 0.6699, loss_cls: 2.5511, loss: 3.9595, grad_norm: 3.5896 2021-07-20 07:25:56,140 - mmaction - INFO - Epoch [109][960/1879] lr: 3.544e-02, eta: 14:01:31, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.3641, top1_acc: 0.4492, top5_acc: 0.6840, loss_cls: 2.4837, loss: 3.8478, grad_norm: 3.5094 2021-07-20 07:26:08,969 - mmaction - INFO - Epoch [109][980/1879] lr: 3.542e-02, eta: 14:01:18, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.3727, top1_acc: 0.4371, top5_acc: 0.6871, loss_cls: 2.4969, loss: 3.8695, grad_norm: 3.5893 2021-07-20 07:26:20,245 - mmaction - INFO - Epoch [109][1000/1879] lr: 3.540e-02, eta: 14:01:05, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.3651, top1_acc: 0.4551, top5_acc: 0.6813, loss_cls: 2.4597, loss: 3.8248, grad_norm: 3.4928 2021-07-20 07:26:31,734 - mmaction - INFO - Epoch [109][1020/1879] lr: 3.539e-02, eta: 14:00:51, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.3700, top1_acc: 0.4598, top5_acc: 0.6789, loss_cls: 2.4600, loss: 3.8300, grad_norm: 3.4156 2021-07-20 07:26:43,811 - mmaction - INFO - Epoch [109][1040/1879] lr: 3.537e-02, eta: 14:00:38, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3770, top1_acc: 0.4395, top5_acc: 0.6840, loss_cls: 2.4556, loss: 3.8325, grad_norm: 3.5932 2021-07-20 07:26:56,900 - mmaction - INFO - Epoch [109][1060/1879] lr: 3.535e-02, eta: 14:00:25, time: 0.669, data_time: 0.019, memory: 6921, loss_aux: 1.4061, top1_acc: 0.4301, top5_acc: 0.6801, loss_cls: 2.5438, loss: 3.9498, grad_norm: 3.5594 2021-07-20 07:27:08,631 - mmaction - INFO - Epoch [109][1080/1879] lr: 3.534e-02, eta: 14:00:11, time: 0.587, data_time: 0.009, memory: 6921, loss_aux: 1.3400, top1_acc: 0.4527, top5_acc: 0.7035, loss_cls: 2.3969, loss: 3.7368, grad_norm: 3.5071 2021-07-20 07:27:20,623 - mmaction - INFO - Epoch [109][1100/1879] lr: 3.532e-02, eta: 13:59:58, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.3525, top1_acc: 0.4434, top5_acc: 0.6895, loss_cls: 2.4555, loss: 3.8080, grad_norm: 3.5328 2021-07-20 07:27:32,417 - mmaction - INFO - Epoch [109][1120/1879] lr: 3.530e-02, eta: 13:59:45, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.3422, top1_acc: 0.4543, top5_acc: 0.6957, loss_cls: 2.4042, loss: 3.7464, grad_norm: 3.4178 2021-07-20 07:27:44,801 - mmaction - INFO - Epoch [109][1140/1879] lr: 3.528e-02, eta: 13:59:32, time: 0.618, data_time: 0.001, memory: 6921, loss_aux: 1.4111, top1_acc: 0.4426, top5_acc: 0.6785, loss_cls: 2.5302, loss: 3.9414, grad_norm: 3.5648 2021-07-20 07:28:01,801 - mmaction - INFO - Epoch [109][1160/1879] lr: 3.527e-02, eta: 13:59:20, time: 0.850, data_time: 0.003, memory: 6921, loss_aux: 1.3587, top1_acc: 0.4637, top5_acc: 0.6855, loss_cls: 2.4483, loss: 3.8070, grad_norm: 3.4541 2021-07-20 07:28:13,402 - mmaction - INFO - Epoch [109][1180/1879] lr: 3.525e-02, eta: 13:59:07, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.3527, top1_acc: 0.4477, top5_acc: 0.6777, loss_cls: 2.4450, loss: 3.7977, grad_norm: 3.5416 2021-07-20 07:28:28,532 - mmaction - INFO - Epoch [109][1200/1879] lr: 3.523e-02, eta: 13:58:54, time: 0.705, data_time: 0.002, memory: 6921, loss_aux: 1.3538, top1_acc: 0.4410, top5_acc: 0.6852, loss_cls: 2.4781, loss: 3.8319, grad_norm: 3.5292 2021-07-20 07:28:40,521 - mmaction - INFO - Epoch [109][1220/1879] lr: 3.522e-02, eta: 13:58:41, time: 0.652, data_time: 0.056, memory: 6921, loss_aux: 1.3669, top1_acc: 0.4426, top5_acc: 0.6855, loss_cls: 2.4703, loss: 3.8372, grad_norm: 3.4616 2021-07-20 07:28:54,026 - mmaction - INFO - Epoch [109][1240/1879] lr: 3.520e-02, eta: 13:58:28, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.3412, top1_acc: 0.4520, top5_acc: 0.6969, loss_cls: 2.4192, loss: 3.7604, grad_norm: 3.4902 2021-07-20 07:29:06,832 - mmaction - INFO - Epoch [109][1260/1879] lr: 3.518e-02, eta: 13:58:15, time: 0.645, data_time: 0.009, memory: 6921, loss_aux: 1.3684, top1_acc: 0.4398, top5_acc: 0.6844, loss_cls: 2.4887, loss: 3.8571, grad_norm: 3.5471 2021-07-20 07:29:19,219 - mmaction - INFO - Epoch [109][1280/1879] lr: 3.517e-02, eta: 13:58:02, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.3737, top1_acc: 0.4578, top5_acc: 0.6891, loss_cls: 2.4489, loss: 3.8226, grad_norm: 3.4537 2021-07-20 07:29:30,839 - mmaction - INFO - Epoch [109][1300/1879] lr: 3.515e-02, eta: 13:57:49, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.3653, top1_acc: 0.4527, top5_acc: 0.6941, loss_cls: 2.4440, loss: 3.8092, grad_norm: 3.5029 2021-07-20 07:29:42,487 - mmaction - INFO - Epoch [109][1320/1879] lr: 3.513e-02, eta: 13:57:35, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.3432, top1_acc: 0.4535, top5_acc: 0.7000, loss_cls: 2.4275, loss: 3.7707, grad_norm: 3.6028 2021-07-20 07:29:56,237 - mmaction - INFO - Epoch [109][1340/1879] lr: 3.511e-02, eta: 13:57:22, time: 0.655, data_time: 0.004, memory: 6921, loss_aux: 1.3594, top1_acc: 0.4543, top5_acc: 0.6969, loss_cls: 2.4147, loss: 3.7741, grad_norm: 3.4639 2021-07-20 07:30:08,017 - mmaction - INFO - Epoch [109][1360/1879] lr: 3.510e-02, eta: 13:57:09, time: 0.622, data_time: 0.035, memory: 6921, loss_aux: 1.3759, top1_acc: 0.4516, top5_acc: 0.6848, loss_cls: 2.5013, loss: 3.8772, grad_norm: 3.5378 2021-07-20 07:30:21,707 - mmaction - INFO - Epoch [109][1380/1879] lr: 3.508e-02, eta: 13:56:57, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.3509, top1_acc: 0.4453, top5_acc: 0.6953, loss_cls: 2.4646, loss: 3.8155, grad_norm: 3.5711 2021-07-20 07:30:33,154 - mmaction - INFO - Epoch [109][1400/1879] lr: 3.506e-02, eta: 13:56:43, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.4016, top1_acc: 0.4305, top5_acc: 0.6813, loss_cls: 2.5374, loss: 3.9391, grad_norm: 3.5235 2021-07-20 07:30:53,253 - mmaction - INFO - Epoch [109][1420/1879] lr: 3.505e-02, eta: 13:56:33, time: 0.997, data_time: 0.003, memory: 6921, loss_aux: 1.3458, top1_acc: 0.4387, top5_acc: 0.6914, loss_cls: 2.4331, loss: 3.7789, grad_norm: 3.4903 2021-07-20 07:31:04,954 - mmaction - INFO - Epoch [109][1440/1879] lr: 3.503e-02, eta: 13:56:19, time: 0.591, data_time: 0.013, memory: 6921, loss_aux: 1.3548, top1_acc: 0.4555, top5_acc: 0.6922, loss_cls: 2.4436, loss: 3.7984, grad_norm: 3.5671 2021-07-20 07:31:17,024 - mmaction - INFO - Epoch [109][1460/1879] lr: 3.501e-02, eta: 13:56:06, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.3647, top1_acc: 0.4523, top5_acc: 0.6887, loss_cls: 2.4666, loss: 3.8313, grad_norm: 3.4816 2021-07-20 07:31:30,867 - mmaction - INFO - Epoch [109][1480/1879] lr: 3.500e-02, eta: 13:55:54, time: 0.693, data_time: 0.005, memory: 6921, loss_aux: 1.3829, top1_acc: 0.4449, top5_acc: 0.6715, loss_cls: 2.4880, loss: 3.8709, grad_norm: 3.5005 2021-07-20 07:31:42,685 - mmaction - INFO - Epoch [109][1500/1879] lr: 3.498e-02, eta: 13:55:40, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.3305, top1_acc: 0.4551, top5_acc: 0.6988, loss_cls: 2.4070, loss: 3.7374, grad_norm: 3.4566 2021-07-20 07:31:54,067 - mmaction - INFO - Epoch [109][1520/1879] lr: 3.496e-02, eta: 13:55:27, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.3771, top1_acc: 0.4387, top5_acc: 0.6813, loss_cls: 2.4938, loss: 3.8709, grad_norm: 3.4974 2021-07-20 07:32:05,509 - mmaction - INFO - Epoch [109][1540/1879] lr: 3.495e-02, eta: 13:55:13, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.3152, top1_acc: 0.4566, top5_acc: 0.7023, loss_cls: 2.3712, loss: 3.6864, grad_norm: 3.4779 2021-07-20 07:32:17,105 - mmaction - INFO - Epoch [109][1560/1879] lr: 3.493e-02, eta: 13:55:00, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.3517, top1_acc: 0.4445, top5_acc: 0.6867, loss_cls: 2.4802, loss: 3.8319, grad_norm: 3.5959 2021-07-20 07:32:30,136 - mmaction - INFO - Epoch [109][1580/1879] lr: 3.491e-02, eta: 13:54:47, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.3673, top1_acc: 0.4457, top5_acc: 0.6863, loss_cls: 2.4672, loss: 3.8345, grad_norm: 3.5121 2021-07-20 07:32:43,400 - mmaction - INFO - Epoch [109][1600/1879] lr: 3.489e-02, eta: 13:54:34, time: 0.662, data_time: 0.001, memory: 6921, loss_aux: 1.3284, top1_acc: 0.4441, top5_acc: 0.6984, loss_cls: 2.4350, loss: 3.7635, grad_norm: 3.4710 2021-07-20 07:32:55,610 - mmaction - INFO - Epoch [109][1620/1879] lr: 3.488e-02, eta: 13:54:21, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.3587, top1_acc: 0.4395, top5_acc: 0.6891, loss_cls: 2.4788, loss: 3.8376, grad_norm: 3.5163 2021-07-20 07:33:07,646 - mmaction - INFO - Epoch [109][1640/1879] lr: 3.486e-02, eta: 13:54:07, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.3128, top1_acc: 0.4535, top5_acc: 0.6902, loss_cls: 2.4070, loss: 3.7198, grad_norm: 3.4726 2021-07-20 07:33:22,201 - mmaction - INFO - Epoch [109][1660/1879] lr: 3.484e-02, eta: 13:53:55, time: 0.728, data_time: 0.003, memory: 6921, loss_aux: 1.3585, top1_acc: 0.4590, top5_acc: 0.6910, loss_cls: 2.4356, loss: 3.7940, grad_norm: 3.5098 2021-07-20 07:33:33,913 - mmaction - INFO - Epoch [109][1680/1879] lr: 3.483e-02, eta: 13:53:42, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.3636, top1_acc: 0.4449, top5_acc: 0.6785, loss_cls: 2.4898, loss: 3.8533, grad_norm: 3.5192 2021-07-20 07:33:45,464 - mmaction - INFO - Epoch [109][1700/1879] lr: 3.481e-02, eta: 13:53:28, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.3341, top1_acc: 0.4465, top5_acc: 0.6980, loss_cls: 2.4134, loss: 3.7475, grad_norm: 3.4560 2021-07-20 07:33:57,241 - mmaction - INFO - Epoch [109][1720/1879] lr: 3.479e-02, eta: 13:53:15, time: 0.603, data_time: 0.017, memory: 6921, loss_aux: 1.3582, top1_acc: 0.4465, top5_acc: 0.6855, loss_cls: 2.4688, loss: 3.8270, grad_norm: 3.5648 2021-07-20 07:34:11,186 - mmaction - INFO - Epoch [109][1740/1879] lr: 3.478e-02, eta: 13:53:02, time: 0.696, data_time: 0.001, memory: 6921, loss_aux: 1.3753, top1_acc: 0.4445, top5_acc: 0.6875, loss_cls: 2.4551, loss: 3.8304, grad_norm: 3.5755 2021-07-20 07:34:22,977 - mmaction - INFO - Epoch [109][1760/1879] lr: 3.476e-02, eta: 13:52:49, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.3285, top1_acc: 0.4629, top5_acc: 0.6996, loss_cls: 2.4100, loss: 3.7385, grad_norm: 3.4627 2021-07-20 07:34:34,697 - mmaction - INFO - Epoch [109][1780/1879] lr: 3.474e-02, eta: 13:52:35, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.3487, top1_acc: 0.4594, top5_acc: 0.6891, loss_cls: 2.4179, loss: 3.7665, grad_norm: 3.5217 2021-07-20 07:34:46,602 - mmaction - INFO - Epoch [109][1800/1879] lr: 3.473e-02, eta: 13:52:22, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.3343, top1_acc: 0.4594, top5_acc: 0.6941, loss_cls: 2.4161, loss: 3.7504, grad_norm: 3.4990 2021-07-20 07:34:59,964 - mmaction - INFO - Epoch [109][1820/1879] lr: 3.471e-02, eta: 13:52:09, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.3353, top1_acc: 0.4703, top5_acc: 0.6984, loss_cls: 2.4214, loss: 3.7566, grad_norm: 3.5260 2021-07-20 07:35:12,148 - mmaction - INFO - Epoch [109][1840/1879] lr: 3.469e-02, eta: 13:51:56, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.3418, top1_acc: 0.4516, top5_acc: 0.6891, loss_cls: 2.4206, loss: 3.7624, grad_norm: 3.4927 2021-07-20 07:35:23,318 - mmaction - INFO - Epoch [109][1860/1879] lr: 3.467e-02, eta: 13:51:42, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.3868, top1_acc: 0.4441, top5_acc: 0.6875, loss_cls: 2.4911, loss: 3.8779, grad_norm: 3.5181 2021-07-20 07:35:33,618 - mmaction - INFO - Saving checkpoint at 109 epochs 2021-07-20 07:35:58,450 - mmaction - INFO - Epoch [110][20/1879] lr: 3.464e-02, eta: 13:51:14, time: 0.830, data_time: 0.160, memory: 6921, loss_aux: 1.3658, top1_acc: 0.4504, top5_acc: 0.6887, loss_cls: 2.4681, loss: 3.8339, grad_norm: 3.5444 2021-07-20 07:36:10,434 - mmaction - INFO - Epoch [110][40/1879] lr: 3.463e-02, eta: 13:51:01, time: 0.603, data_time: 0.009, memory: 6921, loss_aux: 1.3277, top1_acc: 0.4637, top5_acc: 0.7012, loss_cls: 2.3783, loss: 3.7060, grad_norm: 3.4607 2021-07-20 07:36:28,614 - mmaction - INFO - Epoch [110][60/1879] lr: 3.461e-02, eta: 13:50:49, time: 0.906, data_time: 0.002, memory: 6921, loss_aux: 1.3483, top1_acc: 0.4605, top5_acc: 0.6945, loss_cls: 2.4270, loss: 3.7753, grad_norm: 3.5684 2021-07-20 07:36:40,101 - mmaction - INFO - Epoch [110][80/1879] lr: 3.459e-02, eta: 13:50:36, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.3817, top1_acc: 0.4504, top5_acc: 0.6758, loss_cls: 2.4830, loss: 3.8647, grad_norm: 3.5322 2021-07-20 07:36:55,386 - mmaction - INFO - Epoch [110][100/1879] lr: 3.457e-02, eta: 13:50:24, time: 0.765, data_time: 0.002, memory: 6921, loss_aux: 1.3378, top1_acc: 0.4602, top5_acc: 0.7035, loss_cls: 2.3993, loss: 3.7371, grad_norm: 3.4839 2021-07-20 07:37:06,463 - mmaction - INFO - Epoch [110][120/1879] lr: 3.456e-02, eta: 13:50:10, time: 0.554, data_time: 0.001, memory: 6921, loss_aux: 1.3423, top1_acc: 0.4523, top5_acc: 0.6977, loss_cls: 2.4066, loss: 3.7489, grad_norm: 3.5287 2021-07-20 07:37:18,613 - mmaction - INFO - Epoch [110][140/1879] lr: 3.454e-02, eta: 13:49:57, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.3016, top1_acc: 0.4746, top5_acc: 0.6957, loss_cls: 2.3743, loss: 3.6759, grad_norm: 3.4953 2021-07-20 07:37:30,162 - mmaction - INFO - Epoch [110][160/1879] lr: 3.452e-02, eta: 13:49:44, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.3617, top1_acc: 0.4418, top5_acc: 0.6980, loss_cls: 2.4811, loss: 3.8428, grad_norm: 3.5380 2021-07-20 07:37:45,821 - mmaction - INFO - Epoch [110][180/1879] lr: 3.451e-02, eta: 13:49:32, time: 0.781, data_time: 0.003, memory: 6921, loss_aux: 1.3741, top1_acc: 0.4473, top5_acc: 0.7016, loss_cls: 2.4606, loss: 3.8346, grad_norm: 3.4929 2021-07-20 07:37:57,494 - mmaction - INFO - Epoch [110][200/1879] lr: 3.449e-02, eta: 13:49:18, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.3207, top1_acc: 0.4605, top5_acc: 0.7043, loss_cls: 2.3789, loss: 3.6997, grad_norm: 3.4905 2021-07-20 07:38:09,512 - mmaction - INFO - Epoch [110][220/1879] lr: 3.447e-02, eta: 13:49:05, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.3520, top1_acc: 0.4406, top5_acc: 0.6883, loss_cls: 2.4474, loss: 3.7994, grad_norm: 3.5599 2021-07-20 07:38:25,056 - mmaction - INFO - Epoch [110][240/1879] lr: 3.446e-02, eta: 13:48:53, time: 0.775, data_time: 0.002, memory: 6921, loss_aux: 1.3394, top1_acc: 0.4496, top5_acc: 0.6930, loss_cls: 2.4026, loss: 3.7420, grad_norm: 3.4560 2021-07-20 07:38:37,200 - mmaction - INFO - Epoch [110][260/1879] lr: 3.444e-02, eta: 13:48:40, time: 0.609, data_time: 0.008, memory: 6921, loss_aux: 1.3540, top1_acc: 0.4566, top5_acc: 0.6867, loss_cls: 2.4442, loss: 3.7982, grad_norm: 3.5278 2021-07-20 07:38:53,947 - mmaction - INFO - Epoch [110][280/1879] lr: 3.442e-02, eta: 13:48:28, time: 0.830, data_time: 0.005, memory: 6921, loss_aux: 1.3808, top1_acc: 0.4484, top5_acc: 0.6824, loss_cls: 2.4797, loss: 3.8605, grad_norm: 3.5984 2021-07-20 07:39:07,668 - mmaction - INFO - Epoch [110][300/1879] lr: 3.441e-02, eta: 13:48:15, time: 0.694, data_time: 0.013, memory: 6921, loss_aux: 1.3627, top1_acc: 0.4473, top5_acc: 0.6898, loss_cls: 2.4639, loss: 3.8266, grad_norm: 3.5418 2021-07-20 07:39:31,935 - mmaction - INFO - Epoch [110][320/1879] lr: 3.439e-02, eta: 13:48:06, time: 1.180, data_time: 0.003, memory: 6921, loss_aux: 1.3734, top1_acc: 0.4500, top5_acc: 0.6773, loss_cls: 2.4937, loss: 3.8671, grad_norm: 3.4809 2021-07-20 07:39:48,295 - mmaction - INFO - Epoch [110][340/1879] lr: 3.437e-02, eta: 13:47:55, time: 0.851, data_time: 0.035, memory: 6921, loss_aux: 1.3511, top1_acc: 0.4516, top5_acc: 0.7035, loss_cls: 2.3891, loss: 3.7401, grad_norm: 3.5055 2021-07-20 07:39:59,283 - mmaction - INFO - Epoch [110][360/1879] lr: 3.436e-02, eta: 13:47:41, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.3619, top1_acc: 0.4566, top5_acc: 0.6914, loss_cls: 2.4504, loss: 3.8123, grad_norm: 3.5231 2021-07-20 07:40:11,579 - mmaction - INFO - Epoch [110][380/1879] lr: 3.434e-02, eta: 13:47:28, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.4025, top1_acc: 0.4301, top5_acc: 0.6719, loss_cls: 2.5220, loss: 3.9244, grad_norm: 3.5090 2021-07-20 07:40:24,611 - mmaction - INFO - Epoch [110][400/1879] lr: 3.432e-02, eta: 13:47:15, time: 0.658, data_time: 0.010, memory: 6921, loss_aux: 1.3459, top1_acc: 0.4508, top5_acc: 0.6891, loss_cls: 2.4259, loss: 3.7718, grad_norm: 3.5165 2021-07-20 07:40:39,562 - mmaction - INFO - Epoch [110][420/1879] lr: 3.431e-02, eta: 13:47:03, time: 0.749, data_time: 0.004, memory: 6921, loss_aux: 1.3531, top1_acc: 0.4551, top5_acc: 0.6930, loss_cls: 2.4321, loss: 3.7851, grad_norm: 3.5321 2021-07-20 07:40:53,718 - mmaction - INFO - Epoch [110][440/1879] lr: 3.429e-02, eta: 13:46:51, time: 0.708, data_time: 0.002, memory: 6921, loss_aux: 1.3468, top1_acc: 0.4570, top5_acc: 0.6980, loss_cls: 2.4190, loss: 3.7658, grad_norm: 3.5960 2021-07-20 07:41:08,498 - mmaction - INFO - Epoch [110][460/1879] lr: 3.427e-02, eta: 13:46:38, time: 0.739, data_time: 0.007, memory: 6921, loss_aux: 1.3528, top1_acc: 0.4531, top5_acc: 0.6922, loss_cls: 2.3983, loss: 3.7512, grad_norm: 3.4978 2021-07-20 07:41:21,175 - mmaction - INFO - Epoch [110][480/1879] lr: 3.425e-02, eta: 13:46:25, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.3654, top1_acc: 0.4500, top5_acc: 0.6941, loss_cls: 2.4429, loss: 3.8083, grad_norm: 3.5756 2021-07-20 07:41:34,339 - mmaction - INFO - Epoch [110][500/1879] lr: 3.424e-02, eta: 13:46:12, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.3081, top1_acc: 0.4668, top5_acc: 0.7016, loss_cls: 2.3809, loss: 3.6889, grad_norm: 3.5446 2021-07-20 07:41:47,192 - mmaction - INFO - Epoch [110][520/1879] lr: 3.422e-02, eta: 13:45:59, time: 0.643, data_time: 0.005, memory: 6921, loss_aux: 1.3428, top1_acc: 0.4418, top5_acc: 0.6902, loss_cls: 2.4374, loss: 3.7802, grad_norm: 3.5583 2021-07-20 07:41:58,813 - mmaction - INFO - Epoch [110][540/1879] lr: 3.420e-02, eta: 13:45:46, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.3692, top1_acc: 0.4449, top5_acc: 0.6859, loss_cls: 2.4526, loss: 3.8219, grad_norm: 3.5300 2021-07-20 07:42:12,537 - mmaction - INFO - Epoch [110][560/1879] lr: 3.419e-02, eta: 13:45:33, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.3818, top1_acc: 0.4363, top5_acc: 0.6715, loss_cls: 2.4953, loss: 3.8772, grad_norm: 3.5568 2021-07-20 07:42:24,398 - mmaction - INFO - Epoch [110][580/1879] lr: 3.417e-02, eta: 13:45:20, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.3606, top1_acc: 0.4473, top5_acc: 0.7063, loss_cls: 2.4124, loss: 3.7730, grad_norm: 3.5029 2021-07-20 07:42:38,366 - mmaction - INFO - Epoch [110][600/1879] lr: 3.415e-02, eta: 13:45:07, time: 0.698, data_time: 0.002, memory: 6921, loss_aux: 1.3444, top1_acc: 0.4504, top5_acc: 0.6926, loss_cls: 2.4456, loss: 3.7900, grad_norm: 3.5928 2021-07-20 07:42:54,958 - mmaction - INFO - Epoch [110][620/1879] lr: 3.414e-02, eta: 13:44:56, time: 0.826, data_time: 0.003, memory: 6921, loss_aux: 1.3232, top1_acc: 0.4660, top5_acc: 0.6934, loss_cls: 2.3980, loss: 3.7212, grad_norm: 3.5391 2021-07-20 07:43:12,429 - mmaction - INFO - Epoch [110][640/1879] lr: 3.412e-02, eta: 13:44:44, time: 0.867, data_time: 0.007, memory: 6921, loss_aux: 1.3522, top1_acc: 0.4500, top5_acc: 0.6879, loss_cls: 2.4222, loss: 3.7744, grad_norm: 3.5970 2021-07-20 07:43:24,709 - mmaction - INFO - Epoch [110][660/1879] lr: 3.410e-02, eta: 13:44:31, time: 0.625, data_time: 0.014, memory: 6921, loss_aux: 1.3669, top1_acc: 0.4590, top5_acc: 0.6848, loss_cls: 2.4294, loss: 3.7963, grad_norm: 3.5128 2021-07-20 07:43:44,258 - mmaction - INFO - Epoch [110][680/1879] lr: 3.409e-02, eta: 13:44:21, time: 0.973, data_time: 0.002, memory: 6921, loss_aux: 1.3415, top1_acc: 0.4637, top5_acc: 0.7016, loss_cls: 2.4078, loss: 3.7493, grad_norm: 3.5269 2021-07-20 07:43:56,134 - mmaction - INFO - Epoch [110][700/1879] lr: 3.407e-02, eta: 13:44:07, time: 0.599, data_time: 0.008, memory: 6921, loss_aux: 1.3855, top1_acc: 0.4363, top5_acc: 0.6859, loss_cls: 2.4861, loss: 3.8716, grad_norm: 3.5566 2021-07-20 07:44:08,550 - mmaction - INFO - Epoch [110][720/1879] lr: 3.405e-02, eta: 13:43:54, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.3628, top1_acc: 0.4508, top5_acc: 0.6934, loss_cls: 2.4675, loss: 3.8303, grad_norm: 3.5569 2021-07-20 07:44:21,159 - mmaction - INFO - Epoch [110][740/1879] lr: 3.404e-02, eta: 13:43:41, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.3500, top1_acc: 0.4617, top5_acc: 0.6969, loss_cls: 2.4254, loss: 3.7754, grad_norm: 3.5268 2021-07-20 07:44:40,852 - mmaction - INFO - Epoch [110][760/1879] lr: 3.402e-02, eta: 13:43:31, time: 0.984, data_time: 0.005, memory: 6921, loss_aux: 1.3645, top1_acc: 0.4551, top5_acc: 0.6813, loss_cls: 2.4788, loss: 3.8433, grad_norm: 3.5668 2021-07-20 07:44:53,401 - mmaction - INFO - Epoch [110][780/1879] lr: 3.400e-02, eta: 13:43:18, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.3465, top1_acc: 0.4520, top5_acc: 0.6953, loss_cls: 2.3949, loss: 3.7414, grad_norm: 3.4940 2021-07-20 07:45:17,778 - mmaction - INFO - Epoch [110][800/1879] lr: 3.399e-02, eta: 13:43:09, time: 1.216, data_time: 0.003, memory: 6921, loss_aux: 1.3692, top1_acc: 0.4480, top5_acc: 0.6809, loss_cls: 2.4810, loss: 3.8502, grad_norm: 3.5906 2021-07-20 07:45:30,594 - mmaction - INFO - Epoch [110][820/1879] lr: 3.397e-02, eta: 13:42:56, time: 0.643, data_time: 0.012, memory: 6921, loss_aux: 1.3600, top1_acc: 0.4500, top5_acc: 0.6836, loss_cls: 2.4386, loss: 3.7986, grad_norm: 3.4882 2021-07-20 07:45:42,512 - mmaction - INFO - Epoch [110][840/1879] lr: 3.395e-02, eta: 13:42:42, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.3190, top1_acc: 0.4695, top5_acc: 0.6992, loss_cls: 2.3697, loss: 3.6887, grad_norm: 3.4731 2021-07-20 07:45:54,151 - mmaction - INFO - Epoch [110][860/1879] lr: 3.394e-02, eta: 13:42:29, time: 0.591, data_time: 0.011, memory: 6921, loss_aux: 1.3373, top1_acc: 0.4586, top5_acc: 0.7023, loss_cls: 2.3881, loss: 3.7254, grad_norm: 3.5263 2021-07-20 07:46:07,791 - mmaction - INFO - Epoch [110][880/1879] lr: 3.392e-02, eta: 13:42:16, time: 0.682, data_time: 0.001, memory: 6921, loss_aux: 1.3436, top1_acc: 0.4570, top5_acc: 0.6957, loss_cls: 2.3832, loss: 3.7268, grad_norm: 3.5083 2021-07-20 07:46:20,854 - mmaction - INFO - Epoch [110][900/1879] lr: 3.390e-02, eta: 13:42:03, time: 0.652, data_time: 0.002, memory: 6921, loss_aux: 1.3606, top1_acc: 0.4504, top5_acc: 0.6934, loss_cls: 2.4445, loss: 3.8051, grad_norm: 3.5563 2021-07-20 07:46:34,602 - mmaction - INFO - Epoch [110][920/1879] lr: 3.389e-02, eta: 13:41:51, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.3149, top1_acc: 0.4691, top5_acc: 0.7074, loss_cls: 2.3514, loss: 3.6663, grad_norm: 3.5067 2021-07-20 07:46:45,654 - mmaction - INFO - Epoch [110][940/1879] lr: 3.387e-02, eta: 13:41:37, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.3139, top1_acc: 0.4555, top5_acc: 0.7055, loss_cls: 2.3454, loss: 3.6593, grad_norm: 3.5190 2021-07-20 07:46:59,631 - mmaction - INFO - Epoch [110][960/1879] lr: 3.385e-02, eta: 13:41:24, time: 0.689, data_time: 0.004, memory: 6921, loss_aux: 1.3715, top1_acc: 0.4484, top5_acc: 0.6973, loss_cls: 2.4520, loss: 3.8235, grad_norm: 3.5792 2021-07-20 07:47:12,769 - mmaction - INFO - Epoch [110][980/1879] lr: 3.384e-02, eta: 13:41:12, time: 0.667, data_time: 0.012, memory: 6921, loss_aux: 1.3417, top1_acc: 0.4594, top5_acc: 0.6984, loss_cls: 2.4196, loss: 3.7613, grad_norm: 3.5942 2021-07-20 07:47:26,580 - mmaction - INFO - Epoch [110][1000/1879] lr: 3.382e-02, eta: 13:40:59, time: 0.690, data_time: 0.014, memory: 6921, loss_aux: 1.3655, top1_acc: 0.4461, top5_acc: 0.6930, loss_cls: 2.4443, loss: 3.8098, grad_norm: 3.6224 2021-07-20 07:47:39,640 - mmaction - INFO - Epoch [110][1020/1879] lr: 3.380e-02, eta: 13:40:46, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.3312, top1_acc: 0.4504, top5_acc: 0.6922, loss_cls: 2.4095, loss: 3.7407, grad_norm: 3.5337 2021-07-20 07:47:51,580 - mmaction - INFO - Epoch [110][1040/1879] lr: 3.379e-02, eta: 13:40:33, time: 0.650, data_time: 0.055, memory: 6921, loss_aux: 1.3422, top1_acc: 0.4637, top5_acc: 0.6902, loss_cls: 2.4393, loss: 3.7815, grad_norm: 3.5433 2021-07-20 07:48:10,481 - mmaction - INFO - Epoch [110][1060/1879] lr: 3.377e-02, eta: 13:40:22, time: 0.943, data_time: 0.003, memory: 6921, loss_aux: 1.3048, top1_acc: 0.4703, top5_acc: 0.7023, loss_cls: 2.3454, loss: 3.6502, grad_norm: 3.5077 2021-07-20 07:48:22,250 - mmaction - INFO - Epoch [110][1080/1879] lr: 3.375e-02, eta: 13:40:09, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.3468, top1_acc: 0.4535, top5_acc: 0.6914, loss_cls: 2.4178, loss: 3.7645, grad_norm: 3.6072 2021-07-20 07:48:35,302 - mmaction - INFO - Epoch [110][1100/1879] lr: 3.374e-02, eta: 13:39:55, time: 0.632, data_time: 0.020, memory: 6921, loss_aux: 1.3731, top1_acc: 0.4527, top5_acc: 0.6883, loss_cls: 2.4355, loss: 3.8086, grad_norm: 3.5614 2021-07-20 07:48:47,632 - mmaction - INFO - Epoch [110][1120/1879] lr: 3.372e-02, eta: 13:39:42, time: 0.645, data_time: 0.032, memory: 6921, loss_aux: 1.3844, top1_acc: 0.4328, top5_acc: 0.6828, loss_cls: 2.4584, loss: 3.8428, grad_norm: 3.6181 2021-07-20 07:48:59,011 - mmaction - INFO - Epoch [110][1140/1879] lr: 3.370e-02, eta: 13:39:29, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.3200, top1_acc: 0.4676, top5_acc: 0.7211, loss_cls: 2.3245, loss: 3.6446, grad_norm: 3.5322 2021-07-20 07:49:11,105 - mmaction - INFO - Epoch [110][1160/1879] lr: 3.369e-02, eta: 13:39:16, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.3608, top1_acc: 0.4520, top5_acc: 0.6957, loss_cls: 2.4385, loss: 3.7993, grad_norm: 3.6287 2021-07-20 07:49:23,860 - mmaction - INFO - Epoch [110][1180/1879] lr: 3.367e-02, eta: 13:39:03, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.3517, top1_acc: 0.4504, top5_acc: 0.6945, loss_cls: 2.4366, loss: 3.7884, grad_norm: 3.6119 2021-07-20 07:49:36,871 - mmaction - INFO - Epoch [110][1200/1879] lr: 3.365e-02, eta: 13:38:50, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.3480, top1_acc: 0.4562, top5_acc: 0.6895, loss_cls: 2.4233, loss: 3.7713, grad_norm: 3.5432 2021-07-20 07:49:48,346 - mmaction - INFO - Epoch [110][1220/1879] lr: 3.364e-02, eta: 13:38:36, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3424, top1_acc: 0.4496, top5_acc: 0.7043, loss_cls: 2.4466, loss: 3.7890, grad_norm: 3.5476 2021-07-20 07:49:59,543 - mmaction - INFO - Epoch [110][1240/1879] lr: 3.362e-02, eta: 13:38:23, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 1.3333, top1_acc: 0.4625, top5_acc: 0.7035, loss_cls: 2.3901, loss: 3.7234, grad_norm: 3.5984 2021-07-20 07:50:11,096 - mmaction - INFO - Epoch [110][1260/1879] lr: 3.360e-02, eta: 13:38:09, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3285, top1_acc: 0.4496, top5_acc: 0.7000, loss_cls: 2.3945, loss: 3.7230, grad_norm: 3.6203 2021-07-20 07:50:22,693 - mmaction - INFO - Epoch [110][1280/1879] lr: 3.359e-02, eta: 13:37:56, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.3779, top1_acc: 0.4457, top5_acc: 0.6883, loss_cls: 2.4629, loss: 3.8408, grad_norm: 3.5518 2021-07-20 07:50:34,465 - mmaction - INFO - Epoch [110][1300/1879] lr: 3.357e-02, eta: 13:37:42, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.3533, top1_acc: 0.4527, top5_acc: 0.6883, loss_cls: 2.4591, loss: 3.8124, grad_norm: 3.5429 2021-07-20 07:50:47,077 - mmaction - INFO - Epoch [110][1320/1879] lr: 3.355e-02, eta: 13:37:29, time: 0.635, data_time: 0.007, memory: 6921, loss_aux: 1.3310, top1_acc: 0.4508, top5_acc: 0.6957, loss_cls: 2.3949, loss: 3.7259, grad_norm: 3.5365 2021-07-20 07:50:58,291 - mmaction - INFO - Epoch [110][1340/1879] lr: 3.354e-02, eta: 13:37:16, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.3651, top1_acc: 0.4398, top5_acc: 0.6988, loss_cls: 2.4600, loss: 3.8251, grad_norm: 3.6900 2021-07-20 07:51:09,690 - mmaction - INFO - Epoch [110][1360/1879] lr: 3.352e-02, eta: 13:37:02, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.3466, top1_acc: 0.4516, top5_acc: 0.6824, loss_cls: 2.4552, loss: 3.8017, grad_norm: 3.6050 2021-07-20 07:51:21,222 - mmaction - INFO - Epoch [110][1380/1879] lr: 3.350e-02, eta: 13:36:49, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.3416, top1_acc: 0.4605, top5_acc: 0.7000, loss_cls: 2.4186, loss: 3.7602, grad_norm: 3.5194 2021-07-20 07:51:33,001 - mmaction - INFO - Epoch [110][1400/1879] lr: 3.349e-02, eta: 13:36:35, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.3580, top1_acc: 0.4508, top5_acc: 0.6934, loss_cls: 2.4354, loss: 3.7934, grad_norm: 3.5033 2021-07-20 07:51:45,189 - mmaction - INFO - Epoch [110][1420/1879] lr: 3.347e-02, eta: 13:36:22, time: 0.627, data_time: 0.019, memory: 6921, loss_aux: 1.3668, top1_acc: 0.4617, top5_acc: 0.6898, loss_cls: 2.4574, loss: 3.8241, grad_norm: 3.5128 2021-07-20 07:51:56,786 - mmaction - INFO - Epoch [110][1440/1879] lr: 3.345e-02, eta: 13:36:08, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.3253, top1_acc: 0.4629, top5_acc: 0.7023, loss_cls: 2.3716, loss: 3.6969, grad_norm: 3.5394 2021-07-20 07:52:09,888 - mmaction - INFO - Epoch [110][1460/1879] lr: 3.344e-02, eta: 13:35:56, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.3420, top1_acc: 0.4547, top5_acc: 0.6922, loss_cls: 2.4382, loss: 3.7802, grad_norm: 3.6629 2021-07-20 07:52:21,218 - mmaction - INFO - Epoch [110][1480/1879] lr: 3.342e-02, eta: 13:35:42, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.3453, top1_acc: 0.4613, top5_acc: 0.6965, loss_cls: 2.4206, loss: 3.7659, grad_norm: 3.4845 2021-07-20 07:52:33,139 - mmaction - INFO - Epoch [110][1500/1879] lr: 3.340e-02, eta: 13:35:29, time: 0.595, data_time: 0.001, memory: 6921, loss_aux: 1.3311, top1_acc: 0.4465, top5_acc: 0.6988, loss_cls: 2.4185, loss: 3.7497, grad_norm: 3.5951 2021-07-20 07:52:47,931 - mmaction - INFO - Epoch [110][1520/1879] lr: 3.339e-02, eta: 13:35:16, time: 0.737, data_time: 0.002, memory: 6921, loss_aux: 1.3279, top1_acc: 0.4594, top5_acc: 0.7051, loss_cls: 2.3568, loss: 3.6846, grad_norm: 3.6143 2021-07-20 07:52:59,656 - mmaction - INFO - Epoch [110][1540/1879] lr: 3.337e-02, eta: 13:35:03, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.3649, top1_acc: 0.4367, top5_acc: 0.6934, loss_cls: 2.4522, loss: 3.8171, grad_norm: 3.6257 2021-07-20 07:53:11,117 - mmaction - INFO - Epoch [110][1560/1879] lr: 3.335e-02, eta: 13:34:50, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3197, top1_acc: 0.4641, top5_acc: 0.7039, loss_cls: 2.3731, loss: 3.6928, grad_norm: 3.6109 2021-07-20 07:53:26,114 - mmaction - INFO - Epoch [110][1580/1879] lr: 3.334e-02, eta: 13:34:37, time: 0.749, data_time: 0.001, memory: 6921, loss_aux: 1.3007, top1_acc: 0.4754, top5_acc: 0.7074, loss_cls: 2.3358, loss: 3.6366, grad_norm: 3.5474 2021-07-20 07:53:39,821 - mmaction - INFO - Epoch [110][1600/1879] lr: 3.332e-02, eta: 13:34:25, time: 0.685, data_time: 0.003, memory: 6921, loss_aux: 1.3138, top1_acc: 0.4797, top5_acc: 0.7035, loss_cls: 2.3454, loss: 3.6592, grad_norm: 3.5091 2021-07-20 07:53:51,798 - mmaction - INFO - Epoch [110][1620/1879] lr: 3.330e-02, eta: 13:34:11, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.3839, top1_acc: 0.4543, top5_acc: 0.6859, loss_cls: 2.4775, loss: 3.8614, grad_norm: 3.6030 2021-07-20 07:54:03,310 - mmaction - INFO - Epoch [110][1640/1879] lr: 3.329e-02, eta: 13:33:58, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.3670, top1_acc: 0.4332, top5_acc: 0.6746, loss_cls: 2.4879, loss: 3.8549, grad_norm: 3.5931 2021-07-20 07:54:15,050 - mmaction - INFO - Epoch [110][1660/1879] lr: 3.327e-02, eta: 13:33:44, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.3481, top1_acc: 0.4488, top5_acc: 0.6988, loss_cls: 2.4202, loss: 3.7684, grad_norm: 3.6018 2021-07-20 07:54:26,519 - mmaction - INFO - Epoch [110][1680/1879] lr: 3.325e-02, eta: 13:33:31, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.3216, top1_acc: 0.4613, top5_acc: 0.6969, loss_cls: 2.3642, loss: 3.6858, grad_norm: 3.6015 2021-07-20 07:54:39,297 - mmaction - INFO - Epoch [110][1700/1879] lr: 3.324e-02, eta: 13:33:18, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.3368, top1_acc: 0.4684, top5_acc: 0.7102, loss_cls: 2.3798, loss: 3.7166, grad_norm: 3.5133 2021-07-20 07:54:53,708 - mmaction - INFO - Epoch [110][1720/1879] lr: 3.322e-02, eta: 13:33:05, time: 0.718, data_time: 0.009, memory: 6921, loss_aux: 1.3751, top1_acc: 0.4449, top5_acc: 0.6906, loss_cls: 2.4554, loss: 3.8305, grad_norm: 3.5285 2021-07-20 07:55:05,478 - mmaction - INFO - Epoch [110][1740/1879] lr: 3.320e-02, eta: 13:32:52, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.3324, top1_acc: 0.4633, top5_acc: 0.6984, loss_cls: 2.3604, loss: 3.6928, grad_norm: 3.5597 2021-07-20 07:55:17,035 - mmaction - INFO - Epoch [110][1760/1879] lr: 3.319e-02, eta: 13:32:39, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.3518, top1_acc: 0.4508, top5_acc: 0.6937, loss_cls: 2.3972, loss: 3.7490, grad_norm: 3.6276 2021-07-20 07:55:28,858 - mmaction - INFO - Epoch [110][1780/1879] lr: 3.317e-02, eta: 13:32:25, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.3492, top1_acc: 0.4570, top5_acc: 0.6930, loss_cls: 2.4274, loss: 3.7765, grad_norm: 3.6320 2021-07-20 07:55:41,100 - mmaction - INFO - Epoch [110][1800/1879] lr: 3.315e-02, eta: 13:32:12, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.3574, top1_acc: 0.4375, top5_acc: 0.7000, loss_cls: 2.4527, loss: 3.8100, grad_norm: 3.6171 2021-07-20 07:55:52,876 - mmaction - INFO - Epoch [110][1820/1879] lr: 3.314e-02, eta: 13:31:59, time: 0.593, data_time: 0.007, memory: 6921, loss_aux: 1.3598, top1_acc: 0.4555, top5_acc: 0.6836, loss_cls: 2.4425, loss: 3.8024, grad_norm: 3.5400 2021-07-20 07:56:06,543 - mmaction - INFO - Epoch [110][1840/1879] lr: 3.312e-02, eta: 13:31:46, time: 0.680, data_time: 0.004, memory: 6921, loss_aux: 1.3314, top1_acc: 0.4586, top5_acc: 0.6984, loss_cls: 2.3928, loss: 3.7242, grad_norm: 3.6141 2021-07-20 07:56:18,596 - mmaction - INFO - Epoch [110][1860/1879] lr: 3.310e-02, eta: 13:31:33, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.3609, top1_acc: 0.4531, top5_acc: 0.6918, loss_cls: 2.4730, loss: 3.8339, grad_norm: 3.5594 2021-07-20 07:56:28,730 - mmaction - INFO - Saving checkpoint at 110 epochs 2021-07-20 07:56:48,630 - mmaction - INFO - Epoch [111][20/1879] lr: 3.307e-02, eta: 13:31:05, time: 0.900, data_time: 0.292, memory: 6921, loss_aux: 1.3353, top1_acc: 0.4766, top5_acc: 0.7012, loss_cls: 2.3791, loss: 3.7144, grad_norm: 3.6139 2021-07-20 07:57:01,529 - mmaction - INFO - Epoch [111][40/1879] lr: 3.305e-02, eta: 13:30:52, time: 0.647, data_time: 0.005, memory: 6921, loss_aux: 1.3276, top1_acc: 0.4629, top5_acc: 0.7039, loss_cls: 2.3872, loss: 3.7148, grad_norm: 3.5634 2021-07-20 07:57:15,972 - mmaction - INFO - Epoch [111][60/1879] lr: 3.304e-02, eta: 13:30:39, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.3484, top1_acc: 0.4547, top5_acc: 0.6898, loss_cls: 2.4431, loss: 3.7915, grad_norm: 3.5174 2021-07-20 07:57:31,736 - mmaction - INFO - Epoch [111][80/1879] lr: 3.302e-02, eta: 13:30:27, time: 0.788, data_time: 0.003, memory: 6921, loss_aux: 1.3424, top1_acc: 0.4617, top5_acc: 0.6969, loss_cls: 2.4109, loss: 3.7533, grad_norm: 3.5838 2021-07-20 07:57:45,604 - mmaction - INFO - Epoch [111][100/1879] lr: 3.300e-02, eta: 13:30:15, time: 0.694, data_time: 0.005, memory: 6921, loss_aux: 1.3794, top1_acc: 0.4387, top5_acc: 0.6801, loss_cls: 2.4978, loss: 3.8772, grad_norm: 3.5635 2021-07-20 07:57:57,646 - mmaction - INFO - Epoch [111][120/1879] lr: 3.299e-02, eta: 13:30:02, time: 0.603, data_time: 0.008, memory: 6921, loss_aux: 1.3236, top1_acc: 0.4652, top5_acc: 0.7023, loss_cls: 2.3753, loss: 3.6989, grad_norm: 3.5029 2021-07-20 07:58:10,600 - mmaction - INFO - Epoch [111][140/1879] lr: 3.297e-02, eta: 13:29:49, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.3827, top1_acc: 0.4391, top5_acc: 0.6859, loss_cls: 2.5081, loss: 3.8908, grad_norm: 3.5800 2021-07-20 07:58:22,286 - mmaction - INFO - Epoch [111][160/1879] lr: 3.296e-02, eta: 13:29:35, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3169, top1_acc: 0.4574, top5_acc: 0.6988, loss_cls: 2.3874, loss: 3.7043, grad_norm: 3.5615 2021-07-20 07:58:34,209 - mmaction - INFO - Epoch [111][180/1879] lr: 3.294e-02, eta: 13:29:22, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.3990, top1_acc: 0.4297, top5_acc: 0.6734, loss_cls: 2.5209, loss: 3.9200, grad_norm: 3.6666 2021-07-20 07:58:47,863 - mmaction - INFO - Epoch [111][200/1879] lr: 3.292e-02, eta: 13:29:09, time: 0.682, data_time: 0.003, memory: 6921, loss_aux: 1.3348, top1_acc: 0.4598, top5_acc: 0.6875, loss_cls: 2.4037, loss: 3.7385, grad_norm: 3.5199 2021-07-20 07:59:00,477 - mmaction - INFO - Epoch [111][220/1879] lr: 3.291e-02, eta: 13:28:56, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.3211, top1_acc: 0.4707, top5_acc: 0.6926, loss_cls: 2.3919, loss: 3.7129, grad_norm: 3.6053 2021-07-20 07:59:13,460 - mmaction - INFO - Epoch [111][240/1879] lr: 3.289e-02, eta: 13:28:43, time: 0.650, data_time: 0.007, memory: 6921, loss_aux: 1.3631, top1_acc: 0.4367, top5_acc: 0.6934, loss_cls: 2.4502, loss: 3.8133, grad_norm: 3.6601 2021-07-20 07:59:26,046 - mmaction - INFO - Epoch [111][260/1879] lr: 3.287e-02, eta: 13:28:30, time: 0.631, data_time: 0.005, memory: 6921, loss_aux: 1.3563, top1_acc: 0.4590, top5_acc: 0.7059, loss_cls: 2.4322, loss: 3.7886, grad_norm: 3.6050 2021-07-20 07:59:37,781 - mmaction - INFO - Epoch [111][280/1879] lr: 3.286e-02, eta: 13:28:17, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.3357, top1_acc: 0.4598, top5_acc: 0.6992, loss_cls: 2.3969, loss: 3.7326, grad_norm: 3.4999 2021-07-20 07:59:50,283 - mmaction - INFO - Epoch [111][300/1879] lr: 3.284e-02, eta: 13:28:04, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.3122, top1_acc: 0.4723, top5_acc: 0.6977, loss_cls: 2.3277, loss: 3.6400, grad_norm: 3.6198 2021-07-20 08:00:03,155 - mmaction - INFO - Epoch [111][320/1879] lr: 3.282e-02, eta: 13:27:51, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.3327, top1_acc: 0.4523, top5_acc: 0.6906, loss_cls: 2.4153, loss: 3.7480, grad_norm: 3.6589 2021-07-20 08:00:14,676 - mmaction - INFO - Epoch [111][340/1879] lr: 3.281e-02, eta: 13:27:37, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.3470, top1_acc: 0.4562, top5_acc: 0.6996, loss_cls: 2.4353, loss: 3.7822, grad_norm: 3.6340 2021-07-20 08:00:26,442 - mmaction - INFO - Epoch [111][360/1879] lr: 3.279e-02, eta: 13:27:24, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.3023, top1_acc: 0.4645, top5_acc: 0.7047, loss_cls: 2.3426, loss: 3.6449, grad_norm: 3.5408 2021-07-20 08:00:37,886 - mmaction - INFO - Epoch [111][380/1879] lr: 3.277e-02, eta: 13:27:10, time: 0.575, data_time: 0.008, memory: 6921, loss_aux: 1.3413, top1_acc: 0.4641, top5_acc: 0.7078, loss_cls: 2.3639, loss: 3.7052, grad_norm: 3.6641 2021-07-20 08:00:49,197 - mmaction - INFO - Epoch [111][400/1879] lr: 3.276e-02, eta: 13:26:57, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.3318, top1_acc: 0.4531, top5_acc: 0.6969, loss_cls: 2.4193, loss: 3.7511, grad_norm: 3.6205 2021-07-20 08:01:00,687 - mmaction - INFO - Epoch [111][420/1879] lr: 3.274e-02, eta: 13:26:43, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.3538, top1_acc: 0.4566, top5_acc: 0.6879, loss_cls: 2.4168, loss: 3.7707, grad_norm: 3.5620 2021-07-20 08:01:15,706 - mmaction - INFO - Epoch [111][440/1879] lr: 3.272e-02, eta: 13:26:31, time: 0.751, data_time: 0.005, memory: 6921, loss_aux: 1.3244, top1_acc: 0.4762, top5_acc: 0.7063, loss_cls: 2.3412, loss: 3.6656, grad_norm: 3.5457 2021-07-20 08:01:29,692 - mmaction - INFO - Epoch [111][460/1879] lr: 3.271e-02, eta: 13:26:18, time: 0.696, data_time: 0.004, memory: 6921, loss_aux: 1.3563, top1_acc: 0.4527, top5_acc: 0.6891, loss_cls: 2.4391, loss: 3.7954, grad_norm: 3.6414 2021-07-20 08:01:41,567 - mmaction - INFO - Epoch [111][480/1879] lr: 3.269e-02, eta: 13:26:05, time: 0.589, data_time: 0.006, memory: 6921, loss_aux: 1.3610, top1_acc: 0.4520, top5_acc: 0.6762, loss_cls: 2.4560, loss: 3.8170, grad_norm: 3.5743 2021-07-20 08:01:56,252 - mmaction - INFO - Epoch [111][500/1879] lr: 3.267e-02, eta: 13:25:53, time: 0.740, data_time: 0.010, memory: 6921, loss_aux: 1.3437, top1_acc: 0.4480, top5_acc: 0.6852, loss_cls: 2.4356, loss: 3.7793, grad_norm: 3.5982 2021-07-20 08:02:18,399 - mmaction - INFO - Epoch [111][520/1879] lr: 3.266e-02, eta: 13:25:43, time: 1.107, data_time: 0.035, memory: 6921, loss_aux: 1.3730, top1_acc: 0.4344, top5_acc: 0.6813, loss_cls: 2.4904, loss: 3.8635, grad_norm: 3.5632 2021-07-20 08:02:29,786 - mmaction - INFO - Epoch [111][540/1879] lr: 3.264e-02, eta: 13:25:30, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.3667, top1_acc: 0.4578, top5_acc: 0.6902, loss_cls: 2.4508, loss: 3.8174, grad_norm: 3.6190 2021-07-20 08:02:41,698 - mmaction - INFO - Epoch [111][560/1879] lr: 3.263e-02, eta: 13:25:16, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.3155, top1_acc: 0.4605, top5_acc: 0.6977, loss_cls: 2.3696, loss: 3.6851, grad_norm: 3.5174 2021-07-20 08:02:53,270 - mmaction - INFO - Epoch [111][580/1879] lr: 3.261e-02, eta: 13:25:03, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.3360, top1_acc: 0.4512, top5_acc: 0.6973, loss_cls: 2.3936, loss: 3.7296, grad_norm: 3.5503 2021-07-20 08:03:05,809 - mmaction - INFO - Epoch [111][600/1879] lr: 3.259e-02, eta: 13:24:50, time: 0.622, data_time: 0.007, memory: 6921, loss_aux: 1.3600, top1_acc: 0.4473, top5_acc: 0.6984, loss_cls: 2.4312, loss: 3.7912, grad_norm: 3.6333 2021-07-20 08:03:19,895 - mmaction - INFO - Epoch [111][620/1879] lr: 3.258e-02, eta: 13:24:37, time: 0.712, data_time: 0.013, memory: 6921, loss_aux: 1.3234, top1_acc: 0.4609, top5_acc: 0.7168, loss_cls: 2.3609, loss: 3.6843, grad_norm: 3.5498 2021-07-20 08:03:31,352 - mmaction - INFO - Epoch [111][640/1879] lr: 3.256e-02, eta: 13:24:24, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.2980, top1_acc: 0.4609, top5_acc: 0.7043, loss_cls: 2.3449, loss: 3.6430, grad_norm: 3.5638 2021-07-20 08:03:44,414 - mmaction - INFO - Epoch [111][660/1879] lr: 3.254e-02, eta: 13:24:11, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.3028, top1_acc: 0.4734, top5_acc: 0.7113, loss_cls: 2.3629, loss: 3.6657, grad_norm: 3.5724 2021-07-20 08:03:57,453 - mmaction - INFO - Epoch [111][680/1879] lr: 3.253e-02, eta: 13:23:58, time: 0.654, data_time: 0.004, memory: 6921, loss_aux: 1.2998, top1_acc: 0.4652, top5_acc: 0.7141, loss_cls: 2.3304, loss: 3.6302, grad_norm: 3.5741 2021-07-20 08:04:11,041 - mmaction - INFO - Epoch [111][700/1879] lr: 3.251e-02, eta: 13:23:45, time: 0.677, data_time: 0.003, memory: 6921, loss_aux: 1.3434, top1_acc: 0.4527, top5_acc: 0.7078, loss_cls: 2.3933, loss: 3.7367, grad_norm: 3.6105 2021-07-20 08:04:23,216 - mmaction - INFO - Epoch [111][720/1879] lr: 3.249e-02, eta: 13:23:32, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.3824, top1_acc: 0.4461, top5_acc: 0.6824, loss_cls: 2.4913, loss: 3.8737, grad_norm: 3.6161 2021-07-20 08:04:35,203 - mmaction - INFO - Epoch [111][740/1879] lr: 3.248e-02, eta: 13:23:19, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.3397, top1_acc: 0.4500, top5_acc: 0.6980, loss_cls: 2.4083, loss: 3.7480, grad_norm: 3.6350 2021-07-20 08:04:46,618 - mmaction - INFO - Epoch [111][760/1879] lr: 3.246e-02, eta: 13:23:05, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.3490, top1_acc: 0.4602, top5_acc: 0.6961, loss_cls: 2.4023, loss: 3.7512, grad_norm: 3.5665 2021-07-20 08:05:00,747 - mmaction - INFO - Epoch [111][780/1879] lr: 3.244e-02, eta: 13:22:53, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.3075, top1_acc: 0.4707, top5_acc: 0.7078, loss_cls: 2.3630, loss: 3.6705, grad_norm: 3.6071 2021-07-20 08:05:12,206 - mmaction - INFO - Epoch [111][800/1879] lr: 3.243e-02, eta: 13:22:39, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.3865, top1_acc: 0.4512, top5_acc: 0.6914, loss_cls: 2.4770, loss: 3.8636, grad_norm: 3.6623 2021-07-20 08:05:26,260 - mmaction - INFO - Epoch [111][820/1879] lr: 3.241e-02, eta: 13:22:27, time: 0.703, data_time: 0.004, memory: 6921, loss_aux: 1.3609, top1_acc: 0.4559, top5_acc: 0.6918, loss_cls: 2.4106, loss: 3.7714, grad_norm: 3.5592 2021-07-20 08:05:42,595 - mmaction - INFO - Epoch [111][840/1879] lr: 3.239e-02, eta: 13:22:15, time: 0.815, data_time: 0.002, memory: 6921, loss_aux: 1.3787, top1_acc: 0.4469, top5_acc: 0.6762, loss_cls: 2.4848, loss: 3.8635, grad_norm: 3.6333 2021-07-20 08:05:53,814 - mmaction - INFO - Epoch [111][860/1879] lr: 3.238e-02, eta: 13:22:01, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.3086, top1_acc: 0.4586, top5_acc: 0.7195, loss_cls: 2.3276, loss: 3.6361, grad_norm: 3.6344 2021-07-20 08:06:08,124 - mmaction - INFO - Epoch [111][880/1879] lr: 3.236e-02, eta: 13:21:49, time: 0.714, data_time: 0.008, memory: 6921, loss_aux: 1.3215, top1_acc: 0.4520, top5_acc: 0.6992, loss_cls: 2.3916, loss: 3.7130, grad_norm: 3.5681 2021-07-20 08:06:20,954 - mmaction - INFO - Epoch [111][900/1879] lr: 3.235e-02, eta: 13:21:36, time: 0.644, data_time: 0.006, memory: 6921, loss_aux: 1.3368, top1_acc: 0.4617, top5_acc: 0.7016, loss_cls: 2.3680, loss: 3.7048, grad_norm: 3.6503 2021-07-20 08:06:32,836 - mmaction - INFO - Epoch [111][920/1879] lr: 3.233e-02, eta: 13:21:22, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.3460, top1_acc: 0.4555, top5_acc: 0.6941, loss_cls: 2.4406, loss: 3.7865, grad_norm: 3.6855 2021-07-20 08:06:47,330 - mmaction - INFO - Epoch [111][940/1879] lr: 3.231e-02, eta: 13:21:10, time: 0.722, data_time: 0.004, memory: 6921, loss_aux: 1.3387, top1_acc: 0.4691, top5_acc: 0.7066, loss_cls: 2.3596, loss: 3.6983, grad_norm: 3.5916 2021-07-20 08:07:07,315 - mmaction - INFO - Epoch [111][960/1879] lr: 3.230e-02, eta: 13:20:59, time: 0.988, data_time: 0.008, memory: 6921, loss_aux: 1.3001, top1_acc: 0.4676, top5_acc: 0.7059, loss_cls: 2.3314, loss: 3.6315, grad_norm: 3.5610 2021-07-20 08:07:18,719 - mmaction - INFO - Epoch [111][980/1879] lr: 3.228e-02, eta: 13:20:46, time: 0.580, data_time: 0.023, memory: 6921, loss_aux: 1.3133, top1_acc: 0.4773, top5_acc: 0.7066, loss_cls: 2.3609, loss: 3.6743, grad_norm: 3.6002 2021-07-20 08:07:41,083 - mmaction - INFO - Epoch [111][1000/1879] lr: 3.226e-02, eta: 13:20:36, time: 1.119, data_time: 0.005, memory: 6921, loss_aux: 1.2958, top1_acc: 0.4797, top5_acc: 0.7090, loss_cls: 2.3033, loss: 3.5991, grad_norm: 3.6270 2021-07-20 08:07:53,036 - mmaction - INFO - Epoch [111][1020/1879] lr: 3.225e-02, eta: 13:20:23, time: 0.600, data_time: 0.007, memory: 6921, loss_aux: 1.3053, top1_acc: 0.4664, top5_acc: 0.7012, loss_cls: 2.3687, loss: 3.6740, grad_norm: 3.6259 2021-07-20 08:08:04,556 - mmaction - INFO - Epoch [111][1040/1879] lr: 3.223e-02, eta: 13:20:10, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.3305, top1_acc: 0.4574, top5_acc: 0.6926, loss_cls: 2.4045, loss: 3.7350, grad_norm: 3.5806 2021-07-20 08:08:17,705 - mmaction - INFO - Epoch [111][1060/1879] lr: 3.221e-02, eta: 13:19:57, time: 0.654, data_time: 0.001, memory: 6921, loss_aux: 1.3485, top1_acc: 0.4652, top5_acc: 0.7027, loss_cls: 2.3897, loss: 3.7382, grad_norm: 3.6408 2021-07-20 08:08:30,998 - mmaction - INFO - Epoch [111][1080/1879] lr: 3.220e-02, eta: 13:19:44, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.3562, top1_acc: 0.4449, top5_acc: 0.6957, loss_cls: 2.4490, loss: 3.8052, grad_norm: 3.7468 2021-07-20 08:08:44,082 - mmaction - INFO - Epoch [111][1100/1879] lr: 3.218e-02, eta: 13:19:31, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.3536, top1_acc: 0.4512, top5_acc: 0.7012, loss_cls: 2.4264, loss: 3.7799, grad_norm: 3.6555 2021-07-20 08:09:09,246 - mmaction - INFO - Epoch [111][1120/1879] lr: 3.217e-02, eta: 13:19:22, time: 1.255, data_time: 0.003, memory: 6921, loss_aux: 1.3537, top1_acc: 0.4469, top5_acc: 0.6875, loss_cls: 2.4546, loss: 3.8083, grad_norm: 3.6289 2021-07-20 08:09:29,427 - mmaction - INFO - Epoch [111][1140/1879] lr: 3.215e-02, eta: 13:19:12, time: 0.999, data_time: 0.006, memory: 6921, loss_aux: 1.3257, top1_acc: 0.4586, top5_acc: 0.7031, loss_cls: 2.3771, loss: 3.7028, grad_norm: 3.6209 2021-07-20 08:09:42,965 - mmaction - INFO - Epoch [111][1160/1879] lr: 3.213e-02, eta: 13:18:59, time: 0.689, data_time: 0.029, memory: 6921, loss_aux: 1.3377, top1_acc: 0.4500, top5_acc: 0.6906, loss_cls: 2.4029, loss: 3.7406, grad_norm: 3.6222 2021-07-20 08:09:56,806 - mmaction - INFO - Epoch [111][1180/1879] lr: 3.212e-02, eta: 13:18:47, time: 0.690, data_time: 0.006, memory: 6921, loss_aux: 1.3462, top1_acc: 0.4637, top5_acc: 0.6914, loss_cls: 2.4128, loss: 3.7590, grad_norm: 3.7300 2021-07-20 08:10:10,854 - mmaction - INFO - Epoch [111][1200/1879] lr: 3.210e-02, eta: 13:18:34, time: 0.705, data_time: 0.005, memory: 6921, loss_aux: 1.3134, top1_acc: 0.4598, top5_acc: 0.7004, loss_cls: 2.3440, loss: 3.6575, grad_norm: 3.5753 2021-07-20 08:10:25,382 - mmaction - INFO - Epoch [111][1220/1879] lr: 3.208e-02, eta: 13:18:22, time: 0.725, data_time: 0.003, memory: 6921, loss_aux: 1.3606, top1_acc: 0.4449, top5_acc: 0.6848, loss_cls: 2.4473, loss: 3.8079, grad_norm: 3.5711 2021-07-20 08:10:39,980 - mmaction - INFO - Epoch [111][1240/1879] lr: 3.207e-02, eta: 13:18:09, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.3461, top1_acc: 0.4527, top5_acc: 0.6871, loss_cls: 2.4271, loss: 3.7732, grad_norm: 3.6195 2021-07-20 08:10:51,597 - mmaction - INFO - Epoch [111][1260/1879] lr: 3.205e-02, eta: 13:17:56, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.3648, top1_acc: 0.4473, top5_acc: 0.6879, loss_cls: 2.5014, loss: 3.8662, grad_norm: 3.6960 2021-07-20 08:11:04,234 - mmaction - INFO - Epoch [111][1280/1879] lr: 3.203e-02, eta: 13:17:43, time: 0.633, data_time: 0.007, memory: 6921, loss_aux: 1.3272, top1_acc: 0.4617, top5_acc: 0.7039, loss_cls: 2.3893, loss: 3.7165, grad_norm: 3.6521 2021-07-20 08:11:18,675 - mmaction - INFO - Epoch [111][1300/1879] lr: 3.202e-02, eta: 13:17:30, time: 0.722, data_time: 0.001, memory: 6921, loss_aux: 1.3585, top1_acc: 0.4609, top5_acc: 0.6961, loss_cls: 2.4297, loss: 3.7882, grad_norm: 3.6441 2021-07-20 08:11:30,584 - mmaction - INFO - Epoch [111][1320/1879] lr: 3.200e-02, eta: 13:17:17, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.3161, top1_acc: 0.4625, top5_acc: 0.6906, loss_cls: 2.3932, loss: 3.7093, grad_norm: 3.6688 2021-07-20 08:11:47,564 - mmaction - INFO - Epoch [111][1340/1879] lr: 3.199e-02, eta: 13:17:06, time: 0.849, data_time: 0.002, memory: 6921, loss_aux: 1.3632, top1_acc: 0.4437, top5_acc: 0.6879, loss_cls: 2.4648, loss: 3.8280, grad_norm: 3.6506 2021-07-20 08:12:02,747 - mmaction - INFO - Epoch [111][1360/1879] lr: 3.197e-02, eta: 13:16:53, time: 0.759, data_time: 0.003, memory: 6921, loss_aux: 1.3519, top1_acc: 0.4477, top5_acc: 0.6937, loss_cls: 2.4375, loss: 3.7894, grad_norm: 3.5734 2021-07-20 08:12:14,462 - mmaction - INFO - Epoch [111][1380/1879] lr: 3.195e-02, eta: 13:16:40, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.3207, top1_acc: 0.4773, top5_acc: 0.7188, loss_cls: 2.3201, loss: 3.6409, grad_norm: 3.5833 2021-07-20 08:12:27,300 - mmaction - INFO - Epoch [111][1400/1879] lr: 3.194e-02, eta: 13:16:27, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.3584, top1_acc: 0.4465, top5_acc: 0.6852, loss_cls: 2.4547, loss: 3.8131, grad_norm: 3.6206 2021-07-20 08:12:41,525 - mmaction - INFO - Epoch [111][1420/1879] lr: 3.192e-02, eta: 13:16:14, time: 0.708, data_time: 0.004, memory: 6921, loss_aux: 1.3396, top1_acc: 0.4500, top5_acc: 0.6930, loss_cls: 2.4168, loss: 3.7564, grad_norm: 3.6039 2021-07-20 08:12:52,879 - mmaction - INFO - Epoch [111][1440/1879] lr: 3.190e-02, eta: 13:16:01, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.3464, top1_acc: 0.4656, top5_acc: 0.6910, loss_cls: 2.4144, loss: 3.7608, grad_norm: 3.5851 2021-07-20 08:13:08,849 - mmaction - INFO - Epoch [111][1460/1879] lr: 3.189e-02, eta: 13:15:49, time: 0.796, data_time: 0.002, memory: 6921, loss_aux: 1.3535, top1_acc: 0.4504, top5_acc: 0.6906, loss_cls: 2.4282, loss: 3.7817, grad_norm: 3.5805 2021-07-20 08:13:20,679 - mmaction - INFO - Epoch [111][1480/1879] lr: 3.187e-02, eta: 13:15:36, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.3691, top1_acc: 0.4410, top5_acc: 0.6820, loss_cls: 2.4614, loss: 3.8305, grad_norm: 3.6141 2021-07-20 08:13:32,609 - mmaction - INFO - Epoch [111][1500/1879] lr: 3.185e-02, eta: 13:15:22, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.3407, top1_acc: 0.4703, top5_acc: 0.7051, loss_cls: 2.3738, loss: 3.7145, grad_norm: 3.5922 2021-07-20 08:13:45,035 - mmaction - INFO - Epoch [111][1520/1879] lr: 3.184e-02, eta: 13:15:09, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.3357, top1_acc: 0.4547, top5_acc: 0.6988, loss_cls: 2.4096, loss: 3.7452, grad_norm: 3.6816 2021-07-20 08:13:57,079 - mmaction - INFO - Epoch [111][1540/1879] lr: 3.182e-02, eta: 13:14:56, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.3281, top1_acc: 0.4648, top5_acc: 0.6988, loss_cls: 2.3907, loss: 3.7188, grad_norm: 3.5947 2021-07-20 08:14:08,623 - mmaction - INFO - Epoch [111][1560/1879] lr: 3.181e-02, eta: 13:14:42, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3240, top1_acc: 0.4762, top5_acc: 0.7043, loss_cls: 2.3800, loss: 3.7040, grad_norm: 3.6504 2021-07-20 08:14:20,945 - mmaction - INFO - Epoch [111][1580/1879] lr: 3.179e-02, eta: 13:14:29, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 1.3146, top1_acc: 0.4781, top5_acc: 0.7094, loss_cls: 2.3229, loss: 3.6375, grad_norm: 3.5555 2021-07-20 08:14:33,888 - mmaction - INFO - Epoch [111][1600/1879] lr: 3.177e-02, eta: 13:14:16, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.3553, top1_acc: 0.4508, top5_acc: 0.6941, loss_cls: 2.4527, loss: 3.8080, grad_norm: 3.6722 2021-07-20 08:14:46,711 - mmaction - INFO - Epoch [111][1620/1879] lr: 3.176e-02, eta: 13:14:03, time: 0.639, data_time: 0.003, memory: 6921, loss_aux: 1.3477, top1_acc: 0.4535, top5_acc: 0.6941, loss_cls: 2.4036, loss: 3.7513, grad_norm: 3.5851 2021-07-20 08:15:00,418 - mmaction - INFO - Epoch [111][1640/1879] lr: 3.174e-02, eta: 13:13:51, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.3505, top1_acc: 0.4516, top5_acc: 0.6848, loss_cls: 2.4508, loss: 3.8012, grad_norm: 3.6337 2021-07-20 08:15:12,946 - mmaction - INFO - Epoch [111][1660/1879] lr: 3.172e-02, eta: 13:13:38, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.3676, top1_acc: 0.4391, top5_acc: 0.6848, loss_cls: 2.4603, loss: 3.8279, grad_norm: 3.6018 2021-07-20 08:15:24,444 - mmaction - INFO - Epoch [111][1680/1879] lr: 3.171e-02, eta: 13:13:24, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.3538, top1_acc: 0.4578, top5_acc: 0.6953, loss_cls: 2.4377, loss: 3.7915, grad_norm: 3.5777 2021-07-20 08:15:35,924 - mmaction - INFO - Epoch [111][1700/1879] lr: 3.169e-02, eta: 13:13:11, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3546, top1_acc: 0.4598, top5_acc: 0.6937, loss_cls: 2.4207, loss: 3.7753, grad_norm: 3.6844 2021-07-20 08:15:49,507 - mmaction - INFO - Epoch [111][1720/1879] lr: 3.168e-02, eta: 13:12:58, time: 0.677, data_time: 0.004, memory: 6921, loss_aux: 1.3829, top1_acc: 0.4410, top5_acc: 0.6906, loss_cls: 2.4840, loss: 3.8669, grad_norm: 3.6379 2021-07-20 08:16:03,175 - mmaction - INFO - Epoch [111][1740/1879] lr: 3.166e-02, eta: 13:12:45, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.3299, top1_acc: 0.4578, top5_acc: 0.6930, loss_cls: 2.3994, loss: 3.7294, grad_norm: 3.6141 2021-07-20 08:16:15,190 - mmaction - INFO - Epoch [111][1760/1879] lr: 3.164e-02, eta: 13:12:32, time: 0.638, data_time: 0.053, memory: 6921, loss_aux: 1.3058, top1_acc: 0.4660, top5_acc: 0.7117, loss_cls: 2.3349, loss: 3.6407, grad_norm: 3.6160 2021-07-20 08:16:27,105 - mmaction - INFO - Epoch [111][1780/1879] lr: 3.163e-02, eta: 13:12:19, time: 0.606, data_time: 0.014, memory: 6921, loss_aux: 1.3547, top1_acc: 0.4637, top5_acc: 0.6824, loss_cls: 2.4525, loss: 3.8072, grad_norm: 3.5797 2021-07-20 08:16:39,209 - mmaction - INFO - Epoch [111][1800/1879] lr: 3.161e-02, eta: 13:12:05, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.3513, top1_acc: 0.4551, top5_acc: 0.6961, loss_cls: 2.4228, loss: 3.7740, grad_norm: 3.5662 2021-07-20 08:16:53,193 - mmaction - INFO - Epoch [111][1820/1879] lr: 3.159e-02, eta: 13:11:53, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.3415, top1_acc: 0.4594, top5_acc: 0.6898, loss_cls: 2.4037, loss: 3.7452, grad_norm: 3.5928 2021-07-20 08:17:04,346 - mmaction - INFO - Epoch [111][1840/1879] lr: 3.158e-02, eta: 13:11:39, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.3289, top1_acc: 0.4562, top5_acc: 0.7059, loss_cls: 2.3739, loss: 3.7028, grad_norm: 3.6125 2021-07-20 08:17:15,776 - mmaction - INFO - Epoch [111][1860/1879] lr: 3.156e-02, eta: 13:11:26, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.3740, top1_acc: 0.4504, top5_acc: 0.6754, loss_cls: 2.4538, loss: 3.8278, grad_norm: 3.6164 2021-07-20 08:17:26,722 - mmaction - INFO - Saving checkpoint at 111 epochs 2021-07-20 08:17:49,979 - mmaction - INFO - Epoch [112][20/1879] lr: 3.153e-02, eta: 13:10:59, time: 1.063, data_time: 0.286, memory: 6921, loss_aux: 1.3328, top1_acc: 0.4746, top5_acc: 0.7027, loss_cls: 2.3790, loss: 3.7118, grad_norm: 3.5365 2021-07-20 08:18:07,559 - mmaction - INFO - Epoch [112][40/1879] lr: 3.151e-02, eta: 13:10:48, time: 0.877, data_time: 0.006, memory: 6921, loss_aux: 1.3063, top1_acc: 0.4781, top5_acc: 0.7184, loss_cls: 2.3025, loss: 3.6088, grad_norm: 3.6420 2021-07-20 08:18:20,885 - mmaction - INFO - Epoch [112][60/1879] lr: 3.150e-02, eta: 13:10:35, time: 0.669, data_time: 0.007, memory: 6921, loss_aux: 1.3091, top1_acc: 0.4641, top5_acc: 0.7090, loss_cls: 2.3408, loss: 3.6499, grad_norm: 3.6377 2021-07-20 08:18:32,309 - mmaction - INFO - Epoch [112][80/1879] lr: 3.148e-02, eta: 13:10:21, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.3388, top1_acc: 0.4594, top5_acc: 0.6949, loss_cls: 2.4082, loss: 3.7470, grad_norm: 3.7085 2021-07-20 08:18:45,657 - mmaction - INFO - Epoch [112][100/1879] lr: 3.146e-02, eta: 13:10:08, time: 0.666, data_time: 0.002, memory: 6921, loss_aux: 1.3555, top1_acc: 0.4617, top5_acc: 0.6984, loss_cls: 2.4088, loss: 3.7643, grad_norm: 3.5714 2021-07-20 08:18:56,774 - mmaction - INFO - Epoch [112][120/1879] lr: 3.145e-02, eta: 13:09:55, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.3704, top1_acc: 0.4547, top5_acc: 0.6945, loss_cls: 2.4439, loss: 3.8143, grad_norm: 3.6893 2021-07-20 08:19:11,353 - mmaction - INFO - Epoch [112][140/1879] lr: 3.143e-02, eta: 13:09:42, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.3174, top1_acc: 0.4617, top5_acc: 0.6953, loss_cls: 2.3865, loss: 3.7039, grad_norm: 3.6306 2021-07-20 08:19:24,358 - mmaction - INFO - Epoch [112][160/1879] lr: 3.142e-02, eta: 13:09:30, time: 0.653, data_time: 0.052, memory: 6921, loss_aux: 1.3458, top1_acc: 0.4660, top5_acc: 0.6988, loss_cls: 2.3992, loss: 3.7450, grad_norm: 3.6092 2021-07-20 08:19:36,713 - mmaction - INFO - Epoch [112][180/1879] lr: 3.140e-02, eta: 13:09:16, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.3226, top1_acc: 0.4738, top5_acc: 0.7180, loss_cls: 2.3444, loss: 3.6669, grad_norm: 3.5997 2021-07-20 08:19:51,124 - mmaction - INFO - Epoch [112][200/1879] lr: 3.138e-02, eta: 13:09:04, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.3491, top1_acc: 0.4602, top5_acc: 0.6883, loss_cls: 2.4396, loss: 3.7887, grad_norm: 3.6922 2021-07-20 08:20:02,690 - mmaction - INFO - Epoch [112][220/1879] lr: 3.137e-02, eta: 13:08:50, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.3197, top1_acc: 0.4656, top5_acc: 0.7074, loss_cls: 2.3632, loss: 3.6828, grad_norm: 3.6861 2021-07-20 08:20:19,017 - mmaction - INFO - Epoch [112][240/1879] lr: 3.135e-02, eta: 13:08:39, time: 0.818, data_time: 0.007, memory: 6921, loss_aux: 1.3025, top1_acc: 0.4691, top5_acc: 0.7168, loss_cls: 2.3322, loss: 3.6347, grad_norm: 3.7210 2021-07-20 08:20:31,679 - mmaction - INFO - Epoch [112][260/1879] lr: 3.134e-02, eta: 13:08:26, time: 0.637, data_time: 0.007, memory: 6921, loss_aux: 1.3188, top1_acc: 0.4723, top5_acc: 0.7148, loss_cls: 2.3517, loss: 3.6705, grad_norm: 3.5831 2021-07-20 08:20:44,605 - mmaction - INFO - Epoch [112][280/1879] lr: 3.132e-02, eta: 13:08:13, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.3561, top1_acc: 0.4453, top5_acc: 0.6848, loss_cls: 2.4348, loss: 3.7910, grad_norm: 3.6740 2021-07-20 08:20:56,860 - mmaction - INFO - Epoch [112][300/1879] lr: 3.130e-02, eta: 13:07:59, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.3051, top1_acc: 0.4785, top5_acc: 0.6961, loss_cls: 2.3559, loss: 3.6610, grad_norm: 3.6120 2021-07-20 08:21:09,864 - mmaction - INFO - Epoch [112][320/1879] lr: 3.129e-02, eta: 13:07:46, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.3009, top1_acc: 0.4730, top5_acc: 0.7156, loss_cls: 2.3142, loss: 3.6151, grad_norm: 3.5926 2021-07-20 08:21:23,342 - mmaction - INFO - Epoch [112][340/1879] lr: 3.127e-02, eta: 13:07:34, time: 0.674, data_time: 0.005, memory: 6921, loss_aux: 1.3745, top1_acc: 0.4383, top5_acc: 0.6824, loss_cls: 2.4530, loss: 3.8276, grad_norm: 3.7841 2021-07-20 08:21:39,402 - mmaction - INFO - Epoch [112][360/1879] lr: 3.125e-02, eta: 13:07:22, time: 0.804, data_time: 0.005, memory: 6921, loss_aux: 1.3338, top1_acc: 0.4531, top5_acc: 0.6965, loss_cls: 2.4018, loss: 3.7356, grad_norm: 3.6121 2021-07-20 08:21:52,720 - mmaction - INFO - Epoch [112][380/1879] lr: 3.124e-02, eta: 13:07:09, time: 0.665, data_time: 0.005, memory: 6921, loss_aux: 1.3226, top1_acc: 0.4672, top5_acc: 0.6988, loss_cls: 2.3587, loss: 3.6813, grad_norm: 3.6572 2021-07-20 08:22:07,462 - mmaction - INFO - Epoch [112][400/1879] lr: 3.122e-02, eta: 13:06:57, time: 0.738, data_time: 0.003, memory: 6921, loss_aux: 1.3243, top1_acc: 0.4605, top5_acc: 0.7012, loss_cls: 2.3812, loss: 3.7054, grad_norm: 3.5997 2021-07-20 08:22:18,800 - mmaction - INFO - Epoch [112][420/1879] lr: 3.121e-02, eta: 13:06:43, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.3331, top1_acc: 0.4613, top5_acc: 0.7066, loss_cls: 2.3695, loss: 3.7027, grad_norm: 3.6694 2021-07-20 08:22:33,104 - mmaction - INFO - Epoch [112][440/1879] lr: 3.119e-02, eta: 13:06:31, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.3126, top1_acc: 0.4813, top5_acc: 0.7102, loss_cls: 2.3157, loss: 3.6283, grad_norm: 3.5863 2021-07-20 08:22:44,390 - mmaction - INFO - Epoch [112][460/1879] lr: 3.117e-02, eta: 13:06:17, time: 0.579, data_time: 0.018, memory: 6921, loss_aux: 1.3075, top1_acc: 0.4723, top5_acc: 0.7102, loss_cls: 2.2924, loss: 3.5999, grad_norm: 3.6357 2021-07-20 08:22:55,643 - mmaction - INFO - Epoch [112][480/1879] lr: 3.116e-02, eta: 13:06:04, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.3570, top1_acc: 0.4574, top5_acc: 0.6949, loss_cls: 2.4397, loss: 3.7967, grad_norm: 3.7443 2021-07-20 08:23:07,205 - mmaction - INFO - Epoch [112][500/1879] lr: 3.114e-02, eta: 13:05:50, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3204, top1_acc: 0.4613, top5_acc: 0.7070, loss_cls: 2.3493, loss: 3.6698, grad_norm: 3.6518 2021-07-20 08:23:18,892 - mmaction - INFO - Epoch [112][520/1879] lr: 3.112e-02, eta: 13:05:37, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.3084, top1_acc: 0.4754, top5_acc: 0.7121, loss_cls: 2.3299, loss: 3.6384, grad_norm: 3.5690 2021-07-20 08:23:32,112 - mmaction - INFO - Epoch [112][540/1879] lr: 3.111e-02, eta: 13:05:24, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.3262, top1_acc: 0.4750, top5_acc: 0.7004, loss_cls: 2.3636, loss: 3.6898, grad_norm: 3.6501 2021-07-20 08:23:44,383 - mmaction - INFO - Epoch [112][560/1879] lr: 3.109e-02, eta: 13:05:11, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.3235, top1_acc: 0.4738, top5_acc: 0.7063, loss_cls: 2.3507, loss: 3.6742, grad_norm: 3.6510 2021-07-20 08:23:55,947 - mmaction - INFO - Epoch [112][580/1879] lr: 3.108e-02, eta: 13:04:57, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.3628, top1_acc: 0.4492, top5_acc: 0.6879, loss_cls: 2.4466, loss: 3.8094, grad_norm: 3.7351 2021-07-20 08:24:07,084 - mmaction - INFO - Epoch [112][600/1879] lr: 3.106e-02, eta: 13:04:44, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.3188, top1_acc: 0.4645, top5_acc: 0.6996, loss_cls: 2.3826, loss: 3.7014, grad_norm: 3.6520 2021-07-20 08:24:18,441 - mmaction - INFO - Epoch [112][620/1879] lr: 3.104e-02, eta: 13:04:30, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.3366, top1_acc: 0.4629, top5_acc: 0.7031, loss_cls: 2.3926, loss: 3.7292, grad_norm: 3.6038 2021-07-20 08:24:30,013 - mmaction - INFO - Epoch [112][640/1879] lr: 3.103e-02, eta: 13:04:17, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.3514, top1_acc: 0.4570, top5_acc: 0.6965, loss_cls: 2.4243, loss: 3.7757, grad_norm: 3.6625 2021-07-20 08:24:42,351 - mmaction - INFO - Epoch [112][660/1879] lr: 3.101e-02, eta: 13:04:04, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.3266, top1_acc: 0.4527, top5_acc: 0.6988, loss_cls: 2.4016, loss: 3.7282, grad_norm: 3.6084 2021-07-20 08:24:56,873 - mmaction - INFO - Epoch [112][680/1879] lr: 3.100e-02, eta: 13:03:51, time: 0.728, data_time: 0.003, memory: 6921, loss_aux: 1.3329, top1_acc: 0.4629, top5_acc: 0.6969, loss_cls: 2.3841, loss: 3.7170, grad_norm: 3.5891 2021-07-20 08:25:08,363 - mmaction - INFO - Epoch [112][700/1879] lr: 3.098e-02, eta: 13:03:38, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.3153, top1_acc: 0.4609, top5_acc: 0.7105, loss_cls: 2.3340, loss: 3.6493, grad_norm: 3.5659 2021-07-20 08:25:20,087 - mmaction - INFO - Epoch [112][720/1879] lr: 3.096e-02, eta: 13:03:24, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.3532, top1_acc: 0.4434, top5_acc: 0.6875, loss_cls: 2.4372, loss: 3.7904, grad_norm: 3.6391 2021-07-20 08:25:32,075 - mmaction - INFO - Epoch [112][740/1879] lr: 3.095e-02, eta: 13:03:11, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.3505, top1_acc: 0.4402, top5_acc: 0.6969, loss_cls: 2.4336, loss: 3.7841, grad_norm: 3.6878 2021-07-20 08:25:43,379 - mmaction - INFO - Epoch [112][760/1879] lr: 3.093e-02, eta: 13:02:57, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.3065, top1_acc: 0.4680, top5_acc: 0.7141, loss_cls: 2.3543, loss: 3.6608, grad_norm: 3.6380 2021-07-20 08:25:56,834 - mmaction - INFO - Epoch [112][780/1879] lr: 3.091e-02, eta: 13:02:45, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.3568, top1_acc: 0.4387, top5_acc: 0.6883, loss_cls: 2.4653, loss: 3.8221, grad_norm: 3.6505 2021-07-20 08:26:11,755 - mmaction - INFO - Epoch [112][800/1879] lr: 3.090e-02, eta: 13:02:32, time: 0.743, data_time: 0.002, memory: 6921, loss_aux: 1.2854, top1_acc: 0.4762, top5_acc: 0.7148, loss_cls: 2.2924, loss: 3.5778, grad_norm: 3.5856 2021-07-20 08:26:23,421 - mmaction - INFO - Epoch [112][820/1879] lr: 3.088e-02, eta: 13:02:19, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.3254, top1_acc: 0.4500, top5_acc: 0.7035, loss_cls: 2.3836, loss: 3.7090, grad_norm: 3.7391 2021-07-20 08:26:40,035 - mmaction - INFO - Epoch [112][840/1879] lr: 3.087e-02, eta: 13:02:07, time: 0.827, data_time: 0.005, memory: 6921, loss_aux: 1.3495, top1_acc: 0.4586, top5_acc: 0.6961, loss_cls: 2.4253, loss: 3.7748, grad_norm: 3.6435 2021-07-20 08:26:52,177 - mmaction - INFO - Epoch [112][860/1879] lr: 3.085e-02, eta: 13:01:54, time: 0.611, data_time: 0.007, memory: 6921, loss_aux: 1.3244, top1_acc: 0.4648, top5_acc: 0.7012, loss_cls: 2.3963, loss: 3.7206, grad_norm: 3.7127 2021-07-20 08:27:06,482 - mmaction - INFO - Epoch [112][880/1879] lr: 3.083e-02, eta: 13:01:42, time: 0.715, data_time: 0.002, memory: 6921, loss_aux: 1.3079, top1_acc: 0.4648, top5_acc: 0.7004, loss_cls: 2.3598, loss: 3.6677, grad_norm: 3.6474 2021-07-20 08:27:18,578 - mmaction - INFO - Epoch [112][900/1879] lr: 3.082e-02, eta: 13:01:28, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3091, top1_acc: 0.4695, top5_acc: 0.7113, loss_cls: 2.3488, loss: 3.6579, grad_norm: 3.6367 2021-07-20 08:27:29,931 - mmaction - INFO - Epoch [112][920/1879] lr: 3.080e-02, eta: 13:01:15, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.3319, top1_acc: 0.4688, top5_acc: 0.7086, loss_cls: 2.3857, loss: 3.7177, grad_norm: 3.6564 2021-07-20 08:27:43,718 - mmaction - INFO - Epoch [112][940/1879] lr: 3.079e-02, eta: 13:01:02, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.3179, top1_acc: 0.4586, top5_acc: 0.7000, loss_cls: 2.3582, loss: 3.6762, grad_norm: 3.6381 2021-07-20 08:27:55,091 - mmaction - INFO - Epoch [112][960/1879] lr: 3.077e-02, eta: 13:00:49, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.3264, top1_acc: 0.4637, top5_acc: 0.6988, loss_cls: 2.3789, loss: 3.7053, grad_norm: 3.6113 2021-07-20 08:28:06,445 - mmaction - INFO - Epoch [112][980/1879] lr: 3.075e-02, eta: 13:00:35, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.3253, top1_acc: 0.4672, top5_acc: 0.6977, loss_cls: 2.3801, loss: 3.7054, grad_norm: 3.6722 2021-07-20 08:28:19,076 - mmaction - INFO - Epoch [112][1000/1879] lr: 3.074e-02, eta: 13:00:22, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.3339, top1_acc: 0.4660, top5_acc: 0.6906, loss_cls: 2.3986, loss: 3.7325, grad_norm: 3.6387 2021-07-20 08:28:30,679 - mmaction - INFO - Epoch [112][1020/1879] lr: 3.072e-02, eta: 13:00:09, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.2842, top1_acc: 0.4754, top5_acc: 0.7168, loss_cls: 2.2984, loss: 3.5826, grad_norm: 3.6675 2021-07-20 08:28:42,778 - mmaction - INFO - Epoch [112][1040/1879] lr: 3.071e-02, eta: 12:59:55, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.3559, top1_acc: 0.4504, top5_acc: 0.6898, loss_cls: 2.4522, loss: 3.8081, grad_norm: 3.7141 2021-07-20 08:28:54,600 - mmaction - INFO - Epoch [112][1060/1879] lr: 3.069e-02, eta: 12:59:42, time: 0.595, data_time: 0.007, memory: 6921, loss_aux: 1.3630, top1_acc: 0.4547, top5_acc: 0.6902, loss_cls: 2.4469, loss: 3.8099, grad_norm: 3.7555 2021-07-20 08:29:10,486 - mmaction - INFO - Epoch [112][1080/1879] lr: 3.067e-02, eta: 12:59:30, time: 0.793, data_time: 0.003, memory: 6921, loss_aux: 1.3145, top1_acc: 0.4691, top5_acc: 0.7090, loss_cls: 2.3602, loss: 3.6746, grad_norm: 3.6306 2021-07-20 08:29:23,972 - mmaction - INFO - Epoch [112][1100/1879] lr: 3.066e-02, eta: 12:59:17, time: 0.673, data_time: 0.005, memory: 6921, loss_aux: 1.3160, top1_acc: 0.4621, top5_acc: 0.6973, loss_cls: 2.3628, loss: 3.6788, grad_norm: 3.6114 2021-07-20 08:29:37,073 - mmaction - INFO - Epoch [112][1120/1879] lr: 3.064e-02, eta: 12:59:04, time: 0.643, data_time: 0.005, memory: 6921, loss_aux: 1.3229, top1_acc: 0.4746, top5_acc: 0.7027, loss_cls: 2.3465, loss: 3.6694, grad_norm: 3.7159 2021-07-20 08:29:48,794 - mmaction - INFO - Epoch [112][1140/1879] lr: 3.063e-02, eta: 12:58:51, time: 0.601, data_time: 0.018, memory: 6921, loss_aux: 1.3375, top1_acc: 0.4555, top5_acc: 0.6941, loss_cls: 2.4090, loss: 3.7466, grad_norm: 3.7453 2021-07-20 08:30:00,231 - mmaction - INFO - Epoch [112][1160/1879] lr: 3.061e-02, eta: 12:58:38, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.3256, top1_acc: 0.4520, top5_acc: 0.7020, loss_cls: 2.3946, loss: 3.7202, grad_norm: 3.7021 2021-07-20 08:30:11,252 - mmaction - INFO - Epoch [112][1180/1879] lr: 3.059e-02, eta: 12:58:24, time: 0.551, data_time: 0.002, memory: 6921, loss_aux: 1.3540, top1_acc: 0.4527, top5_acc: 0.6879, loss_cls: 2.4246, loss: 3.7786, grad_norm: 3.7012 2021-07-20 08:30:25,849 - mmaction - INFO - Epoch [112][1200/1879] lr: 3.058e-02, eta: 12:58:12, time: 0.729, data_time: 0.003, memory: 6921, loss_aux: 1.2869, top1_acc: 0.4750, top5_acc: 0.7156, loss_cls: 2.2896, loss: 3.5765, grad_norm: 3.6303 2021-07-20 08:30:37,416 - mmaction - INFO - Epoch [112][1220/1879] lr: 3.056e-02, eta: 12:57:58, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.3697, top1_acc: 0.4457, top5_acc: 0.6914, loss_cls: 2.4588, loss: 3.8285, grad_norm: 3.7104 2021-07-20 08:30:49,244 - mmaction - INFO - Epoch [112][1240/1879] lr: 3.055e-02, eta: 12:57:45, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.3700, top1_acc: 0.4492, top5_acc: 0.6914, loss_cls: 2.4302, loss: 3.8002, grad_norm: 3.7559 2021-07-20 08:31:01,083 - mmaction - INFO - Epoch [112][1260/1879] lr: 3.053e-02, eta: 12:57:31, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.3185, top1_acc: 0.4551, top5_acc: 0.7055, loss_cls: 2.3493, loss: 3.6678, grad_norm: 3.6652 2021-07-20 08:31:14,114 - mmaction - INFO - Epoch [112][1280/1879] lr: 3.051e-02, eta: 12:57:18, time: 0.649, data_time: 0.004, memory: 6921, loss_aux: 1.3277, top1_acc: 0.4617, top5_acc: 0.6926, loss_cls: 2.4065, loss: 3.7342, grad_norm: 3.5873 2021-07-20 08:31:26,890 - mmaction - INFO - Epoch [112][1300/1879] lr: 3.050e-02, eta: 12:57:05, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 1.3324, top1_acc: 0.4555, top5_acc: 0.6930, loss_cls: 2.3905, loss: 3.7230, grad_norm: 3.5837 2021-07-20 08:31:47,808 - mmaction - INFO - Epoch [112][1320/1879] lr: 3.048e-02, eta: 12:56:55, time: 1.045, data_time: 0.010, memory: 6921, loss_aux: 1.3114, top1_acc: 0.4664, top5_acc: 0.7105, loss_cls: 2.3195, loss: 3.6309, grad_norm: 3.6865 2021-07-20 08:31:59,056 - mmaction - INFO - Epoch [112][1340/1879] lr: 3.046e-02, eta: 12:56:42, time: 0.565, data_time: 0.006, memory: 6921, loss_aux: 1.3415, top1_acc: 0.4625, top5_acc: 0.7055, loss_cls: 2.3966, loss: 3.7381, grad_norm: 3.7506 2021-07-20 08:32:11,065 - mmaction - INFO - Epoch [112][1360/1879] lr: 3.045e-02, eta: 12:56:28, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.3488, top1_acc: 0.4488, top5_acc: 0.6996, loss_cls: 2.4305, loss: 3.7793, grad_norm: 3.6664 2021-07-20 08:32:29,984 - mmaction - INFO - Epoch [112][1380/1879] lr: 3.043e-02, eta: 12:56:18, time: 0.945, data_time: 0.002, memory: 6921, loss_aux: 1.3445, top1_acc: 0.4582, top5_acc: 0.7063, loss_cls: 2.3894, loss: 3.7338, grad_norm: 3.6566 2021-07-20 08:32:43,336 - mmaction - INFO - Epoch [112][1400/1879] lr: 3.042e-02, eta: 12:56:05, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.3141, top1_acc: 0.4750, top5_acc: 0.7051, loss_cls: 2.3336, loss: 3.6476, grad_norm: 3.6380 2021-07-20 08:32:59,150 - mmaction - INFO - Epoch [112][1420/1879] lr: 3.040e-02, eta: 12:55:53, time: 0.792, data_time: 0.003, memory: 6921, loss_aux: 1.3343, top1_acc: 0.4535, top5_acc: 0.7055, loss_cls: 2.3832, loss: 3.7176, grad_norm: 3.7144 2021-07-20 08:33:10,644 - mmaction - INFO - Epoch [112][1440/1879] lr: 3.038e-02, eta: 12:55:39, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.3503, top1_acc: 0.4496, top5_acc: 0.6957, loss_cls: 2.4468, loss: 3.7970, grad_norm: 3.7612 2021-07-20 08:33:25,949 - mmaction - INFO - Epoch [112][1460/1879] lr: 3.037e-02, eta: 12:55:27, time: 0.768, data_time: 0.004, memory: 6921, loss_aux: 1.3135, top1_acc: 0.4652, top5_acc: 0.7090, loss_cls: 2.3589, loss: 3.6724, grad_norm: 3.6409 2021-07-20 08:33:39,645 - mmaction - INFO - Epoch [112][1480/1879] lr: 3.035e-02, eta: 12:55:14, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.3499, top1_acc: 0.4613, top5_acc: 0.6902, loss_cls: 2.4119, loss: 3.7618, grad_norm: 3.6677 2021-07-20 08:33:51,509 - mmaction - INFO - Epoch [112][1500/1879] lr: 3.034e-02, eta: 12:55:01, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.3307, top1_acc: 0.4566, top5_acc: 0.6961, loss_cls: 2.4178, loss: 3.7484, grad_norm: 3.7097 2021-07-20 08:34:03,647 - mmaction - INFO - Epoch [112][1520/1879] lr: 3.032e-02, eta: 12:54:48, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3550, top1_acc: 0.4566, top5_acc: 0.6906, loss_cls: 2.4448, loss: 3.7999, grad_norm: 3.6935 2021-07-20 08:34:15,584 - mmaction - INFO - Epoch [112][1540/1879] lr: 3.030e-02, eta: 12:54:35, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.2941, top1_acc: 0.4684, top5_acc: 0.7078, loss_cls: 2.3253, loss: 3.6193, grad_norm: 3.5573 2021-07-20 08:34:28,651 - mmaction - INFO - Epoch [112][1560/1879] lr: 3.029e-02, eta: 12:54:22, time: 0.651, data_time: 0.001, memory: 6921, loss_aux: 1.3362, top1_acc: 0.4562, top5_acc: 0.6945, loss_cls: 2.4131, loss: 3.7493, grad_norm: 3.6670 2021-07-20 08:34:45,856 - mmaction - INFO - Epoch [112][1580/1879] lr: 3.027e-02, eta: 12:54:10, time: 0.799, data_time: 0.004, memory: 6921, loss_aux: 1.2900, top1_acc: 0.4652, top5_acc: 0.7152, loss_cls: 2.3229, loss: 3.6129, grad_norm: 3.6899 2021-07-20 08:34:59,461 - mmaction - INFO - Epoch [112][1600/1879] lr: 3.026e-02, eta: 12:53:57, time: 0.743, data_time: 0.065, memory: 6921, loss_aux: 1.3125, top1_acc: 0.4625, top5_acc: 0.7121, loss_cls: 2.3282, loss: 3.6407, grad_norm: 3.6956 2021-07-20 08:35:11,143 - mmaction - INFO - Epoch [112][1620/1879] lr: 3.024e-02, eta: 12:53:44, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3154, top1_acc: 0.4598, top5_acc: 0.6973, loss_cls: 2.3522, loss: 3.6676, grad_norm: 3.6478 2021-07-20 08:35:24,132 - mmaction - INFO - Epoch [112][1640/1879] lr: 3.023e-02, eta: 12:53:31, time: 0.650, data_time: 0.006, memory: 6921, loss_aux: 1.3280, top1_acc: 0.4598, top5_acc: 0.7063, loss_cls: 2.3650, loss: 3.6930, grad_norm: 3.7343 2021-07-20 08:35:37,209 - mmaction - INFO - Epoch [112][1660/1879] lr: 3.021e-02, eta: 12:53:18, time: 0.654, data_time: 0.005, memory: 6921, loss_aux: 1.3659, top1_acc: 0.4547, top5_acc: 0.6801, loss_cls: 2.4898, loss: 3.8557, grad_norm: 3.7830 2021-07-20 08:35:48,328 - mmaction - INFO - Epoch [112][1680/1879] lr: 3.019e-02, eta: 12:53:05, time: 0.556, data_time: 0.006, memory: 6921, loss_aux: 1.3602, top1_acc: 0.4559, top5_acc: 0.6836, loss_cls: 2.4335, loss: 3.7937, grad_norm: 3.6666 2021-07-20 08:36:07,094 - mmaction - INFO - Epoch [112][1700/1879] lr: 3.018e-02, eta: 12:52:54, time: 0.937, data_time: 0.003, memory: 6921, loss_aux: 1.3626, top1_acc: 0.4441, top5_acc: 0.6820, loss_cls: 2.4588, loss: 3.8215, grad_norm: 3.7038 2021-07-20 08:36:18,412 - mmaction - INFO - Epoch [112][1720/1879] lr: 3.016e-02, eta: 12:52:40, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.3596, top1_acc: 0.4457, top5_acc: 0.6867, loss_cls: 2.4785, loss: 3.8381, grad_norm: 3.6781 2021-07-20 08:36:30,341 - mmaction - INFO - Epoch [112][1740/1879] lr: 3.015e-02, eta: 12:52:27, time: 0.596, data_time: 0.012, memory: 6921, loss_aux: 1.3352, top1_acc: 0.4621, top5_acc: 0.6891, loss_cls: 2.4065, loss: 3.7416, grad_norm: 3.6160 2021-07-20 08:36:46,198 - mmaction - INFO - Epoch [112][1760/1879] lr: 3.013e-02, eta: 12:52:15, time: 0.790, data_time: 0.003, memory: 6921, loss_aux: 1.3514, top1_acc: 0.4648, top5_acc: 0.6969, loss_cls: 2.3925, loss: 3.7439, grad_norm: 3.7226 2021-07-20 08:36:57,760 - mmaction - INFO - Epoch [112][1780/1879] lr: 3.011e-02, eta: 12:52:01, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.3663, top1_acc: 0.4441, top5_acc: 0.6852, loss_cls: 2.4830, loss: 3.8494, grad_norm: 3.7374 2021-07-20 08:37:09,469 - mmaction - INFO - Epoch [112][1800/1879] lr: 3.010e-02, eta: 12:51:48, time: 0.593, data_time: 0.009, memory: 6921, loss_aux: 1.3198, top1_acc: 0.4652, top5_acc: 0.6957, loss_cls: 2.3742, loss: 3.6940, grad_norm: 3.6266 2021-07-20 08:37:24,507 - mmaction - INFO - Epoch [112][1820/1879] lr: 3.008e-02, eta: 12:51:36, time: 0.752, data_time: 0.003, memory: 6921, loss_aux: 1.3594, top1_acc: 0.4434, top5_acc: 0.6855, loss_cls: 2.4603, loss: 3.8197, grad_norm: 3.6842 2021-07-20 08:37:36,164 - mmaction - INFO - Epoch [112][1840/1879] lr: 3.007e-02, eta: 12:51:22, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.3480, top1_acc: 0.4539, top5_acc: 0.6980, loss_cls: 2.4064, loss: 3.7544, grad_norm: 3.6948 2021-07-20 08:37:47,920 - mmaction - INFO - Epoch [112][1860/1879] lr: 3.005e-02, eta: 12:51:09, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.3566, top1_acc: 0.4566, top5_acc: 0.6859, loss_cls: 2.4498, loss: 3.8064, grad_norm: 3.7884 2021-07-20 08:37:58,109 - mmaction - INFO - Saving checkpoint at 112 epochs 2021-07-20 08:38:27,512 - mmaction - INFO - Epoch [113][20/1879] lr: 3.002e-02, eta: 12:50:43, time: 1.108, data_time: 0.159, memory: 6921, loss_aux: 1.3338, top1_acc: 0.4676, top5_acc: 0.7016, loss_cls: 2.3793, loss: 3.7131, grad_norm: 3.6403 2021-07-20 08:38:39,014 - mmaction - INFO - Epoch [113][40/1879] lr: 3.000e-02, eta: 12:50:29, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.3260, top1_acc: 0.4633, top5_acc: 0.7012, loss_cls: 2.3461, loss: 3.6720, grad_norm: 3.6806 2021-07-20 08:38:52,684 - mmaction - INFO - Epoch [113][60/1879] lr: 2.999e-02, eta: 12:50:16, time: 0.688, data_time: 0.007, memory: 6921, loss_aux: 1.3277, top1_acc: 0.4609, top5_acc: 0.7043, loss_cls: 2.3574, loss: 3.6851, grad_norm: 3.6545 2021-07-20 08:39:04,889 - mmaction - INFO - Epoch [113][80/1879] lr: 2.997e-02, eta: 12:50:03, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.3059, top1_acc: 0.4750, top5_acc: 0.7215, loss_cls: 2.2953, loss: 3.6012, grad_norm: 3.5834 2021-07-20 08:39:16,909 - mmaction - INFO - Epoch [113][100/1879] lr: 2.995e-02, eta: 12:49:50, time: 0.600, data_time: 0.001, memory: 6921, loss_aux: 1.3339, top1_acc: 0.4738, top5_acc: 0.6973, loss_cls: 2.3738, loss: 3.7077, grad_norm: 3.6787 2021-07-20 08:39:29,506 - mmaction - INFO - Epoch [113][120/1879] lr: 2.994e-02, eta: 12:49:37, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.3128, top1_acc: 0.4688, top5_acc: 0.7063, loss_cls: 2.3354, loss: 3.6482, grad_norm: 3.7008 2021-07-20 08:39:41,604 - mmaction - INFO - Epoch [113][140/1879] lr: 2.992e-02, eta: 12:49:24, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.2958, top1_acc: 0.4719, top5_acc: 0.7043, loss_cls: 2.3251, loss: 3.6209, grad_norm: 3.6391 2021-07-20 08:39:57,383 - mmaction - INFO - Epoch [113][160/1879] lr: 2.991e-02, eta: 12:49:12, time: 0.789, data_time: 0.002, memory: 6921, loss_aux: 1.2872, top1_acc: 0.4902, top5_acc: 0.7223, loss_cls: 2.3008, loss: 3.5880, grad_norm: 3.7003 2021-07-20 08:40:15,209 - mmaction - INFO - Epoch [113][180/1879] lr: 2.989e-02, eta: 12:49:00, time: 0.891, data_time: 0.002, memory: 6921, loss_aux: 1.3254, top1_acc: 0.4672, top5_acc: 0.6977, loss_cls: 2.3660, loss: 3.6915, grad_norm: 3.7054 2021-07-20 08:40:30,663 - mmaction - INFO - Epoch [113][200/1879] lr: 2.988e-02, eta: 12:48:48, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.2916, top1_acc: 0.4875, top5_acc: 0.7086, loss_cls: 2.2938, loss: 3.5854, grad_norm: 3.6806 2021-07-20 08:40:43,945 - mmaction - INFO - Epoch [113][220/1879] lr: 2.986e-02, eta: 12:48:35, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.3447, top1_acc: 0.4484, top5_acc: 0.6949, loss_cls: 2.4428, loss: 3.7874, grad_norm: 3.7729 2021-07-20 08:40:59,628 - mmaction - INFO - Epoch [113][240/1879] lr: 2.984e-02, eta: 12:48:23, time: 0.785, data_time: 0.007, memory: 6921, loss_aux: 1.3368, top1_acc: 0.4691, top5_acc: 0.6949, loss_cls: 2.3992, loss: 3.7361, grad_norm: 3.6238 2021-07-20 08:41:12,621 - mmaction - INFO - Epoch [113][260/1879] lr: 2.983e-02, eta: 12:48:10, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.3044, top1_acc: 0.4758, top5_acc: 0.7160, loss_cls: 2.3185, loss: 3.6229, grad_norm: 3.6682 2021-07-20 08:41:24,200 - mmaction - INFO - Epoch [113][280/1879] lr: 2.981e-02, eta: 12:47:57, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.3138, top1_acc: 0.4762, top5_acc: 0.7012, loss_cls: 2.3260, loss: 3.6398, grad_norm: 3.6519 2021-07-20 08:41:35,711 - mmaction - INFO - Epoch [113][300/1879] lr: 2.980e-02, eta: 12:47:44, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.3503, top1_acc: 0.4629, top5_acc: 0.7094, loss_cls: 2.3856, loss: 3.7359, grad_norm: 3.6407 2021-07-20 08:41:47,396 - mmaction - INFO - Epoch [113][320/1879] lr: 2.978e-02, eta: 12:47:30, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3225, top1_acc: 0.4719, top5_acc: 0.7090, loss_cls: 2.3677, loss: 3.6902, grad_norm: 3.6770 2021-07-20 08:42:00,895 - mmaction - INFO - Epoch [113][340/1879] lr: 2.976e-02, eta: 12:47:17, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.3482, top1_acc: 0.4691, top5_acc: 0.7004, loss_cls: 2.3851, loss: 3.7333, grad_norm: 3.7488 2021-07-20 08:42:12,690 - mmaction - INFO - Epoch [113][360/1879] lr: 2.975e-02, eta: 12:47:04, time: 0.590, data_time: 0.006, memory: 6921, loss_aux: 1.3213, top1_acc: 0.4672, top5_acc: 0.7020, loss_cls: 2.3607, loss: 3.6820, grad_norm: 3.6445 2021-07-20 08:42:28,095 - mmaction - INFO - Epoch [113][380/1879] lr: 2.973e-02, eta: 12:46:52, time: 0.770, data_time: 0.005, memory: 6921, loss_aux: 1.3248, top1_acc: 0.4613, top5_acc: 0.7109, loss_cls: 2.3716, loss: 3.6964, grad_norm: 3.7380 2021-07-20 08:42:40,057 - mmaction - INFO - Epoch [113][400/1879] lr: 2.972e-02, eta: 12:46:39, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.3082, top1_acc: 0.4664, top5_acc: 0.7172, loss_cls: 2.3206, loss: 3.6288, grad_norm: 3.7013 2021-07-20 08:43:00,638 - mmaction - INFO - Epoch [113][420/1879] lr: 2.970e-02, eta: 12:46:28, time: 1.029, data_time: 0.003, memory: 6921, loss_aux: 1.3418, top1_acc: 0.4641, top5_acc: 0.6992, loss_cls: 2.4234, loss: 3.7652, grad_norm: 3.6802 2021-07-20 08:43:14,436 - mmaction - INFO - Epoch [113][440/1879] lr: 2.968e-02, eta: 12:46:16, time: 0.687, data_time: 0.006, memory: 6921, loss_aux: 1.3245, top1_acc: 0.4648, top5_acc: 0.7059, loss_cls: 2.3579, loss: 3.6824, grad_norm: 3.7434 2021-07-20 08:43:26,699 - mmaction - INFO - Epoch [113][460/1879] lr: 2.967e-02, eta: 12:46:02, time: 0.610, data_time: 0.005, memory: 6921, loss_aux: 1.3354, top1_acc: 0.4531, top5_acc: 0.7023, loss_cls: 2.3987, loss: 3.7341, grad_norm: 3.7243 2021-07-20 08:43:38,657 - mmaction - INFO - Epoch [113][480/1879] lr: 2.965e-02, eta: 12:45:49, time: 0.605, data_time: 0.009, memory: 6921, loss_aux: 1.3432, top1_acc: 0.4625, top5_acc: 0.7063, loss_cls: 2.4103, loss: 3.7535, grad_norm: 3.7454 2021-07-20 08:43:50,042 - mmaction - INFO - Epoch [113][500/1879] lr: 2.964e-02, eta: 12:45:36, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.3328, top1_acc: 0.4555, top5_acc: 0.7047, loss_cls: 2.3761, loss: 3.7089, grad_norm: 3.7590 2021-07-20 08:44:06,346 - mmaction - INFO - Epoch [113][520/1879] lr: 2.962e-02, eta: 12:45:24, time: 0.815, data_time: 0.001, memory: 6921, loss_aux: 1.3083, top1_acc: 0.4652, top5_acc: 0.7133, loss_cls: 2.3229, loss: 3.6312, grad_norm: 3.7070 2021-07-20 08:44:19,412 - mmaction - INFO - Epoch [113][540/1879] lr: 2.961e-02, eta: 12:45:11, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.3355, top1_acc: 0.4691, top5_acc: 0.7145, loss_cls: 2.3470, loss: 3.6826, grad_norm: 3.7489 2021-07-20 08:44:30,858 - mmaction - INFO - Epoch [113][560/1879] lr: 2.959e-02, eta: 12:44:57, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.3342, top1_acc: 0.4641, top5_acc: 0.6875, loss_cls: 2.4155, loss: 3.7497, grad_norm: 3.6337 2021-07-20 08:44:46,883 - mmaction - INFO - Epoch [113][580/1879] lr: 2.957e-02, eta: 12:44:45, time: 0.801, data_time: 0.003, memory: 6921, loss_aux: 1.3428, top1_acc: 0.4469, top5_acc: 0.6887, loss_cls: 2.4259, loss: 3.7687, grad_norm: 3.6789 2021-07-20 08:44:59,784 - mmaction - INFO - Epoch [113][600/1879] lr: 2.956e-02, eta: 12:44:32, time: 0.644, data_time: 0.005, memory: 6921, loss_aux: 1.3335, top1_acc: 0.4633, top5_acc: 0.7059, loss_cls: 2.3781, loss: 3.7116, grad_norm: 3.7005 2021-07-20 08:45:11,683 - mmaction - INFO - Epoch [113][620/1879] lr: 2.954e-02, eta: 12:44:19, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.2818, top1_acc: 0.4859, top5_acc: 0.7164, loss_cls: 2.2674, loss: 3.5492, grad_norm: 3.6448 2021-07-20 08:45:23,794 - mmaction - INFO - Epoch [113][640/1879] lr: 2.953e-02, eta: 12:44:06, time: 0.609, data_time: 0.006, memory: 6921, loss_aux: 1.3292, top1_acc: 0.4652, top5_acc: 0.6953, loss_cls: 2.3970, loss: 3.7262, grad_norm: 3.6667 2021-07-20 08:45:35,791 - mmaction - INFO - Epoch [113][660/1879] lr: 2.951e-02, eta: 12:43:53, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.3599, top1_acc: 0.4418, top5_acc: 0.6793, loss_cls: 2.4849, loss: 3.8448, grad_norm: 3.7596 2021-07-20 08:45:47,929 - mmaction - INFO - Epoch [113][680/1879] lr: 2.949e-02, eta: 12:43:39, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.3314, top1_acc: 0.4594, top5_acc: 0.7078, loss_cls: 2.3838, loss: 3.7152, grad_norm: 3.6612 2021-07-20 08:46:02,578 - mmaction - INFO - Epoch [113][700/1879] lr: 2.948e-02, eta: 12:43:27, time: 0.733, data_time: 0.006, memory: 6921, loss_aux: 1.3297, top1_acc: 0.4586, top5_acc: 0.7086, loss_cls: 2.3619, loss: 3.6916, grad_norm: 3.7141 2021-07-20 08:46:14,829 - mmaction - INFO - Epoch [113][720/1879] lr: 2.946e-02, eta: 12:43:14, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.3510, top1_acc: 0.4473, top5_acc: 0.6965, loss_cls: 2.4095, loss: 3.7605, grad_norm: 3.6838 2021-07-20 08:46:27,889 - mmaction - INFO - Epoch [113][740/1879] lr: 2.945e-02, eta: 12:43:01, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.3068, top1_acc: 0.4730, top5_acc: 0.7051, loss_cls: 2.3491, loss: 3.6559, grad_norm: 3.7107 2021-07-20 08:46:42,326 - mmaction - INFO - Epoch [113][760/1879] lr: 2.943e-02, eta: 12:42:48, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.3257, top1_acc: 0.4578, top5_acc: 0.6914, loss_cls: 2.3932, loss: 3.7189, grad_norm: 3.7486 2021-07-20 08:46:53,894 - mmaction - INFO - Epoch [113][780/1879] lr: 2.942e-02, eta: 12:42:35, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.2978, top1_acc: 0.4750, top5_acc: 0.7168, loss_cls: 2.3092, loss: 3.6070, grad_norm: 3.6663 2021-07-20 08:47:17,949 - mmaction - INFO - Epoch [113][800/1879] lr: 2.940e-02, eta: 12:42:26, time: 1.203, data_time: 0.003, memory: 6921, loss_aux: 1.3228, top1_acc: 0.4703, top5_acc: 0.6953, loss_cls: 2.3604, loss: 3.6832, grad_norm: 3.6189 2021-07-20 08:47:29,513 - mmaction - INFO - Epoch [113][820/1879] lr: 2.938e-02, eta: 12:42:12, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.2836, top1_acc: 0.4824, top5_acc: 0.7074, loss_cls: 2.3197, loss: 3.6033, grad_norm: 3.7494 2021-07-20 08:47:48,491 - mmaction - INFO - Epoch [113][840/1879] lr: 2.937e-02, eta: 12:42:01, time: 0.938, data_time: 0.012, memory: 6921, loss_aux: 1.3704, top1_acc: 0.4437, top5_acc: 0.6813, loss_cls: 2.4641, loss: 3.8346, grad_norm: 3.8707 2021-07-20 08:48:05,516 - mmaction - INFO - Epoch [113][860/1879] lr: 2.935e-02, eta: 12:41:50, time: 0.860, data_time: 0.018, memory: 6921, loss_aux: 1.3398, top1_acc: 0.4578, top5_acc: 0.6953, loss_cls: 2.3960, loss: 3.7358, grad_norm: 3.7398 2021-07-20 08:48:18,578 - mmaction - INFO - Epoch [113][880/1879] lr: 2.934e-02, eta: 12:41:37, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.3217, top1_acc: 0.4449, top5_acc: 0.6957, loss_cls: 2.3767, loss: 3.6984, grad_norm: 3.6742 2021-07-20 08:48:30,233 - mmaction - INFO - Epoch [113][900/1879] lr: 2.932e-02, eta: 12:41:23, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.3437, top1_acc: 0.4496, top5_acc: 0.6828, loss_cls: 2.4503, loss: 3.7940, grad_norm: 3.7191 2021-07-20 08:48:41,672 - mmaction - INFO - Epoch [113][920/1879] lr: 2.931e-02, eta: 12:41:10, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.3085, top1_acc: 0.4660, top5_acc: 0.7012, loss_cls: 2.3509, loss: 3.6594, grad_norm: 3.6068 2021-07-20 08:48:53,295 - mmaction - INFO - Epoch [113][940/1879] lr: 2.929e-02, eta: 12:40:57, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.3354, top1_acc: 0.4680, top5_acc: 0.6961, loss_cls: 2.3889, loss: 3.7243, grad_norm: 3.7171 2021-07-20 08:49:07,033 - mmaction - INFO - Epoch [113][960/1879] lr: 2.927e-02, eta: 12:40:44, time: 0.685, data_time: 0.002, memory: 6921, loss_aux: 1.3303, top1_acc: 0.4621, top5_acc: 0.7074, loss_cls: 2.3649, loss: 3.6952, grad_norm: 3.7032 2021-07-20 08:49:21,564 - mmaction - INFO - Epoch [113][980/1879] lr: 2.926e-02, eta: 12:40:31, time: 0.727, data_time: 0.004, memory: 6921, loss_aux: 1.3057, top1_acc: 0.4699, top5_acc: 0.7148, loss_cls: 2.3114, loss: 3.6171, grad_norm: 3.7603 2021-07-20 08:49:34,289 - mmaction - INFO - Epoch [113][1000/1879] lr: 2.924e-02, eta: 12:40:18, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.2970, top1_acc: 0.4707, top5_acc: 0.7188, loss_cls: 2.3116, loss: 3.6087, grad_norm: 3.6776 2021-07-20 08:49:46,487 - mmaction - INFO - Epoch [113][1020/1879] lr: 2.923e-02, eta: 12:40:05, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.3533, top1_acc: 0.4648, top5_acc: 0.6953, loss_cls: 2.4512, loss: 3.8045, grad_norm: 3.7817 2021-07-20 08:50:02,396 - mmaction - INFO - Epoch [113][1040/1879] lr: 2.921e-02, eta: 12:39:53, time: 0.793, data_time: 0.003, memory: 6921, loss_aux: 1.3474, top1_acc: 0.4676, top5_acc: 0.6973, loss_cls: 2.3857, loss: 3.7331, grad_norm: 3.7079 2021-07-20 08:50:13,877 - mmaction - INFO - Epoch [113][1060/1879] lr: 2.920e-02, eta: 12:39:40, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.2729, top1_acc: 0.4918, top5_acc: 0.7230, loss_cls: 2.2536, loss: 3.5265, grad_norm: 3.6915 2021-07-20 08:50:26,978 - mmaction - INFO - Epoch [113][1080/1879] lr: 2.918e-02, eta: 12:39:27, time: 0.653, data_time: 0.002, memory: 6921, loss_aux: 1.3164, top1_acc: 0.4852, top5_acc: 0.7035, loss_cls: 2.3331, loss: 3.6495, grad_norm: 3.7713 2021-07-20 08:50:38,346 - mmaction - INFO - Epoch [113][1100/1879] lr: 2.916e-02, eta: 12:39:13, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.2909, top1_acc: 0.4613, top5_acc: 0.7266, loss_cls: 2.3091, loss: 3.6000, grad_norm: 3.7910 2021-07-20 08:50:49,865 - mmaction - INFO - Epoch [113][1120/1879] lr: 2.915e-02, eta: 12:39:00, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.3051, top1_acc: 0.4703, top5_acc: 0.7066, loss_cls: 2.3491, loss: 3.6542, grad_norm: 3.7371 2021-07-20 08:51:01,029 - mmaction - INFO - Epoch [113][1140/1879] lr: 2.913e-02, eta: 12:38:46, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.3100, top1_acc: 0.4586, top5_acc: 0.7047, loss_cls: 2.3453, loss: 3.6553, grad_norm: 3.6942 2021-07-20 08:51:16,326 - mmaction - INFO - Epoch [113][1160/1879] lr: 2.912e-02, eta: 12:38:34, time: 0.764, data_time: 0.005, memory: 6921, loss_aux: 1.3190, top1_acc: 0.4602, top5_acc: 0.7027, loss_cls: 2.3533, loss: 3.6723, grad_norm: 3.6915 2021-07-20 08:51:28,355 - mmaction - INFO - Epoch [113][1180/1879] lr: 2.910e-02, eta: 12:38:21, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.3251, top1_acc: 0.4730, top5_acc: 0.7078, loss_cls: 2.3475, loss: 3.6726, grad_norm: 3.8101 2021-07-20 08:51:42,934 - mmaction - INFO - Epoch [113][1200/1879] lr: 2.909e-02, eta: 12:38:08, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 1.3247, top1_acc: 0.4652, top5_acc: 0.7070, loss_cls: 2.3622, loss: 3.6870, grad_norm: 3.7842 2021-07-20 08:51:58,195 - mmaction - INFO - Epoch [113][1220/1879] lr: 2.907e-02, eta: 12:37:56, time: 0.762, data_time: 0.002, memory: 6921, loss_aux: 1.3529, top1_acc: 0.4586, top5_acc: 0.6859, loss_cls: 2.4243, loss: 3.7772, grad_norm: 3.7463 2021-07-20 08:52:10,060 - mmaction - INFO - Epoch [113][1240/1879] lr: 2.905e-02, eta: 12:37:43, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.3382, top1_acc: 0.4605, top5_acc: 0.7004, loss_cls: 2.3983, loss: 3.7365, grad_norm: 3.6720 2021-07-20 08:52:21,895 - mmaction - INFO - Epoch [113][1260/1879] lr: 2.904e-02, eta: 12:37:30, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.3192, top1_acc: 0.4566, top5_acc: 0.6977, loss_cls: 2.3640, loss: 3.6832, grad_norm: 3.7467 2021-07-20 08:52:36,884 - mmaction - INFO - Epoch [113][1280/1879] lr: 2.902e-02, eta: 12:37:17, time: 0.749, data_time: 0.002, memory: 6921, loss_aux: 1.3233, top1_acc: 0.4688, top5_acc: 0.6926, loss_cls: 2.3870, loss: 3.7103, grad_norm: 3.7170 2021-07-20 08:52:48,013 - mmaction - INFO - Epoch [113][1300/1879] lr: 2.901e-02, eta: 12:37:04, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.3349, top1_acc: 0.4574, top5_acc: 0.6961, loss_cls: 2.4057, loss: 3.7406, grad_norm: 3.7122 2021-07-20 08:53:03,211 - mmaction - INFO - Epoch [113][1320/1879] lr: 2.899e-02, eta: 12:36:52, time: 0.759, data_time: 0.003, memory: 6921, loss_aux: 1.3266, top1_acc: 0.4551, top5_acc: 0.7090, loss_cls: 2.3786, loss: 3.7053, grad_norm: 3.7550 2021-07-20 08:53:15,082 - mmaction - INFO - Epoch [113][1340/1879] lr: 2.898e-02, eta: 12:36:38, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.2983, top1_acc: 0.4734, top5_acc: 0.7184, loss_cls: 2.3074, loss: 3.6057, grad_norm: 3.6661 2021-07-20 08:53:29,235 - mmaction - INFO - Epoch [113][1360/1879] lr: 2.896e-02, eta: 12:36:26, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 1.3257, top1_acc: 0.4637, top5_acc: 0.6922, loss_cls: 2.3855, loss: 3.7112, grad_norm: 3.7330 2021-07-20 08:53:40,469 - mmaction - INFO - Epoch [113][1380/1879] lr: 2.894e-02, eta: 12:36:12, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.3365, top1_acc: 0.4598, top5_acc: 0.6922, loss_cls: 2.4112, loss: 3.7477, grad_norm: 3.7388 2021-07-20 08:53:52,281 - mmaction - INFO - Epoch [113][1400/1879] lr: 2.893e-02, eta: 12:35:59, time: 0.592, data_time: 0.005, memory: 6921, loss_aux: 1.3239, top1_acc: 0.4445, top5_acc: 0.7035, loss_cls: 2.4067, loss: 3.7305, grad_norm: 3.8074 2021-07-20 08:54:04,776 - mmaction - INFO - Epoch [113][1420/1879] lr: 2.891e-02, eta: 12:35:46, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.3400, top1_acc: 0.4531, top5_acc: 0.7063, loss_cls: 2.3936, loss: 3.7336, grad_norm: 3.7423 2021-07-20 08:54:18,025 - mmaction - INFO - Epoch [113][1440/1879] lr: 2.890e-02, eta: 12:35:33, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.2958, top1_acc: 0.4816, top5_acc: 0.7055, loss_cls: 2.3207, loss: 3.6165, grad_norm: 3.6922 2021-07-20 08:54:32,189 - mmaction - INFO - Epoch [113][1460/1879] lr: 2.888e-02, eta: 12:35:20, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.3171, top1_acc: 0.4727, top5_acc: 0.6969, loss_cls: 2.3675, loss: 3.6846, grad_norm: 3.6851 2021-07-20 08:54:43,346 - mmaction - INFO - Epoch [113][1480/1879] lr: 2.887e-02, eta: 12:35:07, time: 0.581, data_time: 0.025, memory: 6921, loss_aux: 1.3290, top1_acc: 0.4680, top5_acc: 0.7070, loss_cls: 2.3789, loss: 3.7079, grad_norm: 3.7303 2021-07-20 08:54:54,725 - mmaction - INFO - Epoch [113][1500/1879] lr: 2.885e-02, eta: 12:34:53, time: 0.568, data_time: 0.001, memory: 6921, loss_aux: 1.3131, top1_acc: 0.4746, top5_acc: 0.6984, loss_cls: 2.3730, loss: 3.6861, grad_norm: 3.6990 2021-07-20 08:55:06,877 - mmaction - INFO - Epoch [113][1520/1879] lr: 2.883e-02, eta: 12:34:40, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.2799, top1_acc: 0.4855, top5_acc: 0.7160, loss_cls: 2.3034, loss: 3.5833, grad_norm: 3.7004 2021-07-20 08:55:18,160 - mmaction - INFO - Epoch [113][1540/1879] lr: 2.882e-02, eta: 12:34:26, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.3274, top1_acc: 0.4590, top5_acc: 0.6973, loss_cls: 2.3975, loss: 3.7250, grad_norm: 3.7103 2021-07-20 08:55:31,080 - mmaction - INFO - Epoch [113][1560/1879] lr: 2.880e-02, eta: 12:34:14, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.3098, top1_acc: 0.4703, top5_acc: 0.7074, loss_cls: 2.3561, loss: 3.6659, grad_norm: 3.6851 2021-07-20 08:55:44,017 - mmaction - INFO - Epoch [113][1580/1879] lr: 2.879e-02, eta: 12:34:01, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.3181, top1_acc: 0.4648, top5_acc: 0.7117, loss_cls: 2.3470, loss: 3.6651, grad_norm: 3.7684 2021-07-20 08:55:55,663 - mmaction - INFO - Epoch [113][1600/1879] lr: 2.877e-02, eta: 12:33:47, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.3503, top1_acc: 0.4535, top5_acc: 0.6937, loss_cls: 2.4086, loss: 3.7589, grad_norm: 3.7726 2021-07-20 08:56:07,857 - mmaction - INFO - Epoch [113][1620/1879] lr: 2.876e-02, eta: 12:33:34, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.3258, top1_acc: 0.4516, top5_acc: 0.6992, loss_cls: 2.3891, loss: 3.7149, grad_norm: 3.7571 2021-07-20 08:56:20,822 - mmaction - INFO - Epoch [113][1640/1879] lr: 2.874e-02, eta: 12:33:21, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.3142, top1_acc: 0.4543, top5_acc: 0.7074, loss_cls: 2.3543, loss: 3.6684, grad_norm: 3.8520 2021-07-20 08:56:32,032 - mmaction - INFO - Epoch [113][1660/1879] lr: 2.872e-02, eta: 12:33:07, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.3324, top1_acc: 0.4719, top5_acc: 0.6887, loss_cls: 2.3973, loss: 3.7297, grad_norm: 3.7207 2021-07-20 08:56:43,950 - mmaction - INFO - Epoch [113][1680/1879] lr: 2.871e-02, eta: 12:32:54, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.3460, top1_acc: 0.4574, top5_acc: 0.6941, loss_cls: 2.3889, loss: 3.7349, grad_norm: 3.6955 2021-07-20 08:56:56,268 - mmaction - INFO - Epoch [113][1700/1879] lr: 2.869e-02, eta: 12:32:41, time: 0.616, data_time: 0.001, memory: 6921, loss_aux: 1.3297, top1_acc: 0.4598, top5_acc: 0.7012, loss_cls: 2.3699, loss: 3.6996, grad_norm: 3.7180 2021-07-20 08:57:09,333 - mmaction - INFO - Epoch [113][1720/1879] lr: 2.868e-02, eta: 12:32:28, time: 0.654, data_time: 0.002, memory: 6921, loss_aux: 1.2980, top1_acc: 0.4707, top5_acc: 0.7211, loss_cls: 2.3087, loss: 3.6068, grad_norm: 3.6772 2021-07-20 08:57:29,516 - mmaction - INFO - Epoch [113][1740/1879] lr: 2.866e-02, eta: 12:32:17, time: 1.007, data_time: 0.002, memory: 6921, loss_aux: 1.3139, top1_acc: 0.4570, top5_acc: 0.7000, loss_cls: 2.3667, loss: 3.6807, grad_norm: 3.7006 2021-07-20 08:57:45,848 - mmaction - INFO - Epoch [113][1760/1879] lr: 2.865e-02, eta: 12:32:06, time: 0.818, data_time: 0.004, memory: 6921, loss_aux: 1.3367, top1_acc: 0.4715, top5_acc: 0.6949, loss_cls: 2.3582, loss: 3.6949, grad_norm: 3.7412 2021-07-20 08:57:57,132 - mmaction - INFO - Epoch [113][1780/1879] lr: 2.863e-02, eta: 12:31:52, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.3373, top1_acc: 0.4707, top5_acc: 0.6992, loss_cls: 2.3828, loss: 3.7201, grad_norm: 3.7417 2021-07-20 08:58:08,775 - mmaction - INFO - Epoch [113][1800/1879] lr: 2.862e-02, eta: 12:31:39, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.3025, top1_acc: 0.4637, top5_acc: 0.7070, loss_cls: 2.3421, loss: 3.6446, grad_norm: 3.7677 2021-07-20 08:58:20,491 - mmaction - INFO - Epoch [113][1820/1879] lr: 2.860e-02, eta: 12:31:25, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.3021, top1_acc: 0.4672, top5_acc: 0.7141, loss_cls: 2.3365, loss: 3.6387, grad_norm: 3.7675 2021-07-20 08:58:31,835 - mmaction - INFO - Epoch [113][1840/1879] lr: 2.858e-02, eta: 12:31:12, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.3170, top1_acc: 0.4715, top5_acc: 0.6977, loss_cls: 2.3682, loss: 3.6852, grad_norm: 3.7928 2021-07-20 08:58:43,271 - mmaction - INFO - Epoch [113][1860/1879] lr: 2.857e-02, eta: 12:30:58, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.3348, top1_acc: 0.4582, top5_acc: 0.6973, loss_cls: 2.3994, loss: 3.7343, grad_norm: 3.7528 2021-07-20 08:58:53,631 - mmaction - INFO - Saving checkpoint at 113 epochs 2021-07-20 08:59:21,455 - mmaction - INFO - Epoch [114][20/1879] lr: 2.854e-02, eta: 12:30:31, time: 1.007, data_time: 0.206, memory: 6921, loss_aux: 1.2847, top1_acc: 0.4820, top5_acc: 0.7266, loss_cls: 2.3048, loss: 3.5895, grad_norm: 3.6890 2021-07-20 08:59:35,732 - mmaction - INFO - Epoch [114][40/1879] lr: 2.852e-02, eta: 12:30:19, time: 0.715, data_time: 0.011, memory: 6921, loss_aux: 1.3249, top1_acc: 0.4707, top5_acc: 0.7016, loss_cls: 2.3731, loss: 3.6980, grad_norm: 3.7362 2021-07-20 08:59:46,969 - mmaction - INFO - Epoch [114][60/1879] lr: 2.851e-02, eta: 12:30:05, time: 0.565, data_time: 0.007, memory: 6921, loss_aux: 1.3005, top1_acc: 0.4648, top5_acc: 0.7195, loss_cls: 2.3126, loss: 3.6131, grad_norm: 3.6951 2021-07-20 09:00:01,326 - mmaction - INFO - Epoch [114][80/1879] lr: 2.849e-02, eta: 12:29:53, time: 0.718, data_time: 0.003, memory: 6921, loss_aux: 1.3084, top1_acc: 0.4629, top5_acc: 0.7113, loss_cls: 2.3391, loss: 3.6475, grad_norm: 3.7470 2021-07-20 09:00:12,688 - mmaction - INFO - Epoch [114][100/1879] lr: 2.848e-02, eta: 12:29:39, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.2969, top1_acc: 0.4871, top5_acc: 0.7145, loss_cls: 2.2915, loss: 3.5884, grad_norm: 3.7841 2021-07-20 09:00:25,570 - mmaction - INFO - Epoch [114][120/1879] lr: 2.846e-02, eta: 12:29:26, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.2792, top1_acc: 0.4789, top5_acc: 0.7180, loss_cls: 2.2739, loss: 3.5531, grad_norm: 3.7509 2021-07-20 09:00:37,155 - mmaction - INFO - Epoch [114][140/1879] lr: 2.844e-02, eta: 12:29:13, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.3420, top1_acc: 0.4676, top5_acc: 0.6926, loss_cls: 2.4142, loss: 3.7562, grad_norm: 3.8298 2021-07-20 09:00:48,918 - mmaction - INFO - Epoch [114][160/1879] lr: 2.843e-02, eta: 12:29:00, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.3203, top1_acc: 0.4789, top5_acc: 0.7031, loss_cls: 2.3329, loss: 3.6532, grad_norm: 3.8044 2021-07-20 09:01:00,822 - mmaction - INFO - Epoch [114][180/1879] lr: 2.841e-02, eta: 12:28:46, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.3438, top1_acc: 0.4605, top5_acc: 0.7008, loss_cls: 2.4014, loss: 3.7452, grad_norm: 3.7581 2021-07-20 09:01:12,438 - mmaction - INFO - Epoch [114][200/1879] lr: 2.840e-02, eta: 12:28:33, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.3128, top1_acc: 0.4766, top5_acc: 0.7082, loss_cls: 2.3487, loss: 3.6615, grad_norm: 3.6799 2021-07-20 09:01:23,703 - mmaction - INFO - Epoch [114][220/1879] lr: 2.838e-02, eta: 12:28:20, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.3204, top1_acc: 0.4562, top5_acc: 0.7113, loss_cls: 2.3431, loss: 3.6635, grad_norm: 3.7618 2021-07-20 09:01:35,539 - mmaction - INFO - Epoch [114][240/1879] lr: 2.837e-02, eta: 12:28:06, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.3003, top1_acc: 0.4773, top5_acc: 0.7016, loss_cls: 2.3305, loss: 3.6308, grad_norm: 3.7377 2021-07-20 09:01:47,674 - mmaction - INFO - Epoch [114][260/1879] lr: 2.835e-02, eta: 12:27:53, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.2989, top1_acc: 0.4684, top5_acc: 0.7086, loss_cls: 2.3351, loss: 3.6340, grad_norm: 3.7525 2021-07-20 09:02:08,798 - mmaction - INFO - Epoch [114][280/1879] lr: 2.834e-02, eta: 12:27:43, time: 1.054, data_time: 0.003, memory: 6921, loss_aux: 1.3223, top1_acc: 0.4664, top5_acc: 0.7074, loss_cls: 2.3227, loss: 3.6450, grad_norm: 3.7305 2021-07-20 09:02:21,290 - mmaction - INFO - Epoch [114][300/1879] lr: 2.832e-02, eta: 12:27:30, time: 0.626, data_time: 0.005, memory: 6921, loss_aux: 1.3555, top1_acc: 0.4570, top5_acc: 0.6977, loss_cls: 2.3967, loss: 3.7522, grad_norm: 3.7898 2021-07-20 09:02:32,746 - mmaction - INFO - Epoch [114][320/1879] lr: 2.830e-02, eta: 12:27:16, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2905, top1_acc: 0.4930, top5_acc: 0.7156, loss_cls: 2.2951, loss: 3.5856, grad_norm: 3.7094 2021-07-20 09:02:44,931 - mmaction - INFO - Epoch [114][340/1879] lr: 2.829e-02, eta: 12:27:03, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.3169, top1_acc: 0.4766, top5_acc: 0.7094, loss_cls: 2.3225, loss: 3.6394, grad_norm: 3.7225 2021-07-20 09:02:56,400 - mmaction - INFO - Epoch [114][360/1879] lr: 2.827e-02, eta: 12:26:49, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.3165, top1_acc: 0.4832, top5_acc: 0.7191, loss_cls: 2.3179, loss: 3.6344, grad_norm: 3.8207 2021-07-20 09:03:08,193 - mmaction - INFO - Epoch [114][380/1879] lr: 2.826e-02, eta: 12:26:36, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.3066, top1_acc: 0.4676, top5_acc: 0.7008, loss_cls: 2.3284, loss: 3.6350, grad_norm: 3.7515 2021-07-20 09:03:21,015 - mmaction - INFO - Epoch [114][400/1879] lr: 2.824e-02, eta: 12:26:23, time: 0.640, data_time: 0.001, memory: 6921, loss_aux: 1.3123, top1_acc: 0.4633, top5_acc: 0.7063, loss_cls: 2.3430, loss: 3.6553, grad_norm: 3.7595 2021-07-20 09:03:32,173 - mmaction - INFO - Epoch [114][420/1879] lr: 2.823e-02, eta: 12:26:10, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.3006, top1_acc: 0.4711, top5_acc: 0.7203, loss_cls: 2.3167, loss: 3.6173, grad_norm: 3.7616 2021-07-20 09:03:43,582 - mmaction - INFO - Epoch [114][440/1879] lr: 2.821e-02, eta: 12:25:56, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.3134, top1_acc: 0.4680, top5_acc: 0.7195, loss_cls: 2.3246, loss: 3.6379, grad_norm: 3.7234 2021-07-20 09:03:55,741 - mmaction - INFO - Epoch [114][460/1879] lr: 2.820e-02, eta: 12:25:43, time: 0.610, data_time: 0.007, memory: 6921, loss_aux: 1.3164, top1_acc: 0.4527, top5_acc: 0.7027, loss_cls: 2.3566, loss: 3.6730, grad_norm: 3.7887 2021-07-20 09:04:07,035 - mmaction - INFO - Epoch [114][480/1879] lr: 2.818e-02, eta: 12:25:29, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.3050, top1_acc: 0.4664, top5_acc: 0.7008, loss_cls: 2.3611, loss: 3.6661, grad_norm: 3.7659 2021-07-20 09:04:24,146 - mmaction - INFO - Epoch [114][500/1879] lr: 2.816e-02, eta: 12:25:18, time: 0.855, data_time: 0.002, memory: 6921, loss_aux: 1.2952, top1_acc: 0.4789, top5_acc: 0.7211, loss_cls: 2.2984, loss: 3.5935, grad_norm: 3.7870 2021-07-20 09:04:36,541 - mmaction - INFO - Epoch [114][520/1879] lr: 2.815e-02, eta: 12:25:05, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.3163, top1_acc: 0.4754, top5_acc: 0.6980, loss_cls: 2.3316, loss: 3.6478, grad_norm: 3.7183 2021-07-20 09:04:48,586 - mmaction - INFO - Epoch [114][540/1879] lr: 2.813e-02, eta: 12:24:51, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.3020, top1_acc: 0.4629, top5_acc: 0.7063, loss_cls: 2.3552, loss: 3.6572, grad_norm: 3.7996 2021-07-20 09:05:02,496 - mmaction - INFO - Epoch [114][560/1879] lr: 2.812e-02, eta: 12:24:39, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.2972, top1_acc: 0.4820, top5_acc: 0.7145, loss_cls: 2.3079, loss: 3.6051, grad_norm: 3.7458 2021-07-20 09:05:14,462 - mmaction - INFO - Epoch [114][580/1879] lr: 2.810e-02, eta: 12:24:25, time: 0.626, data_time: 0.030, memory: 6921, loss_aux: 1.3133, top1_acc: 0.4773, top5_acc: 0.7180, loss_cls: 2.3179, loss: 3.6312, grad_norm: 3.6952 2021-07-20 09:05:26,103 - mmaction - INFO - Epoch [114][600/1879] lr: 2.809e-02, eta: 12:24:12, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.3229, top1_acc: 0.4695, top5_acc: 0.7121, loss_cls: 2.3652, loss: 3.6881, grad_norm: 3.8516 2021-07-20 09:05:42,214 - mmaction - INFO - Epoch [114][620/1879] lr: 2.807e-02, eta: 12:24:00, time: 0.803, data_time: 0.006, memory: 6921, loss_aux: 1.3471, top1_acc: 0.4602, top5_acc: 0.6961, loss_cls: 2.4010, loss: 3.7481, grad_norm: 3.8234 2021-07-20 09:05:53,694 - mmaction - INFO - Epoch [114][640/1879] lr: 2.806e-02, eta: 12:23:47, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.3215, top1_acc: 0.4750, top5_acc: 0.7105, loss_cls: 2.3309, loss: 3.6524, grad_norm: 3.8080 2021-07-20 09:06:05,876 - mmaction - INFO - Epoch [114][660/1879] lr: 2.804e-02, eta: 12:23:34, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.3358, top1_acc: 0.4625, top5_acc: 0.7098, loss_cls: 2.3856, loss: 3.7215, grad_norm: 3.8150 2021-07-20 09:06:17,669 - mmaction - INFO - Epoch [114][680/1879] lr: 2.803e-02, eta: 12:23:20, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.3517, top1_acc: 0.4691, top5_acc: 0.6922, loss_cls: 2.4277, loss: 3.7794, grad_norm: 3.8076 2021-07-20 09:06:29,200 - mmaction - INFO - Epoch [114][700/1879] lr: 2.801e-02, eta: 12:23:07, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.3110, top1_acc: 0.4699, top5_acc: 0.7070, loss_cls: 2.3523, loss: 3.6633, grad_norm: 3.6935 2021-07-20 09:06:40,717 - mmaction - INFO - Epoch [114][720/1879] lr: 2.799e-02, eta: 12:22:53, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.3097, top1_acc: 0.4746, top5_acc: 0.7043, loss_cls: 2.3553, loss: 3.6650, grad_norm: 3.7204 2021-07-20 09:06:52,031 - mmaction - INFO - Epoch [114][740/1879] lr: 2.798e-02, eta: 12:22:40, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.3210, top1_acc: 0.4777, top5_acc: 0.7117, loss_cls: 2.3468, loss: 3.6678, grad_norm: 3.8070 2021-07-20 09:07:03,901 - mmaction - INFO - Epoch [114][760/1879] lr: 2.796e-02, eta: 12:22:27, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.2841, top1_acc: 0.4809, top5_acc: 0.7129, loss_cls: 2.3070, loss: 3.5910, grad_norm: 3.8348 2021-07-20 09:07:18,785 - mmaction - INFO - Epoch [114][780/1879] lr: 2.795e-02, eta: 12:22:14, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.3483, top1_acc: 0.4637, top5_acc: 0.6965, loss_cls: 2.4388, loss: 3.7871, grad_norm: 3.8188 2021-07-20 09:07:33,620 - mmaction - INFO - Epoch [114][800/1879] lr: 2.793e-02, eta: 12:22:02, time: 0.744, data_time: 0.004, memory: 6921, loss_aux: 1.3170, top1_acc: 0.4668, top5_acc: 0.7094, loss_cls: 2.3471, loss: 3.6641, grad_norm: 3.7652 2021-07-20 09:07:47,670 - mmaction - INFO - Epoch [114][820/1879] lr: 2.792e-02, eta: 12:21:49, time: 0.701, data_time: 0.004, memory: 6921, loss_aux: 1.2951, top1_acc: 0.4676, top5_acc: 0.7066, loss_cls: 2.3291, loss: 3.6242, grad_norm: 3.7379 2021-07-20 09:07:59,911 - mmaction - INFO - Epoch [114][840/1879] lr: 2.790e-02, eta: 12:21:36, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.3215, top1_acc: 0.4715, top5_acc: 0.7020, loss_cls: 2.3492, loss: 3.6707, grad_norm: 3.6578 2021-07-20 09:08:16,597 - mmaction - INFO - Epoch [114][860/1879] lr: 2.789e-02, eta: 12:21:24, time: 0.838, data_time: 0.009, memory: 6921, loss_aux: 1.3444, top1_acc: 0.4594, top5_acc: 0.7035, loss_cls: 2.3934, loss: 3.7379, grad_norm: 3.8207 2021-07-20 09:08:34,226 - mmaction - INFO - Epoch [114][880/1879] lr: 2.787e-02, eta: 12:21:13, time: 0.883, data_time: 0.007, memory: 6921, loss_aux: 1.2930, top1_acc: 0.4809, top5_acc: 0.7113, loss_cls: 2.3131, loss: 3.6061, grad_norm: 3.6928 2021-07-20 09:08:48,317 - mmaction - INFO - Epoch [114][900/1879] lr: 2.786e-02, eta: 12:21:00, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.3245, top1_acc: 0.4578, top5_acc: 0.6988, loss_cls: 2.3792, loss: 3.7037, grad_norm: 3.7769 2021-07-20 09:09:00,213 - mmaction - INFO - Epoch [114][920/1879] lr: 2.784e-02, eta: 12:20:47, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.3069, top1_acc: 0.4750, top5_acc: 0.7254, loss_cls: 2.2974, loss: 3.6043, grad_norm: 3.7527 2021-07-20 09:09:16,905 - mmaction - INFO - Epoch [114][940/1879] lr: 2.782e-02, eta: 12:20:35, time: 0.833, data_time: 0.006, memory: 6921, loss_aux: 1.3478, top1_acc: 0.4793, top5_acc: 0.6902, loss_cls: 2.3874, loss: 3.7352, grad_norm: 3.7996 2021-07-20 09:09:31,295 - mmaction - INFO - Epoch [114][960/1879] lr: 2.781e-02, eta: 12:20:23, time: 0.724, data_time: 0.010, memory: 6921, loss_aux: 1.3058, top1_acc: 0.4715, top5_acc: 0.7094, loss_cls: 2.3378, loss: 3.6436, grad_norm: 3.7895 2021-07-20 09:09:43,033 - mmaction - INFO - Epoch [114][980/1879] lr: 2.779e-02, eta: 12:20:09, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.3132, top1_acc: 0.4758, top5_acc: 0.7133, loss_cls: 2.3064, loss: 3.6196, grad_norm: 3.7308 2021-07-20 09:09:59,495 - mmaction - INFO - Epoch [114][1000/1879] lr: 2.778e-02, eta: 12:19:57, time: 0.812, data_time: 0.004, memory: 6921, loss_aux: 1.3060, top1_acc: 0.4676, top5_acc: 0.6980, loss_cls: 2.3497, loss: 3.6558, grad_norm: 3.7390 2021-07-20 09:10:15,492 - mmaction - INFO - Epoch [114][1020/1879] lr: 2.776e-02, eta: 12:19:46, time: 0.808, data_time: 0.013, memory: 6921, loss_aux: 1.3772, top1_acc: 0.4398, top5_acc: 0.6844, loss_cls: 2.4716, loss: 3.8488, grad_norm: 3.9131 2021-07-20 09:10:26,908 - mmaction - INFO - Epoch [114][1040/1879] lr: 2.775e-02, eta: 12:19:32, time: 0.573, data_time: 0.006, memory: 6921, loss_aux: 1.3137, top1_acc: 0.4602, top5_acc: 0.7094, loss_cls: 2.3558, loss: 3.6695, grad_norm: 3.7597 2021-07-20 09:10:38,744 - mmaction - INFO - Epoch [114][1060/1879] lr: 2.773e-02, eta: 12:19:19, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3373, top1_acc: 0.4711, top5_acc: 0.6988, loss_cls: 2.3778, loss: 3.7151, grad_norm: 3.7427 2021-07-20 09:10:53,886 - mmaction - INFO - Epoch [114][1080/1879] lr: 2.772e-02, eta: 12:19:07, time: 0.771, data_time: 0.017, memory: 6921, loss_aux: 1.3151, top1_acc: 0.4672, top5_acc: 0.7113, loss_cls: 2.3419, loss: 3.6570, grad_norm: 3.7355 2021-07-20 09:11:05,980 - mmaction - INFO - Epoch [114][1100/1879] lr: 2.770e-02, eta: 12:18:53, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.3157, top1_acc: 0.4781, top5_acc: 0.7027, loss_cls: 2.3479, loss: 3.6636, grad_norm: 3.7751 2021-07-20 09:11:27,050 - mmaction - INFO - Epoch [114][1120/1879] lr: 2.769e-02, eta: 12:18:43, time: 1.055, data_time: 0.013, memory: 6921, loss_aux: 1.3520, top1_acc: 0.4590, top5_acc: 0.6984, loss_cls: 2.4213, loss: 3.7733, grad_norm: 3.7764 2021-07-20 09:11:39,685 - mmaction - INFO - Epoch [114][1140/1879] lr: 2.767e-02, eta: 12:18:30, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.3331, top1_acc: 0.4609, top5_acc: 0.7055, loss_cls: 2.3953, loss: 3.7284, grad_norm: 3.7754 2021-07-20 09:11:53,337 - mmaction - INFO - Epoch [114][1160/1879] lr: 2.765e-02, eta: 12:18:17, time: 0.659, data_time: 0.003, memory: 6921, loss_aux: 1.3306, top1_acc: 0.4699, top5_acc: 0.7051, loss_cls: 2.3833, loss: 3.7140, grad_norm: 3.7885 2021-07-20 09:12:08,218 - mmaction - INFO - Epoch [114][1180/1879] lr: 2.764e-02, eta: 12:18:05, time: 0.768, data_time: 0.028, memory: 6921, loss_aux: 1.3211, top1_acc: 0.4703, top5_acc: 0.6969, loss_cls: 2.3801, loss: 3.7012, grad_norm: 3.7475 2021-07-20 09:12:23,585 - mmaction - INFO - Epoch [114][1200/1879] lr: 2.762e-02, eta: 12:17:53, time: 0.765, data_time: 0.003, memory: 6921, loss_aux: 1.2950, top1_acc: 0.4828, top5_acc: 0.7148, loss_cls: 2.3125, loss: 3.6076, grad_norm: 3.7232 2021-07-20 09:12:38,470 - mmaction - INFO - Epoch [114][1220/1879] lr: 2.761e-02, eta: 12:17:40, time: 0.748, data_time: 0.006, memory: 6921, loss_aux: 1.3334, top1_acc: 0.4496, top5_acc: 0.6941, loss_cls: 2.4019, loss: 3.7354, grad_norm: 3.7977 2021-07-20 09:12:51,861 - mmaction - INFO - Epoch [114][1240/1879] lr: 2.759e-02, eta: 12:17:27, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.2808, top1_acc: 0.4824, top5_acc: 0.7160, loss_cls: 2.2935, loss: 3.5743, grad_norm: 3.7124 2021-07-20 09:13:04,262 - mmaction - INFO - Epoch [114][1260/1879] lr: 2.758e-02, eta: 12:17:14, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.2994, top1_acc: 0.4730, top5_acc: 0.7156, loss_cls: 2.3063, loss: 3.6057, grad_norm: 3.7038 2021-07-20 09:13:15,666 - mmaction - INFO - Epoch [114][1280/1879] lr: 2.756e-02, eta: 12:17:01, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 1.3240, top1_acc: 0.4574, top5_acc: 0.7074, loss_cls: 2.3690, loss: 3.6931, grad_norm: 3.8532 2021-07-20 09:13:33,566 - mmaction - INFO - Epoch [114][1300/1879] lr: 2.755e-02, eta: 12:16:49, time: 0.894, data_time: 0.003, memory: 6921, loss_aux: 1.2922, top1_acc: 0.4789, top5_acc: 0.7230, loss_cls: 2.2935, loss: 3.5857, grad_norm: 3.7459 2021-07-20 09:13:48,321 - mmaction - INFO - Epoch [114][1320/1879] lr: 2.753e-02, eta: 12:16:37, time: 0.739, data_time: 0.006, memory: 6921, loss_aux: 1.3464, top1_acc: 0.4637, top5_acc: 0.6945, loss_cls: 2.4266, loss: 3.7731, grad_norm: 3.8123 2021-07-20 09:13:59,827 - mmaction - INFO - Epoch [114][1340/1879] lr: 2.752e-02, eta: 12:16:24, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.2894, top1_acc: 0.4746, top5_acc: 0.7055, loss_cls: 2.3148, loss: 3.6042, grad_norm: 3.7488 2021-07-20 09:14:14,745 - mmaction - INFO - Epoch [114][1360/1879] lr: 2.750e-02, eta: 12:16:11, time: 0.750, data_time: 0.010, memory: 6921, loss_aux: 1.3147, top1_acc: 0.4730, top5_acc: 0.7074, loss_cls: 2.3487, loss: 3.6634, grad_norm: 3.7824 2021-07-20 09:14:26,350 - mmaction - INFO - Epoch [114][1380/1879] lr: 2.749e-02, eta: 12:15:58, time: 0.583, data_time: 0.007, memory: 6921, loss_aux: 1.3192, top1_acc: 0.4605, top5_acc: 0.7027, loss_cls: 2.3626, loss: 3.6818, grad_norm: 3.7176 2021-07-20 09:14:39,939 - mmaction - INFO - Epoch [114][1400/1879] lr: 2.747e-02, eta: 12:15:45, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.3010, top1_acc: 0.4758, top5_acc: 0.7035, loss_cls: 2.3332, loss: 3.6342, grad_norm: 3.7020 2021-07-20 09:14:51,466 - mmaction - INFO - Epoch [114][1420/1879] lr: 2.746e-02, eta: 12:15:32, time: 0.581, data_time: 0.008, memory: 6921, loss_aux: 1.3148, top1_acc: 0.4609, top5_acc: 0.7035, loss_cls: 2.3719, loss: 3.6867, grad_norm: 3.8300 2021-07-20 09:15:08,881 - mmaction - INFO - Epoch [114][1440/1879] lr: 2.744e-02, eta: 12:15:20, time: 0.865, data_time: 0.004, memory: 6921, loss_aux: 1.3403, top1_acc: 0.4617, top5_acc: 0.7109, loss_cls: 2.3825, loss: 3.7227, grad_norm: 3.7831 2021-07-20 09:15:24,568 - mmaction - INFO - Epoch [114][1460/1879] lr: 2.742e-02, eta: 12:15:08, time: 0.788, data_time: 0.014, memory: 6921, loss_aux: 1.3214, top1_acc: 0.4758, top5_acc: 0.7082, loss_cls: 2.3371, loss: 3.6585, grad_norm: 3.7646 2021-07-20 09:15:36,090 - mmaction - INFO - Epoch [114][1480/1879] lr: 2.741e-02, eta: 12:14:55, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.3292, top1_acc: 0.4586, top5_acc: 0.7035, loss_cls: 2.3694, loss: 3.6986, grad_norm: 3.8174 2021-07-20 09:15:48,132 - mmaction - INFO - Epoch [114][1500/1879] lr: 2.739e-02, eta: 12:14:41, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.3756, top1_acc: 0.4484, top5_acc: 0.6906, loss_cls: 2.4333, loss: 3.8088, grad_norm: 3.8280 2021-07-20 09:16:00,401 - mmaction - INFO - Epoch [114][1520/1879] lr: 2.738e-02, eta: 12:14:28, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.3110, top1_acc: 0.4828, top5_acc: 0.7047, loss_cls: 2.3277, loss: 3.6386, grad_norm: 3.7491 2021-07-20 09:16:14,878 - mmaction - INFO - Epoch [114][1540/1879] lr: 2.736e-02, eta: 12:14:16, time: 0.725, data_time: 0.003, memory: 6921, loss_aux: 1.3347, top1_acc: 0.4648, top5_acc: 0.7090, loss_cls: 2.3651, loss: 3.6998, grad_norm: 3.7732 2021-07-20 09:16:26,498 - mmaction - INFO - Epoch [114][1560/1879] lr: 2.735e-02, eta: 12:14:02, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.3318, top1_acc: 0.4641, top5_acc: 0.6961, loss_cls: 2.3787, loss: 3.7105, grad_norm: 3.8334 2021-07-20 09:16:38,403 - mmaction - INFO - Epoch [114][1580/1879] lr: 2.733e-02, eta: 12:13:49, time: 0.594, data_time: 0.001, memory: 6921, loss_aux: 1.3247, top1_acc: 0.4617, top5_acc: 0.7113, loss_cls: 2.3625, loss: 3.6872, grad_norm: 3.8014 2021-07-20 09:16:49,854 - mmaction - INFO - Epoch [114][1600/1879] lr: 2.732e-02, eta: 12:13:36, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3005, top1_acc: 0.4824, top5_acc: 0.7230, loss_cls: 2.2992, loss: 3.5998, grad_norm: 3.7256 2021-07-20 09:17:06,063 - mmaction - INFO - Epoch [114][1620/1879] lr: 2.730e-02, eta: 12:13:24, time: 0.808, data_time: 0.002, memory: 6921, loss_aux: 1.3272, top1_acc: 0.4703, top5_acc: 0.7074, loss_cls: 2.3473, loss: 3.6745, grad_norm: 3.7945 2021-07-20 09:17:21,203 - mmaction - INFO - Epoch [114][1640/1879] lr: 2.729e-02, eta: 12:13:11, time: 0.760, data_time: 0.005, memory: 6921, loss_aux: 1.3456, top1_acc: 0.4785, top5_acc: 0.6926, loss_cls: 2.4237, loss: 3.7694, grad_norm: 3.8304 2021-07-20 09:17:32,669 - mmaction - INFO - Epoch [114][1660/1879] lr: 2.727e-02, eta: 12:12:58, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2747, top1_acc: 0.4805, top5_acc: 0.7137, loss_cls: 2.2934, loss: 3.5681, grad_norm: 3.7360 2021-07-20 09:17:46,964 - mmaction - INFO - Epoch [114][1680/1879] lr: 2.726e-02, eta: 12:12:45, time: 0.714, data_time: 0.002, memory: 6921, loss_aux: 1.3223, top1_acc: 0.4633, top5_acc: 0.7066, loss_cls: 2.3434, loss: 3.6657, grad_norm: 3.8892 2021-07-20 09:18:00,695 - mmaction - INFO - Epoch [114][1700/1879] lr: 2.724e-02, eta: 12:12:33, time: 0.684, data_time: 0.005, memory: 6921, loss_aux: 1.3497, top1_acc: 0.4598, top5_acc: 0.6875, loss_cls: 2.3932, loss: 3.7429, grad_norm: 3.7835 2021-07-20 09:18:12,366 - mmaction - INFO - Epoch [114][1720/1879] lr: 2.723e-02, eta: 12:12:19, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.3149, top1_acc: 0.4637, top5_acc: 0.7031, loss_cls: 2.3696, loss: 3.6845, grad_norm: 3.8883 2021-07-20 09:18:23,734 - mmaction - INFO - Epoch [114][1740/1879] lr: 2.721e-02, eta: 12:12:06, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.3082, top1_acc: 0.4762, top5_acc: 0.7121, loss_cls: 2.3378, loss: 3.6460, grad_norm: 3.7703 2021-07-20 09:18:35,354 - mmaction - INFO - Epoch [114][1760/1879] lr: 2.719e-02, eta: 12:11:53, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.3250, top1_acc: 0.4672, top5_acc: 0.6984, loss_cls: 2.3596, loss: 3.6846, grad_norm: 3.7955 2021-07-20 09:18:47,658 - mmaction - INFO - Epoch [114][1780/1879] lr: 2.718e-02, eta: 12:11:39, time: 0.614, data_time: 0.011, memory: 6921, loss_aux: 1.3015, top1_acc: 0.4777, top5_acc: 0.7145, loss_cls: 2.3114, loss: 3.6129, grad_norm: 3.7274 2021-07-20 09:18:59,144 - mmaction - INFO - Epoch [114][1800/1879] lr: 2.716e-02, eta: 12:11:26, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.3310, top1_acc: 0.4695, top5_acc: 0.6977, loss_cls: 2.3801, loss: 3.7111, grad_norm: 3.7661 2021-07-20 09:19:11,036 - mmaction - INFO - Epoch [114][1820/1879] lr: 2.715e-02, eta: 12:11:13, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.2982, top1_acc: 0.4789, top5_acc: 0.7250, loss_cls: 2.2767, loss: 3.5749, grad_norm: 3.8449 2021-07-20 09:19:24,837 - mmaction - INFO - Epoch [114][1840/1879] lr: 2.713e-02, eta: 12:11:00, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.3024, top1_acc: 0.4883, top5_acc: 0.7086, loss_cls: 2.3309, loss: 3.6333, grad_norm: 3.7768 2021-07-20 09:19:36,111 - mmaction - INFO - Epoch [114][1860/1879] lr: 2.712e-02, eta: 12:10:46, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.2870, top1_acc: 0.4633, top5_acc: 0.7188, loss_cls: 2.3078, loss: 3.5948, grad_norm: 3.7630 2021-07-20 09:19:46,258 - mmaction - INFO - Saving checkpoint at 114 epochs 2021-07-20 09:20:16,910 - mmaction - INFO - Epoch [115][20/1879] lr: 2.709e-02, eta: 12:10:20, time: 1.153, data_time: 0.164, memory: 6921, loss_aux: 1.3291, top1_acc: 0.4633, top5_acc: 0.7098, loss_cls: 2.3545, loss: 3.6837, grad_norm: 3.8209 2021-07-20 09:20:29,538 - mmaction - INFO - Epoch [115][40/1879] lr: 2.707e-02, eta: 12:10:07, time: 0.635, data_time: 0.013, memory: 6921, loss_aux: 1.3212, top1_acc: 0.4664, top5_acc: 0.7121, loss_cls: 2.3563, loss: 3.6776, grad_norm: 3.7842 2021-07-20 09:20:43,454 - mmaction - INFO - Epoch [115][60/1879] lr: 2.706e-02, eta: 12:09:55, time: 0.697, data_time: 0.004, memory: 6921, loss_aux: 1.3309, top1_acc: 0.4570, top5_acc: 0.7117, loss_cls: 2.3664, loss: 3.6974, grad_norm: 3.7877 2021-07-20 09:20:58,279 - mmaction - INFO - Epoch [115][80/1879] lr: 2.704e-02, eta: 12:09:42, time: 0.739, data_time: 0.003, memory: 6921, loss_aux: 1.3038, top1_acc: 0.4832, top5_acc: 0.7246, loss_cls: 2.3128, loss: 3.6166, grad_norm: 3.7866 2021-07-20 09:21:10,625 - mmaction - INFO - Epoch [115][100/1879] lr: 2.703e-02, eta: 12:09:29, time: 0.620, data_time: 0.007, memory: 6921, loss_aux: 1.3066, top1_acc: 0.4789, top5_acc: 0.7086, loss_cls: 2.3384, loss: 3.6450, grad_norm: 3.7466 2021-07-20 09:21:22,278 - mmaction - INFO - Epoch [115][120/1879] lr: 2.701e-02, eta: 12:09:16, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.2791, top1_acc: 0.4813, top5_acc: 0.7281, loss_cls: 2.2400, loss: 3.5191, grad_norm: 3.7972 2021-07-20 09:21:36,440 - mmaction - INFO - Epoch [115][140/1879] lr: 2.700e-02, eta: 12:09:03, time: 0.705, data_time: 0.001, memory: 6921, loss_aux: 1.3047, top1_acc: 0.4676, top5_acc: 0.7094, loss_cls: 2.3220, loss: 3.6267, grad_norm: 3.8054 2021-07-20 09:21:49,842 - mmaction - INFO - Epoch [115][160/1879] lr: 2.698e-02, eta: 12:08:50, time: 0.659, data_time: 0.005, memory: 6921, loss_aux: 1.3267, top1_acc: 0.4906, top5_acc: 0.7133, loss_cls: 2.3292, loss: 3.6559, grad_norm: 3.7822 2021-07-20 09:22:02,813 - mmaction - INFO - Epoch [115][180/1879] lr: 2.697e-02, eta: 12:08:38, time: 0.661, data_time: 0.018, memory: 6921, loss_aux: 1.2487, top1_acc: 0.5008, top5_acc: 0.7352, loss_cls: 2.1987, loss: 3.4474, grad_norm: 3.7558 2021-07-20 09:22:19,829 - mmaction - INFO - Epoch [115][200/1879] lr: 2.695e-02, eta: 12:08:26, time: 0.850, data_time: 0.003, memory: 6921, loss_aux: 1.2926, top1_acc: 0.4719, top5_acc: 0.7109, loss_cls: 2.3019, loss: 3.5945, grad_norm: 3.8816 2021-07-20 09:22:31,458 - mmaction - INFO - Epoch [115][220/1879] lr: 2.694e-02, eta: 12:08:12, time: 0.583, data_time: 0.006, memory: 6921, loss_aux: 1.3047, top1_acc: 0.4797, top5_acc: 0.7133, loss_cls: 2.3183, loss: 3.6231, grad_norm: 3.7456 2021-07-20 09:22:43,097 - mmaction - INFO - Epoch [115][240/1879] lr: 2.692e-02, eta: 12:07:59, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.3170, top1_acc: 0.4727, top5_acc: 0.7184, loss_cls: 2.3222, loss: 3.6392, grad_norm: 3.8367 2021-07-20 09:22:55,562 - mmaction - INFO - Epoch [115][260/1879] lr: 2.691e-02, eta: 12:07:46, time: 0.638, data_time: 0.017, memory: 6921, loss_aux: 1.2852, top1_acc: 0.4879, top5_acc: 0.7246, loss_cls: 2.2494, loss: 3.5346, grad_norm: 3.8656 2021-07-20 09:23:07,850 - mmaction - INFO - Epoch [115][280/1879] lr: 2.689e-02, eta: 12:07:33, time: 0.614, data_time: 0.006, memory: 6921, loss_aux: 1.3402, top1_acc: 0.4664, top5_acc: 0.6973, loss_cls: 2.3920, loss: 3.7322, grad_norm: 3.7952 2021-07-20 09:23:19,348 - mmaction - INFO - Epoch [115][300/1879] lr: 2.688e-02, eta: 12:07:19, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.3444, top1_acc: 0.4562, top5_acc: 0.7094, loss_cls: 2.4038, loss: 3.7482, grad_norm: 3.7998 2021-07-20 09:23:32,368 - mmaction - INFO - Epoch [115][320/1879] lr: 2.686e-02, eta: 12:07:06, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.3014, top1_acc: 0.4699, top5_acc: 0.7273, loss_cls: 2.2889, loss: 3.5903, grad_norm: 3.8117 2021-07-20 09:23:43,862 - mmaction - INFO - Epoch [115][340/1879] lr: 2.684e-02, eta: 12:06:53, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.2848, top1_acc: 0.4820, top5_acc: 0.7211, loss_cls: 2.2668, loss: 3.5516, grad_norm: 3.7579 2021-07-20 09:23:58,358 - mmaction - INFO - Epoch [115][360/1879] lr: 2.683e-02, eta: 12:06:41, time: 0.726, data_time: 0.003, memory: 6921, loss_aux: 1.3034, top1_acc: 0.4656, top5_acc: 0.7207, loss_cls: 2.3261, loss: 3.6295, grad_norm: 3.8204 2021-07-20 09:24:12,145 - mmaction - INFO - Epoch [115][380/1879] lr: 2.681e-02, eta: 12:06:28, time: 0.689, data_time: 0.002, memory: 6921, loss_aux: 1.3193, top1_acc: 0.4695, top5_acc: 0.6969, loss_cls: 2.3642, loss: 3.6836, grad_norm: 3.8424 2021-07-20 09:24:25,359 - mmaction - INFO - Epoch [115][400/1879] lr: 2.680e-02, eta: 12:06:15, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.2981, top1_acc: 0.4816, top5_acc: 0.7156, loss_cls: 2.3282, loss: 3.6263, grad_norm: 3.8602 2021-07-20 09:24:43,404 - mmaction - INFO - Epoch [115][420/1879] lr: 2.678e-02, eta: 12:06:04, time: 0.902, data_time: 0.004, memory: 6921, loss_aux: 1.2813, top1_acc: 0.4855, top5_acc: 0.7250, loss_cls: 2.2812, loss: 3.5625, grad_norm: 3.7465 2021-07-20 09:24:56,385 - mmaction - INFO - Epoch [115][440/1879] lr: 2.677e-02, eta: 12:05:51, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.3043, top1_acc: 0.4832, top5_acc: 0.7203, loss_cls: 2.2967, loss: 3.6009, grad_norm: 3.8657 2021-07-20 09:25:08,476 - mmaction - INFO - Epoch [115][460/1879] lr: 2.675e-02, eta: 12:05:37, time: 0.607, data_time: 0.007, memory: 6921, loss_aux: 1.3029, top1_acc: 0.4719, top5_acc: 0.7137, loss_cls: 2.3003, loss: 3.6032, grad_norm: 3.8439 2021-07-20 09:25:22,131 - mmaction - INFO - Epoch [115][480/1879] lr: 2.674e-02, eta: 12:05:25, time: 0.679, data_time: 0.006, memory: 6921, loss_aux: 1.3233, top1_acc: 0.4668, top5_acc: 0.7086, loss_cls: 2.3494, loss: 3.6727, grad_norm: 3.7971 2021-07-20 09:25:35,288 - mmaction - INFO - Epoch [115][500/1879] lr: 2.672e-02, eta: 12:05:12, time: 0.661, data_time: 0.006, memory: 6921, loss_aux: 1.2978, top1_acc: 0.4863, top5_acc: 0.7164, loss_cls: 2.3293, loss: 3.6270, grad_norm: 3.8190 2021-07-20 09:25:50,009 - mmaction - INFO - Epoch [115][520/1879] lr: 2.671e-02, eta: 12:04:59, time: 0.733, data_time: 0.011, memory: 6921, loss_aux: 1.2979, top1_acc: 0.4852, top5_acc: 0.7055, loss_cls: 2.3247, loss: 3.6226, grad_norm: 3.8140 2021-07-20 09:26:03,531 - mmaction - INFO - Epoch [115][540/1879] lr: 2.669e-02, eta: 12:04:47, time: 0.680, data_time: 0.007, memory: 6921, loss_aux: 1.2996, top1_acc: 0.4734, top5_acc: 0.7141, loss_cls: 2.3021, loss: 3.6017, grad_norm: 3.8425 2021-07-20 09:26:15,843 - mmaction - INFO - Epoch [115][560/1879] lr: 2.668e-02, eta: 12:04:33, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.3105, top1_acc: 0.4734, top5_acc: 0.6992, loss_cls: 2.3333, loss: 3.6438, grad_norm: 3.8439 2021-07-20 09:26:34,566 - mmaction - INFO - Epoch [115][580/1879] lr: 2.666e-02, eta: 12:04:22, time: 0.935, data_time: 0.001, memory: 6921, loss_aux: 1.2706, top1_acc: 0.4742, top5_acc: 0.7207, loss_cls: 2.2654, loss: 3.5360, grad_norm: 3.7602 2021-07-20 09:26:45,957 - mmaction - INFO - Epoch [115][600/1879] lr: 2.665e-02, eta: 12:04:09, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.2698, top1_acc: 0.4824, top5_acc: 0.7195, loss_cls: 2.2548, loss: 3.5246, grad_norm: 3.8055 2021-07-20 09:26:58,178 - mmaction - INFO - Epoch [115][620/1879] lr: 2.663e-02, eta: 12:03:56, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.3273, top1_acc: 0.4766, top5_acc: 0.7105, loss_cls: 2.3507, loss: 3.6780, grad_norm: 3.9050 2021-07-20 09:27:14,045 - mmaction - INFO - Epoch [115][640/1879] lr: 2.662e-02, eta: 12:03:44, time: 0.793, data_time: 0.002, memory: 6921, loss_aux: 1.2969, top1_acc: 0.4813, top5_acc: 0.7168, loss_cls: 2.2795, loss: 3.5764, grad_norm: 3.7337 2021-07-20 09:27:26,855 - mmaction - INFO - Epoch [115][660/1879] lr: 2.660e-02, eta: 12:03:30, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.3711, top1_acc: 0.4555, top5_acc: 0.6914, loss_cls: 2.4337, loss: 3.8048, grad_norm: 3.8613 2021-07-20 09:27:38,713 - mmaction - INFO - Epoch [115][680/1879] lr: 2.659e-02, eta: 12:03:17, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.2846, top1_acc: 0.4656, top5_acc: 0.7180, loss_cls: 2.2789, loss: 3.5635, grad_norm: 3.8368 2021-07-20 09:27:51,787 - mmaction - INFO - Epoch [115][700/1879] lr: 2.657e-02, eta: 12:03:04, time: 0.653, data_time: 0.001, memory: 6921, loss_aux: 1.3240, top1_acc: 0.4668, top5_acc: 0.7020, loss_cls: 2.3478, loss: 3.6717, grad_norm: 3.8289 2021-07-20 09:28:05,088 - mmaction - INFO - Epoch [115][720/1879] lr: 2.656e-02, eta: 12:02:51, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.3090, top1_acc: 0.4820, top5_acc: 0.7074, loss_cls: 2.3401, loss: 3.6491, grad_norm: 3.8472 2021-07-20 09:28:18,406 - mmaction - INFO - Epoch [115][740/1879] lr: 2.654e-02, eta: 12:02:39, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.3377, top1_acc: 0.4648, top5_acc: 0.6973, loss_cls: 2.3931, loss: 3.7308, grad_norm: 3.8801 2021-07-20 09:28:30,487 - mmaction - INFO - Epoch [115][760/1879] lr: 2.653e-02, eta: 12:02:25, time: 0.607, data_time: 0.018, memory: 6921, loss_aux: 1.3189, top1_acc: 0.4766, top5_acc: 0.7074, loss_cls: 2.3254, loss: 3.6443, grad_norm: 3.8249 2021-07-20 09:28:45,363 - mmaction - INFO - Epoch [115][780/1879] lr: 2.651e-02, eta: 12:02:13, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.3323, top1_acc: 0.4562, top5_acc: 0.6961, loss_cls: 2.3994, loss: 3.7317, grad_norm: 3.9097 2021-07-20 09:29:01,101 - mmaction - INFO - Epoch [115][800/1879] lr: 2.650e-02, eta: 12:02:01, time: 0.785, data_time: 0.002, memory: 6921, loss_aux: 1.2993, top1_acc: 0.4844, top5_acc: 0.7172, loss_cls: 2.3016, loss: 3.6009, grad_norm: 3.8150 2021-07-20 09:29:12,749 - mmaction - INFO - Epoch [115][820/1879] lr: 2.648e-02, eta: 12:01:48, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.2912, top1_acc: 0.4828, top5_acc: 0.7109, loss_cls: 2.3002, loss: 3.5914, grad_norm: 3.7979 2021-07-20 09:29:35,349 - mmaction - INFO - Epoch [115][840/1879] lr: 2.647e-02, eta: 12:01:38, time: 1.127, data_time: 0.002, memory: 6921, loss_aux: 1.2922, top1_acc: 0.4848, top5_acc: 0.7195, loss_cls: 2.2943, loss: 3.5865, grad_norm: 3.7492 2021-07-20 09:29:47,678 - mmaction - INFO - Epoch [115][860/1879] lr: 2.645e-02, eta: 12:01:24, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.3041, top1_acc: 0.4750, top5_acc: 0.7137, loss_cls: 2.3199, loss: 3.6241, grad_norm: 3.9471 2021-07-20 09:30:00,159 - mmaction - INFO - Epoch [115][880/1879] lr: 2.644e-02, eta: 12:01:11, time: 0.620, data_time: 0.024, memory: 6921, loss_aux: 1.3454, top1_acc: 0.4574, top5_acc: 0.6969, loss_cls: 2.4163, loss: 3.7617, grad_norm: 3.8564 2021-07-20 09:30:11,476 - mmaction - INFO - Epoch [115][900/1879] lr: 2.642e-02, eta: 12:00:58, time: 0.591, data_time: 0.029, memory: 6921, loss_aux: 1.3368, top1_acc: 0.4684, top5_acc: 0.6996, loss_cls: 2.3560, loss: 3.6928, grad_norm: 3.7799 2021-07-20 09:30:23,216 - mmaction - INFO - Epoch [115][920/1879] lr: 2.641e-02, eta: 12:00:44, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.3107, top1_acc: 0.4625, top5_acc: 0.7156, loss_cls: 2.3405, loss: 3.6511, grad_norm: 3.9241 2021-07-20 09:30:35,500 - mmaction - INFO - Epoch [115][940/1879] lr: 2.639e-02, eta: 12:00:31, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.3346, top1_acc: 0.4598, top5_acc: 0.6996, loss_cls: 2.3953, loss: 3.7299, grad_norm: 3.8585 2021-07-20 09:30:47,496 - mmaction - INFO - Epoch [115][960/1879] lr: 2.638e-02, eta: 12:00:18, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.2785, top1_acc: 0.4820, top5_acc: 0.7219, loss_cls: 2.2571, loss: 3.5356, grad_norm: 3.8617 2021-07-20 09:30:59,844 - mmaction - INFO - Epoch [115][980/1879] lr: 2.636e-02, eta: 12:00:05, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.2996, top1_acc: 0.4820, top5_acc: 0.7156, loss_cls: 2.2926, loss: 3.5922, grad_norm: 3.7999 2021-07-20 09:31:11,339 - mmaction - INFO - Epoch [115][1000/1879] lr: 2.635e-02, eta: 11:59:51, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.3275, top1_acc: 0.4676, top5_acc: 0.7129, loss_cls: 2.3533, loss: 3.6807, grad_norm: 3.8265 2021-07-20 09:31:22,730 - mmaction - INFO - Epoch [115][1020/1879] lr: 2.633e-02, eta: 11:59:38, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.2896, top1_acc: 0.4742, top5_acc: 0.7121, loss_cls: 2.2988, loss: 3.5884, grad_norm: 3.7985 2021-07-20 09:31:34,275 - mmaction - INFO - Epoch [115][1040/1879] lr: 2.632e-02, eta: 11:59:25, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.3030, top1_acc: 0.4711, top5_acc: 0.7059, loss_cls: 2.3120, loss: 3.6151, grad_norm: 3.8536 2021-07-20 09:31:46,609 - mmaction - INFO - Epoch [115][1060/1879] lr: 2.630e-02, eta: 11:59:11, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.2745, top1_acc: 0.4840, top5_acc: 0.7195, loss_cls: 2.2647, loss: 3.5392, grad_norm: 3.8030 2021-07-20 09:31:58,996 - mmaction - INFO - Epoch [115][1080/1879] lr: 2.629e-02, eta: 11:58:58, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.3059, top1_acc: 0.4727, top5_acc: 0.7102, loss_cls: 2.3534, loss: 3.6593, grad_norm: 3.7959 2021-07-20 09:32:10,449 - mmaction - INFO - Epoch [115][1100/1879] lr: 2.627e-02, eta: 11:58:45, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.2848, top1_acc: 0.4875, top5_acc: 0.7172, loss_cls: 2.2681, loss: 3.5528, grad_norm: 3.8928 2021-07-20 09:32:26,674 - mmaction - INFO - Epoch [115][1120/1879] lr: 2.626e-02, eta: 11:58:33, time: 0.811, data_time: 0.004, memory: 6921, loss_aux: 1.3321, top1_acc: 0.4621, top5_acc: 0.7008, loss_cls: 2.3887, loss: 3.7207, grad_norm: 3.9210 2021-07-20 09:32:38,381 - mmaction - INFO - Epoch [115][1140/1879] lr: 2.624e-02, eta: 11:58:20, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.3669, top1_acc: 0.4566, top5_acc: 0.6918, loss_cls: 2.4370, loss: 3.8039, grad_norm: 3.8595 2021-07-20 09:32:52,318 - mmaction - INFO - Epoch [115][1160/1879] lr: 2.622e-02, eta: 11:58:07, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.2916, top1_acc: 0.4801, top5_acc: 0.7133, loss_cls: 2.2896, loss: 3.5812, grad_norm: 3.8194 2021-07-20 09:33:06,103 - mmaction - INFO - Epoch [115][1180/1879] lr: 2.621e-02, eta: 11:57:54, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.2867, top1_acc: 0.4785, top5_acc: 0.7074, loss_cls: 2.3101, loss: 3.5969, grad_norm: 3.7476 2021-07-20 09:33:17,843 - mmaction - INFO - Epoch [115][1200/1879] lr: 2.619e-02, eta: 11:57:41, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3270, top1_acc: 0.4641, top5_acc: 0.7086, loss_cls: 2.3697, loss: 3.6966, grad_norm: 3.8899 2021-07-20 09:33:33,087 - mmaction - INFO - Epoch [115][1220/1879] lr: 2.618e-02, eta: 11:57:29, time: 0.761, data_time: 0.002, memory: 6921, loss_aux: 1.3111, top1_acc: 0.4703, top5_acc: 0.7047, loss_cls: 2.3484, loss: 3.6595, grad_norm: 3.8612 2021-07-20 09:33:49,280 - mmaction - INFO - Epoch [115][1240/1879] lr: 2.616e-02, eta: 11:57:17, time: 0.808, data_time: 0.004, memory: 6921, loss_aux: 1.3481, top1_acc: 0.4492, top5_acc: 0.6996, loss_cls: 2.4165, loss: 3.7646, grad_norm: 3.8714 2021-07-20 09:34:01,283 - mmaction - INFO - Epoch [115][1260/1879] lr: 2.615e-02, eta: 11:57:03, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.3010, top1_acc: 0.4707, top5_acc: 0.7066, loss_cls: 2.3338, loss: 3.6348, grad_norm: 3.8632 2021-07-20 09:34:15,434 - mmaction - INFO - Epoch [115][1280/1879] lr: 2.613e-02, eta: 11:56:51, time: 0.697, data_time: 0.036, memory: 6921, loss_aux: 1.2933, top1_acc: 0.4875, top5_acc: 0.7160, loss_cls: 2.2885, loss: 3.5818, grad_norm: 3.8230 2021-07-20 09:34:27,207 - mmaction - INFO - Epoch [115][1300/1879] lr: 2.612e-02, eta: 11:56:37, time: 0.599, data_time: 0.013, memory: 6921, loss_aux: 1.3083, top1_acc: 0.4688, top5_acc: 0.6965, loss_cls: 2.3598, loss: 3.6681, grad_norm: 3.8150 2021-07-20 09:34:39,239 - mmaction - INFO - Epoch [115][1320/1879] lr: 2.610e-02, eta: 11:56:24, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.2520, top1_acc: 0.5016, top5_acc: 0.7402, loss_cls: 2.1870, loss: 3.4390, grad_norm: 3.7609 2021-07-20 09:34:50,757 - mmaction - INFO - Epoch [115][1340/1879] lr: 2.609e-02, eta: 11:56:11, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.3062, top1_acc: 0.4688, top5_acc: 0.7137, loss_cls: 2.3331, loss: 3.6393, grad_norm: 3.8908 2021-07-20 09:35:06,296 - mmaction - INFO - Epoch [115][1360/1879] lr: 2.607e-02, eta: 11:55:59, time: 0.777, data_time: 0.004, memory: 6921, loss_aux: 1.3099, top1_acc: 0.4645, top5_acc: 0.7070, loss_cls: 2.3693, loss: 3.6792, grad_norm: 3.7992 2021-07-20 09:35:18,773 - mmaction - INFO - Epoch [115][1380/1879] lr: 2.606e-02, eta: 11:55:46, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.2950, top1_acc: 0.4855, top5_acc: 0.7109, loss_cls: 2.2968, loss: 3.5918, grad_norm: 3.7697 2021-07-20 09:35:31,052 - mmaction - INFO - Epoch [115][1400/1879] lr: 2.604e-02, eta: 11:55:32, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.3133, top1_acc: 0.4746, top5_acc: 0.7113, loss_cls: 2.3491, loss: 3.6623, grad_norm: 3.8178 2021-07-20 09:35:46,460 - mmaction - INFO - Epoch [115][1420/1879] lr: 2.603e-02, eta: 11:55:20, time: 0.764, data_time: 0.002, memory: 6921, loss_aux: 1.2954, top1_acc: 0.4797, top5_acc: 0.7199, loss_cls: 2.3054, loss: 3.6008, grad_norm: 3.6891 2021-07-20 09:35:59,435 - mmaction - INFO - Epoch [115][1440/1879] lr: 2.601e-02, eta: 11:55:07, time: 0.654, data_time: 0.015, memory: 6921, loss_aux: 1.3005, top1_acc: 0.4922, top5_acc: 0.7156, loss_cls: 2.3045, loss: 3.6051, grad_norm: 3.8205 2021-07-20 09:36:15,728 - mmaction - INFO - Epoch [115][1460/1879] lr: 2.600e-02, eta: 11:54:55, time: 0.811, data_time: 0.006, memory: 6921, loss_aux: 1.2885, top1_acc: 0.4844, top5_acc: 0.7102, loss_cls: 2.3138, loss: 3.6023, grad_norm: 3.8332 2021-07-20 09:36:31,713 - mmaction - INFO - Epoch [115][1480/1879] lr: 2.598e-02, eta: 11:54:43, time: 0.803, data_time: 0.014, memory: 6921, loss_aux: 1.3447, top1_acc: 0.4523, top5_acc: 0.6922, loss_cls: 2.4124, loss: 3.7572, grad_norm: 3.8451 2021-07-20 09:36:42,709 - mmaction - INFO - Epoch [115][1500/1879] lr: 2.597e-02, eta: 11:54:30, time: 0.550, data_time: 0.004, memory: 6921, loss_aux: 1.2741, top1_acc: 0.4891, top5_acc: 0.7324, loss_cls: 2.2582, loss: 3.5323, grad_norm: 3.8572 2021-07-20 09:37:02,379 - mmaction - INFO - Epoch [115][1520/1879] lr: 2.595e-02, eta: 11:54:19, time: 0.978, data_time: 0.004, memory: 6921, loss_aux: 1.2692, top1_acc: 0.4992, top5_acc: 0.7258, loss_cls: 2.2174, loss: 3.4866, grad_norm: 3.7791 2021-07-20 09:37:14,403 - mmaction - INFO - Epoch [115][1540/1879] lr: 2.594e-02, eta: 11:54:05, time: 0.607, data_time: 0.013, memory: 6921, loss_aux: 1.2823, top1_acc: 0.4809, top5_acc: 0.7211, loss_cls: 2.2605, loss: 3.5428, grad_norm: 3.8398 2021-07-20 09:37:26,791 - mmaction - INFO - Epoch [115][1560/1879] lr: 2.592e-02, eta: 11:53:52, time: 0.619, data_time: 0.006, memory: 6921, loss_aux: 1.2860, top1_acc: 0.4801, top5_acc: 0.7117, loss_cls: 2.2999, loss: 3.5858, grad_norm: 3.7571 2021-07-20 09:37:38,210 - mmaction - INFO - Epoch [115][1580/1879] lr: 2.591e-02, eta: 11:53:39, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.2983, top1_acc: 0.4680, top5_acc: 0.7082, loss_cls: 2.3355, loss: 3.6339, grad_norm: 3.8662 2021-07-20 09:37:52,834 - mmaction - INFO - Epoch [115][1600/1879] lr: 2.589e-02, eta: 11:53:26, time: 0.731, data_time: 0.002, memory: 6921, loss_aux: 1.2749, top1_acc: 0.4895, top5_acc: 0.7184, loss_cls: 2.2705, loss: 3.5454, grad_norm: 3.8263 2021-07-20 09:38:06,649 - mmaction - INFO - Epoch [115][1620/1879] lr: 2.588e-02, eta: 11:53:14, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.2902, top1_acc: 0.4723, top5_acc: 0.7117, loss_cls: 2.2923, loss: 3.5825, grad_norm: 3.8368 2021-07-20 09:38:18,249 - mmaction - INFO - Epoch [115][1640/1879] lr: 2.586e-02, eta: 11:53:00, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.3011, top1_acc: 0.4742, top5_acc: 0.7117, loss_cls: 2.3418, loss: 3.6429, grad_norm: 3.8483 2021-07-20 09:38:29,989 - mmaction - INFO - Epoch [115][1660/1879] lr: 2.585e-02, eta: 11:52:47, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.3332, top1_acc: 0.4688, top5_acc: 0.7117, loss_cls: 2.3822, loss: 3.7153, grad_norm: 3.8130 2021-07-20 09:38:52,864 - mmaction - INFO - Epoch [115][1680/1879] lr: 2.583e-02, eta: 11:52:37, time: 1.139, data_time: 0.002, memory: 6921, loss_aux: 1.2979, top1_acc: 0.4793, top5_acc: 0.7199, loss_cls: 2.2947, loss: 3.5926, grad_norm: 3.8446 2021-07-20 09:39:03,941 - mmaction - INFO - Epoch [115][1700/1879] lr: 2.582e-02, eta: 11:52:24, time: 0.559, data_time: 0.009, memory: 6921, loss_aux: 1.3271, top1_acc: 0.4656, top5_acc: 0.7102, loss_cls: 2.3625, loss: 3.6896, grad_norm: 3.8387 2021-07-20 09:39:19,253 - mmaction - INFO - Epoch [115][1720/1879] lr: 2.580e-02, eta: 11:52:11, time: 0.765, data_time: 0.001, memory: 6921, loss_aux: 1.3322, top1_acc: 0.4695, top5_acc: 0.7012, loss_cls: 2.3572, loss: 3.6894, grad_norm: 3.8254 2021-07-20 09:39:32,439 - mmaction - INFO - Epoch [115][1740/1879] lr: 2.579e-02, eta: 11:51:58, time: 0.659, data_time: 0.003, memory: 6921, loss_aux: 1.3272, top1_acc: 0.4816, top5_acc: 0.7039, loss_cls: 2.3404, loss: 3.6676, grad_norm: 3.8941 2021-07-20 09:39:44,060 - mmaction - INFO - Epoch [115][1760/1879] lr: 2.578e-02, eta: 11:51:45, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.3230, top1_acc: 0.4805, top5_acc: 0.7055, loss_cls: 2.3453, loss: 3.6683, grad_norm: 3.8337 2021-07-20 09:40:03,721 - mmaction - INFO - Epoch [115][1780/1879] lr: 2.576e-02, eta: 11:51:34, time: 0.981, data_time: 0.003, memory: 6921, loss_aux: 1.3257, top1_acc: 0.4648, top5_acc: 0.7004, loss_cls: 2.3686, loss: 3.6943, grad_norm: 3.9420 2021-07-20 09:40:14,707 - mmaction - INFO - Epoch [115][1800/1879] lr: 2.575e-02, eta: 11:51:21, time: 0.553, data_time: 0.005, memory: 6921, loss_aux: 1.3204, top1_acc: 0.4719, top5_acc: 0.7000, loss_cls: 2.3688, loss: 3.6892, grad_norm: 3.8536 2021-07-20 09:40:28,086 - mmaction - INFO - Epoch [115][1820/1879] lr: 2.573e-02, eta: 11:51:08, time: 0.667, data_time: 0.001, memory: 6921, loss_aux: 1.3188, top1_acc: 0.4641, top5_acc: 0.7109, loss_cls: 2.3329, loss: 3.6517, grad_norm: 3.8286 2021-07-20 09:40:41,018 - mmaction - INFO - Epoch [115][1840/1879] lr: 2.572e-02, eta: 11:50:55, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.3327, top1_acc: 0.4754, top5_acc: 0.7051, loss_cls: 2.3478, loss: 3.6805, grad_norm: 3.8200 2021-07-20 09:40:55,509 - mmaction - INFO - Epoch [115][1860/1879] lr: 2.570e-02, eta: 11:50:42, time: 0.725, data_time: 0.004, memory: 6921, loss_aux: 1.3290, top1_acc: 0.4652, top5_acc: 0.7027, loss_cls: 2.3576, loss: 3.6866, grad_norm: 3.8327 2021-07-20 09:41:11,587 - mmaction - INFO - Saving checkpoint at 115 epochs 2021-07-20 09:41:33,636 - mmaction - INFO - Epoch [116][20/1879] lr: 2.567e-02, eta: 11:50:14, time: 0.740, data_time: 0.161, memory: 6921, loss_aux: 1.2983, top1_acc: 0.4891, top5_acc: 0.7289, loss_cls: 2.2947, loss: 3.5930, grad_norm: 3.8139 2021-07-20 09:41:45,129 - mmaction - INFO - Epoch [116][40/1879] lr: 2.566e-02, eta: 11:50:00, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.3201, top1_acc: 0.4793, top5_acc: 0.6969, loss_cls: 2.3266, loss: 3.6467, grad_norm: 3.8273 2021-07-20 09:41:58,832 - mmaction - INFO - Epoch [116][60/1879] lr: 2.564e-02, eta: 11:49:48, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.3086, top1_acc: 0.4809, top5_acc: 0.7094, loss_cls: 2.3194, loss: 3.6280, grad_norm: 3.7948 2021-07-20 09:42:10,621 - mmaction - INFO - Epoch [116][80/1879] lr: 2.563e-02, eta: 11:49:34, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.2734, top1_acc: 0.4844, top5_acc: 0.7223, loss_cls: 2.2606, loss: 3.5341, grad_norm: 3.8244 2021-07-20 09:42:22,079 - mmaction - INFO - Epoch [116][100/1879] lr: 2.561e-02, eta: 11:49:21, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.2994, top1_acc: 0.4785, top5_acc: 0.7035, loss_cls: 2.3167, loss: 3.6161, grad_norm: 3.8804 2021-07-20 09:42:34,223 - mmaction - INFO - Epoch [116][120/1879] lr: 2.560e-02, eta: 11:49:08, time: 0.603, data_time: 0.010, memory: 6921, loss_aux: 1.2757, top1_acc: 0.4941, top5_acc: 0.7230, loss_cls: 2.2278, loss: 3.5035, grad_norm: 3.8178 2021-07-20 09:42:46,221 - mmaction - INFO - Epoch [116][140/1879] lr: 2.558e-02, eta: 11:48:54, time: 0.604, data_time: 0.007, memory: 6921, loss_aux: 1.2893, top1_acc: 0.4746, top5_acc: 0.7277, loss_cls: 2.2651, loss: 3.5544, grad_norm: 3.9010 2021-07-20 09:43:01,605 - mmaction - INFO - Epoch [116][160/1879] lr: 2.557e-02, eta: 11:48:42, time: 0.767, data_time: 0.003, memory: 6921, loss_aux: 1.2890, top1_acc: 0.4855, top5_acc: 0.7098, loss_cls: 2.2913, loss: 3.5804, grad_norm: 3.8479 2021-07-20 09:43:12,951 - mmaction - INFO - Epoch [116][180/1879] lr: 2.555e-02, eta: 11:48:29, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.2926, top1_acc: 0.4777, top5_acc: 0.7145, loss_cls: 2.2957, loss: 3.5883, grad_norm: 3.8614 2021-07-20 09:43:26,432 - mmaction - INFO - Epoch [116][200/1879] lr: 2.554e-02, eta: 11:48:16, time: 0.672, data_time: 0.004, memory: 6921, loss_aux: 1.2881, top1_acc: 0.4781, top5_acc: 0.7039, loss_cls: 2.2991, loss: 3.5872, grad_norm: 3.8207 2021-07-20 09:43:37,873 - mmaction - INFO - Epoch [116][220/1879] lr: 2.552e-02, eta: 11:48:02, time: 0.573, data_time: 0.007, memory: 6921, loss_aux: 1.2640, top1_acc: 0.4832, top5_acc: 0.7312, loss_cls: 2.2200, loss: 3.4840, grad_norm: 3.8085 2021-07-20 09:43:51,678 - mmaction - INFO - Epoch [116][240/1879] lr: 2.551e-02, eta: 11:47:50, time: 0.692, data_time: 0.006, memory: 6921, loss_aux: 1.3122, top1_acc: 0.4859, top5_acc: 0.7109, loss_cls: 2.3220, loss: 3.6342, grad_norm: 3.9848 2021-07-20 09:44:02,966 - mmaction - INFO - Epoch [116][260/1879] lr: 2.549e-02, eta: 11:47:36, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.3082, top1_acc: 0.4730, top5_acc: 0.7094, loss_cls: 2.3259, loss: 3.6341, grad_norm: 3.7721 2021-07-20 09:44:18,330 - mmaction - INFO - Epoch [116][280/1879] lr: 2.548e-02, eta: 11:47:24, time: 0.768, data_time: 0.002, memory: 6921, loss_aux: 1.2823, top1_acc: 0.4813, top5_acc: 0.7207, loss_cls: 2.2557, loss: 3.5379, grad_norm: 3.8263 2021-07-20 09:44:36,083 - mmaction - INFO - Epoch [116][300/1879] lr: 2.546e-02, eta: 11:47:13, time: 0.885, data_time: 0.003, memory: 6921, loss_aux: 1.3293, top1_acc: 0.4754, top5_acc: 0.6977, loss_cls: 2.3571, loss: 3.6864, grad_norm: 3.9189 2021-07-20 09:44:47,799 - mmaction - INFO - Epoch [116][320/1879] lr: 2.545e-02, eta: 11:46:59, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.2840, top1_acc: 0.4914, top5_acc: 0.7277, loss_cls: 2.2453, loss: 3.5293, grad_norm: 3.8971 2021-07-20 09:45:06,561 - mmaction - INFO - Epoch [116][340/1879] lr: 2.543e-02, eta: 11:46:48, time: 0.941, data_time: 0.007, memory: 6921, loss_aux: 1.3281, top1_acc: 0.4719, top5_acc: 0.7094, loss_cls: 2.3155, loss: 3.6435, grad_norm: 3.9505 2021-07-20 09:45:17,970 - mmaction - INFO - Epoch [116][360/1879] lr: 2.542e-02, eta: 11:46:35, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.2761, top1_acc: 0.4852, top5_acc: 0.7215, loss_cls: 2.2700, loss: 3.5461, grad_norm: 3.8243 2021-07-20 09:45:29,681 - mmaction - INFO - Epoch [116][380/1879] lr: 2.540e-02, eta: 11:46:21, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.3021, top1_acc: 0.4797, top5_acc: 0.7141, loss_cls: 2.2941, loss: 3.5962, grad_norm: 3.9460 2021-07-20 09:45:40,892 - mmaction - INFO - Epoch [116][400/1879] lr: 2.539e-02, eta: 11:46:08, time: 0.580, data_time: 0.022, memory: 6921, loss_aux: 1.3434, top1_acc: 0.4582, top5_acc: 0.6949, loss_cls: 2.3854, loss: 3.7288, grad_norm: 3.9363 2021-07-20 09:45:57,298 - mmaction - INFO - Epoch [116][420/1879] lr: 2.537e-02, eta: 11:45:56, time: 0.818, data_time: 0.002, memory: 6921, loss_aux: 1.3105, top1_acc: 0.4719, top5_acc: 0.7148, loss_cls: 2.3270, loss: 3.6375, grad_norm: 3.9240 2021-07-20 09:46:08,492 - mmaction - INFO - Epoch [116][440/1879] lr: 2.536e-02, eta: 11:45:42, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.3041, top1_acc: 0.4781, top5_acc: 0.7141, loss_cls: 2.3230, loss: 3.6271, grad_norm: 3.8729 2021-07-20 09:46:19,876 - mmaction - INFO - Epoch [116][460/1879] lr: 2.534e-02, eta: 11:45:29, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.3405, top1_acc: 0.4617, top5_acc: 0.6937, loss_cls: 2.3919, loss: 3.7324, grad_norm: 3.9059 2021-07-20 09:46:32,015 - mmaction - INFO - Epoch [116][480/1879] lr: 2.533e-02, eta: 11:45:16, time: 0.609, data_time: 0.014, memory: 6921, loss_aux: 1.2914, top1_acc: 0.4832, top5_acc: 0.7109, loss_cls: 2.2719, loss: 3.5633, grad_norm: 3.8457 2021-07-20 09:46:44,873 - mmaction - INFO - Epoch [116][500/1879] lr: 2.531e-02, eta: 11:45:03, time: 0.643, data_time: 0.004, memory: 6921, loss_aux: 1.2926, top1_acc: 0.4727, top5_acc: 0.7168, loss_cls: 2.2836, loss: 3.5762, grad_norm: 3.8411 2021-07-20 09:46:58,800 - mmaction - INFO - Epoch [116][520/1879] lr: 2.530e-02, eta: 11:44:50, time: 0.695, data_time: 0.004, memory: 6921, loss_aux: 1.2979, top1_acc: 0.4840, top5_acc: 0.7066, loss_cls: 2.3049, loss: 3.6028, grad_norm: 3.8229 2021-07-20 09:47:10,374 - mmaction - INFO - Epoch [116][540/1879] lr: 2.528e-02, eta: 11:44:37, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.2844, top1_acc: 0.4863, top5_acc: 0.7238, loss_cls: 2.2538, loss: 3.5382, grad_norm: 3.8228 2021-07-20 09:47:23,272 - mmaction - INFO - Epoch [116][560/1879] lr: 2.527e-02, eta: 11:44:24, time: 0.646, data_time: 0.004, memory: 6921, loss_aux: 1.2790, top1_acc: 0.4840, top5_acc: 0.7219, loss_cls: 2.2798, loss: 3.5588, grad_norm: 3.8337 2021-07-20 09:47:37,521 - mmaction - INFO - Epoch [116][580/1879] lr: 2.526e-02, eta: 11:44:11, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.2873, top1_acc: 0.4727, top5_acc: 0.7254, loss_cls: 2.2539, loss: 3.5412, grad_norm: 3.9777 2021-07-20 09:47:49,220 - mmaction - INFO - Epoch [116][600/1879] lr: 2.524e-02, eta: 11:43:58, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.3143, top1_acc: 0.4637, top5_acc: 0.7133, loss_cls: 2.3414, loss: 3.6558, grad_norm: 3.9261 2021-07-20 09:48:02,821 - mmaction - INFO - Epoch [116][620/1879] lr: 2.523e-02, eta: 11:43:45, time: 0.685, data_time: 0.010, memory: 6921, loss_aux: 1.3004, top1_acc: 0.4801, top5_acc: 0.7207, loss_cls: 2.3038, loss: 3.6042, grad_norm: 3.8626 2021-07-20 09:48:14,243 - mmaction - INFO - Epoch [116][640/1879] lr: 2.521e-02, eta: 11:43:32, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.3038, top1_acc: 0.4762, top5_acc: 0.7152, loss_cls: 2.3302, loss: 3.6339, grad_norm: 3.9308 2021-07-20 09:48:27,404 - mmaction - INFO - Epoch [116][660/1879] lr: 2.520e-02, eta: 11:43:19, time: 0.657, data_time: 0.001, memory: 6921, loss_aux: 1.2942, top1_acc: 0.4816, top5_acc: 0.7117, loss_cls: 2.2956, loss: 3.5898, grad_norm: 3.8699 2021-07-20 09:48:49,330 - mmaction - INFO - Epoch [116][680/1879] lr: 2.518e-02, eta: 11:43:08, time: 1.093, data_time: 0.003, memory: 6921, loss_aux: 1.2902, top1_acc: 0.4730, top5_acc: 0.7176, loss_cls: 2.3048, loss: 3.5950, grad_norm: 3.7978 2021-07-20 09:49:02,244 - mmaction - INFO - Epoch [116][700/1879] lr: 2.517e-02, eta: 11:42:55, time: 0.649, data_time: 0.005, memory: 6921, loss_aux: 1.2850, top1_acc: 0.4859, top5_acc: 0.7141, loss_cls: 2.2837, loss: 3.5687, grad_norm: 3.7753 2021-07-20 09:49:14,128 - mmaction - INFO - Epoch [116][720/1879] lr: 2.515e-02, eta: 11:42:42, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.2728, top1_acc: 0.4848, top5_acc: 0.7258, loss_cls: 2.2597, loss: 3.5324, grad_norm: 3.8790 2021-07-20 09:49:33,916 - mmaction - INFO - Epoch [116][740/1879] lr: 2.514e-02, eta: 11:42:31, time: 0.990, data_time: 0.002, memory: 6921, loss_aux: 1.3268, top1_acc: 0.4766, top5_acc: 0.7098, loss_cls: 2.3592, loss: 3.6859, grad_norm: 3.8784 2021-07-20 09:49:48,012 - mmaction - INFO - Epoch [116][760/1879] lr: 2.512e-02, eta: 11:42:19, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.2816, top1_acc: 0.4785, top5_acc: 0.7121, loss_cls: 2.2971, loss: 3.5787, grad_norm: 3.8668 2021-07-20 09:49:59,313 - mmaction - INFO - Epoch [116][780/1879] lr: 2.511e-02, eta: 11:42:05, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.2567, top1_acc: 0.4844, top5_acc: 0.7293, loss_cls: 2.2211, loss: 3.4779, grad_norm: 3.7984 2021-07-20 09:50:11,053 - mmaction - INFO - Epoch [116][800/1879] lr: 2.509e-02, eta: 11:41:52, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.3119, top1_acc: 0.4688, top5_acc: 0.7016, loss_cls: 2.3526, loss: 3.6645, grad_norm: 3.9076 2021-07-20 09:50:22,737 - mmaction - INFO - Epoch [116][820/1879] lr: 2.508e-02, eta: 11:41:38, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.3270, top1_acc: 0.4691, top5_acc: 0.7102, loss_cls: 2.3667, loss: 3.6937, grad_norm: 3.9114 2021-07-20 09:50:36,068 - mmaction - INFO - Epoch [116][840/1879] lr: 2.506e-02, eta: 11:41:25, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.3184, top1_acc: 0.4789, top5_acc: 0.7004, loss_cls: 2.3392, loss: 3.6576, grad_norm: 3.8915 2021-07-20 09:50:48,452 - mmaction - INFO - Epoch [116][860/1879] lr: 2.505e-02, eta: 11:41:12, time: 0.626, data_time: 0.008, memory: 6921, loss_aux: 1.3015, top1_acc: 0.4836, top5_acc: 0.7078, loss_cls: 2.3111, loss: 3.6127, grad_norm: 3.9062 2021-07-20 09:51:03,409 - mmaction - INFO - Epoch [116][880/1879] lr: 2.503e-02, eta: 11:41:00, time: 0.747, data_time: 0.001, memory: 6921, loss_aux: 1.2833, top1_acc: 0.4832, top5_acc: 0.7102, loss_cls: 2.2926, loss: 3.5759, grad_norm: 3.8274 2021-07-20 09:51:15,242 - mmaction - INFO - Epoch [116][900/1879] lr: 2.502e-02, eta: 11:40:47, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.3069, top1_acc: 0.4656, top5_acc: 0.7055, loss_cls: 2.3274, loss: 3.6343, grad_norm: 3.8371 2021-07-20 09:51:26,888 - mmaction - INFO - Epoch [116][920/1879] lr: 2.500e-02, eta: 11:40:33, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.3162, top1_acc: 0.4703, top5_acc: 0.7105, loss_cls: 2.3466, loss: 3.6627, grad_norm: 3.9433 2021-07-20 09:51:38,246 - mmaction - INFO - Epoch [116][940/1879] lr: 2.499e-02, eta: 11:40:20, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.3131, top1_acc: 0.4797, top5_acc: 0.7113, loss_cls: 2.3276, loss: 3.6407, grad_norm: 3.8528 2021-07-20 09:51:49,704 - mmaction - INFO - Epoch [116][960/1879] lr: 2.497e-02, eta: 11:40:06, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.2532, top1_acc: 0.4875, top5_acc: 0.7312, loss_cls: 2.1792, loss: 3.4324, grad_norm: 3.8809 2021-07-20 09:52:01,156 - mmaction - INFO - Epoch [116][980/1879] lr: 2.496e-02, eta: 11:39:53, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.3119, top1_acc: 0.4773, top5_acc: 0.7121, loss_cls: 2.3353, loss: 3.6473, grad_norm: 3.9379 2021-07-20 09:52:14,444 - mmaction - INFO - Epoch [116][1000/1879] lr: 2.495e-02, eta: 11:39:40, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.3152, top1_acc: 0.4652, top5_acc: 0.7094, loss_cls: 2.3233, loss: 3.6385, grad_norm: 3.9712 2021-07-20 09:52:26,102 - mmaction - INFO - Epoch [116][1020/1879] lr: 2.493e-02, eta: 11:39:27, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.3116, top1_acc: 0.4855, top5_acc: 0.7109, loss_cls: 2.2960, loss: 3.6076, grad_norm: 3.9187 2021-07-20 09:52:38,404 - mmaction - INFO - Epoch [116][1040/1879] lr: 2.492e-02, eta: 11:39:14, time: 0.614, data_time: 0.001, memory: 6921, loss_aux: 1.3313, top1_acc: 0.4703, top5_acc: 0.7063, loss_cls: 2.3621, loss: 3.6934, grad_norm: 3.9975 2021-07-20 09:52:49,802 - mmaction - INFO - Epoch [116][1060/1879] lr: 2.490e-02, eta: 11:39:00, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.2927, top1_acc: 0.4730, top5_acc: 0.7074, loss_cls: 2.3145, loss: 3.6073, grad_norm: 3.9134 2021-07-20 09:53:02,146 - mmaction - INFO - Epoch [116][1080/1879] lr: 2.489e-02, eta: 11:38:47, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.2983, top1_acc: 0.4730, top5_acc: 0.7070, loss_cls: 2.3083, loss: 3.6066, grad_norm: 3.8983 2021-07-20 09:53:14,258 - mmaction - INFO - Epoch [116][1100/1879] lr: 2.487e-02, eta: 11:38:34, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.3159, top1_acc: 0.4656, top5_acc: 0.7086, loss_cls: 2.3616, loss: 3.6775, grad_norm: 3.8659 2021-07-20 09:53:25,950 - mmaction - INFO - Epoch [116][1120/1879] lr: 2.486e-02, eta: 11:38:21, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.2967, top1_acc: 0.4805, top5_acc: 0.7168, loss_cls: 2.2925, loss: 3.5893, grad_norm: 3.8323 2021-07-20 09:53:40,671 - mmaction - INFO - Epoch [116][1140/1879] lr: 2.484e-02, eta: 11:38:08, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.2967, top1_acc: 0.4848, top5_acc: 0.7207, loss_cls: 2.2837, loss: 3.5804, grad_norm: 3.9292 2021-07-20 09:53:52,707 - mmaction - INFO - Epoch [116][1160/1879] lr: 2.483e-02, eta: 11:37:55, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.2740, top1_acc: 0.4707, top5_acc: 0.7148, loss_cls: 2.2923, loss: 3.5663, grad_norm: 3.9313 2021-07-20 09:54:10,581 - mmaction - INFO - Epoch [116][1180/1879] lr: 2.481e-02, eta: 11:37:43, time: 0.892, data_time: 0.002, memory: 6921, loss_aux: 1.3144, top1_acc: 0.4758, top5_acc: 0.7082, loss_cls: 2.3340, loss: 3.6484, grad_norm: 3.9460 2021-07-20 09:54:21,783 - mmaction - INFO - Epoch [116][1200/1879] lr: 2.480e-02, eta: 11:37:30, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.3399, top1_acc: 0.4508, top5_acc: 0.6953, loss_cls: 2.4046, loss: 3.7444, grad_norm: 3.9549 2021-07-20 09:54:34,796 - mmaction - INFO - Epoch [116][1220/1879] lr: 2.478e-02, eta: 11:37:17, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.2918, top1_acc: 0.4824, top5_acc: 0.7145, loss_cls: 2.3138, loss: 3.6056, grad_norm: 3.8908 2021-07-20 09:54:48,922 - mmaction - INFO - Epoch [116][1240/1879] lr: 2.477e-02, eta: 11:37:04, time: 0.707, data_time: 0.004, memory: 6921, loss_aux: 1.3022, top1_acc: 0.4785, top5_acc: 0.7043, loss_cls: 2.3165, loss: 3.6188, grad_norm: 3.8418 2021-07-20 09:55:00,466 - mmaction - INFO - Epoch [116][1260/1879] lr: 2.475e-02, eta: 11:36:51, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.2804, top1_acc: 0.4813, top5_acc: 0.7086, loss_cls: 2.2937, loss: 3.5741, grad_norm: 3.8515 2021-07-20 09:55:15,589 - mmaction - INFO - Epoch [116][1280/1879] lr: 2.474e-02, eta: 11:36:39, time: 0.756, data_time: 0.002, memory: 6921, loss_aux: 1.3040, top1_acc: 0.4836, top5_acc: 0.7129, loss_cls: 2.3043, loss: 3.6083, grad_norm: 3.9663 2021-07-20 09:55:27,862 - mmaction - INFO - Epoch [116][1300/1879] lr: 2.472e-02, eta: 11:36:25, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.2915, top1_acc: 0.4680, top5_acc: 0.7230, loss_cls: 2.3056, loss: 3.5972, grad_norm: 3.9347 2021-07-20 09:55:40,091 - mmaction - INFO - Epoch [116][1320/1879] lr: 2.471e-02, eta: 11:36:12, time: 0.619, data_time: 0.010, memory: 6921, loss_aux: 1.2744, top1_acc: 0.4715, top5_acc: 0.7117, loss_cls: 2.2755, loss: 3.5499, grad_norm: 3.8718 2021-07-20 09:55:51,934 - mmaction - INFO - Epoch [116][1340/1879] lr: 2.470e-02, eta: 11:35:59, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.3063, top1_acc: 0.4840, top5_acc: 0.7070, loss_cls: 2.3187, loss: 3.6250, grad_norm: 3.9555 2021-07-20 09:56:03,581 - mmaction - INFO - Epoch [116][1360/1879] lr: 2.468e-02, eta: 11:35:46, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.3259, top1_acc: 0.4691, top5_acc: 0.7188, loss_cls: 2.3557, loss: 3.6815, grad_norm: 3.9643 2021-07-20 09:56:15,409 - mmaction - INFO - Epoch [116][1380/1879] lr: 2.467e-02, eta: 11:35:32, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.2930, top1_acc: 0.4840, top5_acc: 0.7238, loss_cls: 2.2903, loss: 3.5834, grad_norm: 3.8157 2021-07-20 09:56:27,106 - mmaction - INFO - Epoch [116][1400/1879] lr: 2.465e-02, eta: 11:35:19, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.2847, top1_acc: 0.4832, top5_acc: 0.7238, loss_cls: 2.2727, loss: 3.5574, grad_norm: 3.8946 2021-07-20 09:56:38,450 - mmaction - INFO - Epoch [116][1420/1879] lr: 2.464e-02, eta: 11:35:06, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.2713, top1_acc: 0.4918, top5_acc: 0.7246, loss_cls: 2.2443, loss: 3.5156, grad_norm: 3.8296 2021-07-20 09:56:51,747 - mmaction - INFO - Epoch [116][1440/1879] lr: 2.462e-02, eta: 11:34:53, time: 0.664, data_time: 0.002, memory: 6921, loss_aux: 1.3279, top1_acc: 0.4688, top5_acc: 0.6910, loss_cls: 2.3791, loss: 3.7070, grad_norm: 3.9306 2021-07-20 09:57:10,126 - mmaction - INFO - Epoch [116][1460/1879] lr: 2.461e-02, eta: 11:34:41, time: 0.919, data_time: 0.003, memory: 6921, loss_aux: 1.2892, top1_acc: 0.4945, top5_acc: 0.7254, loss_cls: 2.2424, loss: 3.5315, grad_norm: 3.9416 2021-07-20 09:57:26,732 - mmaction - INFO - Epoch [116][1480/1879] lr: 2.459e-02, eta: 11:34:29, time: 0.831, data_time: 0.002, memory: 6921, loss_aux: 1.3000, top1_acc: 0.4832, top5_acc: 0.7109, loss_cls: 2.3167, loss: 3.6167, grad_norm: 3.9252 2021-07-20 09:57:38,750 - mmaction - INFO - Epoch [116][1500/1879] lr: 2.458e-02, eta: 11:34:16, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.2964, top1_acc: 0.4727, top5_acc: 0.7043, loss_cls: 2.3220, loss: 3.6184, grad_norm: 3.9075 2021-07-20 09:57:50,589 - mmaction - INFO - Epoch [116][1520/1879] lr: 2.456e-02, eta: 11:34:03, time: 0.601, data_time: 0.011, memory: 6921, loss_aux: 1.3258, top1_acc: 0.4645, top5_acc: 0.7023, loss_cls: 2.3546, loss: 3.6804, grad_norm: 3.9143 2021-07-20 09:58:04,966 - mmaction - INFO - Epoch [116][1540/1879] lr: 2.455e-02, eta: 11:33:50, time: 0.719, data_time: 0.002, memory: 6921, loss_aux: 1.3097, top1_acc: 0.4676, top5_acc: 0.7141, loss_cls: 2.3250, loss: 3.6347, grad_norm: 3.8994 2021-07-20 09:58:16,316 - mmaction - INFO - Epoch [116][1560/1879] lr: 2.453e-02, eta: 11:33:37, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.3117, top1_acc: 0.4777, top5_acc: 0.7125, loss_cls: 2.3130, loss: 3.6247, grad_norm: 3.9574 2021-07-20 09:58:28,191 - mmaction - INFO - Epoch [116][1580/1879] lr: 2.452e-02, eta: 11:33:24, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.3258, top1_acc: 0.4715, top5_acc: 0.7035, loss_cls: 2.3685, loss: 3.6942, grad_norm: 3.8702 2021-07-20 09:58:39,358 - mmaction - INFO - Epoch [116][1600/1879] lr: 2.450e-02, eta: 11:33:10, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.3040, top1_acc: 0.4684, top5_acc: 0.7172, loss_cls: 2.3259, loss: 3.6299, grad_norm: 3.8638 2021-07-20 09:58:55,016 - mmaction - INFO - Epoch [116][1620/1879] lr: 2.449e-02, eta: 11:32:58, time: 0.784, data_time: 0.004, memory: 6921, loss_aux: 1.2889, top1_acc: 0.4773, top5_acc: 0.7160, loss_cls: 2.2760, loss: 3.5650, grad_norm: 3.9057 2021-07-20 09:59:06,796 - mmaction - INFO - Epoch [116][1640/1879] lr: 2.448e-02, eta: 11:32:45, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.2927, top1_acc: 0.4949, top5_acc: 0.7191, loss_cls: 2.2795, loss: 3.5722, grad_norm: 3.9508 2021-07-20 09:59:19,289 - mmaction - INFO - Epoch [116][1660/1879] lr: 2.446e-02, eta: 11:32:32, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.2959, top1_acc: 0.4688, top5_acc: 0.7105, loss_cls: 2.2903, loss: 3.5862, grad_norm: 3.8953 2021-07-20 09:59:31,002 - mmaction - INFO - Epoch [116][1680/1879] lr: 2.445e-02, eta: 11:32:18, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.3023, top1_acc: 0.4750, top5_acc: 0.7027, loss_cls: 2.3329, loss: 3.6352, grad_norm: 3.9379 2021-07-20 09:59:42,437 - mmaction - INFO - Epoch [116][1700/1879] lr: 2.443e-02, eta: 11:32:05, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.3264, top1_acc: 0.4668, top5_acc: 0.6992, loss_cls: 2.3689, loss: 3.6954, grad_norm: 3.8747 2021-07-20 09:59:55,536 - mmaction - INFO - Epoch [116][1720/1879] lr: 2.442e-02, eta: 11:31:52, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.2795, top1_acc: 0.4840, top5_acc: 0.7184, loss_cls: 2.2621, loss: 3.5417, grad_norm: 3.9089 2021-07-20 10:00:16,899 - mmaction - INFO - Epoch [116][1740/1879] lr: 2.440e-02, eta: 11:31:41, time: 1.064, data_time: 0.002, memory: 6921, loss_aux: 1.2729, top1_acc: 0.4828, top5_acc: 0.7184, loss_cls: 2.2808, loss: 3.5536, grad_norm: 3.8615 2021-07-20 10:00:29,897 - mmaction - INFO - Epoch [116][1760/1879] lr: 2.439e-02, eta: 11:31:28, time: 0.654, data_time: 0.007, memory: 6921, loss_aux: 1.2964, top1_acc: 0.4672, top5_acc: 0.7063, loss_cls: 2.3331, loss: 3.6295, grad_norm: 3.9141 2021-07-20 10:00:41,484 - mmaction - INFO - Epoch [116][1780/1879] lr: 2.437e-02, eta: 11:31:15, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.2736, top1_acc: 0.4832, top5_acc: 0.7258, loss_cls: 2.2710, loss: 3.5446, grad_norm: 3.8826 2021-07-20 10:00:53,315 - mmaction - INFO - Epoch [116][1800/1879] lr: 2.436e-02, eta: 11:31:02, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.3298, top1_acc: 0.4602, top5_acc: 0.6977, loss_cls: 2.3826, loss: 3.7124, grad_norm: 3.9254 2021-07-20 10:01:07,088 - mmaction - INFO - Epoch [116][1820/1879] lr: 2.434e-02, eta: 11:30:49, time: 0.689, data_time: 0.003, memory: 6921, loss_aux: 1.3054, top1_acc: 0.4746, top5_acc: 0.7152, loss_cls: 2.3070, loss: 3.6125, grad_norm: 3.9193 2021-07-20 10:01:23,396 - mmaction - INFO - Epoch [116][1840/1879] lr: 2.433e-02, eta: 11:30:37, time: 0.814, data_time: 0.002, memory: 6921, loss_aux: 1.2800, top1_acc: 0.4801, top5_acc: 0.7195, loss_cls: 2.3004, loss: 3.5805, grad_norm: 3.8729 2021-07-20 10:01:34,814 - mmaction - INFO - Epoch [116][1860/1879] lr: 2.432e-02, eta: 11:30:24, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.3218, top1_acc: 0.4742, top5_acc: 0.7137, loss_cls: 2.3234, loss: 3.6453, grad_norm: 3.8668 2021-07-20 10:01:44,948 - mmaction - INFO - Saving checkpoint at 116 epochs 2021-07-20 10:02:16,888 - mmaction - INFO - Epoch [117][20/1879] lr: 2.429e-02, eta: 11:29:58, time: 1.228, data_time: 0.216, memory: 6921, loss_aux: 1.2740, top1_acc: 0.4914, top5_acc: 0.7227, loss_cls: 2.2348, loss: 3.5087, grad_norm: 3.9176 2021-07-20 10:02:29,196 - mmaction - INFO - Epoch [117][40/1879] lr: 2.427e-02, eta: 11:29:45, time: 0.623, data_time: 0.014, memory: 6921, loss_aux: 1.2643, top1_acc: 0.4918, top5_acc: 0.7375, loss_cls: 2.2219, loss: 3.4863, grad_norm: 3.8723 2021-07-20 10:02:46,032 - mmaction - INFO - Epoch [117][60/1879] lr: 2.426e-02, eta: 11:29:33, time: 0.839, data_time: 0.001, memory: 6921, loss_aux: 1.2896, top1_acc: 0.4797, top5_acc: 0.7191, loss_cls: 2.2883, loss: 3.5779, grad_norm: 3.9577 2021-07-20 10:03:04,635 - mmaction - INFO - Epoch [117][80/1879] lr: 2.424e-02, eta: 11:29:22, time: 0.933, data_time: 0.005, memory: 6921, loss_aux: 1.3178, top1_acc: 0.4816, top5_acc: 0.6953, loss_cls: 2.3589, loss: 3.6767, grad_norm: 3.9162 2021-07-20 10:03:23,520 - mmaction - INFO - Epoch [117][100/1879] lr: 2.423e-02, eta: 11:29:11, time: 0.942, data_time: 0.003, memory: 6921, loss_aux: 1.2866, top1_acc: 0.4840, top5_acc: 0.7270, loss_cls: 2.2528, loss: 3.5393, grad_norm: 3.8552 2021-07-20 10:03:36,261 - mmaction - INFO - Epoch [117][120/1879] lr: 2.421e-02, eta: 11:28:58, time: 0.638, data_time: 0.005, memory: 6921, loss_aux: 1.2940, top1_acc: 0.4750, top5_acc: 0.7141, loss_cls: 2.2929, loss: 3.5869, grad_norm: 3.9223 2021-07-20 10:03:47,945 - mmaction - INFO - Epoch [117][140/1879] lr: 2.420e-02, eta: 11:28:44, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.2805, top1_acc: 0.4926, top5_acc: 0.7223, loss_cls: 2.2571, loss: 3.5375, grad_norm: 3.8638 2021-07-20 10:04:00,294 - mmaction - INFO - Epoch [117][160/1879] lr: 2.418e-02, eta: 11:28:31, time: 0.624, data_time: 0.009, memory: 6921, loss_aux: 1.3356, top1_acc: 0.4691, top5_acc: 0.7008, loss_cls: 2.3511, loss: 3.6868, grad_norm: 3.9825 2021-07-20 10:04:13,128 - mmaction - INFO - Epoch [117][180/1879] lr: 2.417e-02, eta: 11:28:18, time: 0.639, data_time: 0.001, memory: 6921, loss_aux: 1.3017, top1_acc: 0.4664, top5_acc: 0.7145, loss_cls: 2.3190, loss: 3.6207, grad_norm: 3.9763 2021-07-20 10:04:25,192 - mmaction - INFO - Epoch [117][200/1879] lr: 2.416e-02, eta: 11:28:05, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.2811, top1_acc: 0.4754, top5_acc: 0.7188, loss_cls: 2.2558, loss: 3.5369, grad_norm: 3.9183 2021-07-20 10:04:36,624 - mmaction - INFO - Epoch [117][220/1879] lr: 2.414e-02, eta: 11:27:51, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.2827, top1_acc: 0.4879, top5_acc: 0.7078, loss_cls: 2.2770, loss: 3.5596, grad_norm: 3.9944 2021-07-20 10:04:53,703 - mmaction - INFO - Epoch [117][240/1879] lr: 2.413e-02, eta: 11:27:40, time: 0.836, data_time: 0.002, memory: 6921, loss_aux: 1.2767, top1_acc: 0.4980, top5_acc: 0.7191, loss_cls: 2.2618, loss: 3.5385, grad_norm: 3.8283 2021-07-20 10:05:05,430 - mmaction - INFO - Epoch [117][260/1879] lr: 2.411e-02, eta: 11:27:26, time: 0.604, data_time: 0.021, memory: 6921, loss_aux: 1.3066, top1_acc: 0.4699, top5_acc: 0.7141, loss_cls: 2.3017, loss: 3.6083, grad_norm: 3.9497 2021-07-20 10:05:16,848 - mmaction - INFO - Epoch [117][280/1879] lr: 2.410e-02, eta: 11:27:13, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.2622, top1_acc: 0.4949, top5_acc: 0.7203, loss_cls: 2.2534, loss: 3.5155, grad_norm: 3.8901 2021-07-20 10:05:29,553 - mmaction - INFO - Epoch [117][300/1879] lr: 2.408e-02, eta: 11:27:00, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.2783, top1_acc: 0.4957, top5_acc: 0.7207, loss_cls: 2.2545, loss: 3.5328, grad_norm: 3.8485 2021-07-20 10:05:42,206 - mmaction - INFO - Epoch [117][320/1879] lr: 2.407e-02, eta: 11:26:47, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.2795, top1_acc: 0.4871, top5_acc: 0.7215, loss_cls: 2.2746, loss: 3.5540, grad_norm: 3.9697 2021-07-20 10:05:53,388 - mmaction - INFO - Epoch [117][340/1879] lr: 2.405e-02, eta: 11:26:33, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.3138, top1_acc: 0.4672, top5_acc: 0.7012, loss_cls: 2.3408, loss: 3.6546, grad_norm: 3.9743 2021-07-20 10:06:05,608 - mmaction - INFO - Epoch [117][360/1879] lr: 2.404e-02, eta: 11:26:20, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.2652, top1_acc: 0.4934, top5_acc: 0.7219, loss_cls: 2.2341, loss: 3.4993, grad_norm: 3.8322 2021-07-20 10:06:24,103 - mmaction - INFO - Epoch [117][380/1879] lr: 2.403e-02, eta: 11:26:09, time: 0.922, data_time: 0.002, memory: 6921, loss_aux: 1.2581, top1_acc: 0.4988, top5_acc: 0.7324, loss_cls: 2.2022, loss: 3.4603, grad_norm: 3.8965 2021-07-20 10:06:35,870 - mmaction - INFO - Epoch [117][400/1879] lr: 2.401e-02, eta: 11:25:56, time: 0.591, data_time: 0.007, memory: 6921, loss_aux: 1.2754, top1_acc: 0.4879, top5_acc: 0.7250, loss_cls: 2.2395, loss: 3.5149, grad_norm: 3.8864 2021-07-20 10:06:51,983 - mmaction - INFO - Epoch [117][420/1879] lr: 2.400e-02, eta: 11:25:43, time: 0.803, data_time: 0.002, memory: 6921, loss_aux: 1.2760, top1_acc: 0.4848, top5_acc: 0.7191, loss_cls: 2.2577, loss: 3.5337, grad_norm: 3.9252 2021-07-20 10:07:04,593 - mmaction - INFO - Epoch [117][440/1879] lr: 2.398e-02, eta: 11:25:30, time: 0.634, data_time: 0.005, memory: 6921, loss_aux: 1.2604, top1_acc: 0.4848, top5_acc: 0.7191, loss_cls: 2.2509, loss: 3.5114, grad_norm: 3.8963 2021-07-20 10:07:16,298 - mmaction - INFO - Epoch [117][460/1879] lr: 2.397e-02, eta: 11:25:17, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.3072, top1_acc: 0.4758, top5_acc: 0.7129, loss_cls: 2.3155, loss: 3.6227, grad_norm: 3.9492 2021-07-20 10:07:27,660 - mmaction - INFO - Epoch [117][480/1879] lr: 2.395e-02, eta: 11:25:04, time: 0.575, data_time: 0.012, memory: 6921, loss_aux: 1.2817, top1_acc: 0.4852, top5_acc: 0.7184, loss_cls: 2.2757, loss: 3.5574, grad_norm: 3.9556 2021-07-20 10:07:39,224 - mmaction - INFO - Epoch [117][500/1879] lr: 2.394e-02, eta: 11:24:50, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.2845, top1_acc: 0.4852, top5_acc: 0.7207, loss_cls: 2.2339, loss: 3.5184, grad_norm: 3.9085 2021-07-20 10:07:51,356 - mmaction - INFO - Epoch [117][520/1879] lr: 2.392e-02, eta: 11:24:37, time: 0.606, data_time: 0.007, memory: 6921, loss_aux: 1.2721, top1_acc: 0.4852, top5_acc: 0.7219, loss_cls: 2.2392, loss: 3.5113, grad_norm: 3.9352 2021-07-20 10:08:02,880 - mmaction - INFO - Epoch [117][540/1879] lr: 2.391e-02, eta: 11:24:24, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.2849, top1_acc: 0.4648, top5_acc: 0.7195, loss_cls: 2.2794, loss: 3.5643, grad_norm: 3.9846 2021-07-20 10:08:14,762 - mmaction - INFO - Epoch [117][560/1879] lr: 2.389e-02, eta: 11:24:10, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.3119, top1_acc: 0.4813, top5_acc: 0.7094, loss_cls: 2.3194, loss: 3.6313, grad_norm: 3.9656 2021-07-20 10:08:27,604 - mmaction - INFO - Epoch [117][580/1879] lr: 2.388e-02, eta: 11:23:57, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.2322, top1_acc: 0.4996, top5_acc: 0.7414, loss_cls: 2.1676, loss: 3.3998, grad_norm: 3.9451 2021-07-20 10:08:39,350 - mmaction - INFO - Epoch [117][600/1879] lr: 2.387e-02, eta: 11:23:44, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.3097, top1_acc: 0.4781, top5_acc: 0.7133, loss_cls: 2.3053, loss: 3.6150, grad_norm: 4.0219 2021-07-20 10:08:50,395 - mmaction - INFO - Epoch [117][620/1879] lr: 2.385e-02, eta: 11:23:31, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.3184, top1_acc: 0.4934, top5_acc: 0.7121, loss_cls: 2.2965, loss: 3.6149, grad_norm: 3.9573 2021-07-20 10:09:03,225 - mmaction - INFO - Epoch [117][640/1879] lr: 2.384e-02, eta: 11:23:18, time: 0.637, data_time: 0.001, memory: 6921, loss_aux: 1.2621, top1_acc: 0.4867, top5_acc: 0.7250, loss_cls: 2.2380, loss: 3.5001, grad_norm: 4.0149 2021-07-20 10:09:20,729 - mmaction - INFO - Epoch [117][660/1879] lr: 2.382e-02, eta: 11:23:06, time: 0.879, data_time: 0.007, memory: 6921, loss_aux: 1.2847, top1_acc: 0.4824, top5_acc: 0.7219, loss_cls: 2.2799, loss: 3.5646, grad_norm: 4.0001 2021-07-20 10:09:33,857 - mmaction - INFO - Epoch [117][680/1879] lr: 2.381e-02, eta: 11:22:53, time: 0.657, data_time: 0.004, memory: 6921, loss_aux: 1.2672, top1_acc: 0.4809, top5_acc: 0.7281, loss_cls: 2.2541, loss: 3.5212, grad_norm: 3.9881 2021-07-20 10:09:50,330 - mmaction - INFO - Epoch [117][700/1879] lr: 2.379e-02, eta: 11:22:41, time: 0.823, data_time: 0.002, memory: 6921, loss_aux: 1.2492, top1_acc: 0.4969, top5_acc: 0.7273, loss_cls: 2.1866, loss: 3.4357, grad_norm: 3.8810 2021-07-20 10:10:01,507 - mmaction - INFO - Epoch [117][720/1879] lr: 2.378e-02, eta: 11:22:28, time: 0.558, data_time: 0.003, memory: 6921, loss_aux: 1.2723, top1_acc: 0.4891, top5_acc: 0.7332, loss_cls: 2.2154, loss: 3.4877, grad_norm: 3.9617 2021-07-20 10:10:13,069 - mmaction - INFO - Epoch [117][740/1879] lr: 2.376e-02, eta: 11:22:14, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.2991, top1_acc: 0.4773, top5_acc: 0.7078, loss_cls: 2.3027, loss: 3.6018, grad_norm: 3.9727 2021-07-20 10:10:24,716 - mmaction - INFO - Epoch [117][760/1879] lr: 2.375e-02, eta: 11:22:01, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.3055, top1_acc: 0.4895, top5_acc: 0.7031, loss_cls: 2.3332, loss: 3.6387, grad_norm: 3.9556 2021-07-20 10:10:36,281 - mmaction - INFO - Epoch [117][780/1879] lr: 2.374e-02, eta: 11:21:47, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.2700, top1_acc: 0.4918, top5_acc: 0.7195, loss_cls: 2.2593, loss: 3.5293, grad_norm: 3.8827 2021-07-20 10:10:50,954 - mmaction - INFO - Epoch [117][800/1879] lr: 2.372e-02, eta: 11:21:35, time: 0.733, data_time: 0.003, memory: 6921, loss_aux: 1.3324, top1_acc: 0.4578, top5_acc: 0.7125, loss_cls: 2.3667, loss: 3.6991, grad_norm: 4.0126 2021-07-20 10:11:07,166 - mmaction - INFO - Epoch [117][820/1879] lr: 2.371e-02, eta: 11:21:23, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.2989, top1_acc: 0.4734, top5_acc: 0.7121, loss_cls: 2.2844, loss: 3.5833, grad_norm: 3.9153 2021-07-20 10:11:18,661 - mmaction - INFO - Epoch [117][840/1879] lr: 2.369e-02, eta: 11:21:10, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.3047, top1_acc: 0.4730, top5_acc: 0.7121, loss_cls: 2.3101, loss: 3.6148, grad_norm: 4.0408 2021-07-20 10:11:30,305 - mmaction - INFO - Epoch [117][860/1879] lr: 2.368e-02, eta: 11:20:56, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.3022, top1_acc: 0.4797, top5_acc: 0.7105, loss_cls: 2.2975, loss: 3.5997, grad_norm: 3.9814 2021-07-20 10:11:42,180 - mmaction - INFO - Epoch [117][880/1879] lr: 2.366e-02, eta: 11:20:43, time: 0.594, data_time: 0.017, memory: 6921, loss_aux: 1.2725, top1_acc: 0.4922, top5_acc: 0.7199, loss_cls: 2.2570, loss: 3.5295, grad_norm: 3.9660 2021-07-20 10:12:00,661 - mmaction - INFO - Epoch [117][900/1879] lr: 2.365e-02, eta: 11:20:32, time: 0.921, data_time: 0.003, memory: 6921, loss_aux: 1.2760, top1_acc: 0.4832, top5_acc: 0.7207, loss_cls: 2.2510, loss: 3.5270, grad_norm: 3.9472 2021-07-20 10:12:18,399 - mmaction - INFO - Epoch [117][920/1879] lr: 2.364e-02, eta: 11:20:20, time: 0.886, data_time: 0.005, memory: 6921, loss_aux: 1.2945, top1_acc: 0.4703, top5_acc: 0.7066, loss_cls: 2.3071, loss: 3.6016, grad_norm: 3.9273 2021-07-20 10:12:30,086 - mmaction - INFO - Epoch [117][940/1879] lr: 2.362e-02, eta: 11:20:07, time: 0.589, data_time: 0.008, memory: 6921, loss_aux: 1.2993, top1_acc: 0.4668, top5_acc: 0.7156, loss_cls: 2.3041, loss: 3.6034, grad_norm: 3.9860 2021-07-20 10:12:41,714 - mmaction - INFO - Epoch [117][960/1879] lr: 2.361e-02, eta: 11:19:53, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.2988, top1_acc: 0.4902, top5_acc: 0.7270, loss_cls: 2.2606, loss: 3.5593, grad_norm: 3.9027 2021-07-20 10:12:53,853 - mmaction - INFO - Epoch [117][980/1879] lr: 2.359e-02, eta: 11:19:40, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.3018, top1_acc: 0.4828, top5_acc: 0.7215, loss_cls: 2.2533, loss: 3.5551, grad_norm: 3.9544 2021-07-20 10:13:05,435 - mmaction - INFO - Epoch [117][1000/1879] lr: 2.358e-02, eta: 11:19:27, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.3131, top1_acc: 0.4715, top5_acc: 0.7020, loss_cls: 2.3616, loss: 3.6747, grad_norm: 3.9921 2021-07-20 10:13:17,539 - mmaction - INFO - Epoch [117][1020/1879] lr: 2.356e-02, eta: 11:19:14, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.3012, top1_acc: 0.4730, top5_acc: 0.7188, loss_cls: 2.3207, loss: 3.6219, grad_norm: 4.0639 2021-07-20 10:13:29,525 - mmaction - INFO - Epoch [117][1040/1879] lr: 2.355e-02, eta: 11:19:00, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.2859, top1_acc: 0.4883, top5_acc: 0.7270, loss_cls: 2.2844, loss: 3.5703, grad_norm: 4.0391 2021-07-20 10:13:49,239 - mmaction - INFO - Epoch [117][1060/1879] lr: 2.353e-02, eta: 11:18:49, time: 0.986, data_time: 0.005, memory: 6921, loss_aux: 1.3069, top1_acc: 0.4703, top5_acc: 0.7133, loss_cls: 2.3062, loss: 3.6130, grad_norm: 4.0051 2021-07-20 10:14:01,435 - mmaction - INFO - Epoch [117][1080/1879] lr: 2.352e-02, eta: 11:18:36, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.2909, top1_acc: 0.4859, top5_acc: 0.7027, loss_cls: 2.2977, loss: 3.5885, grad_norm: 3.9125 2021-07-20 10:14:13,406 - mmaction - INFO - Epoch [117][1100/1879] lr: 2.351e-02, eta: 11:18:23, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.2678, top1_acc: 0.4867, top5_acc: 0.7258, loss_cls: 2.2400, loss: 3.5078, grad_norm: 3.9803 2021-07-20 10:14:25,174 - mmaction - INFO - Epoch [117][1120/1879] lr: 2.349e-02, eta: 11:18:10, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.2812, top1_acc: 0.4766, top5_acc: 0.7152, loss_cls: 2.2813, loss: 3.5625, grad_norm: 4.0294 2021-07-20 10:14:37,841 - mmaction - INFO - Epoch [117][1140/1879] lr: 2.348e-02, eta: 11:17:56, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.2842, top1_acc: 0.4949, top5_acc: 0.7172, loss_cls: 2.2551, loss: 3.5393, grad_norm: 3.9107 2021-07-20 10:14:51,436 - mmaction - INFO - Epoch [117][1160/1879] lr: 2.346e-02, eta: 11:17:44, time: 0.658, data_time: 0.003, memory: 6921, loss_aux: 1.2951, top1_acc: 0.4879, top5_acc: 0.7234, loss_cls: 2.2584, loss: 3.5535, grad_norm: 3.9431 2021-07-20 10:15:03,725 - mmaction - INFO - Epoch [117][1180/1879] lr: 2.345e-02, eta: 11:17:31, time: 0.636, data_time: 0.025, memory: 6921, loss_aux: 1.2836, top1_acc: 0.4852, top5_acc: 0.7258, loss_cls: 2.2813, loss: 3.5649, grad_norm: 3.9357 2021-07-20 10:15:15,322 - mmaction - INFO - Epoch [117][1200/1879] lr: 2.343e-02, eta: 11:17:17, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.2806, top1_acc: 0.4957, top5_acc: 0.7117, loss_cls: 2.2566, loss: 3.5371, grad_norm: 3.9198 2021-07-20 10:15:27,198 - mmaction - INFO - Epoch [117][1220/1879] lr: 2.342e-02, eta: 11:17:04, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.3186, top1_acc: 0.4777, top5_acc: 0.7063, loss_cls: 2.3201, loss: 3.6387, grad_norm: 4.0184 2021-07-20 10:15:40,023 - mmaction - INFO - Epoch [117][1240/1879] lr: 2.341e-02, eta: 11:16:51, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.2634, top1_acc: 0.4859, top5_acc: 0.7246, loss_cls: 2.2454, loss: 3.5088, grad_norm: 4.0212 2021-07-20 10:15:52,193 - mmaction - INFO - Epoch [117][1260/1879] lr: 2.339e-02, eta: 11:16:38, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.2901, top1_acc: 0.4922, top5_acc: 0.7160, loss_cls: 2.2742, loss: 3.5643, grad_norm: 3.9485 2021-07-20 10:16:04,010 - mmaction - INFO - Epoch [117][1280/1879] lr: 2.338e-02, eta: 11:16:24, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.2944, top1_acc: 0.4777, top5_acc: 0.7137, loss_cls: 2.3035, loss: 3.5979, grad_norm: 3.9221 2021-07-20 10:16:15,624 - mmaction - INFO - Epoch [117][1300/1879] lr: 2.336e-02, eta: 11:16:11, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.2975, top1_acc: 0.4719, top5_acc: 0.7180, loss_cls: 2.3077, loss: 3.6052, grad_norm: 3.9345 2021-07-20 10:16:30,864 - mmaction - INFO - Epoch [117][1320/1879] lr: 2.335e-02, eta: 11:15:59, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.3007, top1_acc: 0.4656, top5_acc: 0.7172, loss_cls: 2.3140, loss: 3.6147, grad_norm: 3.9016 2021-07-20 10:16:42,322 - mmaction - INFO - Epoch [117][1340/1879] lr: 2.333e-02, eta: 11:15:45, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.2699, top1_acc: 0.4941, top5_acc: 0.7129, loss_cls: 2.2773, loss: 3.5472, grad_norm: 3.8821 2021-07-20 10:16:53,953 - mmaction - INFO - Epoch [117][1360/1879] lr: 2.332e-02, eta: 11:15:32, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.3356, top1_acc: 0.4785, top5_acc: 0.6965, loss_cls: 2.3548, loss: 3.6904, grad_norm: 3.9769 2021-07-20 10:17:06,030 - mmaction - INFO - Epoch [117][1380/1879] lr: 2.331e-02, eta: 11:15:19, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.2966, top1_acc: 0.4793, top5_acc: 0.7148, loss_cls: 2.2935, loss: 3.5901, grad_norm: 4.0048 2021-07-20 10:17:19,644 - mmaction - INFO - Epoch [117][1400/1879] lr: 2.329e-02, eta: 11:15:06, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 1.3280, top1_acc: 0.4684, top5_acc: 0.7117, loss_cls: 2.3514, loss: 3.6794, grad_norm: 3.9781 2021-07-20 10:17:33,372 - mmaction - INFO - Epoch [117][1420/1879] lr: 2.328e-02, eta: 11:14:53, time: 0.684, data_time: 0.003, memory: 6921, loss_aux: 1.3343, top1_acc: 0.4613, top5_acc: 0.7066, loss_cls: 2.3666, loss: 3.7009, grad_norm: 3.9910 2021-07-20 10:17:49,456 - mmaction - INFO - Epoch [117][1440/1879] lr: 2.326e-02, eta: 11:14:41, time: 0.809, data_time: 0.007, memory: 6921, loss_aux: 1.2881, top1_acc: 0.4828, top5_acc: 0.7156, loss_cls: 2.2831, loss: 3.5711, grad_norm: 4.0180 2021-07-20 10:18:02,853 - mmaction - INFO - Epoch [117][1460/1879] lr: 2.325e-02, eta: 11:14:28, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.2605, top1_acc: 0.5035, top5_acc: 0.7238, loss_cls: 2.2376, loss: 3.4981, grad_norm: 3.9311 2021-07-20 10:18:14,089 - mmaction - INFO - Epoch [117][1480/1879] lr: 2.323e-02, eta: 11:14:15, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.2822, top1_acc: 0.4953, top5_acc: 0.7199, loss_cls: 2.2467, loss: 3.5290, grad_norm: 3.9602 2021-07-20 10:18:25,289 - mmaction - INFO - Epoch [117][1500/1879] lr: 2.322e-02, eta: 11:14:01, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.2715, top1_acc: 0.4754, top5_acc: 0.7188, loss_cls: 2.2654, loss: 3.5369, grad_norm: 4.0278 2021-07-20 10:18:37,538 - mmaction - INFO - Epoch [117][1520/1879] lr: 2.321e-02, eta: 11:13:48, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.2653, top1_acc: 0.5016, top5_acc: 0.7316, loss_cls: 2.2119, loss: 3.4772, grad_norm: 3.9375 2021-07-20 10:18:49,358 - mmaction - INFO - Epoch [117][1540/1879] lr: 2.319e-02, eta: 11:13:35, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.2831, top1_acc: 0.4793, top5_acc: 0.7176, loss_cls: 2.2787, loss: 3.5619, grad_norm: 4.0036 2021-07-20 10:19:00,931 - mmaction - INFO - Epoch [117][1560/1879] lr: 2.318e-02, eta: 11:13:22, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.2770, top1_acc: 0.4809, top5_acc: 0.7184, loss_cls: 2.2460, loss: 3.5231, grad_norm: 3.9622 2021-07-20 10:19:18,832 - mmaction - INFO - Epoch [117][1580/1879] lr: 2.316e-02, eta: 11:13:10, time: 0.895, data_time: 0.001, memory: 6921, loss_aux: 1.2979, top1_acc: 0.4781, top5_acc: 0.7070, loss_cls: 2.2889, loss: 3.5868, grad_norm: 3.9872 2021-07-20 10:19:30,621 - mmaction - INFO - Epoch [117][1600/1879] lr: 2.315e-02, eta: 11:12:57, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.3066, top1_acc: 0.4820, top5_acc: 0.7098, loss_cls: 2.3098, loss: 3.6164, grad_norm: 3.9327 2021-07-20 10:19:43,692 - mmaction - INFO - Epoch [117][1620/1879] lr: 2.313e-02, eta: 11:12:44, time: 0.653, data_time: 0.015, memory: 6921, loss_aux: 1.2980, top1_acc: 0.4660, top5_acc: 0.7156, loss_cls: 2.3103, loss: 3.6083, grad_norm: 3.9619 2021-07-20 10:19:57,958 - mmaction - INFO - Epoch [117][1640/1879] lr: 2.312e-02, eta: 11:12:31, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.3037, top1_acc: 0.4750, top5_acc: 0.7125, loss_cls: 2.3366, loss: 3.6403, grad_norm: 4.1551 2021-07-20 10:20:09,377 - mmaction - INFO - Epoch [117][1660/1879] lr: 2.311e-02, eta: 11:12:18, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2796, top1_acc: 0.4988, top5_acc: 0.7238, loss_cls: 2.2423, loss: 3.5219, grad_norm: 3.9680 2021-07-20 10:20:23,799 - mmaction - INFO - Epoch [117][1680/1879] lr: 2.309e-02, eta: 11:12:05, time: 0.720, data_time: 0.002, memory: 6921, loss_aux: 1.2744, top1_acc: 0.4801, top5_acc: 0.7086, loss_cls: 2.2792, loss: 3.5536, grad_norm: 3.9505 2021-07-20 10:20:40,190 - mmaction - INFO - Epoch [117][1700/1879] lr: 2.308e-02, eta: 11:11:53, time: 0.817, data_time: 0.003, memory: 6921, loss_aux: 1.3029, top1_acc: 0.4898, top5_acc: 0.7160, loss_cls: 2.3081, loss: 3.6110, grad_norm: 3.9612 2021-07-20 10:20:54,587 - mmaction - INFO - Epoch [117][1720/1879] lr: 2.306e-02, eta: 11:11:41, time: 0.722, data_time: 0.004, memory: 6921, loss_aux: 1.2910, top1_acc: 0.4844, top5_acc: 0.7234, loss_cls: 2.2896, loss: 3.5806, grad_norm: 3.9625 2021-07-20 10:21:08,409 - mmaction - INFO - Epoch [117][1740/1879] lr: 2.305e-02, eta: 11:11:28, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.2979, top1_acc: 0.4773, top5_acc: 0.7090, loss_cls: 2.3256, loss: 3.6235, grad_norm: 3.9880 2021-07-20 10:21:22,459 - mmaction - INFO - Epoch [117][1760/1879] lr: 2.303e-02, eta: 11:11:15, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.3222, top1_acc: 0.4691, top5_acc: 0.7074, loss_cls: 2.3445, loss: 3.6668, grad_norm: 3.9908 2021-07-20 10:21:33,475 - mmaction - INFO - Epoch [117][1780/1879] lr: 2.302e-02, eta: 11:11:02, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.2462, top1_acc: 0.5074, top5_acc: 0.7316, loss_cls: 2.1978, loss: 3.4440, grad_norm: 3.9693 2021-07-20 10:21:45,291 - mmaction - INFO - Epoch [117][1800/1879] lr: 2.301e-02, eta: 11:10:48, time: 0.591, data_time: 0.001, memory: 6921, loss_aux: 1.2983, top1_acc: 0.4816, top5_acc: 0.7242, loss_cls: 2.2679, loss: 3.5663, grad_norm: 3.9719 2021-07-20 10:21:58,670 - mmaction - INFO - Epoch [117][1820/1879] lr: 2.299e-02, eta: 11:10:36, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.2532, top1_acc: 0.5035, top5_acc: 0.7250, loss_cls: 2.1956, loss: 3.4488, grad_norm: 3.8327 2021-07-20 10:22:13,107 - mmaction - INFO - Epoch [117][1840/1879] lr: 2.298e-02, eta: 11:10:23, time: 0.726, data_time: 0.007, memory: 6921, loss_aux: 1.2640, top1_acc: 0.5008, top5_acc: 0.7266, loss_cls: 2.2200, loss: 3.4840, grad_norm: 3.8893 2021-07-20 10:22:30,140 - mmaction - INFO - Epoch [117][1860/1879] lr: 2.296e-02, eta: 11:10:11, time: 0.849, data_time: 0.004, memory: 6921, loss_aux: 1.2770, top1_acc: 0.4844, top5_acc: 0.7152, loss_cls: 2.2732, loss: 3.5502, grad_norm: 4.0035 2021-07-20 10:22:40,499 - mmaction - INFO - Saving checkpoint at 117 epochs 2021-07-20 10:23:02,361 - mmaction - INFO - Epoch [118][20/1879] lr: 2.294e-02, eta: 11:09:43, time: 0.753, data_time: 0.174, memory: 6921, loss_aux: 1.2778, top1_acc: 0.4844, top5_acc: 0.7250, loss_cls: 2.2406, loss: 3.5184, grad_norm: 3.9684 2021-07-20 10:23:13,622 - mmaction - INFO - Epoch [118][40/1879] lr: 2.292e-02, eta: 11:09:30, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.2690, top1_acc: 0.4828, top5_acc: 0.7199, loss_cls: 2.2511, loss: 3.5202, grad_norm: 4.0000 2021-07-20 10:23:25,411 - mmaction - INFO - Epoch [118][60/1879] lr: 2.291e-02, eta: 11:09:16, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.2635, top1_acc: 0.4922, top5_acc: 0.7277, loss_cls: 2.2040, loss: 3.4675, grad_norm: 3.9744 2021-07-20 10:23:36,668 - mmaction - INFO - Epoch [118][80/1879] lr: 2.289e-02, eta: 11:09:03, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.2857, top1_acc: 0.4898, top5_acc: 0.7242, loss_cls: 2.2606, loss: 3.5463, grad_norm: 3.9716 2021-07-20 10:23:48,551 - mmaction - INFO - Epoch [118][100/1879] lr: 2.288e-02, eta: 11:08:50, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.2726, top1_acc: 0.4738, top5_acc: 0.7129, loss_cls: 2.2536, loss: 3.5262, grad_norm: 3.9562 2021-07-20 10:24:00,567 - mmaction - INFO - Epoch [118][120/1879] lr: 2.286e-02, eta: 11:08:36, time: 0.600, data_time: 0.001, memory: 6921, loss_aux: 1.2669, top1_acc: 0.4902, top5_acc: 0.7223, loss_cls: 2.2216, loss: 3.4885, grad_norm: 3.8865 2021-07-20 10:24:11,995 - mmaction - INFO - Epoch [118][140/1879] lr: 2.285e-02, eta: 11:08:23, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.2710, top1_acc: 0.4816, top5_acc: 0.7219, loss_cls: 2.2395, loss: 3.5105, grad_norm: 4.0044 2021-07-20 10:24:23,071 - mmaction - INFO - Epoch [118][160/1879] lr: 2.284e-02, eta: 11:08:09, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.2884, top1_acc: 0.4855, top5_acc: 0.7145, loss_cls: 2.2917, loss: 3.5801, grad_norm: 3.9578 2021-07-20 10:24:39,582 - mmaction - INFO - Epoch [118][180/1879] lr: 2.282e-02, eta: 11:07:58, time: 0.823, data_time: 0.002, memory: 6921, loss_aux: 1.2508, top1_acc: 0.4930, top5_acc: 0.7312, loss_cls: 2.2033, loss: 3.4541, grad_norm: 3.8546 2021-07-20 10:24:55,065 - mmaction - INFO - Epoch [118][200/1879] lr: 2.281e-02, eta: 11:07:45, time: 0.775, data_time: 0.004, memory: 6921, loss_aux: 1.2604, top1_acc: 0.4859, top5_acc: 0.7207, loss_cls: 2.2552, loss: 3.5156, grad_norm: 3.9582 2021-07-20 10:25:10,625 - mmaction - INFO - Epoch [118][220/1879] lr: 2.279e-02, eta: 11:07:33, time: 0.779, data_time: 0.003, memory: 6921, loss_aux: 1.2811, top1_acc: 0.4785, top5_acc: 0.7262, loss_cls: 2.2570, loss: 3.5381, grad_norm: 3.9647 2021-07-20 10:25:23,463 - mmaction - INFO - Epoch [118][240/1879] lr: 2.278e-02, eta: 11:07:20, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.2860, top1_acc: 0.4910, top5_acc: 0.7152, loss_cls: 2.2704, loss: 3.5564, grad_norm: 3.9460 2021-07-20 10:25:35,106 - mmaction - INFO - Epoch [118][260/1879] lr: 2.276e-02, eta: 11:07:07, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.2807, top1_acc: 0.5012, top5_acc: 0.7246, loss_cls: 2.2540, loss: 3.5347, grad_norm: 3.9668 2021-07-20 10:25:48,306 - mmaction - INFO - Epoch [118][280/1879] lr: 2.275e-02, eta: 11:06:54, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.2970, top1_acc: 0.4715, top5_acc: 0.7090, loss_cls: 2.3141, loss: 3.6110, grad_norm: 4.0120 2021-07-20 10:26:02,781 - mmaction - INFO - Epoch [118][300/1879] lr: 2.274e-02, eta: 11:06:41, time: 0.728, data_time: 0.007, memory: 6921, loss_aux: 1.2965, top1_acc: 0.4855, top5_acc: 0.7207, loss_cls: 2.2810, loss: 3.5774, grad_norm: 3.9540 2021-07-20 10:26:17,108 - mmaction - INFO - Epoch [118][320/1879] lr: 2.272e-02, eta: 11:06:29, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.2997, top1_acc: 0.4813, top5_acc: 0.7156, loss_cls: 2.2959, loss: 3.5956, grad_norm: 4.0164 2021-07-20 10:26:29,021 - mmaction - INFO - Epoch [118][340/1879] lr: 2.271e-02, eta: 11:06:15, time: 0.602, data_time: 0.009, memory: 6921, loss_aux: 1.2841, top1_acc: 0.4754, top5_acc: 0.7172, loss_cls: 2.2647, loss: 3.5488, grad_norm: 3.9431 2021-07-20 10:26:40,940 - mmaction - INFO - Epoch [118][360/1879] lr: 2.269e-02, eta: 11:06:02, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.2387, top1_acc: 0.4887, top5_acc: 0.7215, loss_cls: 2.2036, loss: 3.4423, grad_norm: 3.9895 2021-07-20 10:26:54,328 - mmaction - INFO - Epoch [118][380/1879] lr: 2.268e-02, eta: 11:05:49, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.2891, top1_acc: 0.4750, top5_acc: 0.7180, loss_cls: 2.2643, loss: 3.5534, grad_norm: 3.9907 2021-07-20 10:27:08,324 - mmaction - INFO - Epoch [118][400/1879] lr: 2.267e-02, eta: 11:05:37, time: 0.699, data_time: 0.003, memory: 6921, loss_aux: 1.2861, top1_acc: 0.4895, top5_acc: 0.7199, loss_cls: 2.2336, loss: 3.5196, grad_norm: 3.9171 2021-07-20 10:27:20,855 - mmaction - INFO - Epoch [118][420/1879] lr: 2.265e-02, eta: 11:05:24, time: 0.627, data_time: 0.004, memory: 6921, loss_aux: 1.2610, top1_acc: 0.4934, top5_acc: 0.7281, loss_cls: 2.2203, loss: 3.4812, grad_norm: 3.9334 2021-07-20 10:27:36,455 - mmaction - INFO - Epoch [118][440/1879] lr: 2.264e-02, eta: 11:05:11, time: 0.781, data_time: 0.003, memory: 6921, loss_aux: 1.2845, top1_acc: 0.4828, top5_acc: 0.7148, loss_cls: 2.2739, loss: 3.5585, grad_norm: 4.0086 2021-07-20 10:27:53,054 - mmaction - INFO - Epoch [118][460/1879] lr: 2.262e-02, eta: 11:04:59, time: 0.828, data_time: 0.002, memory: 6921, loss_aux: 1.2774, top1_acc: 0.4918, top5_acc: 0.7328, loss_cls: 2.2259, loss: 3.5034, grad_norm: 4.0084 2021-07-20 10:28:04,952 - mmaction - INFO - Epoch [118][480/1879] lr: 2.261e-02, eta: 11:04:46, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.2986, top1_acc: 0.4824, top5_acc: 0.7188, loss_cls: 2.3004, loss: 3.5990, grad_norm: 3.9943 2021-07-20 10:28:17,801 - mmaction - INFO - Epoch [118][500/1879] lr: 2.260e-02, eta: 11:04:33, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.2735, top1_acc: 0.4852, top5_acc: 0.7293, loss_cls: 2.2527, loss: 3.5262, grad_norm: 4.0044 2021-07-20 10:28:30,452 - mmaction - INFO - Epoch [118][520/1879] lr: 2.258e-02, eta: 11:04:20, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.2745, top1_acc: 0.4836, top5_acc: 0.7266, loss_cls: 2.2506, loss: 3.5251, grad_norm: 4.0178 2021-07-20 10:28:47,290 - mmaction - INFO - Epoch [118][540/1879] lr: 2.257e-02, eta: 11:04:08, time: 0.842, data_time: 0.003, memory: 6921, loss_aux: 1.3078, top1_acc: 0.4648, top5_acc: 0.7145, loss_cls: 2.3389, loss: 3.6467, grad_norm: 4.0896 2021-07-20 10:29:07,082 - mmaction - INFO - Epoch [118][560/1879] lr: 2.255e-02, eta: 11:03:57, time: 0.987, data_time: 0.004, memory: 6921, loss_aux: 1.2791, top1_acc: 0.4766, top5_acc: 0.7098, loss_cls: 2.2791, loss: 3.5582, grad_norm: 4.0178 2021-07-20 10:29:18,384 - mmaction - INFO - Epoch [118][580/1879] lr: 2.254e-02, eta: 11:03:44, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.2564, top1_acc: 0.4992, top5_acc: 0.7305, loss_cls: 2.2164, loss: 3.4728, grad_norm: 3.9444 2021-07-20 10:29:35,278 - mmaction - INFO - Epoch [118][600/1879] lr: 2.252e-02, eta: 11:03:32, time: 0.844, data_time: 0.003, memory: 6921, loss_aux: 1.2829, top1_acc: 0.4871, top5_acc: 0.7184, loss_cls: 2.2568, loss: 3.5398, grad_norm: 3.9728 2021-07-20 10:29:46,493 - mmaction - INFO - Epoch [118][620/1879] lr: 2.251e-02, eta: 11:03:18, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.2991, top1_acc: 0.4699, top5_acc: 0.7129, loss_cls: 2.3049, loss: 3.6040, grad_norm: 3.9997 2021-07-20 10:30:02,471 - mmaction - INFO - Epoch [118][640/1879] lr: 2.250e-02, eta: 11:03:06, time: 0.796, data_time: 0.002, memory: 6921, loss_aux: 1.2944, top1_acc: 0.4871, top5_acc: 0.7211, loss_cls: 2.2810, loss: 3.5754, grad_norm: 3.9975 2021-07-20 10:30:15,434 - mmaction - INFO - Epoch [118][660/1879] lr: 2.248e-02, eta: 11:02:53, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 1.3125, top1_acc: 0.4809, top5_acc: 0.7129, loss_cls: 2.2980, loss: 3.6105, grad_norm: 3.9887 2021-07-20 10:30:35,791 - mmaction - INFO - Epoch [118][680/1879] lr: 2.247e-02, eta: 11:02:42, time: 1.014, data_time: 0.003, memory: 6921, loss_aux: 1.2987, top1_acc: 0.4793, top5_acc: 0.7156, loss_cls: 2.2921, loss: 3.5908, grad_norm: 4.0249 2021-07-20 10:31:02,960 - mmaction - INFO - Epoch [118][700/1879] lr: 2.245e-02, eta: 11:02:33, time: 1.337, data_time: 0.006, memory: 6921, loss_aux: 1.3015, top1_acc: 0.4793, top5_acc: 0.7109, loss_cls: 2.3021, loss: 3.6036, grad_norm: 3.9860 2021-07-20 10:31:15,281 - mmaction - INFO - Epoch [118][720/1879] lr: 2.244e-02, eta: 11:02:20, time: 0.595, data_time: 0.029, memory: 6921, loss_aux: 1.3025, top1_acc: 0.4605, top5_acc: 0.7176, loss_cls: 2.3154, loss: 3.6180, grad_norm: 3.9937 2021-07-20 10:31:27,215 - mmaction - INFO - Epoch [118][740/1879] lr: 2.243e-02, eta: 11:02:07, time: 0.643, data_time: 0.048, memory: 6921, loss_aux: 1.2671, top1_acc: 0.5008, top5_acc: 0.7156, loss_cls: 2.2509, loss: 3.5180, grad_norm: 3.9398 2021-07-20 10:31:38,820 - mmaction - INFO - Epoch [118][760/1879] lr: 2.241e-02, eta: 11:01:54, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.2829, top1_acc: 0.4887, top5_acc: 0.7262, loss_cls: 2.2681, loss: 3.5510, grad_norm: 3.9939 2021-07-20 10:31:53,385 - mmaction - INFO - Epoch [118][780/1879] lr: 2.240e-02, eta: 11:01:41, time: 0.728, data_time: 0.002, memory: 6921, loss_aux: 1.3038, top1_acc: 0.4824, top5_acc: 0.7113, loss_cls: 2.3308, loss: 3.6345, grad_norm: 4.0185 2021-07-20 10:32:15,375 - mmaction - INFO - Epoch [118][800/1879] lr: 2.238e-02, eta: 11:01:31, time: 1.097, data_time: 0.006, memory: 6921, loss_aux: 1.3121, top1_acc: 0.4797, top5_acc: 0.7086, loss_cls: 2.3048, loss: 3.6169, grad_norm: 4.0216 2021-07-20 10:32:26,752 - mmaction - INFO - Epoch [118][820/1879] lr: 2.237e-02, eta: 11:01:17, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.2660, top1_acc: 0.4949, top5_acc: 0.7238, loss_cls: 2.2364, loss: 3.5024, grad_norm: 3.9746 2021-07-20 10:32:49,419 - mmaction - INFO - Epoch [118][840/1879] lr: 2.236e-02, eta: 11:01:07, time: 1.131, data_time: 0.002, memory: 6921, loss_aux: 1.2481, top1_acc: 0.5012, top5_acc: 0.7359, loss_cls: 2.1762, loss: 3.4243, grad_norm: 3.9515 2021-07-20 10:33:05,496 - mmaction - INFO - Epoch [118][860/1879] lr: 2.234e-02, eta: 11:00:55, time: 0.802, data_time: 0.006, memory: 6921, loss_aux: 1.3053, top1_acc: 0.4844, top5_acc: 0.7121, loss_cls: 2.2923, loss: 3.5976, grad_norm: 3.9491 2021-07-20 10:33:17,374 - mmaction - INFO - Epoch [118][880/1879] lr: 2.233e-02, eta: 11:00:41, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.2605, top1_acc: 0.4973, top5_acc: 0.7344, loss_cls: 2.1990, loss: 3.4595, grad_norm: 4.0762 2021-07-20 10:33:28,850 - mmaction - INFO - Epoch [118][900/1879] lr: 2.231e-02, eta: 11:00:28, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.2610, top1_acc: 0.4797, top5_acc: 0.7391, loss_cls: 2.2312, loss: 3.4922, grad_norm: 3.9985 2021-07-20 10:33:40,501 - mmaction - INFO - Epoch [118][920/1879] lr: 2.230e-02, eta: 11:00:15, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.2972, top1_acc: 0.4730, top5_acc: 0.6977, loss_cls: 2.2964, loss: 3.5936, grad_norm: 4.0548 2021-07-20 10:33:54,545 - mmaction - INFO - Epoch [118][940/1879] lr: 2.229e-02, eta: 11:00:02, time: 0.700, data_time: 0.003, memory: 6921, loss_aux: 1.2775, top1_acc: 0.4754, top5_acc: 0.7219, loss_cls: 2.2666, loss: 3.5441, grad_norm: 3.9599 2021-07-20 10:34:09,836 - mmaction - INFO - Epoch [118][960/1879] lr: 2.227e-02, eta: 10:59:50, time: 0.759, data_time: 0.004, memory: 6921, loss_aux: 1.2532, top1_acc: 0.4879, top5_acc: 0.7285, loss_cls: 2.2232, loss: 3.4764, grad_norm: 3.9163 2021-07-20 10:34:21,693 - mmaction - INFO - Epoch [118][980/1879] lr: 2.226e-02, eta: 10:59:36, time: 0.600, data_time: 0.010, memory: 6921, loss_aux: 1.3254, top1_acc: 0.4699, top5_acc: 0.7047, loss_cls: 2.3297, loss: 3.6551, grad_norm: 4.0657 2021-07-20 10:34:38,850 - mmaction - INFO - Epoch [118][1000/1879] lr: 2.224e-02, eta: 10:59:25, time: 0.857, data_time: 0.002, memory: 6921, loss_aux: 1.2595, top1_acc: 0.4910, top5_acc: 0.7363, loss_cls: 2.2132, loss: 3.4727, grad_norm: 4.0389 2021-07-20 10:34:50,783 - mmaction - INFO - Epoch [118][1020/1879] lr: 2.223e-02, eta: 10:59:11, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.2552, top1_acc: 0.4957, top5_acc: 0.7238, loss_cls: 2.2289, loss: 3.4841, grad_norm: 4.0055 2021-07-20 10:35:02,190 - mmaction - INFO - Epoch [118][1040/1879] lr: 2.222e-02, eta: 10:58:58, time: 0.573, data_time: 0.007, memory: 6921, loss_aux: 1.2683, top1_acc: 0.4992, top5_acc: 0.7352, loss_cls: 2.2350, loss: 3.5034, grad_norm: 4.0626 2021-07-20 10:35:14,085 - mmaction - INFO - Epoch [118][1060/1879] lr: 2.220e-02, eta: 10:58:45, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.2956, top1_acc: 0.4832, top5_acc: 0.7078, loss_cls: 2.3052, loss: 3.6008, grad_norm: 4.0136 2021-07-20 10:35:27,476 - mmaction - INFO - Epoch [118][1080/1879] lr: 2.219e-02, eta: 10:58:32, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.3094, top1_acc: 0.4813, top5_acc: 0.7078, loss_cls: 2.3261, loss: 3.6355, grad_norm: 3.9503 2021-07-20 10:35:38,879 - mmaction - INFO - Epoch [118][1100/1879] lr: 2.217e-02, eta: 10:58:18, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.2867, top1_acc: 0.4840, top5_acc: 0.7273, loss_cls: 2.2238, loss: 3.5105, grad_norm: 3.9119 2021-07-20 10:35:51,692 - mmaction - INFO - Epoch [118][1120/1879] lr: 2.216e-02, eta: 10:58:05, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.2985, top1_acc: 0.4762, top5_acc: 0.7242, loss_cls: 2.2838, loss: 3.5823, grad_norm: 4.0401 2021-07-20 10:36:03,204 - mmaction - INFO - Epoch [118][1140/1879] lr: 2.215e-02, eta: 10:57:52, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.2613, top1_acc: 0.4813, top5_acc: 0.7234, loss_cls: 2.2314, loss: 3.4927, grad_norm: 4.0205 2021-07-20 10:36:14,646 - mmaction - INFO - Epoch [118][1160/1879] lr: 2.213e-02, eta: 10:57:39, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2906, top1_acc: 0.4934, top5_acc: 0.7246, loss_cls: 2.2504, loss: 3.5410, grad_norm: 4.0163 2021-07-20 10:36:28,537 - mmaction - INFO - Epoch [118][1180/1879] lr: 2.212e-02, eta: 10:57:26, time: 0.693, data_time: 0.002, memory: 6921, loss_aux: 1.2605, top1_acc: 0.4922, top5_acc: 0.7316, loss_cls: 2.2208, loss: 3.4813, grad_norm: 4.0541 2021-07-20 10:36:39,653 - mmaction - INFO - Epoch [118][1200/1879] lr: 2.210e-02, eta: 10:57:13, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.2796, top1_acc: 0.5000, top5_acc: 0.7277, loss_cls: 2.2337, loss: 3.5132, grad_norm: 4.0687 2021-07-20 10:36:55,862 - mmaction - INFO - Epoch [118][1220/1879] lr: 2.209e-02, eta: 10:57:00, time: 0.808, data_time: 0.003, memory: 6921, loss_aux: 1.2694, top1_acc: 0.4813, top5_acc: 0.7281, loss_cls: 2.2490, loss: 3.5184, grad_norm: 4.0698 2021-07-20 10:37:15,998 - mmaction - INFO - Epoch [118][1240/1879] lr: 2.208e-02, eta: 10:56:49, time: 1.008, data_time: 0.006, memory: 6921, loss_aux: 1.2658, top1_acc: 0.4852, top5_acc: 0.7246, loss_cls: 2.2345, loss: 3.5003, grad_norm: 4.0196 2021-07-20 10:37:27,995 - mmaction - INFO - Epoch [118][1260/1879] lr: 2.206e-02, eta: 10:56:36, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.3091, top1_acc: 0.4738, top5_acc: 0.7141, loss_cls: 2.2958, loss: 3.6049, grad_norm: 4.0206 2021-07-20 10:37:39,771 - mmaction - INFO - Epoch [118][1280/1879] lr: 2.205e-02, eta: 10:56:23, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.3040, top1_acc: 0.4816, top5_acc: 0.7129, loss_cls: 2.3187, loss: 3.6227, grad_norm: 3.9334 2021-07-20 10:37:52,484 - mmaction - INFO - Epoch [118][1300/1879] lr: 2.203e-02, eta: 10:56:10, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.3367, top1_acc: 0.4625, top5_acc: 0.7008, loss_cls: 2.3779, loss: 3.7146, grad_norm: 4.0927 2021-07-20 10:38:06,712 - mmaction - INFO - Epoch [118][1320/1879] lr: 2.202e-02, eta: 10:55:57, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.2883, top1_acc: 0.4773, top5_acc: 0.7215, loss_cls: 2.2672, loss: 3.5555, grad_norm: 3.9504 2021-07-20 10:38:18,420 - mmaction - INFO - Epoch [118][1340/1879] lr: 2.201e-02, eta: 10:55:44, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.2824, top1_acc: 0.4867, top5_acc: 0.7188, loss_cls: 2.2564, loss: 3.5387, grad_norm: 3.9829 2021-07-20 10:38:40,905 - mmaction - INFO - Epoch [118][1360/1879] lr: 2.199e-02, eta: 10:55:33, time: 1.108, data_time: 0.002, memory: 6921, loss_aux: 1.2602, top1_acc: 0.4902, top5_acc: 0.7133, loss_cls: 2.2506, loss: 3.5108, grad_norm: 4.0387 2021-07-20 10:38:53,553 - mmaction - INFO - Epoch [118][1380/1879] lr: 2.198e-02, eta: 10:55:20, time: 0.649, data_time: 0.021, memory: 6921, loss_aux: 1.3017, top1_acc: 0.4758, top5_acc: 0.7063, loss_cls: 2.3370, loss: 3.6387, grad_norm: 4.1390 2021-07-20 10:39:09,688 - mmaction - INFO - Epoch [118][1400/1879] lr: 2.196e-02, eta: 10:55:08, time: 0.786, data_time: 0.002, memory: 6921, loss_aux: 1.2885, top1_acc: 0.4859, top5_acc: 0.7172, loss_cls: 2.2398, loss: 3.5282, grad_norm: 4.0133 2021-07-20 10:39:27,056 - mmaction - INFO - Epoch [118][1420/1879] lr: 2.195e-02, eta: 10:54:57, time: 0.887, data_time: 0.024, memory: 6921, loss_aux: 1.2762, top1_acc: 0.4934, top5_acc: 0.7230, loss_cls: 2.2508, loss: 3.5269, grad_norm: 4.0145 2021-07-20 10:39:46,522 - mmaction - INFO - Epoch [118][1440/1879] lr: 2.194e-02, eta: 10:54:45, time: 0.973, data_time: 0.004, memory: 6921, loss_aux: 1.3054, top1_acc: 0.4816, top5_acc: 0.7168, loss_cls: 2.2992, loss: 3.6046, grad_norm: 4.0754 2021-07-20 10:40:00,458 - mmaction - INFO - Epoch [118][1460/1879] lr: 2.192e-02, eta: 10:54:33, time: 0.698, data_time: 0.005, memory: 6921, loss_aux: 1.2840, top1_acc: 0.4922, top5_acc: 0.7164, loss_cls: 2.2576, loss: 3.5416, grad_norm: 3.9817 2021-07-20 10:40:12,567 - mmaction - INFO - Epoch [118][1480/1879] lr: 2.191e-02, eta: 10:54:20, time: 0.605, data_time: 0.007, memory: 6921, loss_aux: 1.2753, top1_acc: 0.4934, top5_acc: 0.7207, loss_cls: 2.2361, loss: 3.5114, grad_norm: 4.0201 2021-07-20 10:40:25,947 - mmaction - INFO - Epoch [118][1500/1879] lr: 2.189e-02, eta: 10:54:07, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.3201, top1_acc: 0.4797, top5_acc: 0.7137, loss_cls: 2.3132, loss: 3.6334, grad_norm: 4.1218 2021-07-20 10:40:37,464 - mmaction - INFO - Epoch [118][1520/1879] lr: 2.188e-02, eta: 10:53:53, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.3180, top1_acc: 0.4801, top5_acc: 0.7105, loss_cls: 2.3281, loss: 3.6461, grad_norm: 4.0370 2021-07-20 10:40:49,306 - mmaction - INFO - Epoch [118][1540/1879] lr: 2.187e-02, eta: 10:53:40, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.2376, top1_acc: 0.4922, top5_acc: 0.7266, loss_cls: 2.2208, loss: 3.4584, grad_norm: 4.0814 2021-07-20 10:41:01,752 - mmaction - INFO - Epoch [118][1560/1879] lr: 2.185e-02, eta: 10:53:27, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.3163, top1_acc: 0.4707, top5_acc: 0.7102, loss_cls: 2.3418, loss: 3.6581, grad_norm: 4.1061 2021-07-20 10:41:18,523 - mmaction - INFO - Epoch [118][1580/1879] lr: 2.184e-02, eta: 10:53:15, time: 0.838, data_time: 0.002, memory: 6921, loss_aux: 1.2474, top1_acc: 0.5016, top5_acc: 0.7305, loss_cls: 2.2171, loss: 3.4645, grad_norm: 3.9519 2021-07-20 10:41:33,781 - mmaction - INFO - Epoch [118][1600/1879] lr: 2.182e-02, eta: 10:53:03, time: 0.763, data_time: 0.003, memory: 6921, loss_aux: 1.3239, top1_acc: 0.4801, top5_acc: 0.7059, loss_cls: 2.3149, loss: 3.6388, grad_norm: 3.9800 2021-07-20 10:41:45,161 - mmaction - INFO - Epoch [118][1620/1879] lr: 2.181e-02, eta: 10:52:49, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.2953, top1_acc: 0.4766, top5_acc: 0.7043, loss_cls: 2.3202, loss: 3.6154, grad_norm: 3.9415 2021-07-20 10:41:58,424 - mmaction - INFO - Epoch [118][1640/1879] lr: 2.180e-02, eta: 10:52:36, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.2861, top1_acc: 0.4879, top5_acc: 0.7168, loss_cls: 2.2774, loss: 3.5635, grad_norm: 4.0269 2021-07-20 10:42:13,327 - mmaction - INFO - Epoch [118][1660/1879] lr: 2.178e-02, eta: 10:52:24, time: 0.745, data_time: 0.002, memory: 6921, loss_aux: 1.2758, top1_acc: 0.4902, top5_acc: 0.7203, loss_cls: 2.2391, loss: 3.5149, grad_norm: 4.0514 2021-07-20 10:42:27,742 - mmaction - INFO - Epoch [118][1680/1879] lr: 2.177e-02, eta: 10:52:11, time: 0.694, data_time: 0.001, memory: 6921, loss_aux: 1.2764, top1_acc: 0.4992, top5_acc: 0.7246, loss_cls: 2.2264, loss: 3.5028, grad_norm: 4.1042 2021-07-20 10:42:40,245 - mmaction - INFO - Epoch [118][1700/1879] lr: 2.176e-02, eta: 10:51:58, time: 0.652, data_time: 0.031, memory: 6921, loss_aux: 1.2654, top1_acc: 0.4887, top5_acc: 0.7344, loss_cls: 2.2133, loss: 3.4786, grad_norm: 4.0451 2021-07-20 10:43:01,353 - mmaction - INFO - Epoch [118][1720/1879] lr: 2.174e-02, eta: 10:51:47, time: 1.054, data_time: 0.003, memory: 6921, loss_aux: 1.2696, top1_acc: 0.4926, top5_acc: 0.7285, loss_cls: 2.2362, loss: 3.5058, grad_norm: 3.9684 2021-07-20 10:43:13,680 - mmaction - INFO - Epoch [118][1740/1879] lr: 2.173e-02, eta: 10:51:34, time: 0.617, data_time: 0.007, memory: 6921, loss_aux: 1.2649, top1_acc: 0.4859, top5_acc: 0.7262, loss_cls: 2.2445, loss: 3.5094, grad_norm: 4.0757 2021-07-20 10:43:33,096 - mmaction - INFO - Epoch [118][1760/1879] lr: 2.171e-02, eta: 10:51:23, time: 0.970, data_time: 0.007, memory: 6921, loss_aux: 1.2941, top1_acc: 0.4676, top5_acc: 0.7191, loss_cls: 2.2813, loss: 3.5754, grad_norm: 4.0387 2021-07-20 10:43:44,645 - mmaction - INFO - Epoch [118][1780/1879] lr: 2.170e-02, eta: 10:51:10, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.2665, top1_acc: 0.4930, top5_acc: 0.7336, loss_cls: 2.2288, loss: 3.4953, grad_norm: 4.0023 2021-07-20 10:43:58,937 - mmaction - INFO - Epoch [118][1800/1879] lr: 2.169e-02, eta: 10:50:57, time: 0.713, data_time: 0.002, memory: 6921, loss_aux: 1.2815, top1_acc: 0.4813, top5_acc: 0.7215, loss_cls: 2.2563, loss: 3.5379, grad_norm: 4.0237 2021-07-20 10:44:10,090 - mmaction - INFO - Epoch [118][1820/1879] lr: 2.167e-02, eta: 10:50:44, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.2722, top1_acc: 0.4977, top5_acc: 0.7309, loss_cls: 2.2088, loss: 3.4810, grad_norm: 4.0260 2021-07-20 10:44:26,690 - mmaction - INFO - Epoch [118][1840/1879] lr: 2.166e-02, eta: 10:50:31, time: 0.792, data_time: 0.002, memory: 6921, loss_aux: 1.2922, top1_acc: 0.4871, top5_acc: 0.7078, loss_cls: 2.3020, loss: 3.5942, grad_norm: 4.0006 2021-07-20 10:44:49,444 - mmaction - INFO - Epoch [118][1860/1879] lr: 2.164e-02, eta: 10:50:21, time: 1.173, data_time: 0.042, memory: 6921, loss_aux: 1.2929, top1_acc: 0.4898, top5_acc: 0.7195, loss_cls: 2.2636, loss: 3.5565, grad_norm: 4.1113 2021-07-20 10:44:59,577 - mmaction - INFO - Saving checkpoint at 118 epochs 2021-07-20 10:45:22,305 - mmaction - INFO - Epoch [119][20/1879] lr: 2.162e-02, eta: 10:49:53, time: 0.782, data_time: 0.200, memory: 6921, loss_aux: 1.2835, top1_acc: 0.4930, top5_acc: 0.7094, loss_cls: 2.2801, loss: 3.5635, grad_norm: 4.1203 2021-07-20 10:45:33,993 - mmaction - INFO - Epoch [119][40/1879] lr: 2.160e-02, eta: 10:49:40, time: 0.587, data_time: 0.009, memory: 6921, loss_aux: 1.2957, top1_acc: 0.4805, top5_acc: 0.7227, loss_cls: 2.2743, loss: 3.5700, grad_norm: 4.0624 2021-07-20 10:45:48,519 - mmaction - INFO - Epoch [119][60/1879] lr: 2.159e-02, eta: 10:49:27, time: 0.725, data_time: 0.002, memory: 6921, loss_aux: 1.2407, top1_acc: 0.5082, top5_acc: 0.7410, loss_cls: 2.1416, loss: 3.3823, grad_norm: 4.0335 2021-07-20 10:46:00,967 - mmaction - INFO - Epoch [119][80/1879] lr: 2.158e-02, eta: 10:49:14, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.2942, top1_acc: 0.4832, top5_acc: 0.7133, loss_cls: 2.2891, loss: 3.5833, grad_norm: 4.1095 2021-07-20 10:46:12,799 - mmaction - INFO - Epoch [119][100/1879] lr: 2.156e-02, eta: 10:49:01, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.2651, top1_acc: 0.4922, top5_acc: 0.7230, loss_cls: 2.2441, loss: 3.5092, grad_norm: 4.0064 2021-07-20 10:46:23,885 - mmaction - INFO - Epoch [119][120/1879] lr: 2.155e-02, eta: 10:48:48, time: 0.574, data_time: 0.021, memory: 6921, loss_aux: 1.2599, top1_acc: 0.4977, top5_acc: 0.7242, loss_cls: 2.2284, loss: 3.4884, grad_norm: 3.9372 2021-07-20 10:46:37,948 - mmaction - INFO - Epoch [119][140/1879] lr: 2.153e-02, eta: 10:48:35, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.2280, top1_acc: 0.5043, top5_acc: 0.7234, loss_cls: 2.1910, loss: 3.4189, grad_norm: 3.9690 2021-07-20 10:46:52,815 - mmaction - INFO - Epoch [119][160/1879] lr: 2.152e-02, eta: 10:48:22, time: 0.743, data_time: 0.003, memory: 6921, loss_aux: 1.2563, top1_acc: 0.4992, top5_acc: 0.7410, loss_cls: 2.1946, loss: 3.4509, grad_norm: 4.1015 2021-07-20 10:47:04,218 - mmaction - INFO - Epoch [119][180/1879] lr: 2.151e-02, eta: 10:48:09, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.2774, top1_acc: 0.4855, top5_acc: 0.7145, loss_cls: 2.2595, loss: 3.5369, grad_norm: 4.0594 2021-07-20 10:47:15,743 - mmaction - INFO - Epoch [119][200/1879] lr: 2.149e-02, eta: 10:47:56, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.2509, top1_acc: 0.4977, top5_acc: 0.7332, loss_cls: 2.1855, loss: 3.4364, grad_norm: 4.0030 2021-07-20 10:47:27,164 - mmaction - INFO - Epoch [119][220/1879] lr: 2.148e-02, eta: 10:47:42, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.2583, top1_acc: 0.4973, top5_acc: 0.7281, loss_cls: 2.2036, loss: 3.4620, grad_norm: 4.0960 2021-07-20 10:47:41,752 - mmaction - INFO - Epoch [119][240/1879] lr: 2.147e-02, eta: 10:47:30, time: 0.733, data_time: 0.008, memory: 6921, loss_aux: 1.2645, top1_acc: 0.4891, top5_acc: 0.7277, loss_cls: 2.2146, loss: 3.4791, grad_norm: 4.0586 2021-07-20 10:47:57,174 - mmaction - INFO - Epoch [119][260/1879] lr: 2.145e-02, eta: 10:47:17, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.2720, top1_acc: 0.4953, top5_acc: 0.7289, loss_cls: 2.2149, loss: 3.4870, grad_norm: 4.0393 2021-07-20 10:48:08,664 - mmaction - INFO - Epoch [119][280/1879] lr: 2.144e-02, eta: 10:47:04, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2710, top1_acc: 0.4898, top5_acc: 0.7348, loss_cls: 2.2360, loss: 3.5070, grad_norm: 4.0090 2021-07-20 10:48:24,856 - mmaction - INFO - Epoch [119][300/1879] lr: 2.142e-02, eta: 10:46:52, time: 0.811, data_time: 0.004, memory: 6921, loss_aux: 1.2563, top1_acc: 0.4961, top5_acc: 0.7348, loss_cls: 2.1953, loss: 3.4517, grad_norm: 4.1879 2021-07-20 10:48:36,334 - mmaction - INFO - Epoch [119][320/1879] lr: 2.141e-02, eta: 10:46:39, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.2888, top1_acc: 0.4871, top5_acc: 0.7203, loss_cls: 2.2536, loss: 3.5424, grad_norm: 4.1306 2021-07-20 10:48:49,063 - mmaction - INFO - Epoch [119][340/1879] lr: 2.140e-02, eta: 10:46:26, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.2893, top1_acc: 0.4746, top5_acc: 0.7141, loss_cls: 2.3047, loss: 3.5940, grad_norm: 4.0403 2021-07-20 10:49:04,124 - mmaction - INFO - Epoch [119][360/1879] lr: 2.138e-02, eta: 10:46:13, time: 0.744, data_time: 0.009, memory: 6921, loss_aux: 1.2662, top1_acc: 0.4875, top5_acc: 0.7273, loss_cls: 2.2203, loss: 3.4865, grad_norm: 4.0412 2021-07-20 10:49:17,377 - mmaction - INFO - Epoch [119][380/1879] lr: 2.137e-02, eta: 10:46:00, time: 0.675, data_time: 0.019, memory: 6921, loss_aux: 1.2646, top1_acc: 0.4910, top5_acc: 0.7270, loss_cls: 2.2346, loss: 3.4991, grad_norm: 4.1338 2021-07-20 10:49:31,901 - mmaction - INFO - Epoch [119][400/1879] lr: 2.136e-02, eta: 10:45:48, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.2619, top1_acc: 0.4863, top5_acc: 0.7262, loss_cls: 2.2238, loss: 3.4857, grad_norm: 4.0935 2021-07-20 10:49:43,978 - mmaction - INFO - Epoch [119][420/1879] lr: 2.134e-02, eta: 10:45:34, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.2638, top1_acc: 0.4941, top5_acc: 0.7359, loss_cls: 2.2112, loss: 3.4750, grad_norm: 4.0532 2021-07-20 10:50:01,008 - mmaction - INFO - Epoch [119][440/1879] lr: 2.133e-02, eta: 10:45:23, time: 0.851, data_time: 0.002, memory: 6921, loss_aux: 1.3091, top1_acc: 0.4742, top5_acc: 0.7148, loss_cls: 2.3346, loss: 3.6437, grad_norm: 4.1293 2021-07-20 10:50:12,229 - mmaction - INFO - Epoch [119][460/1879] lr: 2.131e-02, eta: 10:45:09, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.2875, top1_acc: 0.4883, top5_acc: 0.7238, loss_cls: 2.2601, loss: 3.5477, grad_norm: 4.0144 2021-07-20 10:50:26,109 - mmaction - INFO - Epoch [119][480/1879] lr: 2.130e-02, eta: 10:44:56, time: 0.692, data_time: 0.004, memory: 6921, loss_aux: 1.2717, top1_acc: 0.4879, top5_acc: 0.7301, loss_cls: 2.2586, loss: 3.5303, grad_norm: 4.0788 2021-07-20 10:50:37,339 - mmaction - INFO - Epoch [119][500/1879] lr: 2.129e-02, eta: 10:44:43, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.2973, top1_acc: 0.4711, top5_acc: 0.7180, loss_cls: 2.2930, loss: 3.5903, grad_norm: 4.0588 2021-07-20 10:50:49,259 - mmaction - INFO - Epoch [119][520/1879] lr: 2.127e-02, eta: 10:44:30, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.2677, top1_acc: 0.4965, top5_acc: 0.7180, loss_cls: 2.2411, loss: 3.5088, grad_norm: 4.0052 2021-07-20 10:51:10,589 - mmaction - INFO - Epoch [119][540/1879] lr: 2.126e-02, eta: 10:44:19, time: 1.063, data_time: 0.002, memory: 6921, loss_aux: 1.2774, top1_acc: 0.4754, top5_acc: 0.7242, loss_cls: 2.2548, loss: 3.5322, grad_norm: 4.0668 2021-07-20 10:51:22,326 - mmaction - INFO - Epoch [119][560/1879] lr: 2.125e-02, eta: 10:44:06, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.2572, top1_acc: 0.4953, top5_acc: 0.7355, loss_cls: 2.2099, loss: 3.4671, grad_norm: 3.9662 2021-07-20 10:51:33,699 - mmaction - INFO - Epoch [119][580/1879] lr: 2.123e-02, eta: 10:43:52, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.2894, top1_acc: 0.4926, top5_acc: 0.7109, loss_cls: 2.3051, loss: 3.5946, grad_norm: 4.0630 2021-07-20 10:51:47,524 - mmaction - INFO - Epoch [119][600/1879] lr: 2.122e-02, eta: 10:43:39, time: 0.689, data_time: 0.002, memory: 6921, loss_aux: 1.2832, top1_acc: 0.4898, top5_acc: 0.7156, loss_cls: 2.2524, loss: 3.5356, grad_norm: 4.1228 2021-07-20 10:51:59,296 - mmaction - INFO - Epoch [119][620/1879] lr: 2.120e-02, eta: 10:43:26, time: 0.591, data_time: 0.006, memory: 6921, loss_aux: 1.2683, top1_acc: 0.4969, top5_acc: 0.7316, loss_cls: 2.1856, loss: 3.4539, grad_norm: 4.0685 2021-07-20 10:52:11,565 - mmaction - INFO - Epoch [119][640/1879] lr: 2.119e-02, eta: 10:43:13, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.2563, top1_acc: 0.5031, top5_acc: 0.7402, loss_cls: 2.1779, loss: 3.4342, grad_norm: 4.1259 2021-07-20 10:52:22,766 - mmaction - INFO - Epoch [119][660/1879] lr: 2.118e-02, eta: 10:43:00, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.2813, top1_acc: 0.4945, top5_acc: 0.7223, loss_cls: 2.2578, loss: 3.5391, grad_norm: 4.1254 2021-07-20 10:52:33,922 - mmaction - INFO - Epoch [119][680/1879] lr: 2.116e-02, eta: 10:42:46, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.2509, top1_acc: 0.5023, top5_acc: 0.7367, loss_cls: 2.1652, loss: 3.4161, grad_norm: 4.0092 2021-07-20 10:52:45,660 - mmaction - INFO - Epoch [119][700/1879] lr: 2.115e-02, eta: 10:42:33, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.2911, top1_acc: 0.4816, top5_acc: 0.7086, loss_cls: 2.2703, loss: 3.5613, grad_norm: 4.0970 2021-07-20 10:52:58,069 - mmaction - INFO - Epoch [119][720/1879] lr: 2.114e-02, eta: 10:42:20, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.2920, top1_acc: 0.4930, top5_acc: 0.7234, loss_cls: 2.2660, loss: 3.5579, grad_norm: 4.0644 2021-07-20 10:53:10,432 - mmaction - INFO - Epoch [119][740/1879] lr: 2.112e-02, eta: 10:42:07, time: 0.628, data_time: 0.013, memory: 6921, loss_aux: 1.2497, top1_acc: 0.5004, top5_acc: 0.7230, loss_cls: 2.2038, loss: 3.4535, grad_norm: 4.0823 2021-07-20 10:53:24,430 - mmaction - INFO - Epoch [119][760/1879] lr: 2.111e-02, eta: 10:41:54, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.2517, top1_acc: 0.4883, top5_acc: 0.7266, loss_cls: 2.2128, loss: 3.4644, grad_norm: 4.0660 2021-07-20 10:53:38,489 - mmaction - INFO - Epoch [119][780/1879] lr: 2.109e-02, eta: 10:41:41, time: 0.701, data_time: 0.003, memory: 6921, loss_aux: 1.2646, top1_acc: 0.4891, top5_acc: 0.7332, loss_cls: 2.2116, loss: 3.4762, grad_norm: 4.1602 2021-07-20 10:53:55,834 - mmaction - INFO - Epoch [119][800/1879] lr: 2.108e-02, eta: 10:41:29, time: 0.866, data_time: 0.003, memory: 6921, loss_aux: 1.3128, top1_acc: 0.4734, top5_acc: 0.7070, loss_cls: 2.3451, loss: 3.6579, grad_norm: 4.1182 2021-07-20 10:54:07,086 - mmaction - INFO - Epoch [119][820/1879] lr: 2.107e-02, eta: 10:41:16, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.2203, top1_acc: 0.5039, top5_acc: 0.7359, loss_cls: 2.1833, loss: 3.4036, grad_norm: 4.0045 2021-07-20 10:54:23,161 - mmaction - INFO - Epoch [119][840/1879] lr: 2.105e-02, eta: 10:41:04, time: 0.802, data_time: 0.002, memory: 6921, loss_aux: 1.2935, top1_acc: 0.4813, top5_acc: 0.7227, loss_cls: 2.2742, loss: 3.5677, grad_norm: 4.1624 2021-07-20 10:54:43,890 - mmaction - INFO - Epoch [119][860/1879] lr: 2.104e-02, eta: 10:40:53, time: 1.036, data_time: 0.004, memory: 6921, loss_aux: 1.2611, top1_acc: 0.5082, top5_acc: 0.7262, loss_cls: 2.2084, loss: 3.4694, grad_norm: 4.0228 2021-07-20 10:55:03,828 - mmaction - INFO - Epoch [119][880/1879] lr: 2.103e-02, eta: 10:40:42, time: 0.996, data_time: 0.005, memory: 6921, loss_aux: 1.2806, top1_acc: 0.4871, top5_acc: 0.7184, loss_cls: 2.2581, loss: 3.5387, grad_norm: 4.0622 2021-07-20 10:55:14,875 - mmaction - INFO - Epoch [119][900/1879] lr: 2.101e-02, eta: 10:40:28, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.2245, top1_acc: 0.5074, top5_acc: 0.7375, loss_cls: 2.1473, loss: 3.3718, grad_norm: 4.0067 2021-07-20 10:55:26,115 - mmaction - INFO - Epoch [119][920/1879] lr: 2.100e-02, eta: 10:40:15, time: 0.561, data_time: 0.001, memory: 6921, loss_aux: 1.2726, top1_acc: 0.4875, top5_acc: 0.7320, loss_cls: 2.2443, loss: 3.5168, grad_norm: 4.1109 2021-07-20 10:55:37,824 - mmaction - INFO - Epoch [119][940/1879] lr: 2.098e-02, eta: 10:40:01, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.2483, top1_acc: 0.5004, top5_acc: 0.7297, loss_cls: 2.1514, loss: 3.3997, grad_norm: 3.9684 2021-07-20 10:55:52,620 - mmaction - INFO - Epoch [119][960/1879] lr: 2.097e-02, eta: 10:39:49, time: 0.737, data_time: 0.003, memory: 6921, loss_aux: 1.2593, top1_acc: 0.4836, top5_acc: 0.7207, loss_cls: 2.2419, loss: 3.5012, grad_norm: 4.0591 2021-07-20 10:56:12,620 - mmaction - INFO - Epoch [119][980/1879] lr: 2.096e-02, eta: 10:39:38, time: 1.000, data_time: 0.005, memory: 6921, loss_aux: 1.2647, top1_acc: 0.5016, top5_acc: 0.7199, loss_cls: 2.2294, loss: 3.4941, grad_norm: 4.0709 2021-07-20 10:56:23,926 - mmaction - INFO - Epoch [119][1000/1879] lr: 2.094e-02, eta: 10:39:24, time: 0.567, data_time: 0.007, memory: 6921, loss_aux: 1.2738, top1_acc: 0.4789, top5_acc: 0.7191, loss_cls: 2.2713, loss: 3.5451, grad_norm: 4.1391 2021-07-20 10:56:36,449 - mmaction - INFO - Epoch [119][1020/1879] lr: 2.093e-02, eta: 10:39:11, time: 0.601, data_time: 0.007, memory: 6921, loss_aux: 1.2778, top1_acc: 0.4730, top5_acc: 0.7207, loss_cls: 2.2352, loss: 3.5130, grad_norm: 4.0337 2021-07-20 10:56:47,903 - mmaction - INFO - Epoch [119][1040/1879] lr: 2.092e-02, eta: 10:38:58, time: 0.598, data_time: 0.027, memory: 6921, loss_aux: 1.2769, top1_acc: 0.4938, top5_acc: 0.7230, loss_cls: 2.2497, loss: 3.5266, grad_norm: 4.1358 2021-07-20 10:56:59,503 - mmaction - INFO - Epoch [119][1060/1879] lr: 2.090e-02, eta: 10:38:45, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.2664, top1_acc: 0.4902, top5_acc: 0.7250, loss_cls: 2.2430, loss: 3.5095, grad_norm: 4.1276 2021-07-20 10:57:11,140 - mmaction - INFO - Epoch [119][1080/1879] lr: 2.089e-02, eta: 10:38:31, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.2792, top1_acc: 0.4891, top5_acc: 0.7230, loss_cls: 2.2513, loss: 3.5305, grad_norm: 4.1240 2021-07-20 10:57:22,581 - mmaction - INFO - Epoch [119][1100/1879] lr: 2.088e-02, eta: 10:38:18, time: 0.572, data_time: 0.001, memory: 6921, loss_aux: 1.2599, top1_acc: 0.5086, top5_acc: 0.7340, loss_cls: 2.1905, loss: 3.4504, grad_norm: 4.0392 2021-07-20 10:57:34,133 - mmaction - INFO - Epoch [119][1120/1879] lr: 2.086e-02, eta: 10:38:05, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.2492, top1_acc: 0.5098, top5_acc: 0.7340, loss_cls: 2.1817, loss: 3.4309, grad_norm: 4.0651 2021-07-20 10:57:46,799 - mmaction - INFO - Epoch [119][1140/1879] lr: 2.085e-02, eta: 10:37:51, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.2555, top1_acc: 0.4887, top5_acc: 0.7336, loss_cls: 2.2153, loss: 3.4707, grad_norm: 4.1892 2021-07-20 10:58:04,349 - mmaction - INFO - Epoch [119][1160/1879] lr: 2.083e-02, eta: 10:37:40, time: 0.872, data_time: 0.005, memory: 6921, loss_aux: 1.2521, top1_acc: 0.4949, top5_acc: 0.7328, loss_cls: 2.2107, loss: 3.4628, grad_norm: 4.0506 2021-07-20 10:58:15,806 - mmaction - INFO - Epoch [119][1180/1879] lr: 2.082e-02, eta: 10:37:26, time: 0.579, data_time: 0.009, memory: 6921, loss_aux: 1.2728, top1_acc: 0.4898, top5_acc: 0.7238, loss_cls: 2.2494, loss: 3.5222, grad_norm: 4.0755 2021-07-20 10:58:27,430 - mmaction - INFO - Epoch [119][1200/1879] lr: 2.081e-02, eta: 10:37:13, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.2389, top1_acc: 0.5086, top5_acc: 0.7410, loss_cls: 2.1400, loss: 3.3790, grad_norm: 4.0058 2021-07-20 10:58:39,193 - mmaction - INFO - Epoch [119][1220/1879] lr: 2.079e-02, eta: 10:37:00, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.2848, top1_acc: 0.4840, top5_acc: 0.7109, loss_cls: 2.2831, loss: 3.5679, grad_norm: 4.2015 2021-07-20 10:58:55,055 - mmaction - INFO - Epoch [119][1240/1879] lr: 2.078e-02, eta: 10:36:48, time: 0.792, data_time: 0.003, memory: 6921, loss_aux: 1.2527, top1_acc: 0.4930, top5_acc: 0.7176, loss_cls: 2.2354, loss: 3.4882, grad_norm: 4.1185 2021-07-20 10:59:08,129 - mmaction - INFO - Epoch [119][1260/1879] lr: 2.077e-02, eta: 10:36:34, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.3025, top1_acc: 0.4867, top5_acc: 0.7141, loss_cls: 2.3192, loss: 3.6217, grad_norm: 4.1022 2021-07-20 10:59:23,980 - mmaction - INFO - Epoch [119][1280/1879] lr: 2.075e-02, eta: 10:36:22, time: 0.817, data_time: 0.029, memory: 6921, loss_aux: 1.2475, top1_acc: 0.4855, top5_acc: 0.7348, loss_cls: 2.2130, loss: 3.4605, grad_norm: 4.0045 2021-07-20 10:59:45,884 - mmaction - INFO - Epoch [119][1300/1879] lr: 2.074e-02, eta: 10:36:12, time: 1.094, data_time: 0.003, memory: 6921, loss_aux: 1.2738, top1_acc: 0.4969, top5_acc: 0.7320, loss_cls: 2.2225, loss: 3.4962, grad_norm: 4.0130 2021-07-20 10:59:57,243 - mmaction - INFO - Epoch [119][1320/1879] lr: 2.073e-02, eta: 10:35:58, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.2376, top1_acc: 0.5043, top5_acc: 0.7207, loss_cls: 2.2053, loss: 3.4430, grad_norm: 4.1039 2021-07-20 11:00:09,396 - mmaction - INFO - Epoch [119][1340/1879] lr: 2.071e-02, eta: 10:35:45, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.2515, top1_acc: 0.4871, top5_acc: 0.7344, loss_cls: 2.2145, loss: 3.4661, grad_norm: 4.1092 2021-07-20 11:00:23,709 - mmaction - INFO - Epoch [119][1360/1879] lr: 2.070e-02, eta: 10:35:32, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 1.2764, top1_acc: 0.4770, top5_acc: 0.7152, loss_cls: 2.2543, loss: 3.5307, grad_norm: 4.0037 2021-07-20 11:00:36,992 - mmaction - INFO - Epoch [119][1380/1879] lr: 2.069e-02, eta: 10:35:20, time: 0.673, data_time: 0.015, memory: 6921, loss_aux: 1.2847, top1_acc: 0.4855, top5_acc: 0.7145, loss_cls: 2.2833, loss: 3.5680, grad_norm: 4.0578 2021-07-20 11:00:55,001 - mmaction - INFO - Epoch [119][1400/1879] lr: 2.067e-02, eta: 10:35:08, time: 0.900, data_time: 0.004, memory: 6921, loss_aux: 1.3053, top1_acc: 0.4797, top5_acc: 0.7105, loss_cls: 2.3078, loss: 3.6131, grad_norm: 4.1928 2021-07-20 11:01:06,186 - mmaction - INFO - Epoch [119][1420/1879] lr: 2.066e-02, eta: 10:34:54, time: 0.561, data_time: 0.007, memory: 6921, loss_aux: 1.2727, top1_acc: 0.4852, top5_acc: 0.7152, loss_cls: 2.2588, loss: 3.5315, grad_norm: 4.0256 2021-07-20 11:01:18,601 - mmaction - INFO - Epoch [119][1440/1879] lr: 2.064e-02, eta: 10:34:41, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.2493, top1_acc: 0.4895, top5_acc: 0.7281, loss_cls: 2.2046, loss: 3.4539, grad_norm: 4.0086 2021-07-20 11:01:30,552 - mmaction - INFO - Epoch [119][1460/1879] lr: 2.063e-02, eta: 10:34:28, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.2669, top1_acc: 0.4863, top5_acc: 0.7262, loss_cls: 2.2618, loss: 3.5288, grad_norm: 4.1257 2021-07-20 11:01:45,330 - mmaction - INFO - Epoch [119][1480/1879] lr: 2.062e-02, eta: 10:34:16, time: 0.739, data_time: 0.003, memory: 6921, loss_aux: 1.2852, top1_acc: 0.4871, top5_acc: 0.7098, loss_cls: 2.2746, loss: 3.5599, grad_norm: 3.9745 2021-07-20 11:01:57,519 - mmaction - INFO - Epoch [119][1500/1879] lr: 2.060e-02, eta: 10:34:02, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.2855, top1_acc: 0.4887, top5_acc: 0.7094, loss_cls: 2.2823, loss: 3.5678, grad_norm: 4.1455 2021-07-20 11:02:09,446 - mmaction - INFO - Epoch [119][1520/1879] lr: 2.059e-02, eta: 10:33:49, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.2826, top1_acc: 0.4773, top5_acc: 0.7266, loss_cls: 2.2687, loss: 3.5513, grad_norm: 4.1604 2021-07-20 11:02:20,806 - mmaction - INFO - Epoch [119][1540/1879] lr: 2.058e-02, eta: 10:33:36, time: 0.572, data_time: 0.006, memory: 6921, loss_aux: 1.2810, top1_acc: 0.4813, top5_acc: 0.7152, loss_cls: 2.2682, loss: 3.5492, grad_norm: 4.1348 2021-07-20 11:02:35,465 - mmaction - INFO - Epoch [119][1560/1879] lr: 2.056e-02, eta: 10:33:23, time: 0.732, data_time: 0.015, memory: 6921, loss_aux: 1.2942, top1_acc: 0.4867, top5_acc: 0.7113, loss_cls: 2.2929, loss: 3.5872, grad_norm: 4.0835 2021-07-20 11:02:47,270 - mmaction - INFO - Epoch [119][1580/1879] lr: 2.055e-02, eta: 10:33:10, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.2669, top1_acc: 0.4848, top5_acc: 0.7242, loss_cls: 2.2352, loss: 3.5021, grad_norm: 4.0667 2021-07-20 11:03:01,541 - mmaction - INFO - Epoch [119][1600/1879] lr: 2.054e-02, eta: 10:32:57, time: 0.710, data_time: 0.001, memory: 6921, loss_aux: 1.3093, top1_acc: 0.4684, top5_acc: 0.7211, loss_cls: 2.3235, loss: 3.6328, grad_norm: 4.2034 2021-07-20 11:03:13,202 - mmaction - INFO - Epoch [119][1620/1879] lr: 2.052e-02, eta: 10:32:44, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.2825, top1_acc: 0.4902, top5_acc: 0.7215, loss_cls: 2.2429, loss: 3.5254, grad_norm: 3.9657 2021-07-20 11:03:24,757 - mmaction - INFO - Epoch [119][1640/1879] lr: 2.051e-02, eta: 10:32:31, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.2472, top1_acc: 0.5031, top5_acc: 0.7336, loss_cls: 2.1937, loss: 3.4409, grad_norm: 3.9586 2021-07-20 11:03:42,229 - mmaction - INFO - Epoch [119][1660/1879] lr: 2.050e-02, eta: 10:32:19, time: 0.873, data_time: 0.003, memory: 6921, loss_aux: 1.2821, top1_acc: 0.4727, top5_acc: 0.7141, loss_cls: 2.2663, loss: 3.5484, grad_norm: 4.1162 2021-07-20 11:03:56,766 - mmaction - INFO - Epoch [119][1680/1879] lr: 2.048e-02, eta: 10:32:06, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.2820, top1_acc: 0.5043, top5_acc: 0.7262, loss_cls: 2.1844, loss: 3.4664, grad_norm: 4.0579 2021-07-20 11:04:12,407 - mmaction - INFO - Epoch [119][1700/1879] lr: 2.047e-02, eta: 10:31:54, time: 0.778, data_time: 0.007, memory: 6921, loss_aux: 1.2397, top1_acc: 0.4977, top5_acc: 0.7379, loss_cls: 2.1715, loss: 3.4113, grad_norm: 4.1127 2021-07-20 11:04:23,914 - mmaction - INFO - Epoch [119][1720/1879] lr: 2.045e-02, eta: 10:31:41, time: 0.580, data_time: 0.006, memory: 6921, loss_aux: 1.2799, top1_acc: 0.4852, top5_acc: 0.7184, loss_cls: 2.2611, loss: 3.5410, grad_norm: 4.0561 2021-07-20 11:04:35,130 - mmaction - INFO - Epoch [119][1740/1879] lr: 2.044e-02, eta: 10:31:27, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.2544, top1_acc: 0.4914, top5_acc: 0.7199, loss_cls: 2.2366, loss: 3.4910, grad_norm: 4.0672 2021-07-20 11:04:47,497 - mmaction - INFO - Epoch [119][1760/1879] lr: 2.043e-02, eta: 10:31:14, time: 0.617, data_time: 0.005, memory: 6921, loss_aux: 1.2714, top1_acc: 0.4898, top5_acc: 0.7270, loss_cls: 2.2514, loss: 3.5228, grad_norm: 4.0917 2021-07-20 11:05:00,175 - mmaction - INFO - Epoch [119][1780/1879] lr: 2.041e-02, eta: 10:31:01, time: 0.637, data_time: 0.006, memory: 6921, loss_aux: 1.2673, top1_acc: 0.4918, top5_acc: 0.7266, loss_cls: 2.2345, loss: 3.5017, grad_norm: 4.0209 2021-07-20 11:05:13,564 - mmaction - INFO - Epoch [119][1800/1879] lr: 2.040e-02, eta: 10:30:48, time: 0.669, data_time: 0.001, memory: 6921, loss_aux: 1.2616, top1_acc: 0.4844, top5_acc: 0.7180, loss_cls: 2.2394, loss: 3.5010, grad_norm: 4.0568 2021-07-20 11:05:25,410 - mmaction - INFO - Epoch [119][1820/1879] lr: 2.039e-02, eta: 10:30:35, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.2739, top1_acc: 0.4934, top5_acc: 0.7223, loss_cls: 2.2279, loss: 3.5018, grad_norm: 4.0212 2021-07-20 11:05:37,652 - mmaction - INFO - Epoch [119][1840/1879] lr: 2.037e-02, eta: 10:30:22, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.2735, top1_acc: 0.4961, top5_acc: 0.7184, loss_cls: 2.2534, loss: 3.5269, grad_norm: 4.0262 2021-07-20 11:05:50,232 - mmaction - INFO - Epoch [119][1860/1879] lr: 2.036e-02, eta: 10:30:09, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.2545, top1_acc: 0.5098, top5_acc: 0.7316, loss_cls: 2.2048, loss: 3.4593, grad_norm: 4.0120 2021-07-20 11:06:00,780 - mmaction - INFO - Saving checkpoint at 119 epochs 2021-07-20 11:06:25,908 - mmaction - INFO - Epoch [120][20/1879] lr: 2.033e-02, eta: 10:29:41, time: 0.861, data_time: 0.184, memory: 6921, loss_aux: 1.2537, top1_acc: 0.4922, top5_acc: 0.7277, loss_cls: 2.1968, loss: 3.4505, grad_norm: 4.0987 2021-07-20 11:06:37,527 - mmaction - INFO - Epoch [120][40/1879] lr: 2.032e-02, eta: 10:29:28, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.2580, top1_acc: 0.5016, top5_acc: 0.7234, loss_cls: 2.1973, loss: 3.4553, grad_norm: 4.0953 2021-07-20 11:06:48,654 - mmaction - INFO - Epoch [120][60/1879] lr: 2.031e-02, eta: 10:29:14, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.2757, top1_acc: 0.4809, top5_acc: 0.7277, loss_cls: 2.2416, loss: 3.5174, grad_norm: 4.1413 2021-07-20 11:07:01,546 - mmaction - INFO - Epoch [120][80/1879] lr: 2.029e-02, eta: 10:29:01, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.2665, top1_acc: 0.5035, top5_acc: 0.7262, loss_cls: 2.1997, loss: 3.4662, grad_norm: 4.0501 2021-07-20 11:07:12,445 - mmaction - INFO - Epoch [120][100/1879] lr: 2.028e-02, eta: 10:28:48, time: 0.547, data_time: 0.003, memory: 6921, loss_aux: 1.2170, top1_acc: 0.5105, top5_acc: 0.7387, loss_cls: 2.1420, loss: 3.3589, grad_norm: 4.1188 2021-07-20 11:07:24,166 - mmaction - INFO - Epoch [120][120/1879] lr: 2.027e-02, eta: 10:28:35, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.2819, top1_acc: 0.4930, top5_acc: 0.7254, loss_cls: 2.2251, loss: 3.5070, grad_norm: 4.1057 2021-07-20 11:07:38,748 - mmaction - INFO - Epoch [120][140/1879] lr: 2.025e-02, eta: 10:28:22, time: 0.730, data_time: 0.003, memory: 6921, loss_aux: 1.2212, top1_acc: 0.5023, top5_acc: 0.7434, loss_cls: 2.1624, loss: 3.3835, grad_norm: 4.1378 2021-07-20 11:07:53,138 - mmaction - INFO - Epoch [120][160/1879] lr: 2.024e-02, eta: 10:28:09, time: 0.720, data_time: 0.002, memory: 6921, loss_aux: 1.2654, top1_acc: 0.4797, top5_acc: 0.7281, loss_cls: 2.2457, loss: 3.5111, grad_norm: 4.1366 2021-07-20 11:08:05,665 - mmaction - INFO - Epoch [120][180/1879] lr: 2.023e-02, eta: 10:27:56, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.2722, top1_acc: 0.4836, top5_acc: 0.7188, loss_cls: 2.2661, loss: 3.5383, grad_norm: 4.1218 2021-07-20 11:08:16,930 - mmaction - INFO - Epoch [120][200/1879] lr: 2.021e-02, eta: 10:27:43, time: 0.560, data_time: 0.006, memory: 6921, loss_aux: 1.2760, top1_acc: 0.4922, top5_acc: 0.7168, loss_cls: 2.2548, loss: 3.5308, grad_norm: 4.1240 2021-07-20 11:08:31,896 - mmaction - INFO - Epoch [120][220/1879] lr: 2.020e-02, eta: 10:27:30, time: 0.752, data_time: 0.005, memory: 6921, loss_aux: 1.2707, top1_acc: 0.4891, top5_acc: 0.7242, loss_cls: 2.2168, loss: 3.4876, grad_norm: 4.0658 2021-07-20 11:08:46,027 - mmaction - INFO - Epoch [120][240/1879] lr: 2.019e-02, eta: 10:27:18, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.2304, top1_acc: 0.5098, top5_acc: 0.7387, loss_cls: 2.1330, loss: 3.3633, grad_norm: 4.0706 2021-07-20 11:08:57,552 - mmaction - INFO - Epoch [120][260/1879] lr: 2.017e-02, eta: 10:27:04, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.2658, top1_acc: 0.4883, top5_acc: 0.7184, loss_cls: 2.2388, loss: 3.5046, grad_norm: 4.0228 2021-07-20 11:09:09,255 - mmaction - INFO - Epoch [120][280/1879] lr: 2.016e-02, eta: 10:26:51, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.2579, top1_acc: 0.4957, top5_acc: 0.7277, loss_cls: 2.2116, loss: 3.4695, grad_norm: 4.1508 2021-07-20 11:09:22,467 - mmaction - INFO - Epoch [120][300/1879] lr: 2.015e-02, eta: 10:26:38, time: 0.661, data_time: 0.004, memory: 6921, loss_aux: 1.2964, top1_acc: 0.4879, top5_acc: 0.7211, loss_cls: 2.2564, loss: 3.5528, grad_norm: 4.1203 2021-07-20 11:09:36,857 - mmaction - INFO - Epoch [120][320/1879] lr: 2.013e-02, eta: 10:26:26, time: 0.719, data_time: 0.003, memory: 6921, loss_aux: 1.2840, top1_acc: 0.4992, top5_acc: 0.7219, loss_cls: 2.2571, loss: 3.5411, grad_norm: 4.0730 2021-07-20 11:09:49,124 - mmaction - INFO - Epoch [120][340/1879] lr: 2.012e-02, eta: 10:26:12, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.2650, top1_acc: 0.4766, top5_acc: 0.7207, loss_cls: 2.2445, loss: 3.5096, grad_norm: 4.0712 2021-07-20 11:10:07,374 - mmaction - INFO - Epoch [120][360/1879] lr: 2.011e-02, eta: 10:26:01, time: 0.911, data_time: 0.003, memory: 6921, loss_aux: 1.2525, top1_acc: 0.5004, top5_acc: 0.7367, loss_cls: 2.1982, loss: 3.4507, grad_norm: 4.0683 2021-07-20 11:10:19,631 - mmaction - INFO - Epoch [120][380/1879] lr: 2.009e-02, eta: 10:25:48, time: 0.614, data_time: 0.008, memory: 6921, loss_aux: 1.2765, top1_acc: 0.4895, top5_acc: 0.7285, loss_cls: 2.2336, loss: 3.5101, grad_norm: 4.1353 2021-07-20 11:10:31,295 - mmaction - INFO - Epoch [120][400/1879] lr: 2.008e-02, eta: 10:25:34, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.2359, top1_acc: 0.5051, top5_acc: 0.7359, loss_cls: 2.1625, loss: 3.3983, grad_norm: 4.0849 2021-07-20 11:10:43,070 - mmaction - INFO - Epoch [120][420/1879] lr: 2.007e-02, eta: 10:25:21, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.2621, top1_acc: 0.4949, top5_acc: 0.7324, loss_cls: 2.1834, loss: 3.4455, grad_norm: 4.0928 2021-07-20 11:11:09,281 - mmaction - INFO - Epoch [120][440/1879] lr: 2.005e-02, eta: 10:25:11, time: 1.298, data_time: 0.008, memory: 6921, loss_aux: 1.2335, top1_acc: 0.4996, top5_acc: 0.7410, loss_cls: 2.1740, loss: 3.4075, grad_norm: 4.0865 2021-07-20 11:11:21,975 - mmaction - INFO - Epoch [120][460/1879] lr: 2.004e-02, eta: 10:24:58, time: 0.646, data_time: 0.027, memory: 6921, loss_aux: 1.2473, top1_acc: 0.4977, top5_acc: 0.7281, loss_cls: 2.1805, loss: 3.4278, grad_norm: 4.0849 2021-07-20 11:11:34,152 - mmaction - INFO - Epoch [120][480/1879] lr: 2.003e-02, eta: 10:24:45, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.2640, top1_acc: 0.4852, top5_acc: 0.7328, loss_cls: 2.2309, loss: 3.4949, grad_norm: 4.1139 2021-07-20 11:11:46,012 - mmaction - INFO - Epoch [120][500/1879] lr: 2.001e-02, eta: 10:24:32, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.2959, top1_acc: 0.4914, top5_acc: 0.7207, loss_cls: 2.2616, loss: 3.5575, grad_norm: 4.0837 2021-07-20 11:12:00,309 - mmaction - INFO - Epoch [120][520/1879] lr: 2.000e-02, eta: 10:24:19, time: 0.714, data_time: 0.001, memory: 6921, loss_aux: 1.2462, top1_acc: 0.4898, top5_acc: 0.7258, loss_cls: 2.1884, loss: 3.4346, grad_norm: 4.0738 2021-07-20 11:12:12,106 - mmaction - INFO - Epoch [120][540/1879] lr: 1.999e-02, eta: 10:24:06, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.2510, top1_acc: 0.5004, top5_acc: 0.7293, loss_cls: 2.1958, loss: 3.4467, grad_norm: 4.0669 2021-07-20 11:12:23,626 - mmaction - INFO - Epoch [120][560/1879] lr: 1.997e-02, eta: 10:23:53, time: 0.586, data_time: 0.013, memory: 6921, loss_aux: 1.2792, top1_acc: 0.4938, top5_acc: 0.7289, loss_cls: 2.2318, loss: 3.5110, grad_norm: 4.0853 2021-07-20 11:12:35,950 - mmaction - INFO - Epoch [120][580/1879] lr: 1.996e-02, eta: 10:23:40, time: 0.616, data_time: 0.001, memory: 6921, loss_aux: 1.2802, top1_acc: 0.4945, top5_acc: 0.7262, loss_cls: 2.2222, loss: 3.5024, grad_norm: 4.1823 2021-07-20 11:12:47,560 - mmaction - INFO - Epoch [120][600/1879] lr: 1.995e-02, eta: 10:23:26, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.2683, top1_acc: 0.4938, top5_acc: 0.7305, loss_cls: 2.2257, loss: 3.4939, grad_norm: 4.1937 2021-07-20 11:13:02,482 - mmaction - INFO - Epoch [120][620/1879] lr: 1.993e-02, eta: 10:23:14, time: 0.746, data_time: 0.002, memory: 6921, loss_aux: 1.2284, top1_acc: 0.5094, top5_acc: 0.7375, loss_cls: 2.1514, loss: 3.3798, grad_norm: 4.0398 2021-07-20 11:13:13,621 - mmaction - INFO - Epoch [120][640/1879] lr: 1.992e-02, eta: 10:23:00, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.2484, top1_acc: 0.5012, top5_acc: 0.7305, loss_cls: 2.1968, loss: 3.4452, grad_norm: 4.1377 2021-07-20 11:13:24,893 - mmaction - INFO - Epoch [120][660/1879] lr: 1.991e-02, eta: 10:22:47, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.2548, top1_acc: 0.5078, top5_acc: 0.7301, loss_cls: 2.2103, loss: 3.4651, grad_norm: 4.1062 2021-07-20 11:13:36,393 - mmaction - INFO - Epoch [120][680/1879] lr: 1.989e-02, eta: 10:22:34, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.2619, top1_acc: 0.5078, top5_acc: 0.7301, loss_cls: 2.2332, loss: 3.4951, grad_norm: 4.0482 2021-07-20 11:13:51,945 - mmaction - INFO - Epoch [120][700/1879] lr: 1.988e-02, eta: 10:22:21, time: 0.776, data_time: 0.002, memory: 6921, loss_aux: 1.2955, top1_acc: 0.4863, top5_acc: 0.7152, loss_cls: 2.2570, loss: 3.5525, grad_norm: 4.1998 2021-07-20 11:14:06,362 - mmaction - INFO - Epoch [120][720/1879] lr: 1.987e-02, eta: 10:22:09, time: 0.723, data_time: 0.004, memory: 6921, loss_aux: 1.2683, top1_acc: 0.4887, top5_acc: 0.7266, loss_cls: 2.2340, loss: 3.5023, grad_norm: 4.1472 2021-07-20 11:14:17,890 - mmaction - INFO - Epoch [120][740/1879] lr: 1.985e-02, eta: 10:21:55, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.2643, top1_acc: 0.4977, top5_acc: 0.7387, loss_cls: 2.2081, loss: 3.4724, grad_norm: 4.1615 2021-07-20 11:14:29,290 - mmaction - INFO - Epoch [120][760/1879] lr: 1.984e-02, eta: 10:21:42, time: 0.577, data_time: 0.010, memory: 6921, loss_aux: 1.2874, top1_acc: 0.4781, top5_acc: 0.7074, loss_cls: 2.2776, loss: 3.5650, grad_norm: 4.1950 2021-07-20 11:14:42,497 - mmaction - INFO - Epoch [120][780/1879] lr: 1.983e-02, eta: 10:21:29, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.2678, top1_acc: 0.4953, top5_acc: 0.7270, loss_cls: 2.2262, loss: 3.4940, grad_norm: 4.1017 2021-07-20 11:14:57,881 - mmaction - INFO - Epoch [120][800/1879] lr: 1.981e-02, eta: 10:21:17, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.2499, top1_acc: 0.4906, top5_acc: 0.7285, loss_cls: 2.2042, loss: 3.4540, grad_norm: 4.1095 2021-07-20 11:15:17,945 - mmaction - INFO - Epoch [120][820/1879] lr: 1.980e-02, eta: 10:21:05, time: 1.004, data_time: 0.005, memory: 6921, loss_aux: 1.2403, top1_acc: 0.5035, top5_acc: 0.7293, loss_cls: 2.1805, loss: 3.4208, grad_norm: 4.0857 2021-07-20 11:15:37,380 - mmaction - INFO - Epoch [120][840/1879] lr: 1.979e-02, eta: 10:20:54, time: 0.970, data_time: 0.005, memory: 6921, loss_aux: 1.2945, top1_acc: 0.4797, top5_acc: 0.7191, loss_cls: 2.2766, loss: 3.5712, grad_norm: 4.1948 2021-07-20 11:15:55,671 - mmaction - INFO - Epoch [120][860/1879] lr: 1.977e-02, eta: 10:20:42, time: 0.915, data_time: 0.004, memory: 6921, loss_aux: 1.2365, top1_acc: 0.4973, top5_acc: 0.7441, loss_cls: 2.1710, loss: 3.4075, grad_norm: 4.1404 2021-07-20 11:16:11,295 - mmaction - INFO - Epoch [120][880/1879] lr: 1.976e-02, eta: 10:20:30, time: 0.780, data_time: 0.004, memory: 6921, loss_aux: 1.2611, top1_acc: 0.4844, top5_acc: 0.7230, loss_cls: 2.2483, loss: 3.5094, grad_norm: 4.1479 2021-07-20 11:16:23,630 - mmaction - INFO - Epoch [120][900/1879] lr: 1.975e-02, eta: 10:20:17, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.2409, top1_acc: 0.5051, top5_acc: 0.7320, loss_cls: 2.1869, loss: 3.4278, grad_norm: 4.1784 2021-07-20 11:16:40,411 - mmaction - INFO - Epoch [120][920/1879] lr: 1.973e-02, eta: 10:20:05, time: 0.798, data_time: 0.009, memory: 6921, loss_aux: 1.2728, top1_acc: 0.4910, top5_acc: 0.7281, loss_cls: 2.2311, loss: 3.5039, grad_norm: 4.1640 2021-07-20 11:16:53,109 - mmaction - INFO - Epoch [120][940/1879] lr: 1.972e-02, eta: 10:19:52, time: 0.680, data_time: 0.050, memory: 6921, loss_aux: 1.2496, top1_acc: 0.4988, top5_acc: 0.7227, loss_cls: 2.2178, loss: 3.4674, grad_norm: 4.0430 2021-07-20 11:17:06,395 - mmaction - INFO - Epoch [120][960/1879] lr: 1.971e-02, eta: 10:19:39, time: 0.665, data_time: 0.006, memory: 6921, loss_aux: 1.2800, top1_acc: 0.4934, top5_acc: 0.7246, loss_cls: 2.2356, loss: 3.5156, grad_norm: 4.1119 2021-07-20 11:17:27,448 - mmaction - INFO - Epoch [120][980/1879] lr: 1.969e-02, eta: 10:19:28, time: 1.051, data_time: 0.002, memory: 6921, loss_aux: 1.2525, top1_acc: 0.5070, top5_acc: 0.7234, loss_cls: 2.2163, loss: 3.4689, grad_norm: 4.0902 2021-07-20 11:17:40,016 - mmaction - INFO - Epoch [120][1000/1879] lr: 1.968e-02, eta: 10:19:15, time: 0.630, data_time: 0.004, memory: 6921, loss_aux: 1.2425, top1_acc: 0.5020, top5_acc: 0.7348, loss_cls: 2.1677, loss: 3.4103, grad_norm: 4.1137 2021-07-20 11:17:56,269 - mmaction - INFO - Epoch [120][1020/1879] lr: 1.967e-02, eta: 10:19:03, time: 0.811, data_time: 0.002, memory: 6921, loss_aux: 1.2676, top1_acc: 0.4805, top5_acc: 0.7250, loss_cls: 2.2494, loss: 3.5170, grad_norm: 4.1804 2021-07-20 11:18:07,743 - mmaction - INFO - Epoch [120][1040/1879] lr: 1.965e-02, eta: 10:18:50, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.2303, top1_acc: 0.5059, top5_acc: 0.7301, loss_cls: 2.1864, loss: 3.4166, grad_norm: 4.0199 2021-07-20 11:18:22,257 - mmaction - INFO - Epoch [120][1060/1879] lr: 1.964e-02, eta: 10:18:37, time: 0.725, data_time: 0.002, memory: 6921, loss_aux: 1.2540, top1_acc: 0.4926, top5_acc: 0.7238, loss_cls: 2.2140, loss: 3.4680, grad_norm: 4.1486 2021-07-20 11:18:38,235 - mmaction - INFO - Epoch [120][1080/1879] lr: 1.963e-02, eta: 10:18:25, time: 0.798, data_time: 0.003, memory: 6921, loss_aux: 1.2245, top1_acc: 0.5098, top5_acc: 0.7363, loss_cls: 2.1483, loss: 3.3727, grad_norm: 4.0330 2021-07-20 11:18:49,497 - mmaction - INFO - Epoch [120][1100/1879] lr: 1.961e-02, eta: 10:18:11, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.2594, top1_acc: 0.5023, top5_acc: 0.7191, loss_cls: 2.2090, loss: 3.4684, grad_norm: 4.0986 2021-07-20 11:19:04,828 - mmaction - INFO - Epoch [120][1120/1879] lr: 1.960e-02, eta: 10:17:59, time: 0.764, data_time: 0.001, memory: 6921, loss_aux: 1.2944, top1_acc: 0.4848, top5_acc: 0.7129, loss_cls: 2.2879, loss: 3.5823, grad_norm: 4.1556 2021-07-20 11:19:22,807 - mmaction - INFO - Epoch [120][1140/1879] lr: 1.959e-02, eta: 10:17:47, time: 0.898, data_time: 0.060, memory: 6921, loss_aux: 1.2362, top1_acc: 0.4949, top5_acc: 0.7258, loss_cls: 2.1720, loss: 3.4082, grad_norm: 4.1338 2021-07-20 11:19:38,309 - mmaction - INFO - Epoch [120][1160/1879] lr: 1.957e-02, eta: 10:17:35, time: 0.778, data_time: 0.007, memory: 6921, loss_aux: 1.2880, top1_acc: 0.4824, top5_acc: 0.7152, loss_cls: 2.2609, loss: 3.5489, grad_norm: 4.2550 2021-07-20 11:19:52,055 - mmaction - INFO - Epoch [120][1180/1879] lr: 1.956e-02, eta: 10:17:22, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.2421, top1_acc: 0.4930, top5_acc: 0.7277, loss_cls: 2.1869, loss: 3.4291, grad_norm: 4.2101 2021-07-20 11:20:05,892 - mmaction - INFO - Epoch [120][1200/1879] lr: 1.955e-02, eta: 10:17:09, time: 0.690, data_time: 0.006, memory: 6921, loss_aux: 1.2508, top1_acc: 0.4961, top5_acc: 0.7305, loss_cls: 2.2211, loss: 3.4719, grad_norm: 4.1725 2021-07-20 11:20:17,518 - mmaction - INFO - Epoch [120][1220/1879] lr: 1.953e-02, eta: 10:16:56, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.2726, top1_acc: 0.4969, top5_acc: 0.7219, loss_cls: 2.2430, loss: 3.5157, grad_norm: 4.1558 2021-07-20 11:20:29,560 - mmaction - INFO - Epoch [120][1240/1879] lr: 1.952e-02, eta: 10:16:43, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.2515, top1_acc: 0.5047, top5_acc: 0.7320, loss_cls: 2.2095, loss: 3.4610, grad_norm: 4.1691 2021-07-20 11:20:44,401 - mmaction - INFO - Epoch [120][1260/1879] lr: 1.951e-02, eta: 10:16:30, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 1.3086, top1_acc: 0.4723, top5_acc: 0.7090, loss_cls: 2.3102, loss: 3.6189, grad_norm: 4.2478 2021-07-20 11:20:56,219 - mmaction - INFO - Epoch [120][1280/1879] lr: 1.949e-02, eta: 10:16:17, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.2633, top1_acc: 0.4961, top5_acc: 0.7180, loss_cls: 2.2235, loss: 3.4868, grad_norm: 4.1594 2021-07-20 11:21:07,817 - mmaction - INFO - Epoch [120][1300/1879] lr: 1.948e-02, eta: 10:16:04, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.2808, top1_acc: 0.4918, top5_acc: 0.7145, loss_cls: 2.2616, loss: 3.5424, grad_norm: 4.1528 2021-07-20 11:21:19,912 - mmaction - INFO - Epoch [120][1320/1879] lr: 1.947e-02, eta: 10:15:50, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.3083, top1_acc: 0.4949, top5_acc: 0.7195, loss_cls: 2.2799, loss: 3.5881, grad_norm: 4.1612 2021-07-20 11:21:31,613 - mmaction - INFO - Epoch [120][1340/1879] lr: 1.945e-02, eta: 10:15:37, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.2616, top1_acc: 0.4914, top5_acc: 0.7242, loss_cls: 2.2349, loss: 3.4964, grad_norm: 4.1315 2021-07-20 11:21:43,088 - mmaction - INFO - Epoch [120][1360/1879] lr: 1.944e-02, eta: 10:15:24, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.2756, top1_acc: 0.4887, top5_acc: 0.7242, loss_cls: 2.2367, loss: 3.5123, grad_norm: 4.1478 2021-07-20 11:21:58,376 - mmaction - INFO - Epoch [120][1380/1879] lr: 1.943e-02, eta: 10:15:11, time: 0.763, data_time: 0.001, memory: 6921, loss_aux: 1.2756, top1_acc: 0.4852, top5_acc: 0.7188, loss_cls: 2.2522, loss: 3.5278, grad_norm: 4.1293 2021-07-20 11:22:12,618 - mmaction - INFO - Epoch [120][1400/1879] lr: 1.941e-02, eta: 10:14:59, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 1.2912, top1_acc: 0.4758, top5_acc: 0.7082, loss_cls: 2.3168, loss: 3.6080, grad_norm: 4.1013 2021-07-20 11:22:24,578 - mmaction - INFO - Epoch [120][1420/1879] lr: 1.940e-02, eta: 10:14:46, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.2565, top1_acc: 0.5066, top5_acc: 0.7312, loss_cls: 2.1978, loss: 3.4543, grad_norm: 4.0940 2021-07-20 11:22:38,130 - mmaction - INFO - Epoch [120][1440/1879] lr: 1.939e-02, eta: 10:14:33, time: 0.677, data_time: 0.006, memory: 6921, loss_aux: 1.2378, top1_acc: 0.5016, top5_acc: 0.7344, loss_cls: 2.1693, loss: 3.4070, grad_norm: 4.1434 2021-07-20 11:22:49,437 - mmaction - INFO - Epoch [120][1460/1879] lr: 1.937e-02, eta: 10:14:19, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.2436, top1_acc: 0.5023, top5_acc: 0.7297, loss_cls: 2.1674, loss: 3.4110, grad_norm: 4.1590 2021-07-20 11:23:00,343 - mmaction - INFO - Epoch [120][1480/1879] lr: 1.936e-02, eta: 10:14:06, time: 0.547, data_time: 0.003, memory: 6921, loss_aux: 1.2942, top1_acc: 0.4785, top5_acc: 0.7250, loss_cls: 2.2613, loss: 3.5556, grad_norm: 4.1958 2021-07-20 11:23:16,419 - mmaction - INFO - Epoch [120][1500/1879] lr: 1.935e-02, eta: 10:13:54, time: 0.803, data_time: 0.001, memory: 6921, loss_aux: 1.2368, top1_acc: 0.5074, top5_acc: 0.7363, loss_cls: 2.1598, loss: 3.3966, grad_norm: 4.0827 2021-07-20 11:23:33,065 - mmaction - INFO - Epoch [120][1520/1879] lr: 1.933e-02, eta: 10:13:42, time: 0.831, data_time: 0.002, memory: 6921, loss_aux: 1.2380, top1_acc: 0.5062, top5_acc: 0.7348, loss_cls: 2.1783, loss: 3.4162, grad_norm: 4.1390 2021-07-20 11:23:45,816 - mmaction - INFO - Epoch [120][1540/1879] lr: 1.932e-02, eta: 10:13:28, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.2259, top1_acc: 0.5094, top5_acc: 0.7438, loss_cls: 2.1426, loss: 3.3686, grad_norm: 4.1113 2021-07-20 11:23:59,057 - mmaction - INFO - Epoch [120][1560/1879] lr: 1.931e-02, eta: 10:13:16, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.2458, top1_acc: 0.5031, top5_acc: 0.7332, loss_cls: 2.1870, loss: 3.4328, grad_norm: 4.1315 2021-07-20 11:24:16,482 - mmaction - INFO - Epoch [120][1580/1879] lr: 1.930e-02, eta: 10:13:03, time: 0.816, data_time: 0.003, memory: 6921, loss_aux: 1.2898, top1_acc: 0.4836, top5_acc: 0.7117, loss_cls: 2.2686, loss: 3.5584, grad_norm: 4.2265 2021-07-20 11:24:28,744 - mmaction - INFO - Epoch [120][1600/1879] lr: 1.928e-02, eta: 10:12:51, time: 0.668, data_time: 0.058, memory: 6921, loss_aux: 1.2316, top1_acc: 0.5074, top5_acc: 0.7301, loss_cls: 2.1469, loss: 3.3786, grad_norm: 3.9193 2021-07-20 11:24:40,065 - mmaction - INFO - Epoch [120][1620/1879] lr: 1.927e-02, eta: 10:12:37, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.2658, top1_acc: 0.4980, top5_acc: 0.7367, loss_cls: 2.2141, loss: 3.4800, grad_norm: 4.1348 2021-07-20 11:24:52,528 - mmaction - INFO - Epoch [120][1640/1879] lr: 1.926e-02, eta: 10:12:24, time: 0.623, data_time: 0.005, memory: 6921, loss_aux: 1.2056, top1_acc: 0.5312, top5_acc: 0.7484, loss_cls: 2.0573, loss: 3.2629, grad_norm: 4.0909 2021-07-20 11:25:04,285 - mmaction - INFO - Epoch [120][1660/1879] lr: 1.924e-02, eta: 10:12:11, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.2692, top1_acc: 0.4992, top5_acc: 0.7145, loss_cls: 2.2286, loss: 3.4978, grad_norm: 4.1762 2021-07-20 11:25:21,324 - mmaction - INFO - Epoch [120][1680/1879] lr: 1.923e-02, eta: 10:11:59, time: 0.851, data_time: 0.011, memory: 6921, loss_aux: 1.2455, top1_acc: 0.4980, top5_acc: 0.7293, loss_cls: 2.2190, loss: 3.4645, grad_norm: 4.1572 2021-07-20 11:25:33,136 - mmaction - INFO - Epoch [120][1700/1879] lr: 1.922e-02, eta: 10:11:45, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.2915, top1_acc: 0.4789, top5_acc: 0.7035, loss_cls: 2.3252, loss: 3.6167, grad_norm: 4.1089 2021-07-20 11:25:51,194 - mmaction - INFO - Epoch [120][1720/1879] lr: 1.920e-02, eta: 10:11:34, time: 0.863, data_time: 0.004, memory: 6921, loss_aux: 1.2482, top1_acc: 0.5129, top5_acc: 0.7359, loss_cls: 2.1894, loss: 3.4376, grad_norm: 4.0948 2021-07-20 11:26:05,352 - mmaction - INFO - Epoch [120][1740/1879] lr: 1.919e-02, eta: 10:11:21, time: 0.747, data_time: 0.044, memory: 6921, loss_aux: 1.2538, top1_acc: 0.5094, top5_acc: 0.7398, loss_cls: 2.1760, loss: 3.4298, grad_norm: 4.1827 2021-07-20 11:26:20,230 - mmaction - INFO - Epoch [120][1760/1879] lr: 1.918e-02, eta: 10:11:09, time: 0.747, data_time: 0.004, memory: 6921, loss_aux: 1.2457, top1_acc: 0.4957, top5_acc: 0.7371, loss_cls: 2.1558, loss: 3.4015, grad_norm: 4.1624 2021-07-20 11:26:35,014 - mmaction - INFO - Epoch [120][1780/1879] lr: 1.916e-02, eta: 10:10:56, time: 0.738, data_time: 0.001, memory: 6921, loss_aux: 1.2584, top1_acc: 0.5031, top5_acc: 0.7289, loss_cls: 2.1976, loss: 3.4560, grad_norm: 4.1009 2021-07-20 11:26:48,862 - mmaction - INFO - Epoch [120][1800/1879] lr: 1.915e-02, eta: 10:10:43, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.3073, top1_acc: 0.4809, top5_acc: 0.7160, loss_cls: 2.2996, loss: 3.6069, grad_norm: 4.1733 2021-07-20 11:27:00,111 - mmaction - INFO - Epoch [120][1820/1879] lr: 1.914e-02, eta: 10:10:30, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.2752, top1_acc: 0.5055, top5_acc: 0.7285, loss_cls: 2.2019, loss: 3.4771, grad_norm: 4.1823 2021-07-20 11:27:12,242 - mmaction - INFO - Epoch [120][1840/1879] lr: 1.912e-02, eta: 10:10:17, time: 0.605, data_time: 0.001, memory: 6921, loss_aux: 1.2102, top1_acc: 0.5129, top5_acc: 0.7410, loss_cls: 2.1253, loss: 3.3355, grad_norm: 4.0689 2021-07-20 11:27:27,468 - mmaction - INFO - Epoch [120][1860/1879] lr: 1.911e-02, eta: 10:10:04, time: 0.762, data_time: 0.033, memory: 6921, loss_aux: 1.2494, top1_acc: 0.4902, top5_acc: 0.7352, loss_cls: 2.2143, loss: 3.4637, grad_norm: 4.1844 2021-07-20 11:27:38,096 - mmaction - INFO - Saving checkpoint at 120 epochs 2021-07-20 11:28:10,785 - mmaction - INFO - Epoch [121][20/1879] lr: 1.909e-02, eta: 10:09:39, time: 1.206, data_time: 0.158, memory: 6921, loss_aux: 1.2629, top1_acc: 0.4973, top5_acc: 0.7316, loss_cls: 2.1989, loss: 3.4618, grad_norm: 4.1781 2021-07-20 11:28:22,438 - mmaction - INFO - Epoch [121][40/1879] lr: 1.907e-02, eta: 10:09:25, time: 0.610, data_time: 0.029, memory: 6921, loss_aux: 1.2122, top1_acc: 0.5219, top5_acc: 0.7570, loss_cls: 2.0730, loss: 3.2852, grad_norm: 4.1124 2021-07-20 11:28:39,711 - mmaction - INFO - Epoch [121][60/1879] lr: 1.906e-02, eta: 10:09:14, time: 0.863, data_time: 0.003, memory: 6921, loss_aux: 1.2031, top1_acc: 0.5121, top5_acc: 0.7527, loss_cls: 2.0678, loss: 3.2708, grad_norm: 4.1649 2021-07-20 11:28:53,491 - mmaction - INFO - Epoch [121][80/1879] lr: 1.905e-02, eta: 10:09:01, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.2289, top1_acc: 0.5199, top5_acc: 0.7402, loss_cls: 2.1289, loss: 3.3579, grad_norm: 4.1380 2021-07-20 11:29:08,862 - mmaction - INFO - Epoch [121][100/1879] lr: 1.903e-02, eta: 10:08:48, time: 0.768, data_time: 0.005, memory: 6921, loss_aux: 1.2366, top1_acc: 0.5102, top5_acc: 0.7516, loss_cls: 2.1267, loss: 3.3634, grad_norm: 4.1878 2021-07-20 11:29:21,574 - mmaction - INFO - Epoch [121][120/1879] lr: 1.902e-02, eta: 10:08:35, time: 0.634, data_time: 0.007, memory: 6921, loss_aux: 1.3243, top1_acc: 0.4836, top5_acc: 0.7074, loss_cls: 2.3001, loss: 3.6244, grad_norm: 4.2774 2021-07-20 11:29:42,209 - mmaction - INFO - Epoch [121][140/1879] lr: 1.901e-02, eta: 10:08:24, time: 1.036, data_time: 0.007, memory: 6921, loss_aux: 1.2609, top1_acc: 0.4996, top5_acc: 0.7344, loss_cls: 2.2024, loss: 3.4634, grad_norm: 4.3170 2021-07-20 11:29:54,555 - mmaction - INFO - Epoch [121][160/1879] lr: 1.899e-02, eta: 10:08:11, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.2535, top1_acc: 0.4965, top5_acc: 0.7246, loss_cls: 2.2012, loss: 3.4547, grad_norm: 4.1404 2021-07-20 11:30:06,295 - mmaction - INFO - Epoch [121][180/1879] lr: 1.898e-02, eta: 10:07:58, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.2677, top1_acc: 0.4961, top5_acc: 0.7234, loss_cls: 2.1988, loss: 3.4665, grad_norm: 4.1704 2021-07-20 11:30:19,399 - mmaction - INFO - Epoch [121][200/1879] lr: 1.897e-02, eta: 10:07:45, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.2457, top1_acc: 0.5043, top5_acc: 0.7312, loss_cls: 2.1688, loss: 3.4145, grad_norm: 4.2239 2021-07-20 11:30:31,473 - mmaction - INFO - Epoch [121][220/1879] lr: 1.896e-02, eta: 10:07:32, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.2228, top1_acc: 0.5184, top5_acc: 0.7488, loss_cls: 2.1226, loss: 3.3454, grad_norm: 4.0917 2021-07-20 11:30:44,750 - mmaction - INFO - Epoch [121][240/1879] lr: 1.894e-02, eta: 10:07:19, time: 0.664, data_time: 0.002, memory: 6921, loss_aux: 1.2273, top1_acc: 0.5062, top5_acc: 0.7379, loss_cls: 2.1496, loss: 3.3769, grad_norm: 4.0391 2021-07-20 11:30:56,629 - mmaction - INFO - Epoch [121][260/1879] lr: 1.893e-02, eta: 10:07:05, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.2439, top1_acc: 0.4902, top5_acc: 0.7383, loss_cls: 2.1831, loss: 3.4270, grad_norm: 4.1910 2021-07-20 11:31:07,912 - mmaction - INFO - Epoch [121][280/1879] lr: 1.892e-02, eta: 10:06:52, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.2728, top1_acc: 0.5000, top5_acc: 0.7348, loss_cls: 2.1783, loss: 3.4511, grad_norm: 4.1697 2021-07-20 11:31:19,551 - mmaction - INFO - Epoch [121][300/1879] lr: 1.890e-02, eta: 10:06:39, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.2578, top1_acc: 0.5113, top5_acc: 0.7355, loss_cls: 2.1377, loss: 3.3955, grad_norm: 4.1796 2021-07-20 11:31:37,548 - mmaction - INFO - Epoch [121][320/1879] lr: 1.889e-02, eta: 10:06:27, time: 0.898, data_time: 0.007, memory: 6921, loss_aux: 1.2447, top1_acc: 0.5082, top5_acc: 0.7258, loss_cls: 2.1999, loss: 3.4446, grad_norm: 4.2976 2021-07-20 11:31:49,208 - mmaction - INFO - Epoch [121][340/1879] lr: 1.888e-02, eta: 10:06:14, time: 0.584, data_time: 0.012, memory: 6921, loss_aux: 1.2375, top1_acc: 0.4953, top5_acc: 0.7387, loss_cls: 2.1614, loss: 3.3989, grad_norm: 4.2069 2021-07-20 11:32:06,354 - mmaction - INFO - Epoch [121][360/1879] lr: 1.886e-02, eta: 10:06:02, time: 0.857, data_time: 0.004, memory: 6921, loss_aux: 1.2491, top1_acc: 0.5105, top5_acc: 0.7312, loss_cls: 2.1721, loss: 3.4211, grad_norm: 4.1898 2021-07-20 11:32:21,398 - mmaction - INFO - Epoch [121][380/1879] lr: 1.885e-02, eta: 10:05:49, time: 0.753, data_time: 0.005, memory: 6921, loss_aux: 1.2572, top1_acc: 0.4984, top5_acc: 0.7297, loss_cls: 2.1937, loss: 3.4509, grad_norm: 4.1676 2021-07-20 11:32:36,828 - mmaction - INFO - Epoch [121][400/1879] lr: 1.884e-02, eta: 10:05:37, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.2715, top1_acc: 0.5008, top5_acc: 0.7281, loss_cls: 2.2098, loss: 3.4812, grad_norm: 4.2118 2021-07-20 11:32:49,634 - mmaction - INFO - Epoch [121][420/1879] lr: 1.882e-02, eta: 10:05:24, time: 0.642, data_time: 0.007, memory: 6921, loss_aux: 1.2395, top1_acc: 0.4844, top5_acc: 0.7246, loss_cls: 2.1917, loss: 3.4312, grad_norm: 4.0918 2021-07-20 11:33:01,094 - mmaction - INFO - Epoch [121][440/1879] lr: 1.881e-02, eta: 10:05:11, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.2595, top1_acc: 0.4914, top5_acc: 0.7281, loss_cls: 2.2186, loss: 3.4782, grad_norm: 4.2087 2021-07-20 11:33:14,028 - mmaction - INFO - Epoch [121][460/1879] lr: 1.880e-02, eta: 10:04:58, time: 0.646, data_time: 0.001, memory: 6921, loss_aux: 1.2457, top1_acc: 0.5074, top5_acc: 0.7434, loss_cls: 2.1758, loss: 3.4215, grad_norm: 4.1933 2021-07-20 11:33:29,066 - mmaction - INFO - Epoch [121][480/1879] lr: 1.879e-02, eta: 10:04:45, time: 0.751, data_time: 0.002, memory: 6921, loss_aux: 1.2480, top1_acc: 0.4887, top5_acc: 0.7145, loss_cls: 2.2298, loss: 3.4778, grad_norm: 4.1960 2021-07-20 11:33:43,095 - mmaction - INFO - Epoch [121][500/1879] lr: 1.877e-02, eta: 10:04:32, time: 0.701, data_time: 0.007, memory: 6921, loss_aux: 1.2305, top1_acc: 0.5020, top5_acc: 0.7453, loss_cls: 2.1383, loss: 3.3688, grad_norm: 4.1771 2021-07-20 11:33:55,406 - mmaction - INFO - Epoch [121][520/1879] lr: 1.876e-02, eta: 10:04:19, time: 0.617, data_time: 0.004, memory: 6921, loss_aux: 1.2597, top1_acc: 0.5059, top5_acc: 0.7262, loss_cls: 2.2129, loss: 3.4726, grad_norm: 4.2406 2021-07-20 11:34:07,899 - mmaction - INFO - Epoch [121][540/1879] lr: 1.875e-02, eta: 10:04:06, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.2363, top1_acc: 0.5055, top5_acc: 0.7410, loss_cls: 2.1525, loss: 3.3888, grad_norm: 4.2493 2021-07-20 11:34:23,180 - mmaction - INFO - Epoch [121][560/1879] lr: 1.873e-02, eta: 10:03:54, time: 0.764, data_time: 0.004, memory: 6921, loss_aux: 1.2494, top1_acc: 0.4984, top5_acc: 0.7273, loss_cls: 2.1805, loss: 3.4300, grad_norm: 4.1685 2021-07-20 11:34:35,003 - mmaction - INFO - Epoch [121][580/1879] lr: 1.872e-02, eta: 10:03:40, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.2394, top1_acc: 0.4992, top5_acc: 0.7375, loss_cls: 2.1901, loss: 3.4295, grad_norm: 4.2130 2021-07-20 11:34:49,827 - mmaction - INFO - Epoch [121][600/1879] lr: 1.871e-02, eta: 10:03:28, time: 0.740, data_time: 0.003, memory: 6921, loss_aux: 1.2457, top1_acc: 0.4961, top5_acc: 0.7250, loss_cls: 2.1887, loss: 3.4343, grad_norm: 4.2422 2021-07-20 11:35:02,529 - mmaction - INFO - Epoch [121][620/1879] lr: 1.869e-02, eta: 10:03:15, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.2369, top1_acc: 0.5051, top5_acc: 0.7363, loss_cls: 2.1622, loss: 3.3991, grad_norm: 4.2066 2021-07-20 11:35:17,397 - mmaction - INFO - Epoch [121][640/1879] lr: 1.868e-02, eta: 10:03:02, time: 0.743, data_time: 0.002, memory: 6921, loss_aux: 1.2893, top1_acc: 0.4945, top5_acc: 0.7207, loss_cls: 2.2273, loss: 3.5166, grad_norm: 4.2441 2021-07-20 11:35:30,018 - mmaction - INFO - Epoch [121][660/1879] lr: 1.867e-02, eta: 10:02:49, time: 0.631, data_time: 0.004, memory: 6921, loss_aux: 1.2668, top1_acc: 0.5051, top5_acc: 0.7176, loss_cls: 2.2179, loss: 3.4847, grad_norm: 4.1897 2021-07-20 11:35:42,508 - mmaction - INFO - Epoch [121][680/1879] lr: 1.866e-02, eta: 10:02:36, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.2302, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.1444, loss: 3.3746, grad_norm: 4.1649 2021-07-20 11:35:54,983 - mmaction - INFO - Epoch [121][700/1879] lr: 1.864e-02, eta: 10:02:23, time: 0.633, data_time: 0.011, memory: 6921, loss_aux: 1.2824, top1_acc: 0.4824, top5_acc: 0.7172, loss_cls: 2.2554, loss: 3.5378, grad_norm: 4.2469 2021-07-20 11:36:08,816 - mmaction - INFO - Epoch [121][720/1879] lr: 1.863e-02, eta: 10:02:10, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.2443, top1_acc: 0.4973, top5_acc: 0.7254, loss_cls: 2.1931, loss: 3.4375, grad_norm: 4.1487 2021-07-20 11:36:19,998 - mmaction - INFO - Epoch [121][740/1879] lr: 1.862e-02, eta: 10:01:57, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.2249, top1_acc: 0.5039, top5_acc: 0.7512, loss_cls: 2.1259, loss: 3.3508, grad_norm: 4.1571 2021-07-20 11:36:33,116 - mmaction - INFO - Epoch [121][760/1879] lr: 1.860e-02, eta: 10:01:44, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.2639, top1_acc: 0.4789, top5_acc: 0.7312, loss_cls: 2.2115, loss: 3.4754, grad_norm: 4.2260 2021-07-20 11:36:51,999 - mmaction - INFO - Epoch [121][780/1879] lr: 1.859e-02, eta: 10:01:32, time: 0.941, data_time: 0.005, memory: 6921, loss_aux: 1.2534, top1_acc: 0.4918, top5_acc: 0.7320, loss_cls: 2.2107, loss: 3.4640, grad_norm: 4.1535 2021-07-20 11:37:03,861 - mmaction - INFO - Epoch [121][800/1879] lr: 1.858e-02, eta: 10:01:19, time: 0.597, data_time: 0.009, memory: 6921, loss_aux: 1.2331, top1_acc: 0.4988, top5_acc: 0.7332, loss_cls: 2.1522, loss: 3.3853, grad_norm: 4.2357 2021-07-20 11:37:15,237 - mmaction - INFO - Epoch [121][820/1879] lr: 1.857e-02, eta: 10:01:06, time: 0.569, data_time: 0.001, memory: 6921, loss_aux: 1.2596, top1_acc: 0.5020, top5_acc: 0.7234, loss_cls: 2.2080, loss: 3.4676, grad_norm: 4.1035 2021-07-20 11:37:26,749 - mmaction - INFO - Epoch [121][840/1879] lr: 1.855e-02, eta: 10:00:52, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.2532, top1_acc: 0.4961, top5_acc: 0.7301, loss_cls: 2.2056, loss: 3.4587, grad_norm: 4.1996 2021-07-20 11:37:38,074 - mmaction - INFO - Epoch [121][860/1879] lr: 1.854e-02, eta: 10:00:39, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.2557, top1_acc: 0.5129, top5_acc: 0.7289, loss_cls: 2.1915, loss: 3.4472, grad_norm: 4.3040 2021-07-20 11:37:52,245 - mmaction - INFO - Epoch [121][880/1879] lr: 1.853e-02, eta: 10:00:26, time: 0.708, data_time: 0.002, memory: 6921, loss_aux: 1.2649, top1_acc: 0.4922, top5_acc: 0.7281, loss_cls: 2.2169, loss: 3.4818, grad_norm: 4.1668 2021-07-20 11:38:04,485 - mmaction - INFO - Epoch [121][900/1879] lr: 1.851e-02, eta: 10:00:13, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.2947, top1_acc: 0.4820, top5_acc: 0.7129, loss_cls: 2.2960, loss: 3.5907, grad_norm: 4.3123 2021-07-20 11:38:17,436 - mmaction - INFO - Epoch [121][920/1879] lr: 1.850e-02, eta: 10:00:00, time: 0.644, data_time: 0.003, memory: 6921, loss_aux: 1.2412, top1_acc: 0.5004, top5_acc: 0.7305, loss_cls: 2.1851, loss: 3.4263, grad_norm: 4.2607 2021-07-20 11:38:28,834 - mmaction - INFO - Epoch [121][940/1879] lr: 1.849e-02, eta: 9:59:47, time: 0.574, data_time: 0.006, memory: 6921, loss_aux: 1.2508, top1_acc: 0.4969, top5_acc: 0.7422, loss_cls: 2.1708, loss: 3.4216, grad_norm: 4.1856 2021-07-20 11:38:41,086 - mmaction - INFO - Epoch [121][960/1879] lr: 1.847e-02, eta: 9:59:33, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.2644, top1_acc: 0.4918, top5_acc: 0.7219, loss_cls: 2.2064, loss: 3.4707, grad_norm: 4.1692 2021-07-20 11:38:55,735 - mmaction - INFO - Epoch [121][980/1879] lr: 1.846e-02, eta: 9:59:21, time: 0.733, data_time: 0.002, memory: 6921, loss_aux: 1.2282, top1_acc: 0.5121, top5_acc: 0.7336, loss_cls: 2.1612, loss: 3.3894, grad_norm: 4.1381 2021-07-20 11:39:12,867 - mmaction - INFO - Epoch [121][1000/1879] lr: 1.845e-02, eta: 9:59:09, time: 0.854, data_time: 0.002, memory: 6921, loss_aux: 1.2560, top1_acc: 0.5172, top5_acc: 0.7410, loss_cls: 2.1642, loss: 3.4202, grad_norm: 4.1353 2021-07-20 11:39:26,968 - mmaction - INFO - Epoch [121][1020/1879] lr: 1.844e-02, eta: 9:58:56, time: 0.707, data_time: 0.004, memory: 6921, loss_aux: 1.2584, top1_acc: 0.4965, top5_acc: 0.7305, loss_cls: 2.2044, loss: 3.4628, grad_norm: 4.2887 2021-07-20 11:39:40,310 - mmaction - INFO - Epoch [121][1040/1879] lr: 1.842e-02, eta: 9:58:43, time: 0.667, data_time: 0.016, memory: 6921, loss_aux: 1.2702, top1_acc: 0.4832, top5_acc: 0.7309, loss_cls: 2.2256, loss: 3.4958, grad_norm: 4.2187 2021-07-20 11:39:54,852 - mmaction - INFO - Epoch [121][1060/1879] lr: 1.841e-02, eta: 9:58:31, time: 0.727, data_time: 0.002, memory: 6921, loss_aux: 1.2352, top1_acc: 0.5027, top5_acc: 0.7344, loss_cls: 2.1799, loss: 3.4150, grad_norm: 4.1473 2021-07-20 11:40:06,403 - mmaction - INFO - Epoch [121][1080/1879] lr: 1.840e-02, eta: 9:58:17, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.2281, top1_acc: 0.5000, top5_acc: 0.7336, loss_cls: 2.1949, loss: 3.4230, grad_norm: 4.1759 2021-07-20 11:40:23,289 - mmaction - INFO - Epoch [121][1100/1879] lr: 1.838e-02, eta: 9:58:05, time: 0.831, data_time: 0.002, memory: 6921, loss_aux: 1.2134, top1_acc: 0.5215, top5_acc: 0.7355, loss_cls: 2.1504, loss: 3.3638, grad_norm: 4.1124 2021-07-20 11:40:38,215 - mmaction - INFO - Epoch [121][1120/1879] lr: 1.837e-02, eta: 9:57:53, time: 0.760, data_time: 0.016, memory: 6921, loss_aux: 1.2553, top1_acc: 0.5035, top5_acc: 0.7262, loss_cls: 2.1633, loss: 3.4186, grad_norm: 4.1606 2021-07-20 11:40:55,628 - mmaction - INFO - Epoch [121][1140/1879] lr: 1.836e-02, eta: 9:57:41, time: 0.869, data_time: 0.005, memory: 6921, loss_aux: 1.2946, top1_acc: 0.4801, top5_acc: 0.7172, loss_cls: 2.2869, loss: 3.5816, grad_norm: 4.1984 2021-07-20 11:41:08,389 - mmaction - INFO - Epoch [121][1160/1879] lr: 1.835e-02, eta: 9:57:28, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 1.2813, top1_acc: 0.4906, top5_acc: 0.7285, loss_cls: 2.2544, loss: 3.5357, grad_norm: 4.2122 2021-07-20 11:41:21,573 - mmaction - INFO - Epoch [121][1180/1879] lr: 1.833e-02, eta: 9:57:15, time: 0.659, data_time: 0.005, memory: 6921, loss_aux: 1.2934, top1_acc: 0.4895, top5_acc: 0.7148, loss_cls: 2.2857, loss: 3.5791, grad_norm: 4.2502 2021-07-20 11:41:33,275 - mmaction - INFO - Epoch [121][1200/1879] lr: 1.832e-02, eta: 9:57:02, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.2449, top1_acc: 0.4965, top5_acc: 0.7367, loss_cls: 2.1939, loss: 3.4389, grad_norm: 4.2411 2021-07-20 11:41:46,167 - mmaction - INFO - Epoch [121][1220/1879] lr: 1.831e-02, eta: 9:56:49, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 1.2962, top1_acc: 0.4934, top5_acc: 0.7219, loss_cls: 2.2696, loss: 3.5657, grad_norm: 4.3292 2021-07-20 11:41:57,657 - mmaction - INFO - Epoch [121][1240/1879] lr: 1.829e-02, eta: 9:56:35, time: 0.574, data_time: 0.001, memory: 6921, loss_aux: 1.2505, top1_acc: 0.4961, top5_acc: 0.7336, loss_cls: 2.2114, loss: 3.4619, grad_norm: 4.2297 2021-07-20 11:42:10,180 - mmaction - INFO - Epoch [121][1260/1879] lr: 1.828e-02, eta: 9:56:22, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.2237, top1_acc: 0.5113, top5_acc: 0.7527, loss_cls: 2.1377, loss: 3.3614, grad_norm: 4.1448 2021-07-20 11:42:22,075 - mmaction - INFO - Epoch [121][1280/1879] lr: 1.827e-02, eta: 9:56:09, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.2218, top1_acc: 0.5074, top5_acc: 0.7441, loss_cls: 2.1494, loss: 3.3712, grad_norm: 4.1857 2021-07-20 11:42:33,384 - mmaction - INFO - Epoch [121][1300/1879] lr: 1.826e-02, eta: 9:55:56, time: 0.564, data_time: 0.001, memory: 6921, loss_aux: 1.2818, top1_acc: 0.4961, top5_acc: 0.7125, loss_cls: 2.2512, loss: 3.5330, grad_norm: 4.2812 2021-07-20 11:42:45,873 - mmaction - INFO - Epoch [121][1320/1879] lr: 1.824e-02, eta: 9:55:42, time: 0.626, data_time: 0.014, memory: 6921, loss_aux: 1.2601, top1_acc: 0.5059, top5_acc: 0.7309, loss_cls: 2.1684, loss: 3.4284, grad_norm: 4.1751 2021-07-20 11:42:57,920 - mmaction - INFO - Epoch [121][1340/1879] lr: 1.823e-02, eta: 9:55:29, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.2452, top1_acc: 0.5098, top5_acc: 0.7328, loss_cls: 2.1751, loss: 3.4203, grad_norm: 4.1581 2021-07-20 11:43:09,461 - mmaction - INFO - Epoch [121][1360/1879] lr: 1.822e-02, eta: 9:55:16, time: 0.597, data_time: 0.023, memory: 6921, loss_aux: 1.2204, top1_acc: 0.5098, top5_acc: 0.7449, loss_cls: 2.1293, loss: 3.3497, grad_norm: 4.2182 2021-07-20 11:43:27,803 - mmaction - INFO - Epoch [121][1380/1879] lr: 1.820e-02, eta: 9:55:04, time: 0.916, data_time: 0.004, memory: 6921, loss_aux: 1.2344, top1_acc: 0.4996, top5_acc: 0.7359, loss_cls: 2.1977, loss: 3.4322, grad_norm: 4.2163 2021-07-20 11:43:39,201 - mmaction - INFO - Epoch [121][1400/1879] lr: 1.819e-02, eta: 9:54:51, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.2690, top1_acc: 0.5055, top5_acc: 0.7312, loss_cls: 2.1928, loss: 3.4618, grad_norm: 4.3064 2021-07-20 11:43:57,319 - mmaction - INFO - Epoch [121][1420/1879] lr: 1.818e-02, eta: 9:54:39, time: 0.904, data_time: 0.004, memory: 6921, loss_aux: 1.2317, top1_acc: 0.5086, top5_acc: 0.7371, loss_cls: 2.1560, loss: 3.3877, grad_norm: 4.1311 2021-07-20 11:44:09,206 - mmaction - INFO - Epoch [121][1440/1879] lr: 1.817e-02, eta: 9:54:26, time: 0.597, data_time: 0.006, memory: 6921, loss_aux: 1.2228, top1_acc: 0.5145, top5_acc: 0.7453, loss_cls: 2.1186, loss: 3.3414, grad_norm: 4.1608 2021-07-20 11:44:21,814 - mmaction - INFO - Epoch [121][1460/1879] lr: 1.815e-02, eta: 9:54:13, time: 0.629, data_time: 0.001, memory: 6921, loss_aux: 1.2539, top1_acc: 0.4996, top5_acc: 0.7340, loss_cls: 2.1681, loss: 3.4220, grad_norm: 4.2937 2021-07-20 11:44:33,887 - mmaction - INFO - Epoch [121][1480/1879] lr: 1.814e-02, eta: 9:53:59, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.2795, top1_acc: 0.4941, top5_acc: 0.7230, loss_cls: 2.2317, loss: 3.5112, grad_norm: 4.2343 2021-07-20 11:44:50,436 - mmaction - INFO - Epoch [121][1500/1879] lr: 1.813e-02, eta: 9:53:47, time: 0.850, data_time: 0.026, memory: 6921, loss_aux: 1.2038, top1_acc: 0.5199, top5_acc: 0.7457, loss_cls: 2.1091, loss: 3.3130, grad_norm: 4.1285 2021-07-20 11:45:02,136 - mmaction - INFO - Epoch [121][1520/1879] lr: 1.811e-02, eta: 9:53:34, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.2579, top1_acc: 0.5094, top5_acc: 0.7352, loss_cls: 2.1763, loss: 3.4342, grad_norm: 4.2231 2021-07-20 11:45:18,006 - mmaction - INFO - Epoch [121][1540/1879] lr: 1.810e-02, eta: 9:53:22, time: 0.792, data_time: 0.002, memory: 6921, loss_aux: 1.2453, top1_acc: 0.5031, top5_acc: 0.7184, loss_cls: 2.2130, loss: 3.4583, grad_norm: 4.1950 2021-07-20 11:45:31,940 - mmaction - INFO - Epoch [121][1560/1879] lr: 1.809e-02, eta: 9:53:09, time: 0.698, data_time: 0.004, memory: 6921, loss_aux: 1.2355, top1_acc: 0.5117, top5_acc: 0.7406, loss_cls: 2.1257, loss: 3.3612, grad_norm: 4.1446 2021-07-20 11:45:43,843 - mmaction - INFO - Epoch [121][1580/1879] lr: 1.808e-02, eta: 9:52:56, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.2868, top1_acc: 0.5035, top5_acc: 0.7254, loss_cls: 2.2173, loss: 3.5041, grad_norm: 4.2487 2021-07-20 11:45:56,655 - mmaction - INFO - Epoch [121][1600/1879] lr: 1.806e-02, eta: 9:52:43, time: 0.640, data_time: 0.004, memory: 6921, loss_aux: 1.2745, top1_acc: 0.4863, top5_acc: 0.7242, loss_cls: 2.2412, loss: 3.5157, grad_norm: 4.2472 2021-07-20 11:46:08,290 - mmaction - INFO - Epoch [121][1620/1879] lr: 1.805e-02, eta: 9:52:30, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.2788, top1_acc: 0.4957, top5_acc: 0.7211, loss_cls: 2.2401, loss: 3.5189, grad_norm: 4.3205 2021-07-20 11:46:21,823 - mmaction - INFO - Epoch [121][1640/1879] lr: 1.804e-02, eta: 9:52:17, time: 0.675, data_time: 0.005, memory: 6921, loss_aux: 1.2406, top1_acc: 0.5059, top5_acc: 0.7305, loss_cls: 2.1709, loss: 3.4115, grad_norm: 4.2324 2021-07-20 11:46:33,561 - mmaction - INFO - Epoch [121][1660/1879] lr: 1.803e-02, eta: 9:52:03, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.2205, top1_acc: 0.5191, top5_acc: 0.7473, loss_cls: 2.1025, loss: 3.3231, grad_norm: 4.1998 2021-07-20 11:46:46,038 - mmaction - INFO - Epoch [121][1680/1879] lr: 1.801e-02, eta: 9:51:50, time: 0.625, data_time: 0.003, memory: 6921, loss_aux: 1.2682, top1_acc: 0.4957, top5_acc: 0.7363, loss_cls: 2.2008, loss: 3.4690, grad_norm: 4.2806 2021-07-20 11:46:58,640 - mmaction - INFO - Epoch [121][1700/1879] lr: 1.800e-02, eta: 9:51:37, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.2342, top1_acc: 0.5090, top5_acc: 0.7305, loss_cls: 2.1947, loss: 3.4289, grad_norm: 4.2219 2021-07-20 11:47:11,190 - mmaction - INFO - Epoch [121][1720/1879] lr: 1.799e-02, eta: 9:51:24, time: 0.655, data_time: 0.032, memory: 6921, loss_aux: 1.2621, top1_acc: 0.4914, top5_acc: 0.7297, loss_cls: 2.2130, loss: 3.4751, grad_norm: 4.2534 2021-07-20 11:47:24,031 - mmaction - INFO - Epoch [121][1740/1879] lr: 1.797e-02, eta: 9:51:11, time: 0.642, data_time: 0.003, memory: 6921, loss_aux: 1.2819, top1_acc: 0.4852, top5_acc: 0.7219, loss_cls: 2.2515, loss: 3.5334, grad_norm: 4.2630 2021-07-20 11:47:36,558 - mmaction - INFO - Epoch [121][1760/1879] lr: 1.796e-02, eta: 9:50:58, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.2436, top1_acc: 0.4883, top5_acc: 0.7355, loss_cls: 2.1651, loss: 3.4087, grad_norm: 4.1922 2021-07-20 11:47:50,891 - mmaction - INFO - Epoch [121][1780/1879] lr: 1.795e-02, eta: 9:50:45, time: 0.716, data_time: 0.002, memory: 6921, loss_aux: 1.2364, top1_acc: 0.5203, top5_acc: 0.7352, loss_cls: 2.1403, loss: 3.3767, grad_norm: 4.2507 2021-07-20 11:48:08,763 - mmaction - INFO - Epoch [121][1800/1879] lr: 1.794e-02, eta: 9:50:33, time: 0.890, data_time: 0.003, memory: 6921, loss_aux: 1.2640, top1_acc: 0.4953, top5_acc: 0.7234, loss_cls: 2.2115, loss: 3.4756, grad_norm: 4.3435 2021-07-20 11:48:21,065 - mmaction - INFO - Epoch [121][1820/1879] lr: 1.792e-02, eta: 9:50:20, time: 0.619, data_time: 0.006, memory: 6921, loss_aux: 1.2716, top1_acc: 0.4973, top5_acc: 0.7223, loss_cls: 2.2416, loss: 3.5132, grad_norm: 4.2778 2021-07-20 11:48:34,222 - mmaction - INFO - Epoch [121][1840/1879] lr: 1.791e-02, eta: 9:50:07, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.2827, top1_acc: 0.4938, top5_acc: 0.7223, loss_cls: 2.2623, loss: 3.5450, grad_norm: 4.2478 2021-07-20 11:48:53,709 - mmaction - INFO - Epoch [121][1860/1879] lr: 1.790e-02, eta: 9:49:56, time: 0.975, data_time: 0.007, memory: 6921, loss_aux: 1.2463, top1_acc: 0.5051, top5_acc: 0.7316, loss_cls: 2.1786, loss: 3.4249, grad_norm: 4.3039 2021-07-20 11:49:05,951 - mmaction - INFO - Saving checkpoint at 121 epochs 2021-07-20 11:49:36,220 - mmaction - INFO - Epoch [122][20/1879] lr: 1.787e-02, eta: 9:49:30, time: 1.085, data_time: 0.187, memory: 6921, loss_aux: 1.2190, top1_acc: 0.5164, top5_acc: 0.7508, loss_cls: 2.1219, loss: 3.3409, grad_norm: 4.1924 2021-07-20 11:49:47,953 - mmaction - INFO - Epoch [122][40/1879] lr: 1.786e-02, eta: 9:49:16, time: 0.587, data_time: 0.015, memory: 6921, loss_aux: 1.2383, top1_acc: 0.5133, top5_acc: 0.7367, loss_cls: 2.1568, loss: 3.3951, grad_norm: 4.2531 2021-07-20 11:50:01,813 - mmaction - INFO - Epoch [122][60/1879] lr: 1.785e-02, eta: 9:49:04, time: 0.692, data_time: 0.002, memory: 6921, loss_aux: 1.2314, top1_acc: 0.5023, top5_acc: 0.7328, loss_cls: 2.1664, loss: 3.3978, grad_norm: 4.3359 2021-07-20 11:50:14,752 - mmaction - INFO - Epoch [122][80/1879] lr: 1.783e-02, eta: 9:48:51, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.2480, top1_acc: 0.4965, top5_acc: 0.7297, loss_cls: 2.1864, loss: 3.4344, grad_norm: 4.2212 2021-07-20 11:50:25,867 - mmaction - INFO - Epoch [122][100/1879] lr: 1.782e-02, eta: 9:48:37, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.2653, top1_acc: 0.5082, top5_acc: 0.7371, loss_cls: 2.1892, loss: 3.4545, grad_norm: 4.2191 2021-07-20 11:50:37,196 - mmaction - INFO - Epoch [122][120/1879] lr: 1.781e-02, eta: 9:48:24, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.2745, top1_acc: 0.4930, top5_acc: 0.7188, loss_cls: 2.2463, loss: 3.5207, grad_norm: 4.2247 2021-07-20 11:50:48,773 - mmaction - INFO - Epoch [122][140/1879] lr: 1.780e-02, eta: 9:48:11, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.2304, top1_acc: 0.5062, top5_acc: 0.7414, loss_cls: 2.1381, loss: 3.3685, grad_norm: 4.1714 2021-07-20 11:51:00,693 - mmaction - INFO - Epoch [122][160/1879] lr: 1.778e-02, eta: 9:47:57, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.2735, top1_acc: 0.4867, top5_acc: 0.7324, loss_cls: 2.2191, loss: 3.4925, grad_norm: 4.3178 2021-07-20 11:51:11,758 - mmaction - INFO - Epoch [122][180/1879] lr: 1.777e-02, eta: 9:47:44, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.2501, top1_acc: 0.5180, top5_acc: 0.7391, loss_cls: 2.1502, loss: 3.4004, grad_norm: 4.1693 2021-07-20 11:51:23,634 - mmaction - INFO - Epoch [122][200/1879] lr: 1.776e-02, eta: 9:47:31, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.2167, top1_acc: 0.5109, top5_acc: 0.7371, loss_cls: 2.1271, loss: 3.3438, grad_norm: 4.2392 2021-07-20 11:51:36,641 - mmaction - INFO - Epoch [122][220/1879] lr: 1.775e-02, eta: 9:47:18, time: 0.650, data_time: 0.004, memory: 6921, loss_aux: 1.2450, top1_acc: 0.5082, top5_acc: 0.7301, loss_cls: 2.1810, loss: 3.4260, grad_norm: 4.2557 2021-07-20 11:51:49,155 - mmaction - INFO - Epoch [122][240/1879] lr: 1.773e-02, eta: 9:47:05, time: 0.628, data_time: 0.005, memory: 6921, loss_aux: 1.2100, top1_acc: 0.5191, top5_acc: 0.7395, loss_cls: 2.1290, loss: 3.3390, grad_norm: 4.1363 2021-07-20 11:52:02,805 - mmaction - INFO - Epoch [122][260/1879] lr: 1.772e-02, eta: 9:46:52, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.2786, top1_acc: 0.4816, top5_acc: 0.7133, loss_cls: 2.2716, loss: 3.5502, grad_norm: 4.3215 2021-07-20 11:52:14,450 - mmaction - INFO - Epoch [122][280/1879] lr: 1.771e-02, eta: 9:46:38, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.2270, top1_acc: 0.5094, top5_acc: 0.7355, loss_cls: 2.1288, loss: 3.3558, grad_norm: 4.2076 2021-07-20 11:52:26,995 - mmaction - INFO - Epoch [122][300/1879] lr: 1.770e-02, eta: 9:46:25, time: 0.623, data_time: 0.001, memory: 6921, loss_aux: 1.2324, top1_acc: 0.4965, top5_acc: 0.7379, loss_cls: 2.1636, loss: 3.3960, grad_norm: 4.2540 2021-07-20 11:52:39,394 - mmaction - INFO - Epoch [122][320/1879] lr: 1.768e-02, eta: 9:46:12, time: 0.624, data_time: 0.007, memory: 6921, loss_aux: 1.2095, top1_acc: 0.5062, top5_acc: 0.7414, loss_cls: 2.1539, loss: 3.3635, grad_norm: 4.1748 2021-07-20 11:52:50,800 - mmaction - INFO - Epoch [122][340/1879] lr: 1.767e-02, eta: 9:45:59, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.2616, top1_acc: 0.4973, top5_acc: 0.7336, loss_cls: 2.1935, loss: 3.4551, grad_norm: 4.2490 2021-07-20 11:53:06,376 - mmaction - INFO - Epoch [122][360/1879] lr: 1.766e-02, eta: 9:45:46, time: 0.780, data_time: 0.002, memory: 6921, loss_aux: 1.2587, top1_acc: 0.4906, top5_acc: 0.7355, loss_cls: 2.1901, loss: 3.4488, grad_norm: 4.2707 2021-07-20 11:53:19,966 - mmaction - INFO - Epoch [122][380/1879] lr: 1.764e-02, eta: 9:45:34, time: 0.679, data_time: 0.003, memory: 6921, loss_aux: 1.2630, top1_acc: 0.4852, top5_acc: 0.7219, loss_cls: 2.2152, loss: 3.4782, grad_norm: 4.2705 2021-07-20 11:53:31,296 - mmaction - INFO - Epoch [122][400/1879] lr: 1.763e-02, eta: 9:45:20, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.2250, top1_acc: 0.5027, top5_acc: 0.7402, loss_cls: 2.1358, loss: 3.3608, grad_norm: 4.2144 2021-07-20 11:53:43,190 - mmaction - INFO - Epoch [122][420/1879] lr: 1.762e-02, eta: 9:45:07, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.2357, top1_acc: 0.5164, top5_acc: 0.7348, loss_cls: 2.1601, loss: 3.3958, grad_norm: 4.2816 2021-07-20 11:53:58,607 - mmaction - INFO - Epoch [122][440/1879] lr: 1.761e-02, eta: 9:44:55, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.2523, top1_acc: 0.5070, top5_acc: 0.7430, loss_cls: 2.1793, loss: 3.4315, grad_norm: 4.3165 2021-07-20 11:54:15,452 - mmaction - INFO - Epoch [122][460/1879] lr: 1.759e-02, eta: 9:44:42, time: 0.839, data_time: 0.005, memory: 6921, loss_aux: 1.2150, top1_acc: 0.5078, top5_acc: 0.7328, loss_cls: 2.1177, loss: 3.3327, grad_norm: 4.2149 2021-07-20 11:54:28,263 - mmaction - INFO - Epoch [122][480/1879] lr: 1.758e-02, eta: 9:44:29, time: 0.645, data_time: 0.008, memory: 6921, loss_aux: 1.2567, top1_acc: 0.5121, top5_acc: 0.7344, loss_cls: 2.1772, loss: 3.4340, grad_norm: 4.2232 2021-07-20 11:54:40,174 - mmaction - INFO - Epoch [122][500/1879] lr: 1.757e-02, eta: 9:44:16, time: 0.594, data_time: 0.001, memory: 6921, loss_aux: 1.2641, top1_acc: 0.4973, top5_acc: 0.7281, loss_cls: 2.1938, loss: 3.4579, grad_norm: 4.2937 2021-07-20 11:54:52,669 - mmaction - INFO - Epoch [122][520/1879] lr: 1.756e-02, eta: 9:44:03, time: 0.625, data_time: 0.007, memory: 6921, loss_aux: 1.2400, top1_acc: 0.5113, top5_acc: 0.7434, loss_cls: 2.1191, loss: 3.3591, grad_norm: 4.2978 2021-07-20 11:55:08,336 - mmaction - INFO - Epoch [122][540/1879] lr: 1.754e-02, eta: 9:43:51, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.2576, top1_acc: 0.4883, top5_acc: 0.7391, loss_cls: 2.1932, loss: 3.4507, grad_norm: 4.3051 2021-07-20 11:55:19,620 - mmaction - INFO - Epoch [122][560/1879] lr: 1.753e-02, eta: 9:43:37, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.2625, top1_acc: 0.5027, top5_acc: 0.7371, loss_cls: 2.1874, loss: 3.4499, grad_norm: 4.2941 2021-07-20 11:55:41,978 - mmaction - INFO - Epoch [122][580/1879] lr: 1.752e-02, eta: 9:43:26, time: 1.089, data_time: 0.002, memory: 6921, loss_aux: 1.2220, top1_acc: 0.5121, top5_acc: 0.7387, loss_cls: 2.1489, loss: 3.3708, grad_norm: 4.2740 2021-07-20 11:55:53,713 - mmaction - INFO - Epoch [122][600/1879] lr: 1.751e-02, eta: 9:43:13, time: 0.615, data_time: 0.032, memory: 6921, loss_aux: 1.2516, top1_acc: 0.5012, top5_acc: 0.7336, loss_cls: 2.2006, loss: 3.4522, grad_norm: 4.2238 2021-07-20 11:56:08,280 - mmaction - INFO - Epoch [122][620/1879] lr: 1.749e-02, eta: 9:43:01, time: 0.728, data_time: 0.005, memory: 6921, loss_aux: 1.2191, top1_acc: 0.5145, top5_acc: 0.7527, loss_cls: 2.1179, loss: 3.3370, grad_norm: 4.2727 2021-07-20 11:56:22,791 - mmaction - INFO - Epoch [122][640/1879] lr: 1.748e-02, eta: 9:42:48, time: 0.727, data_time: 0.004, memory: 6921, loss_aux: 1.2291, top1_acc: 0.4992, top5_acc: 0.7348, loss_cls: 2.1551, loss: 3.3842, grad_norm: 4.2607 2021-07-20 11:56:37,345 - mmaction - INFO - Epoch [122][660/1879] lr: 1.747e-02, eta: 9:42:35, time: 0.724, data_time: 0.003, memory: 6921, loss_aux: 1.2285, top1_acc: 0.5062, top5_acc: 0.7355, loss_cls: 2.1651, loss: 3.3936, grad_norm: 4.1976 2021-07-20 11:56:49,967 - mmaction - INFO - Epoch [122][680/1879] lr: 1.746e-02, eta: 9:42:22, time: 0.635, data_time: 0.007, memory: 6921, loss_aux: 1.2554, top1_acc: 0.5016, top5_acc: 0.7375, loss_cls: 2.1592, loss: 3.4146, grad_norm: 4.2052 2021-07-20 11:57:06,011 - mmaction - INFO - Epoch [122][700/1879] lr: 1.744e-02, eta: 9:42:10, time: 0.801, data_time: 0.002, memory: 6921, loss_aux: 1.2639, top1_acc: 0.4965, top5_acc: 0.7258, loss_cls: 2.1926, loss: 3.4565, grad_norm: 4.2384 2021-07-20 11:57:22,210 - mmaction - INFO - Epoch [122][720/1879] lr: 1.743e-02, eta: 9:41:58, time: 0.811, data_time: 0.004, memory: 6921, loss_aux: 1.2431, top1_acc: 0.5043, top5_acc: 0.7379, loss_cls: 2.1718, loss: 3.4149, grad_norm: 4.2923 2021-07-20 11:57:33,783 - mmaction - INFO - Epoch [122][740/1879] lr: 1.742e-02, eta: 9:41:45, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.2270, top1_acc: 0.5098, top5_acc: 0.7312, loss_cls: 2.1618, loss: 3.3888, grad_norm: 4.2742 2021-07-20 11:57:45,198 - mmaction - INFO - Epoch [122][760/1879] lr: 1.741e-02, eta: 9:41:31, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.2552, top1_acc: 0.5059, top5_acc: 0.7348, loss_cls: 2.1624, loss: 3.4176, grad_norm: 4.2788 2021-07-20 11:57:57,575 - mmaction - INFO - Epoch [122][780/1879] lr: 1.739e-02, eta: 9:41:18, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.2414, top1_acc: 0.5098, top5_acc: 0.7395, loss_cls: 2.1625, loss: 3.4039, grad_norm: 4.2213 2021-07-20 11:58:08,725 - mmaction - INFO - Epoch [122][800/1879] lr: 1.738e-02, eta: 9:41:05, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.2257, top1_acc: 0.5137, top5_acc: 0.7340, loss_cls: 2.1449, loss: 3.3706, grad_norm: 4.1588 2021-07-20 11:58:20,983 - mmaction - INFO - Epoch [122][820/1879] lr: 1.737e-02, eta: 9:40:52, time: 0.612, data_time: 0.001, memory: 6921, loss_aux: 1.3086, top1_acc: 0.4820, top5_acc: 0.7156, loss_cls: 2.2957, loss: 3.6043, grad_norm: 4.4039 2021-07-20 11:58:32,859 - mmaction - INFO - Epoch [122][840/1879] lr: 1.735e-02, eta: 9:40:38, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.2359, top1_acc: 0.4973, top5_acc: 0.7438, loss_cls: 2.1516, loss: 3.3876, grad_norm: 4.3475 2021-07-20 11:58:45,217 - mmaction - INFO - Epoch [122][860/1879] lr: 1.734e-02, eta: 9:40:25, time: 0.620, data_time: 0.005, memory: 6921, loss_aux: 1.2578, top1_acc: 0.5059, top5_acc: 0.7305, loss_cls: 2.2111, loss: 3.4689, grad_norm: 4.3921 2021-07-20 11:58:59,655 - mmaction - INFO - Epoch [122][880/1879] lr: 1.733e-02, eta: 9:40:13, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.2475, top1_acc: 0.5062, top5_acc: 0.7363, loss_cls: 2.1676, loss: 3.4151, grad_norm: 4.2503 2021-07-20 11:59:12,813 - mmaction - INFO - Epoch [122][900/1879] lr: 1.732e-02, eta: 9:39:59, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.2702, top1_acc: 0.4906, top5_acc: 0.7242, loss_cls: 2.2225, loss: 3.4927, grad_norm: 4.2846 2021-07-20 11:59:24,471 - mmaction - INFO - Epoch [122][920/1879] lr: 1.730e-02, eta: 9:39:46, time: 0.643, data_time: 0.062, memory: 6921, loss_aux: 1.2530, top1_acc: 0.5082, top5_acc: 0.7289, loss_cls: 2.1791, loss: 3.4322, grad_norm: 4.2216 2021-07-20 11:59:36,338 - mmaction - INFO - Epoch [122][940/1879] lr: 1.729e-02, eta: 9:39:33, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.2463, top1_acc: 0.5008, top5_acc: 0.7457, loss_cls: 2.1477, loss: 3.3940, grad_norm: 4.3823 2021-07-20 11:59:47,725 - mmaction - INFO - Epoch [122][960/1879] lr: 1.728e-02, eta: 9:39:20, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.2376, top1_acc: 0.5062, top5_acc: 0.7375, loss_cls: 2.1404, loss: 3.3780, grad_norm: 4.1908 2021-07-20 11:59:59,442 - mmaction - INFO - Epoch [122][980/1879] lr: 1.727e-02, eta: 9:39:06, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.2283, top1_acc: 0.4988, top5_acc: 0.7391, loss_cls: 2.1541, loss: 3.3824, grad_norm: 4.3159 2021-07-20 12:00:22,237 - mmaction - INFO - Epoch [122][1000/1879] lr: 1.725e-02, eta: 9:38:56, time: 1.135, data_time: 0.006, memory: 6921, loss_aux: 1.2529, top1_acc: 0.4957, top5_acc: 0.7316, loss_cls: 2.2002, loss: 3.4531, grad_norm: 4.3076 2021-07-20 12:00:42,354 - mmaction - INFO - Epoch [122][1020/1879] lr: 1.724e-02, eta: 9:38:44, time: 1.008, data_time: 0.014, memory: 6921, loss_aux: 1.2356, top1_acc: 0.5102, top5_acc: 0.7391, loss_cls: 2.1442, loss: 3.3798, grad_norm: 4.2367 2021-07-20 12:00:58,503 - mmaction - INFO - Epoch [122][1040/1879] lr: 1.723e-02, eta: 9:38:32, time: 0.794, data_time: 0.010, memory: 6921, loss_aux: 1.2384, top1_acc: 0.5094, top5_acc: 0.7258, loss_cls: 2.1554, loss: 3.3938, grad_norm: 4.2599 2021-07-20 12:01:16,736 - mmaction - INFO - Epoch [122][1060/1879] lr: 1.722e-02, eta: 9:38:20, time: 0.928, data_time: 0.022, memory: 6921, loss_aux: 1.2588, top1_acc: 0.5008, top5_acc: 0.7316, loss_cls: 2.1761, loss: 3.4349, grad_norm: 4.2603 2021-07-20 12:01:28,892 - mmaction - INFO - Epoch [122][1080/1879] lr: 1.720e-02, eta: 9:38:07, time: 0.609, data_time: 0.005, memory: 6921, loss_aux: 1.2477, top1_acc: 0.5023, top5_acc: 0.7301, loss_cls: 2.1839, loss: 3.4316, grad_norm: 4.3350 2021-07-20 12:01:43,817 - mmaction - INFO - Epoch [122][1100/1879] lr: 1.719e-02, eta: 9:37:55, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.2519, top1_acc: 0.5012, top5_acc: 0.7293, loss_cls: 2.1706, loss: 3.4225, grad_norm: 4.2881 2021-07-20 12:01:57,811 - mmaction - INFO - Epoch [122][1120/1879] lr: 1.718e-02, eta: 9:37:42, time: 0.699, data_time: 0.004, memory: 6921, loss_aux: 1.2533, top1_acc: 0.5074, top5_acc: 0.7367, loss_cls: 2.2007, loss: 3.4539, grad_norm: 4.3524 2021-07-20 12:02:13,401 - mmaction - INFO - Epoch [122][1140/1879] lr: 1.717e-02, eta: 9:37:29, time: 0.780, data_time: 0.005, memory: 6921, loss_aux: 1.2536, top1_acc: 0.4926, top5_acc: 0.7289, loss_cls: 2.1994, loss: 3.4530, grad_norm: 4.3469 2021-07-20 12:02:26,650 - mmaction - INFO - Epoch [122][1160/1879] lr: 1.715e-02, eta: 9:37:17, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.2639, top1_acc: 0.4934, top5_acc: 0.7348, loss_cls: 2.2055, loss: 3.4694, grad_norm: 4.2780 2021-07-20 12:02:41,490 - mmaction - INFO - Epoch [122][1180/1879] lr: 1.714e-02, eta: 9:37:04, time: 0.739, data_time: 0.005, memory: 6921, loss_aux: 1.2345, top1_acc: 0.5086, top5_acc: 0.7477, loss_cls: 2.1506, loss: 3.3851, grad_norm: 4.2781 2021-07-20 12:02:53,389 - mmaction - INFO - Epoch [122][1200/1879] lr: 1.713e-02, eta: 9:36:51, time: 0.600, data_time: 0.008, memory: 6921, loss_aux: 1.2467, top1_acc: 0.5090, top5_acc: 0.7363, loss_cls: 2.1767, loss: 3.4234, grad_norm: 4.2735 2021-07-20 12:03:08,073 - mmaction - INFO - Epoch [122][1220/1879] lr: 1.712e-02, eta: 9:36:38, time: 0.734, data_time: 0.003, memory: 6921, loss_aux: 1.2099, top1_acc: 0.4980, top5_acc: 0.7484, loss_cls: 2.1101, loss: 3.3200, grad_norm: 4.2140 2021-07-20 12:03:23,089 - mmaction - INFO - Epoch [122][1240/1879] lr: 1.710e-02, eta: 9:36:26, time: 0.748, data_time: 0.003, memory: 6921, loss_aux: 1.2011, top1_acc: 0.5145, top5_acc: 0.7520, loss_cls: 2.1013, loss: 3.3024, grad_norm: 4.2660 2021-07-20 12:03:34,530 - mmaction - INFO - Epoch [122][1260/1879] lr: 1.709e-02, eta: 9:36:12, time: 0.575, data_time: 0.005, memory: 6921, loss_aux: 1.2441, top1_acc: 0.5098, top5_acc: 0.7453, loss_cls: 2.1387, loss: 3.3828, grad_norm: 4.3286 2021-07-20 12:03:49,434 - mmaction - INFO - Epoch [122][1280/1879] lr: 1.708e-02, eta: 9:36:00, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.2322, top1_acc: 0.5137, top5_acc: 0.7336, loss_cls: 2.1450, loss: 3.3773, grad_norm: 4.2648 2021-07-20 12:04:06,052 - mmaction - INFO - Epoch [122][1300/1879] lr: 1.707e-02, eta: 9:35:48, time: 0.832, data_time: 0.007, memory: 6921, loss_aux: 1.2506, top1_acc: 0.4840, top5_acc: 0.7176, loss_cls: 2.2231, loss: 3.4737, grad_norm: 4.2894 2021-07-20 12:04:19,449 - mmaction - INFO - Epoch [122][1320/1879] lr: 1.705e-02, eta: 9:35:35, time: 0.672, data_time: 0.005, memory: 6921, loss_aux: 1.2373, top1_acc: 0.5113, top5_acc: 0.7227, loss_cls: 2.1836, loss: 3.4209, grad_norm: 4.2865 2021-07-20 12:04:32,541 - mmaction - INFO - Epoch [122][1340/1879] lr: 1.704e-02, eta: 9:35:22, time: 0.654, data_time: 0.009, memory: 6921, loss_aux: 1.2616, top1_acc: 0.5113, top5_acc: 0.7297, loss_cls: 2.1545, loss: 3.4162, grad_norm: 4.3060 2021-07-20 12:04:46,128 - mmaction - INFO - Epoch [122][1360/1879] lr: 1.703e-02, eta: 9:35:09, time: 0.680, data_time: 0.003, memory: 6921, loss_aux: 1.2784, top1_acc: 0.4852, top5_acc: 0.7273, loss_cls: 2.2084, loss: 3.4868, grad_norm: 4.4083 2021-07-20 12:04:59,351 - mmaction - INFO - Epoch [122][1380/1879] lr: 1.702e-02, eta: 9:34:56, time: 0.662, data_time: 0.003, memory: 6921, loss_aux: 1.2443, top1_acc: 0.5066, top5_acc: 0.7406, loss_cls: 2.1824, loss: 3.4267, grad_norm: 4.3488 2021-07-20 12:05:11,106 - mmaction - INFO - Epoch [122][1400/1879] lr: 1.701e-02, eta: 9:34:43, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.2406, top1_acc: 0.5113, top5_acc: 0.7430, loss_cls: 2.1461, loss: 3.3867, grad_norm: 4.3266 2021-07-20 12:05:28,388 - mmaction - INFO - Epoch [122][1420/1879] lr: 1.699e-02, eta: 9:34:31, time: 0.862, data_time: 0.003, memory: 6921, loss_aux: 1.2335, top1_acc: 0.5035, top5_acc: 0.7371, loss_cls: 2.1645, loss: 3.3981, grad_norm: 4.2982 2021-07-20 12:05:42,231 - mmaction - INFO - Epoch [122][1440/1879] lr: 1.698e-02, eta: 9:34:18, time: 0.695, data_time: 0.005, memory: 6921, loss_aux: 1.2508, top1_acc: 0.4992, top5_acc: 0.7297, loss_cls: 2.1742, loss: 3.4250, grad_norm: 4.3478 2021-07-20 12:05:54,971 - mmaction - INFO - Epoch [122][1460/1879] lr: 1.697e-02, eta: 9:34:05, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.2862, top1_acc: 0.5023, top5_acc: 0.7273, loss_cls: 2.2351, loss: 3.5214, grad_norm: 4.3034 2021-07-20 12:06:10,957 - mmaction - INFO - Epoch [122][1480/1879] lr: 1.696e-02, eta: 9:33:53, time: 0.799, data_time: 0.002, memory: 6921, loss_aux: 1.2366, top1_acc: 0.5145, top5_acc: 0.7336, loss_cls: 2.1629, loss: 3.3995, grad_norm: 4.2579 2021-07-20 12:06:26,242 - mmaction - INFO - Epoch [122][1500/1879] lr: 1.694e-02, eta: 9:33:40, time: 0.763, data_time: 0.002, memory: 6921, loss_aux: 1.2503, top1_acc: 0.5074, top5_acc: 0.7445, loss_cls: 2.1624, loss: 3.4128, grad_norm: 4.3216 2021-07-20 12:06:38,446 - mmaction - INFO - Epoch [122][1520/1879] lr: 1.693e-02, eta: 9:33:27, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.2553, top1_acc: 0.5117, top5_acc: 0.7406, loss_cls: 2.1912, loss: 3.4465, grad_norm: 4.4001 2021-07-20 12:06:52,909 - mmaction - INFO - Epoch [122][1540/1879] lr: 1.692e-02, eta: 9:33:14, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.2431, top1_acc: 0.5121, top5_acc: 0.7406, loss_cls: 2.1656, loss: 3.4087, grad_norm: 4.3830 2021-07-20 12:07:07,944 - mmaction - INFO - Epoch [122][1560/1879] lr: 1.691e-02, eta: 9:33:02, time: 0.754, data_time: 0.005, memory: 6921, loss_aux: 1.3014, top1_acc: 0.4910, top5_acc: 0.7109, loss_cls: 2.2788, loss: 3.5802, grad_norm: 4.3797 2021-07-20 12:07:19,278 - mmaction - INFO - Epoch [122][1580/1879] lr: 1.689e-02, eta: 9:32:48, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.2311, top1_acc: 0.5219, top5_acc: 0.7422, loss_cls: 2.1262, loss: 3.3573, grad_norm: 4.2667 2021-07-20 12:07:30,764 - mmaction - INFO - Epoch [122][1600/1879] lr: 1.688e-02, eta: 9:32:35, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.2711, top1_acc: 0.4953, top5_acc: 0.7199, loss_cls: 2.2461, loss: 3.5172, grad_norm: 4.3821 2021-07-20 12:07:43,567 - mmaction - INFO - Epoch [122][1620/1879] lr: 1.687e-02, eta: 9:32:22, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.2241, top1_acc: 0.4980, top5_acc: 0.7273, loss_cls: 2.1539, loss: 3.3779, grad_norm: 4.2861 2021-07-20 12:07:55,463 - mmaction - INFO - Epoch [122][1640/1879] lr: 1.686e-02, eta: 9:32:09, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.2453, top1_acc: 0.5027, top5_acc: 0.7328, loss_cls: 2.1933, loss: 3.4387, grad_norm: 4.3111 2021-07-20 12:08:10,349 - mmaction - INFO - Epoch [122][1660/1879] lr: 1.684e-02, eta: 9:31:56, time: 0.744, data_time: 0.003, memory: 6921, loss_aux: 1.2322, top1_acc: 0.5051, top5_acc: 0.7230, loss_cls: 2.1955, loss: 3.4277, grad_norm: 4.2238 2021-07-20 12:08:24,054 - mmaction - INFO - Epoch [122][1680/1879] lr: 1.683e-02, eta: 9:31:43, time: 0.686, data_time: 0.004, memory: 6921, loss_aux: 1.2285, top1_acc: 0.5016, top5_acc: 0.7414, loss_cls: 2.1605, loss: 3.3890, grad_norm: 4.3239 2021-07-20 12:08:35,582 - mmaction - INFO - Epoch [122][1700/1879] lr: 1.682e-02, eta: 9:31:30, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.2263, top1_acc: 0.5117, top5_acc: 0.7395, loss_cls: 2.1247, loss: 3.3510, grad_norm: 4.2996 2021-07-20 12:08:47,819 - mmaction - INFO - Epoch [122][1720/1879] lr: 1.681e-02, eta: 9:31:17, time: 0.611, data_time: 0.003, memory: 6921, loss_aux: 1.2474, top1_acc: 0.4871, top5_acc: 0.7305, loss_cls: 2.1922, loss: 3.4397, grad_norm: 4.3590 2021-07-20 12:08:59,430 - mmaction - INFO - Epoch [122][1740/1879] lr: 1.679e-02, eta: 9:31:04, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.2049, top1_acc: 0.5191, top5_acc: 0.7539, loss_cls: 2.0793, loss: 3.2842, grad_norm: 4.2703 2021-07-20 12:09:12,237 - mmaction - INFO - Epoch [122][1760/1879] lr: 1.678e-02, eta: 9:30:51, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.2311, top1_acc: 0.5129, top5_acc: 0.7430, loss_cls: 2.1204, loss: 3.3515, grad_norm: 4.3297 2021-07-20 12:09:23,804 - mmaction - INFO - Epoch [122][1780/1879] lr: 1.677e-02, eta: 9:30:37, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.2380, top1_acc: 0.5016, top5_acc: 0.7289, loss_cls: 2.1655, loss: 3.4035, grad_norm: 4.3120 2021-07-20 12:09:35,956 - mmaction - INFO - Epoch [122][1800/1879] lr: 1.676e-02, eta: 9:30:24, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.2688, top1_acc: 0.5070, top5_acc: 0.7246, loss_cls: 2.2024, loss: 3.4711, grad_norm: 4.2836 2021-07-20 12:09:47,993 - mmaction - INFO - Epoch [122][1820/1879] lr: 1.674e-02, eta: 9:30:11, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.2238, top1_acc: 0.5102, top5_acc: 0.7375, loss_cls: 2.1401, loss: 3.3640, grad_norm: 4.3538 2021-07-20 12:10:03,114 - mmaction - INFO - Epoch [122][1840/1879] lr: 1.673e-02, eta: 9:29:58, time: 0.756, data_time: 0.003, memory: 6921, loss_aux: 1.2482, top1_acc: 0.5000, top5_acc: 0.7246, loss_cls: 2.2154, loss: 3.4636, grad_norm: 4.2918 2021-07-20 12:10:15,115 - mmaction - INFO - Epoch [122][1860/1879] lr: 1.672e-02, eta: 9:29:45, time: 0.601, data_time: 0.008, memory: 6921, loss_aux: 1.2053, top1_acc: 0.5207, top5_acc: 0.7586, loss_cls: 2.0784, loss: 3.2836, grad_norm: 4.2960 2021-07-20 12:10:25,265 - mmaction - INFO - Saving checkpoint at 122 epochs 2021-07-20 12:10:48,761 - mmaction - INFO - Epoch [123][20/1879] lr: 1.670e-02, eta: 9:29:18, time: 0.828, data_time: 0.170, memory: 6921, loss_aux: 1.2324, top1_acc: 0.5047, top5_acc: 0.7461, loss_cls: 2.1593, loss: 3.3917, grad_norm: 4.3652 2021-07-20 12:11:10,083 - mmaction - INFO - Epoch [123][40/1879] lr: 1.668e-02, eta: 9:29:07, time: 1.064, data_time: 0.008, memory: 6921, loss_aux: 1.2022, top1_acc: 0.5203, top5_acc: 0.7617, loss_cls: 2.0721, loss: 3.2743, grad_norm: 4.3199 2021-07-20 12:11:23,655 - mmaction - INFO - Epoch [123][60/1879] lr: 1.667e-02, eta: 9:28:54, time: 0.682, data_time: 0.011, memory: 6921, loss_aux: 1.2372, top1_acc: 0.5047, top5_acc: 0.7402, loss_cls: 2.1572, loss: 3.3944, grad_norm: 4.3447 2021-07-20 12:11:39,602 - mmaction - INFO - Epoch [123][80/1879] lr: 1.666e-02, eta: 9:28:41, time: 0.792, data_time: 0.001, memory: 6921, loss_aux: 1.2194, top1_acc: 0.5090, top5_acc: 0.7488, loss_cls: 2.1131, loss: 3.3325, grad_norm: 4.3027 2021-07-20 12:11:51,813 - mmaction - INFO - Epoch [123][100/1879] lr: 1.665e-02, eta: 9:28:28, time: 0.616, data_time: 0.008, memory: 6921, loss_aux: 1.2406, top1_acc: 0.5066, top5_acc: 0.7465, loss_cls: 2.1420, loss: 3.3826, grad_norm: 4.2870 2021-07-20 12:12:08,607 - mmaction - INFO - Epoch [123][120/1879] lr: 1.663e-02, eta: 9:28:16, time: 0.837, data_time: 0.010, memory: 6921, loss_aux: 1.2190, top1_acc: 0.5078, top5_acc: 0.7449, loss_cls: 2.1139, loss: 3.3329, grad_norm: 4.3013 2021-07-20 12:12:33,931 - mmaction - INFO - Epoch [123][140/1879] lr: 1.662e-02, eta: 9:28:06, time: 1.259, data_time: 0.005, memory: 6921, loss_aux: 1.2453, top1_acc: 0.5055, top5_acc: 0.7371, loss_cls: 2.1528, loss: 3.3981, grad_norm: 4.3045 2021-07-20 12:12:47,962 - mmaction - INFO - Epoch [123][160/1879] lr: 1.661e-02, eta: 9:27:53, time: 0.710, data_time: 0.012, memory: 6921, loss_aux: 1.2312, top1_acc: 0.5152, top5_acc: 0.7309, loss_cls: 2.1627, loss: 3.3938, grad_norm: 4.2341 2021-07-20 12:13:01,638 - mmaction - INFO - Epoch [123][180/1879] lr: 1.660e-02, eta: 9:27:40, time: 0.660, data_time: 0.003, memory: 6921, loss_aux: 1.2191, top1_acc: 0.5266, top5_acc: 0.7363, loss_cls: 2.1239, loss: 3.3430, grad_norm: 4.2673 2021-07-20 12:13:16,219 - mmaction - INFO - Epoch [123][200/1879] lr: 1.659e-02, eta: 9:27:28, time: 0.754, data_time: 0.027, memory: 6921, loss_aux: 1.2592, top1_acc: 0.5020, top5_acc: 0.7258, loss_cls: 2.1943, loss: 3.4534, grad_norm: 4.3797 2021-07-20 12:13:28,091 - mmaction - INFO - Epoch [123][220/1879] lr: 1.657e-02, eta: 9:27:15, time: 0.593, data_time: 0.006, memory: 6921, loss_aux: 1.2060, top1_acc: 0.5211, top5_acc: 0.7387, loss_cls: 2.1053, loss: 3.3113, grad_norm: 4.2910 2021-07-20 12:13:43,642 - mmaction - INFO - Epoch [123][240/1879] lr: 1.656e-02, eta: 9:27:02, time: 0.778, data_time: 0.003, memory: 6921, loss_aux: 1.2404, top1_acc: 0.5086, top5_acc: 0.7375, loss_cls: 2.2031, loss: 3.4435, grad_norm: 4.3612 2021-07-20 12:13:57,057 - mmaction - INFO - Epoch [123][260/1879] lr: 1.655e-02, eta: 9:26:49, time: 0.670, data_time: 0.002, memory: 6921, loss_aux: 1.2153, top1_acc: 0.5234, top5_acc: 0.7461, loss_cls: 2.0911, loss: 3.3065, grad_norm: 4.3138 2021-07-20 12:14:10,407 - mmaction - INFO - Epoch [123][280/1879] lr: 1.654e-02, eta: 9:26:36, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.2102, top1_acc: 0.5195, top5_acc: 0.7449, loss_cls: 2.0826, loss: 3.2928, grad_norm: 4.2987 2021-07-20 12:14:22,594 - mmaction - INFO - Epoch [123][300/1879] lr: 1.652e-02, eta: 9:26:23, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.2580, top1_acc: 0.4938, top5_acc: 0.7312, loss_cls: 2.2057, loss: 3.4637, grad_norm: 4.3194 2021-07-20 12:14:36,298 - mmaction - INFO - Epoch [123][320/1879] lr: 1.651e-02, eta: 9:26:10, time: 0.684, data_time: 0.003, memory: 6921, loss_aux: 1.2139, top1_acc: 0.5266, top5_acc: 0.7508, loss_cls: 2.0891, loss: 3.3030, grad_norm: 4.1995 2021-07-20 12:14:50,193 - mmaction - INFO - Epoch [123][340/1879] lr: 1.650e-02, eta: 9:25:58, time: 0.690, data_time: 0.004, memory: 6921, loss_aux: 1.2452, top1_acc: 0.5125, top5_acc: 0.7406, loss_cls: 2.1418, loss: 3.3870, grad_norm: 4.2549 2021-07-20 12:15:03,791 - mmaction - INFO - Epoch [123][360/1879] lr: 1.649e-02, eta: 9:25:45, time: 0.683, data_time: 0.010, memory: 6921, loss_aux: 1.2385, top1_acc: 0.5113, top5_acc: 0.7457, loss_cls: 2.1117, loss: 3.3502, grad_norm: 4.3569 2021-07-20 12:15:16,201 - mmaction - INFO - Epoch [123][380/1879] lr: 1.647e-02, eta: 9:25:32, time: 0.624, data_time: 0.005, memory: 6921, loss_aux: 1.2343, top1_acc: 0.5211, top5_acc: 0.7434, loss_cls: 2.1204, loss: 3.3547, grad_norm: 4.2132 2021-07-20 12:15:32,052 - mmaction - INFO - Epoch [123][400/1879] lr: 1.646e-02, eta: 9:25:19, time: 0.792, data_time: 0.006, memory: 6921, loss_aux: 1.2323, top1_acc: 0.5078, top5_acc: 0.7410, loss_cls: 2.1402, loss: 3.3725, grad_norm: 4.4264 2021-07-20 12:15:44,617 - mmaction - INFO - Epoch [123][420/1879] lr: 1.645e-02, eta: 9:25:06, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.2242, top1_acc: 0.5043, top5_acc: 0.7406, loss_cls: 2.1540, loss: 3.3782, grad_norm: 4.4269 2021-07-20 12:16:00,596 - mmaction - INFO - Epoch [123][440/1879] lr: 1.644e-02, eta: 9:24:54, time: 0.796, data_time: 0.002, memory: 6921, loss_aux: 1.2377, top1_acc: 0.5215, top5_acc: 0.7473, loss_cls: 2.1334, loss: 3.3710, grad_norm: 4.3515 2021-07-20 12:16:15,621 - mmaction - INFO - Epoch [123][460/1879] lr: 1.643e-02, eta: 9:24:41, time: 0.753, data_time: 0.006, memory: 6921, loss_aux: 1.2396, top1_acc: 0.5066, top5_acc: 0.7324, loss_cls: 2.1489, loss: 3.3885, grad_norm: 4.2997 2021-07-20 12:16:31,091 - mmaction - INFO - Epoch [123][480/1879] lr: 1.641e-02, eta: 9:24:29, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.2394, top1_acc: 0.5012, top5_acc: 0.7336, loss_cls: 2.1572, loss: 3.3967, grad_norm: 4.3639 2021-07-20 12:16:43,699 - mmaction - INFO - Epoch [123][500/1879] lr: 1.640e-02, eta: 9:24:16, time: 0.631, data_time: 0.006, memory: 6921, loss_aux: 1.2003, top1_acc: 0.5188, top5_acc: 0.7574, loss_cls: 2.0758, loss: 3.2761, grad_norm: 4.2375 2021-07-20 12:16:55,648 - mmaction - INFO - Epoch [123][520/1879] lr: 1.639e-02, eta: 9:24:03, time: 0.598, data_time: 0.007, memory: 6921, loss_aux: 1.2518, top1_acc: 0.4988, top5_acc: 0.7266, loss_cls: 2.2006, loss: 3.4524, grad_norm: 4.4031 2021-07-20 12:17:08,409 - mmaction - INFO - Epoch [123][540/1879] lr: 1.638e-02, eta: 9:23:50, time: 0.639, data_time: 0.003, memory: 6921, loss_aux: 1.2402, top1_acc: 0.5105, top5_acc: 0.7480, loss_cls: 2.1350, loss: 3.3753, grad_norm: 4.2678 2021-07-20 12:17:22,002 - mmaction - INFO - Epoch [123][560/1879] lr: 1.636e-02, eta: 9:23:37, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 1.2176, top1_acc: 0.5133, top5_acc: 0.7516, loss_cls: 2.1241, loss: 3.3416, grad_norm: 4.3398 2021-07-20 12:17:37,424 - mmaction - INFO - Epoch [123][580/1879] lr: 1.635e-02, eta: 9:23:24, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.2640, top1_acc: 0.5027, top5_acc: 0.7277, loss_cls: 2.2075, loss: 3.4715, grad_norm: 4.2948 2021-07-20 12:17:49,378 - mmaction - INFO - Epoch [123][600/1879] lr: 1.634e-02, eta: 9:23:11, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.2750, top1_acc: 0.5062, top5_acc: 0.7211, loss_cls: 2.2184, loss: 3.4933, grad_norm: 4.3075 2021-07-20 12:18:03,605 - mmaction - INFO - Epoch [123][620/1879] lr: 1.633e-02, eta: 9:22:58, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.2220, top1_acc: 0.5094, top5_acc: 0.7508, loss_cls: 2.1137, loss: 3.3357, grad_norm: 4.3755 2021-07-20 12:18:16,054 - mmaction - INFO - Epoch [123][640/1879] lr: 1.632e-02, eta: 9:22:45, time: 0.624, data_time: 0.006, memory: 6921, loss_aux: 1.2581, top1_acc: 0.4922, top5_acc: 0.7328, loss_cls: 2.2013, loss: 3.4594, grad_norm: 4.4644 2021-07-20 12:18:27,738 - mmaction - INFO - Epoch [123][660/1879] lr: 1.630e-02, eta: 9:22:32, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.2409, top1_acc: 0.5180, top5_acc: 0.7383, loss_cls: 2.1620, loss: 3.4029, grad_norm: 4.3170 2021-07-20 12:18:41,841 - mmaction - INFO - Epoch [123][680/1879] lr: 1.629e-02, eta: 9:22:19, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.2393, top1_acc: 0.4988, top5_acc: 0.7340, loss_cls: 2.1716, loss: 3.4109, grad_norm: 4.3150 2021-07-20 12:18:58,956 - mmaction - INFO - Epoch [123][700/1879] lr: 1.628e-02, eta: 9:22:07, time: 0.855, data_time: 0.003, memory: 6921, loss_aux: 1.2653, top1_acc: 0.4934, top5_acc: 0.7250, loss_cls: 2.1986, loss: 3.4639, grad_norm: 4.3479 2021-07-20 12:19:10,556 - mmaction - INFO - Epoch [123][720/1879] lr: 1.627e-02, eta: 9:21:54, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.2677, top1_acc: 0.5031, top5_acc: 0.7332, loss_cls: 2.2035, loss: 3.4712, grad_norm: 4.2835 2021-07-20 12:19:23,705 - mmaction - INFO - Epoch [123][740/1879] lr: 1.625e-02, eta: 9:21:41, time: 0.657, data_time: 0.044, memory: 6921, loss_aux: 1.2034, top1_acc: 0.5191, top5_acc: 0.7453, loss_cls: 2.0889, loss: 3.2923, grad_norm: 4.2932 2021-07-20 12:19:35,802 - mmaction - INFO - Epoch [123][760/1879] lr: 1.624e-02, eta: 9:21:28, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.2303, top1_acc: 0.5234, top5_acc: 0.7328, loss_cls: 2.1100, loss: 3.3403, grad_norm: 4.3358 2021-07-20 12:19:48,408 - mmaction - INFO - Epoch [123][780/1879] lr: 1.623e-02, eta: 9:21:15, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.2283, top1_acc: 0.5172, top5_acc: 0.7406, loss_cls: 2.1338, loss: 3.3621, grad_norm: 4.3469 2021-07-20 12:19:59,985 - mmaction - INFO - Epoch [123][800/1879] lr: 1.622e-02, eta: 9:21:01, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.2089, top1_acc: 0.5098, top5_acc: 0.7309, loss_cls: 2.1439, loss: 3.3528, grad_norm: 4.3463 2021-07-20 12:20:12,511 - mmaction - INFO - Epoch [123][820/1879] lr: 1.621e-02, eta: 9:20:48, time: 0.625, data_time: 0.001, memory: 6921, loss_aux: 1.2242, top1_acc: 0.5312, top5_acc: 0.7375, loss_cls: 2.1181, loss: 3.3424, grad_norm: 4.3593 2021-07-20 12:20:24,203 - mmaction - INFO - Epoch [123][840/1879] lr: 1.619e-02, eta: 9:20:35, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.2383, top1_acc: 0.5188, top5_acc: 0.7426, loss_cls: 2.1255, loss: 3.3638, grad_norm: 4.3463 2021-07-20 12:20:36,260 - mmaction - INFO - Epoch [123][860/1879] lr: 1.618e-02, eta: 9:20:22, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.2060, top1_acc: 0.5297, top5_acc: 0.7496, loss_cls: 2.0647, loss: 3.2707, grad_norm: 4.3002 2021-07-20 12:20:48,012 - mmaction - INFO - Epoch [123][880/1879] lr: 1.617e-02, eta: 9:20:08, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.1923, top1_acc: 0.5070, top5_acc: 0.7379, loss_cls: 2.0724, loss: 3.2647, grad_norm: 4.3328 2021-07-20 12:21:00,990 - mmaction - INFO - Epoch [123][900/1879] lr: 1.616e-02, eta: 9:19:55, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.2267, top1_acc: 0.5113, top5_acc: 0.7398, loss_cls: 2.1325, loss: 3.3592, grad_norm: 4.3508 2021-07-20 12:21:12,421 - mmaction - INFO - Epoch [123][920/1879] lr: 1.615e-02, eta: 9:19:42, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.2220, top1_acc: 0.5094, top5_acc: 0.7438, loss_cls: 2.1286, loss: 3.3506, grad_norm: 4.3451 2021-07-20 12:21:24,847 - mmaction - INFO - Epoch [123][940/1879] lr: 1.613e-02, eta: 9:19:29, time: 0.622, data_time: 0.005, memory: 6921, loss_aux: 1.2077, top1_acc: 0.5160, top5_acc: 0.7375, loss_cls: 2.1047, loss: 3.3124, grad_norm: 4.3075 2021-07-20 12:21:36,967 - mmaction - INFO - Epoch [123][960/1879] lr: 1.612e-02, eta: 9:19:16, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.2074, top1_acc: 0.5172, top5_acc: 0.7480, loss_cls: 2.0983, loss: 3.3057, grad_norm: 4.2807 2021-07-20 12:21:49,180 - mmaction - INFO - Epoch [123][980/1879] lr: 1.611e-02, eta: 9:19:03, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.2289, top1_acc: 0.5176, top5_acc: 0.7406, loss_cls: 2.1245, loss: 3.3533, grad_norm: 4.2634 2021-07-20 12:22:01,441 - mmaction - INFO - Epoch [123][1000/1879] lr: 1.610e-02, eta: 9:18:49, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.2389, top1_acc: 0.4992, top5_acc: 0.7312, loss_cls: 2.1941, loss: 3.4330, grad_norm: 4.4402 2021-07-20 12:22:13,467 - mmaction - INFO - Epoch [123][1020/1879] lr: 1.608e-02, eta: 9:18:36, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.2328, top1_acc: 0.5105, top5_acc: 0.7402, loss_cls: 2.1278, loss: 3.3606, grad_norm: 4.3845 2021-07-20 12:22:25,375 - mmaction - INFO - Epoch [123][1040/1879] lr: 1.607e-02, eta: 9:18:23, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.2264, top1_acc: 0.5156, top5_acc: 0.7398, loss_cls: 2.1432, loss: 3.3696, grad_norm: 4.3835 2021-07-20 12:22:39,021 - mmaction - INFO - Epoch [123][1060/1879] lr: 1.606e-02, eta: 9:18:10, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.2619, top1_acc: 0.5059, top5_acc: 0.7215, loss_cls: 2.1935, loss: 3.4554, grad_norm: 4.3873 2021-07-20 12:22:51,384 - mmaction - INFO - Epoch [123][1080/1879] lr: 1.605e-02, eta: 9:17:57, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.2299, top1_acc: 0.5117, top5_acc: 0.7484, loss_cls: 2.1196, loss: 3.3495, grad_norm: 4.3687 2021-07-20 12:23:07,480 - mmaction - INFO - Epoch [123][1100/1879] lr: 1.604e-02, eta: 9:17:45, time: 0.806, data_time: 0.003, memory: 6921, loss_aux: 1.2312, top1_acc: 0.5059, top5_acc: 0.7344, loss_cls: 2.1521, loss: 3.3833, grad_norm: 4.4464 2021-07-20 12:23:26,375 - mmaction - INFO - Epoch [123][1120/1879] lr: 1.602e-02, eta: 9:17:33, time: 0.945, data_time: 0.002, memory: 6921, loss_aux: 1.2482, top1_acc: 0.4941, top5_acc: 0.7336, loss_cls: 2.2012, loss: 3.4493, grad_norm: 4.3697 2021-07-20 12:23:37,425 - mmaction - INFO - Epoch [123][1140/1879] lr: 1.601e-02, eta: 9:17:20, time: 0.551, data_time: 0.004, memory: 6921, loss_aux: 1.2550, top1_acc: 0.5020, top5_acc: 0.7402, loss_cls: 2.1861, loss: 3.4411, grad_norm: 4.3760 2021-07-20 12:23:56,398 - mmaction - INFO - Epoch [123][1160/1879] lr: 1.600e-02, eta: 9:17:08, time: 0.948, data_time: 0.003, memory: 6921, loss_aux: 1.2021, top1_acc: 0.5184, top5_acc: 0.7492, loss_cls: 2.0892, loss: 3.2913, grad_norm: 4.3344 2021-07-20 12:24:08,558 - mmaction - INFO - Epoch [123][1180/1879] lr: 1.599e-02, eta: 9:16:55, time: 0.609, data_time: 0.003, memory: 6921, loss_aux: 1.1952, top1_acc: 0.5285, top5_acc: 0.7457, loss_cls: 2.0715, loss: 3.2667, grad_norm: 4.2490 2021-07-20 12:24:22,639 - mmaction - INFO - Epoch [123][1200/1879] lr: 1.598e-02, eta: 9:16:42, time: 0.701, data_time: 0.002, memory: 6921, loss_aux: 1.2546, top1_acc: 0.5020, top5_acc: 0.7383, loss_cls: 2.1767, loss: 3.4313, grad_norm: 4.4039 2021-07-20 12:24:48,193 - mmaction - INFO - Epoch [123][1220/1879] lr: 1.596e-02, eta: 9:16:32, time: 1.281, data_time: 0.005, memory: 6921, loss_aux: 1.2484, top1_acc: 0.5082, top5_acc: 0.7254, loss_cls: 2.2055, loss: 3.4539, grad_norm: 4.3993 2021-07-20 12:24:59,782 - mmaction - INFO - Epoch [123][1240/1879] lr: 1.595e-02, eta: 9:16:18, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.2785, top1_acc: 0.4918, top5_acc: 0.7242, loss_cls: 2.2110, loss: 3.4895, grad_norm: 4.4157 2021-07-20 12:25:25,348 - mmaction - INFO - Epoch [123][1260/1879] lr: 1.594e-02, eta: 9:16:08, time: 1.260, data_time: 0.003, memory: 6921, loss_aux: 1.2494, top1_acc: 0.4977, top5_acc: 0.7363, loss_cls: 2.1717, loss: 3.4212, grad_norm: 4.3747 2021-07-20 12:25:46,765 - mmaction - INFO - Epoch [123][1280/1879] lr: 1.593e-02, eta: 9:15:57, time: 1.087, data_time: 0.054, memory: 6921, loss_aux: 1.2458, top1_acc: 0.4980, top5_acc: 0.7312, loss_cls: 2.1790, loss: 3.4248, grad_norm: 4.4078 2021-07-20 12:26:08,371 - mmaction - INFO - Epoch [123][1300/1879] lr: 1.592e-02, eta: 9:15:46, time: 1.081, data_time: 0.006, memory: 6921, loss_aux: 1.2144, top1_acc: 0.5105, top5_acc: 0.7488, loss_cls: 2.1232, loss: 3.3376, grad_norm: 4.3866 2021-07-20 12:26:20,160 - mmaction - INFO - Epoch [123][1320/1879] lr: 1.590e-02, eta: 9:15:33, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.2486, top1_acc: 0.5047, top5_acc: 0.7387, loss_cls: 2.1650, loss: 3.4136, grad_norm: 4.2901 2021-07-20 12:26:37,654 - mmaction - INFO - Epoch [123][1340/1879] lr: 1.589e-02, eta: 9:15:21, time: 0.875, data_time: 0.005, memory: 6921, loss_aux: 1.2422, top1_acc: 0.5086, top5_acc: 0.7297, loss_cls: 2.1604, loss: 3.4026, grad_norm: 4.4088 2021-07-20 12:26:57,608 - mmaction - INFO - Epoch [123][1360/1879] lr: 1.588e-02, eta: 9:15:09, time: 0.993, data_time: 0.004, memory: 6921, loss_aux: 1.2505, top1_acc: 0.5082, top5_acc: 0.7262, loss_cls: 2.1983, loss: 3.4488, grad_norm: 4.4111 2021-07-20 12:27:18,712 - mmaction - INFO - Epoch [123][1380/1879] lr: 1.587e-02, eta: 9:14:58, time: 0.992, data_time: 0.007, memory: 6921, loss_aux: 1.2169, top1_acc: 0.5137, top5_acc: 0.7469, loss_cls: 2.1457, loss: 3.3625, grad_norm: 4.3098 2021-07-20 12:27:38,236 - mmaction - INFO - Epoch [123][1400/1879] lr: 1.586e-02, eta: 9:14:47, time: 1.041, data_time: 0.069, memory: 6921, loss_aux: 1.2266, top1_acc: 0.5168, top5_acc: 0.7359, loss_cls: 2.1458, loss: 3.3723, grad_norm: 4.3136 2021-07-20 12:27:50,350 - mmaction - INFO - Epoch [123][1420/1879] lr: 1.584e-02, eta: 9:14:33, time: 0.609, data_time: 0.006, memory: 6921, loss_aux: 1.2183, top1_acc: 0.5152, top5_acc: 0.7441, loss_cls: 2.1063, loss: 3.3247, grad_norm: 4.3572 2021-07-20 12:28:02,087 - mmaction - INFO - Epoch [123][1440/1879] lr: 1.583e-02, eta: 9:14:20, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.2370, top1_acc: 0.4965, top5_acc: 0.7312, loss_cls: 2.1656, loss: 3.4026, grad_norm: 4.4561 2021-07-20 12:28:19,276 - mmaction - INFO - Epoch [123][1460/1879] lr: 1.582e-02, eta: 9:14:08, time: 0.856, data_time: 0.001, memory: 6921, loss_aux: 1.2493, top1_acc: 0.5180, top5_acc: 0.7316, loss_cls: 2.1622, loss: 3.4115, grad_norm: 4.3773 2021-07-20 12:28:31,223 - mmaction - INFO - Epoch [123][1480/1879] lr: 1.581e-02, eta: 9:13:55, time: 0.601, data_time: 0.006, memory: 6921, loss_aux: 1.2533, top1_acc: 0.5102, top5_acc: 0.7305, loss_cls: 2.1527, loss: 3.4060, grad_norm: 4.3949 2021-07-20 12:28:43,049 - mmaction - INFO - Epoch [123][1500/1879] lr: 1.579e-02, eta: 9:13:42, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.2497, top1_acc: 0.5039, top5_acc: 0.7336, loss_cls: 2.2004, loss: 3.4502, grad_norm: 4.4519 2021-07-20 12:28:59,646 - mmaction - INFO - Epoch [123][1520/1879] lr: 1.578e-02, eta: 9:13:29, time: 0.823, data_time: 0.003, memory: 6921, loss_aux: 1.2529, top1_acc: 0.5012, top5_acc: 0.7348, loss_cls: 2.1917, loss: 3.4446, grad_norm: 4.4376 2021-07-20 12:29:14,952 - mmaction - INFO - Epoch [123][1540/1879] lr: 1.577e-02, eta: 9:13:17, time: 0.773, data_time: 0.041, memory: 6921, loss_aux: 1.2442, top1_acc: 0.5195, top5_acc: 0.7430, loss_cls: 2.1365, loss: 3.3807, grad_norm: 4.3947 2021-07-20 12:29:29,830 - mmaction - INFO - Epoch [123][1560/1879] lr: 1.576e-02, eta: 9:13:04, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.2446, top1_acc: 0.5133, top5_acc: 0.7398, loss_cls: 2.1319, loss: 3.3765, grad_norm: 4.3683 2021-07-20 12:29:42,403 - mmaction - INFO - Epoch [123][1580/1879] lr: 1.575e-02, eta: 9:12:51, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.2236, top1_acc: 0.5191, top5_acc: 0.7449, loss_cls: 2.1316, loss: 3.3551, grad_norm: 4.3471 2021-07-20 12:29:57,140 - mmaction - INFO - Epoch [123][1600/1879] lr: 1.573e-02, eta: 9:12:39, time: 0.750, data_time: 0.016, memory: 6921, loss_aux: 1.2114, top1_acc: 0.5242, top5_acc: 0.7523, loss_cls: 2.0766, loss: 3.2880, grad_norm: 4.3516 2021-07-20 12:30:14,177 - mmaction - INFO - Epoch [123][1620/1879] lr: 1.572e-02, eta: 9:12:26, time: 0.849, data_time: 0.003, memory: 6921, loss_aux: 1.2570, top1_acc: 0.4973, top5_acc: 0.7242, loss_cls: 2.2049, loss: 3.4619, grad_norm: 4.4301 2021-07-20 12:30:26,606 - mmaction - INFO - Epoch [123][1640/1879] lr: 1.571e-02, eta: 9:12:13, time: 0.625, data_time: 0.007, memory: 6921, loss_aux: 1.2345, top1_acc: 0.5047, top5_acc: 0.7422, loss_cls: 2.1321, loss: 3.3666, grad_norm: 4.4125 2021-07-20 12:30:42,872 - mmaction - INFO - Epoch [123][1660/1879] lr: 1.570e-02, eta: 9:12:01, time: 0.812, data_time: 0.005, memory: 6921, loss_aux: 1.2135, top1_acc: 0.5062, top5_acc: 0.7492, loss_cls: 2.1116, loss: 3.3251, grad_norm: 4.3856 2021-07-20 12:30:54,364 - mmaction - INFO - Epoch [123][1680/1879] lr: 1.569e-02, eta: 9:11:48, time: 0.575, data_time: 0.006, memory: 6921, loss_aux: 1.2186, top1_acc: 0.5148, top5_acc: 0.7402, loss_cls: 2.1056, loss: 3.3242, grad_norm: 4.3859 2021-07-20 12:31:10,567 - mmaction - INFO - Epoch [123][1700/1879] lr: 1.567e-02, eta: 9:11:35, time: 0.810, data_time: 0.003, memory: 6921, loss_aux: 1.2827, top1_acc: 0.4895, top5_acc: 0.7180, loss_cls: 2.2340, loss: 3.5167, grad_norm: 4.4487 2021-07-20 12:31:24,489 - mmaction - INFO - Epoch [123][1720/1879] lr: 1.566e-02, eta: 9:11:23, time: 0.694, data_time: 0.006, memory: 6921, loss_aux: 1.2213, top1_acc: 0.5113, top5_acc: 0.7375, loss_cls: 2.1317, loss: 3.3530, grad_norm: 4.3542 2021-07-20 12:31:43,235 - mmaction - INFO - Epoch [123][1740/1879] lr: 1.565e-02, eta: 9:11:11, time: 0.940, data_time: 0.006, memory: 6921, loss_aux: 1.2170, top1_acc: 0.5195, top5_acc: 0.7477, loss_cls: 2.1038, loss: 3.3208, grad_norm: 4.3882 2021-07-20 12:31:57,404 - mmaction - INFO - Epoch [123][1760/1879] lr: 1.564e-02, eta: 9:10:58, time: 0.706, data_time: 0.003, memory: 6921, loss_aux: 1.2249, top1_acc: 0.5141, top5_acc: 0.7387, loss_cls: 2.1494, loss: 3.3742, grad_norm: 4.3892 2021-07-20 12:32:11,073 - mmaction - INFO - Epoch [123][1780/1879] lr: 1.563e-02, eta: 9:10:45, time: 0.686, data_time: 0.007, memory: 6921, loss_aux: 1.2382, top1_acc: 0.5094, top5_acc: 0.7426, loss_cls: 2.1744, loss: 3.4127, grad_norm: 4.4915 2021-07-20 12:32:23,242 - mmaction - INFO - Epoch [123][1800/1879] lr: 1.562e-02, eta: 9:10:32, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.2575, top1_acc: 0.5094, top5_acc: 0.7316, loss_cls: 2.1795, loss: 3.4370, grad_norm: 4.4287 2021-07-20 12:32:38,151 - mmaction - INFO - Epoch [123][1820/1879] lr: 1.560e-02, eta: 9:10:19, time: 0.741, data_time: 0.003, memory: 6921, loss_aux: 1.2038, top1_acc: 0.5059, top5_acc: 0.7516, loss_cls: 2.0954, loss: 3.2992, grad_norm: 4.3401 2021-07-20 12:32:59,762 - mmaction - INFO - Epoch [123][1840/1879] lr: 1.559e-02, eta: 9:10:08, time: 1.083, data_time: 0.007, memory: 6921, loss_aux: 1.2309, top1_acc: 0.5156, top5_acc: 0.7484, loss_cls: 2.1246, loss: 3.3555, grad_norm: 4.3390 2021-07-20 12:33:18,581 - mmaction - INFO - Epoch [123][1860/1879] lr: 1.558e-02, eta: 9:09:57, time: 0.942, data_time: 0.008, memory: 6921, loss_aux: 1.2390, top1_acc: 0.5027, top5_acc: 0.7391, loss_cls: 2.1499, loss: 3.3889, grad_norm: 4.4771 2021-07-20 12:33:29,773 - mmaction - INFO - Saving checkpoint at 123 epochs 2021-07-20 12:33:56,580 - mmaction - INFO - Epoch [124][20/1879] lr: 1.556e-02, eta: 9:09:30, time: 0.959, data_time: 0.171, memory: 6921, loss_aux: 1.2368, top1_acc: 0.5039, top5_acc: 0.7445, loss_cls: 2.1259, loss: 3.3627, grad_norm: 4.3796 2021-07-20 12:34:08,163 - mmaction - INFO - Epoch [124][40/1879] lr: 1.554e-02, eta: 9:09:17, time: 0.584, data_time: 0.006, memory: 6921, loss_aux: 1.2315, top1_acc: 0.5094, top5_acc: 0.7453, loss_cls: 2.1324, loss: 3.3639, grad_norm: 4.3239 2021-07-20 12:34:20,200 - mmaction - INFO - Epoch [124][60/1879] lr: 1.553e-02, eta: 9:09:03, time: 0.599, data_time: 0.001, memory: 6921, loss_aux: 1.2184, top1_acc: 0.5195, top5_acc: 0.7473, loss_cls: 2.0929, loss: 3.3113, grad_norm: 4.3406 2021-07-20 12:34:34,585 - mmaction - INFO - Epoch [124][80/1879] lr: 1.552e-02, eta: 9:08:51, time: 0.721, data_time: 0.004, memory: 6921, loss_aux: 1.1894, top1_acc: 0.5168, top5_acc: 0.7578, loss_cls: 2.0610, loss: 3.2504, grad_norm: 4.3541 2021-07-20 12:34:46,335 - mmaction - INFO - Epoch [124][100/1879] lr: 1.551e-02, eta: 9:08:37, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.2267, top1_acc: 0.5168, top5_acc: 0.7398, loss_cls: 2.1190, loss: 3.3457, grad_norm: 4.4566 2021-07-20 12:34:58,090 - mmaction - INFO - Epoch [124][120/1879] lr: 1.550e-02, eta: 9:08:24, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.2189, top1_acc: 0.5125, top5_acc: 0.7418, loss_cls: 2.1141, loss: 3.3330, grad_norm: 4.3664 2021-07-20 12:35:15,380 - mmaction - INFO - Epoch [124][140/1879] lr: 1.548e-02, eta: 9:08:12, time: 0.863, data_time: 0.004, memory: 6921, loss_aux: 1.2283, top1_acc: 0.5062, top5_acc: 0.7410, loss_cls: 2.1473, loss: 3.3756, grad_norm: 4.4383 2021-07-20 12:35:28,278 - mmaction - INFO - Epoch [124][160/1879] lr: 1.547e-02, eta: 9:07:59, time: 0.646, data_time: 0.004, memory: 6921, loss_aux: 1.2433, top1_acc: 0.5035, top5_acc: 0.7375, loss_cls: 2.1463, loss: 3.3896, grad_norm: 4.4516 2021-07-20 12:35:44,604 - mmaction - INFO - Epoch [124][180/1879] lr: 1.546e-02, eta: 9:07:47, time: 0.814, data_time: 0.002, memory: 6921, loss_aux: 1.2573, top1_acc: 0.4996, top5_acc: 0.7277, loss_cls: 2.1836, loss: 3.4409, grad_norm: 4.4481 2021-07-20 12:35:57,053 - mmaction - INFO - Epoch [124][200/1879] lr: 1.545e-02, eta: 9:07:34, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.2554, top1_acc: 0.4984, top5_acc: 0.7488, loss_cls: 2.1702, loss: 3.4256, grad_norm: 4.3705 2021-07-20 12:36:18,819 - mmaction - INFO - Epoch [124][220/1879] lr: 1.544e-02, eta: 9:07:23, time: 1.127, data_time: 0.042, memory: 6921, loss_aux: 1.2516, top1_acc: 0.5059, top5_acc: 0.7348, loss_cls: 2.1668, loss: 3.4184, grad_norm: 4.3937 2021-07-20 12:36:31,796 - mmaction - INFO - Epoch [124][240/1879] lr: 1.542e-02, eta: 9:07:10, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.2184, top1_acc: 0.5262, top5_acc: 0.7402, loss_cls: 2.0864, loss: 3.3048, grad_norm: 4.2939 2021-07-20 12:36:49,323 - mmaction - INFO - Epoch [124][260/1879] lr: 1.541e-02, eta: 9:06:58, time: 0.873, data_time: 0.003, memory: 6921, loss_aux: 1.2451, top1_acc: 0.5070, top5_acc: 0.7430, loss_cls: 2.1299, loss: 3.3750, grad_norm: 4.5470 2021-07-20 12:37:07,926 - mmaction - INFO - Epoch [124][280/1879] lr: 1.540e-02, eta: 9:06:46, time: 0.934, data_time: 0.006, memory: 6921, loss_aux: 1.2118, top1_acc: 0.5180, top5_acc: 0.7508, loss_cls: 2.1195, loss: 3.3313, grad_norm: 4.4444 2021-07-20 12:37:23,556 - mmaction - INFO - Epoch [124][300/1879] lr: 1.539e-02, eta: 9:06:33, time: 0.749, data_time: 0.002, memory: 6921, loss_aux: 1.2332, top1_acc: 0.5023, top5_acc: 0.7449, loss_cls: 2.1382, loss: 3.3714, grad_norm: 4.4387 2021-07-20 12:37:45,208 - mmaction - INFO - Epoch [124][320/1879] lr: 1.538e-02, eta: 9:06:22, time: 1.090, data_time: 0.048, memory: 6921, loss_aux: 1.1908, top1_acc: 0.5324, top5_acc: 0.7559, loss_cls: 2.0434, loss: 3.2342, grad_norm: 4.3782 2021-07-20 12:37:57,925 - mmaction - INFO - Epoch [124][340/1879] lr: 1.537e-02, eta: 9:06:09, time: 0.660, data_time: 0.028, memory: 6921, loss_aux: 1.2421, top1_acc: 0.5059, top5_acc: 0.7309, loss_cls: 2.1583, loss: 3.4003, grad_norm: 4.4208 2021-07-20 12:38:11,215 - mmaction - INFO - Epoch [124][360/1879] lr: 1.535e-02, eta: 9:05:56, time: 0.657, data_time: 0.003, memory: 6921, loss_aux: 1.2473, top1_acc: 0.4969, top5_acc: 0.7359, loss_cls: 2.1561, loss: 3.4034, grad_norm: 4.3956 2021-07-20 12:38:27,260 - mmaction - INFO - Epoch [124][380/1879] lr: 1.534e-02, eta: 9:05:44, time: 0.809, data_time: 0.010, memory: 6921, loss_aux: 1.1809, top1_acc: 0.5227, top5_acc: 0.7469, loss_cls: 2.0458, loss: 3.2268, grad_norm: 4.3309 2021-07-20 12:38:40,372 - mmaction - INFO - Epoch [124][400/1879] lr: 1.533e-02, eta: 9:05:31, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.2661, top1_acc: 0.5004, top5_acc: 0.7328, loss_cls: 2.1892, loss: 3.4553, grad_norm: 4.4911 2021-07-20 12:38:57,556 - mmaction - INFO - Epoch [124][420/1879] lr: 1.532e-02, eta: 9:05:19, time: 0.856, data_time: 0.002, memory: 6921, loss_aux: 1.2523, top1_acc: 0.4977, top5_acc: 0.7383, loss_cls: 2.1933, loss: 3.4457, grad_norm: 4.4141 2021-07-20 12:39:08,989 - mmaction - INFO - Epoch [124][440/1879] lr: 1.531e-02, eta: 9:05:05, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.2031, top1_acc: 0.5211, top5_acc: 0.7539, loss_cls: 2.0697, loss: 3.2728, grad_norm: 4.3430 2021-07-20 12:39:21,542 - mmaction - INFO - Epoch [124][460/1879] lr: 1.529e-02, eta: 9:04:52, time: 0.628, data_time: 0.001, memory: 6921, loss_aux: 1.2387, top1_acc: 0.5020, top5_acc: 0.7328, loss_cls: 2.1435, loss: 3.3821, grad_norm: 4.4059 2021-07-20 12:39:34,082 - mmaction - INFO - Epoch [124][480/1879] lr: 1.528e-02, eta: 9:04:39, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.1959, top1_acc: 0.5211, top5_acc: 0.7473, loss_cls: 2.0786, loss: 3.2745, grad_norm: 4.3770 2021-07-20 12:39:46,135 - mmaction - INFO - Epoch [124][500/1879] lr: 1.527e-02, eta: 9:04:26, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.1973, top1_acc: 0.5168, top5_acc: 0.7578, loss_cls: 2.0872, loss: 3.2845, grad_norm: 4.3844 2021-07-20 12:39:57,651 - mmaction - INFO - Epoch [124][520/1879] lr: 1.526e-02, eta: 9:04:13, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.2018, top1_acc: 0.5242, top5_acc: 0.7500, loss_cls: 2.0778, loss: 3.2796, grad_norm: 4.4003 2021-07-20 12:40:12,400 - mmaction - INFO - Epoch [124][540/1879] lr: 1.525e-02, eta: 9:04:00, time: 0.737, data_time: 0.005, memory: 6921, loss_aux: 1.2088, top1_acc: 0.5141, top5_acc: 0.7422, loss_cls: 2.1286, loss: 3.3375, grad_norm: 4.4662 2021-07-20 12:40:28,966 - mmaction - INFO - Epoch [124][560/1879] lr: 1.523e-02, eta: 9:03:48, time: 0.827, data_time: 0.002, memory: 6921, loss_aux: 1.2153, top1_acc: 0.5113, top5_acc: 0.7477, loss_cls: 2.1043, loss: 3.3197, grad_norm: 4.4122 2021-07-20 12:40:41,343 - mmaction - INFO - Epoch [124][580/1879] lr: 1.522e-02, eta: 9:03:35, time: 0.621, data_time: 0.005, memory: 6921, loss_aux: 1.2317, top1_acc: 0.5016, top5_acc: 0.7520, loss_cls: 2.1374, loss: 3.3691, grad_norm: 4.4940 2021-07-20 12:40:56,015 - mmaction - INFO - Epoch [124][600/1879] lr: 1.521e-02, eta: 9:03:22, time: 0.730, data_time: 0.002, memory: 6921, loss_aux: 1.2135, top1_acc: 0.5219, top5_acc: 0.7508, loss_cls: 2.0580, loss: 3.2715, grad_norm: 4.3454 2021-07-20 12:41:11,812 - mmaction - INFO - Epoch [124][620/1879] lr: 1.520e-02, eta: 9:03:10, time: 0.792, data_time: 0.007, memory: 6921, loss_aux: 1.1783, top1_acc: 0.5285, top5_acc: 0.7590, loss_cls: 2.0488, loss: 3.2272, grad_norm: 4.4283 2021-07-20 12:41:23,370 - mmaction - INFO - Epoch [124][640/1879] lr: 1.519e-02, eta: 9:02:56, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.1967, top1_acc: 0.5266, top5_acc: 0.7516, loss_cls: 2.0638, loss: 3.2604, grad_norm: 4.4260 2021-07-20 12:41:41,670 - mmaction - INFO - Epoch [124][660/1879] lr: 1.518e-02, eta: 9:02:44, time: 0.914, data_time: 0.007, memory: 6921, loss_aux: 1.2031, top1_acc: 0.5246, top5_acc: 0.7559, loss_cls: 2.0752, loss: 3.2783, grad_norm: 4.4151 2021-07-20 12:41:56,935 - mmaction - INFO - Epoch [124][680/1879] lr: 1.516e-02, eta: 9:02:32, time: 0.766, data_time: 0.005, memory: 6921, loss_aux: 1.2396, top1_acc: 0.5102, top5_acc: 0.7410, loss_cls: 2.1493, loss: 3.3889, grad_norm: 4.4605 2021-07-20 12:42:08,581 - mmaction - INFO - Epoch [124][700/1879] lr: 1.515e-02, eta: 9:02:19, time: 0.582, data_time: 0.009, memory: 6921, loss_aux: 1.2279, top1_acc: 0.5109, top5_acc: 0.7398, loss_cls: 2.1329, loss: 3.3608, grad_norm: 4.3541 2021-07-20 12:42:22,340 - mmaction - INFO - Epoch [124][720/1879] lr: 1.514e-02, eta: 9:02:06, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.2787, top1_acc: 0.4945, top5_acc: 0.7312, loss_cls: 2.1823, loss: 3.4610, grad_norm: 4.4660 2021-07-20 12:42:34,759 - mmaction - INFO - Epoch [124][740/1879] lr: 1.513e-02, eta: 9:01:53, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.2169, top1_acc: 0.5258, top5_acc: 0.7441, loss_cls: 2.0953, loss: 3.3121, grad_norm: 4.3641 2021-07-20 12:42:46,483 - mmaction - INFO - Epoch [124][760/1879] lr: 1.512e-02, eta: 9:01:39, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.2625, top1_acc: 0.4930, top5_acc: 0.7281, loss_cls: 2.2106, loss: 3.4731, grad_norm: 4.4382 2021-07-20 12:43:00,658 - mmaction - INFO - Epoch [124][780/1879] lr: 1.511e-02, eta: 9:01:27, time: 0.707, data_time: 0.002, memory: 6921, loss_aux: 1.2308, top1_acc: 0.5062, top5_acc: 0.7449, loss_cls: 2.1173, loss: 3.3481, grad_norm: 4.3962 2021-07-20 12:43:14,002 - mmaction - INFO - Epoch [124][800/1879] lr: 1.509e-02, eta: 9:01:14, time: 0.668, data_time: 0.003, memory: 6921, loss_aux: 1.2222, top1_acc: 0.5113, top5_acc: 0.7406, loss_cls: 2.1218, loss: 3.3440, grad_norm: 4.3444 2021-07-20 12:43:25,694 - mmaction - INFO - Epoch [124][820/1879] lr: 1.508e-02, eta: 9:01:00, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.2315, top1_acc: 0.5113, top5_acc: 0.7461, loss_cls: 2.1301, loss: 3.3616, grad_norm: 4.5300 2021-07-20 12:43:46,022 - mmaction - INFO - Epoch [124][840/1879] lr: 1.507e-02, eta: 9:00:49, time: 1.009, data_time: 0.002, memory: 6921, loss_aux: 1.2312, top1_acc: 0.5133, top5_acc: 0.7379, loss_cls: 2.1559, loss: 3.3870, grad_norm: 4.3930 2021-07-20 12:43:58,020 - mmaction - INFO - Epoch [124][860/1879] lr: 1.506e-02, eta: 9:00:36, time: 0.607, data_time: 0.010, memory: 6921, loss_aux: 1.2317, top1_acc: 0.5031, top5_acc: 0.7352, loss_cls: 2.1518, loss: 3.3835, grad_norm: 4.3746 2021-07-20 12:44:12,494 - mmaction - INFO - Epoch [124][880/1879] lr: 1.505e-02, eta: 9:00:23, time: 0.723, data_time: 0.002, memory: 6921, loss_aux: 1.2385, top1_acc: 0.5023, top5_acc: 0.7340, loss_cls: 2.1629, loss: 3.4014, grad_norm: 4.4906 2021-07-20 12:44:26,373 - mmaction - INFO - Epoch [124][900/1879] lr: 1.503e-02, eta: 9:00:10, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.2446, top1_acc: 0.5141, top5_acc: 0.7422, loss_cls: 2.1547, loss: 3.3993, grad_norm: 4.3519 2021-07-20 12:44:41,267 - mmaction - INFO - Epoch [124][920/1879] lr: 1.502e-02, eta: 8:59:57, time: 0.677, data_time: 0.004, memory: 6921, loss_aux: 1.2070, top1_acc: 0.5129, top5_acc: 0.7480, loss_cls: 2.0858, loss: 3.2928, grad_norm: 4.3950 2021-07-20 12:44:56,410 - mmaction - INFO - Epoch [124][940/1879] lr: 1.501e-02, eta: 8:59:45, time: 0.825, data_time: 0.073, memory: 6921, loss_aux: 1.2139, top1_acc: 0.5160, top5_acc: 0.7492, loss_cls: 2.1193, loss: 3.3333, grad_norm: 4.4012 2021-07-20 12:45:16,526 - mmaction - INFO - Epoch [124][960/1879] lr: 1.500e-02, eta: 8:59:34, time: 1.008, data_time: 0.007, memory: 6921, loss_aux: 1.2380, top1_acc: 0.5078, top5_acc: 0.7258, loss_cls: 2.1736, loss: 3.4116, grad_norm: 4.5633 2021-07-20 12:45:34,071 - mmaction - INFO - Epoch [124][980/1879] lr: 1.499e-02, eta: 8:59:22, time: 0.873, data_time: 0.002, memory: 6921, loss_aux: 1.2113, top1_acc: 0.5219, top5_acc: 0.7465, loss_cls: 2.1073, loss: 3.3186, grad_norm: 4.3983 2021-07-20 12:45:45,552 - mmaction - INFO - Epoch [124][1000/1879] lr: 1.498e-02, eta: 8:59:08, time: 0.577, data_time: 0.008, memory: 6921, loss_aux: 1.1672, top1_acc: 0.5434, top5_acc: 0.7605, loss_cls: 1.9932, loss: 3.1604, grad_norm: 4.3394 2021-07-20 12:45:57,703 - mmaction - INFO - Epoch [124][1020/1879] lr: 1.496e-02, eta: 8:58:55, time: 0.608, data_time: 0.002, memory: 6921, loss_aux: 1.2559, top1_acc: 0.5016, top5_acc: 0.7371, loss_cls: 2.1677, loss: 3.4236, grad_norm: 4.4831 2021-07-20 12:46:09,214 - mmaction - INFO - Epoch [124][1040/1879] lr: 1.495e-02, eta: 8:58:42, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.2041, top1_acc: 0.5215, top5_acc: 0.7469, loss_cls: 2.0926, loss: 3.2967, grad_norm: 4.3597 2021-07-20 12:46:22,272 - mmaction - INFO - Epoch [124][1060/1879] lr: 1.494e-02, eta: 8:58:29, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.2310, top1_acc: 0.5137, top5_acc: 0.7508, loss_cls: 2.0896, loss: 3.3206, grad_norm: 4.4714 2021-07-20 12:46:33,879 - mmaction - INFO - Epoch [124][1080/1879] lr: 1.493e-02, eta: 8:58:15, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.2412, top1_acc: 0.5086, top5_acc: 0.7445, loss_cls: 2.1153, loss: 3.3565, grad_norm: 4.4001 2021-07-20 12:46:56,566 - mmaction - INFO - Epoch [124][1100/1879] lr: 1.492e-02, eta: 8:58:04, time: 1.133, data_time: 0.002, memory: 6921, loss_aux: 1.2359, top1_acc: 0.5121, top5_acc: 0.7336, loss_cls: 2.1845, loss: 3.4204, grad_norm: 4.4932 2021-07-20 12:47:09,028 - mmaction - INFO - Epoch [124][1120/1879] lr: 1.491e-02, eta: 8:57:51, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.2247, top1_acc: 0.5145, top5_acc: 0.7391, loss_cls: 2.1319, loss: 3.3566, grad_norm: 4.3848 2021-07-20 12:47:24,588 - mmaction - INFO - Epoch [124][1140/1879] lr: 1.489e-02, eta: 8:57:39, time: 0.808, data_time: 0.034, memory: 6921, loss_aux: 1.2041, top1_acc: 0.5211, top5_acc: 0.7461, loss_cls: 2.0784, loss: 3.2825, grad_norm: 4.3523 2021-07-20 12:47:37,147 - mmaction - INFO - Epoch [124][1160/1879] lr: 1.488e-02, eta: 8:57:26, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.2166, top1_acc: 0.5078, top5_acc: 0.7430, loss_cls: 2.1258, loss: 3.3424, grad_norm: 4.4930 2021-07-20 12:47:48,509 - mmaction - INFO - Epoch [124][1180/1879] lr: 1.487e-02, eta: 8:57:12, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.2018, top1_acc: 0.5203, top5_acc: 0.7617, loss_cls: 2.0787, loss: 3.2805, grad_norm: 4.4997 2021-07-20 12:48:03,524 - mmaction - INFO - Epoch [124][1200/1879] lr: 1.486e-02, eta: 8:57:00, time: 0.749, data_time: 0.003, memory: 6921, loss_aux: 1.2575, top1_acc: 0.4906, top5_acc: 0.7352, loss_cls: 2.1701, loss: 3.4276, grad_norm: 4.5497 2021-07-20 12:48:15,769 - mmaction - INFO - Epoch [124][1220/1879] lr: 1.485e-02, eta: 8:56:47, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.2366, top1_acc: 0.5133, top5_acc: 0.7367, loss_cls: 2.1517, loss: 3.3882, grad_norm: 4.4966 2021-07-20 12:48:28,453 - mmaction - INFO - Epoch [124][1240/1879] lr: 1.484e-02, eta: 8:56:34, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.2675, top1_acc: 0.4871, top5_acc: 0.7332, loss_cls: 2.2195, loss: 3.4871, grad_norm: 4.5847 2021-07-20 12:48:39,885 - mmaction - INFO - Epoch [124][1260/1879] lr: 1.482e-02, eta: 8:56:20, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.2035, top1_acc: 0.5180, top5_acc: 0.7547, loss_cls: 2.0734, loss: 3.2769, grad_norm: 4.3919 2021-07-20 12:48:58,832 - mmaction - INFO - Epoch [124][1280/1879] lr: 1.481e-02, eta: 8:56:08, time: 0.944, data_time: 0.003, memory: 6921, loss_aux: 1.2125, top1_acc: 0.5230, top5_acc: 0.7461, loss_cls: 2.1035, loss: 3.3160, grad_norm: 4.3702 2021-07-20 12:49:11,546 - mmaction - INFO - Epoch [124][1300/1879] lr: 1.480e-02, eta: 8:55:55, time: 0.640, data_time: 0.009, memory: 6921, loss_aux: 1.2003, top1_acc: 0.5293, top5_acc: 0.7477, loss_cls: 2.0885, loss: 3.2888, grad_norm: 4.3964 2021-07-20 12:49:26,657 - mmaction - INFO - Epoch [124][1320/1879] lr: 1.479e-02, eta: 8:55:43, time: 0.755, data_time: 0.002, memory: 6921, loss_aux: 1.2392, top1_acc: 0.5082, top5_acc: 0.7453, loss_cls: 2.1410, loss: 3.3801, grad_norm: 4.4069 2021-07-20 12:49:38,228 - mmaction - INFO - Epoch [124][1340/1879] lr: 1.478e-02, eta: 8:55:30, time: 0.579, data_time: 0.010, memory: 6921, loss_aux: 1.2349, top1_acc: 0.5211, top5_acc: 0.7375, loss_cls: 2.1200, loss: 3.3549, grad_norm: 4.3654 2021-07-20 12:49:49,670 - mmaction - INFO - Epoch [124][1360/1879] lr: 1.477e-02, eta: 8:55:16, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.2374, top1_acc: 0.5113, top5_acc: 0.7328, loss_cls: 2.1524, loss: 3.3899, grad_norm: 4.3845 2021-07-20 12:50:01,436 - mmaction - INFO - Epoch [124][1380/1879] lr: 1.475e-02, eta: 8:55:03, time: 0.587, data_time: 0.001, memory: 6921, loss_aux: 1.2273, top1_acc: 0.5145, top5_acc: 0.7383, loss_cls: 2.1440, loss: 3.3713, grad_norm: 4.4689 2021-07-20 12:50:12,660 - mmaction - INFO - Epoch [124][1400/1879] lr: 1.474e-02, eta: 8:54:50, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.1934, top1_acc: 0.5312, top5_acc: 0.7523, loss_cls: 2.0694, loss: 3.2628, grad_norm: 4.3581 2021-07-20 12:50:33,863 - mmaction - INFO - Epoch [124][1420/1879] lr: 1.473e-02, eta: 8:54:38, time: 1.057, data_time: 0.005, memory: 6921, loss_aux: 1.2114, top1_acc: 0.5250, top5_acc: 0.7465, loss_cls: 2.1085, loss: 3.3199, grad_norm: 4.3747 2021-07-20 12:50:50,954 - mmaction - INFO - Epoch [124][1440/1879] lr: 1.472e-02, eta: 8:54:26, time: 0.857, data_time: 0.005, memory: 6921, loss_aux: 1.2147, top1_acc: 0.5117, top5_acc: 0.7414, loss_cls: 2.1189, loss: 3.3336, grad_norm: 4.4259 2021-07-20 12:51:02,400 - mmaction - INFO - Epoch [124][1460/1879] lr: 1.471e-02, eta: 8:54:13, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.2350, top1_acc: 0.5070, top5_acc: 0.7309, loss_cls: 2.1720, loss: 3.4070, grad_norm: 4.3681 2021-07-20 12:51:14,181 - mmaction - INFO - Epoch [124][1480/1879] lr: 1.470e-02, eta: 8:53:59, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.2516, top1_acc: 0.5008, top5_acc: 0.7328, loss_cls: 2.1761, loss: 3.4277, grad_norm: 4.4629 2021-07-20 12:51:26,399 - mmaction - INFO - Epoch [124][1500/1879] lr: 1.468e-02, eta: 8:53:46, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.2313, top1_acc: 0.5191, top5_acc: 0.7332, loss_cls: 2.1341, loss: 3.3654, grad_norm: 4.5080 2021-07-20 12:51:38,025 - mmaction - INFO - Epoch [124][1520/1879] lr: 1.467e-02, eta: 8:53:33, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.2358, top1_acc: 0.5184, top5_acc: 0.7430, loss_cls: 2.1338, loss: 3.3696, grad_norm: 4.5171 2021-07-20 12:51:52,332 - mmaction - INFO - Epoch [124][1540/1879] lr: 1.466e-02, eta: 8:53:20, time: 0.715, data_time: 0.001, memory: 6921, loss_aux: 1.2337, top1_acc: 0.5176, top5_acc: 0.7402, loss_cls: 2.1255, loss: 3.3592, grad_norm: 4.5033 2021-07-20 12:52:04,607 - mmaction - INFO - Epoch [124][1560/1879] lr: 1.465e-02, eta: 8:53:07, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.2177, top1_acc: 0.5047, top5_acc: 0.7430, loss_cls: 2.1128, loss: 3.3305, grad_norm: 4.4785 2021-07-20 12:52:16,608 - mmaction - INFO - Epoch [124][1580/1879] lr: 1.464e-02, eta: 8:52:54, time: 0.603, data_time: 0.005, memory: 6921, loss_aux: 1.2195, top1_acc: 0.5086, top5_acc: 0.7359, loss_cls: 2.1255, loss: 3.3450, grad_norm: 4.4354 2021-07-20 12:52:28,182 - mmaction - INFO - Epoch [124][1600/1879] lr: 1.463e-02, eta: 8:52:41, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.2610, top1_acc: 0.5074, top5_acc: 0.7293, loss_cls: 2.1816, loss: 3.4426, grad_norm: 4.4273 2021-07-20 12:52:47,314 - mmaction - INFO - Epoch [124][1620/1879] lr: 1.461e-02, eta: 8:52:29, time: 0.952, data_time: 0.002, memory: 6921, loss_aux: 1.2447, top1_acc: 0.5016, top5_acc: 0.7297, loss_cls: 2.1849, loss: 3.4296, grad_norm: 4.4795 2021-07-20 12:53:00,876 - mmaction - INFO - Epoch [124][1640/1879] lr: 1.460e-02, eta: 8:52:16, time: 0.602, data_time: 0.007, memory: 6921, loss_aux: 1.1829, top1_acc: 0.5344, top5_acc: 0.7562, loss_cls: 2.0478, loss: 3.2307, grad_norm: 4.3871 2021-07-20 12:53:18,376 - mmaction - INFO - Epoch [124][1660/1879] lr: 1.459e-02, eta: 8:52:04, time: 0.951, data_time: 0.081, memory: 6921, loss_aux: 1.2194, top1_acc: 0.5340, top5_acc: 0.7395, loss_cls: 2.1127, loss: 3.3321, grad_norm: 4.4556 2021-07-20 12:53:30,560 - mmaction - INFO - Epoch [124][1680/1879] lr: 1.458e-02, eta: 8:51:51, time: 0.611, data_time: 0.006, memory: 6921, loss_aux: 1.1960, top1_acc: 0.5277, top5_acc: 0.7520, loss_cls: 2.0664, loss: 3.2624, grad_norm: 4.4001 2021-07-20 12:53:42,225 - mmaction - INFO - Epoch [124][1700/1879] lr: 1.457e-02, eta: 8:51:37, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2264, top1_acc: 0.5184, top5_acc: 0.7387, loss_cls: 2.1224, loss: 3.3488, grad_norm: 4.4525 2021-07-20 12:54:02,134 - mmaction - INFO - Epoch [124][1720/1879] lr: 1.456e-02, eta: 8:51:26, time: 1.004, data_time: 0.013, memory: 6921, loss_aux: 1.1709, top1_acc: 0.5395, top5_acc: 0.7652, loss_cls: 2.0014, loss: 3.1722, grad_norm: 4.3398 2021-07-20 12:54:15,030 - mmaction - INFO - Epoch [124][1740/1879] lr: 1.454e-02, eta: 8:51:13, time: 0.646, data_time: 0.005, memory: 6921, loss_aux: 1.2184, top1_acc: 0.5215, top5_acc: 0.7496, loss_cls: 2.0705, loss: 3.2889, grad_norm: 4.4702 2021-07-20 12:54:29,986 - mmaction - INFO - Epoch [124][1760/1879] lr: 1.453e-02, eta: 8:51:00, time: 0.750, data_time: 0.006, memory: 6921, loss_aux: 1.2208, top1_acc: 0.5355, top5_acc: 0.7469, loss_cls: 2.0908, loss: 3.3117, grad_norm: 4.4440 2021-07-20 12:54:43,122 - mmaction - INFO - Epoch [124][1780/1879] lr: 1.452e-02, eta: 8:50:47, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.2022, top1_acc: 0.5301, top5_acc: 0.7578, loss_cls: 2.0678, loss: 3.2700, grad_norm: 4.5401 2021-07-20 12:54:55,192 - mmaction - INFO - Epoch [124][1800/1879] lr: 1.451e-02, eta: 8:50:34, time: 0.610, data_time: 0.010, memory: 6921, loss_aux: 1.1899, top1_acc: 0.5211, top5_acc: 0.7418, loss_cls: 2.0612, loss: 3.2511, grad_norm: 4.5777 2021-07-20 12:55:11,279 - mmaction - INFO - Epoch [124][1820/1879] lr: 1.450e-02, eta: 8:50:22, time: 0.804, data_time: 0.002, memory: 6921, loss_aux: 1.1746, top1_acc: 0.5293, top5_acc: 0.7590, loss_cls: 2.0342, loss: 3.2088, grad_norm: 4.5014 2021-07-20 12:55:22,932 - mmaction - INFO - Epoch [124][1840/1879] lr: 1.449e-02, eta: 8:50:08, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.2316, top1_acc: 0.5094, top5_acc: 0.7508, loss_cls: 2.1291, loss: 3.3606, grad_norm: 4.5044 2021-07-20 12:55:41,837 - mmaction - INFO - Epoch [124][1860/1879] lr: 1.448e-02, eta: 8:49:57, time: 0.943, data_time: 0.002, memory: 6921, loss_aux: 1.2084, top1_acc: 0.5254, top5_acc: 0.7527, loss_cls: 2.0822, loss: 3.2906, grad_norm: 4.4684 2021-07-20 12:55:52,291 - mmaction - INFO - Saving checkpoint at 124 epochs 2021-07-20 12:56:15,471 - mmaction - INFO - Epoch [125][20/1879] lr: 1.445e-02, eta: 8:49:29, time: 0.762, data_time: 0.159, memory: 6921, loss_aux: 1.1888, top1_acc: 0.5352, top5_acc: 0.7574, loss_cls: 2.0474, loss: 3.2362, grad_norm: 4.4306 2021-07-20 12:56:30,177 - mmaction - INFO - Epoch [125][40/1879] lr: 1.444e-02, eta: 8:49:16, time: 0.735, data_time: 0.003, memory: 6921, loss_aux: 1.2150, top1_acc: 0.5121, top5_acc: 0.7480, loss_cls: 2.1170, loss: 3.3320, grad_norm: 4.5696 2021-07-20 12:56:43,412 - mmaction - INFO - Epoch [125][60/1879] lr: 1.443e-02, eta: 8:49:03, time: 0.659, data_time: 0.007, memory: 6921, loss_aux: 1.2159, top1_acc: 0.5191, top5_acc: 0.7445, loss_cls: 2.0856, loss: 3.3015, grad_norm: 4.5325 2021-07-20 12:56:55,910 - mmaction - INFO - Epoch [125][80/1879] lr: 1.442e-02, eta: 8:48:50, time: 0.628, data_time: 0.006, memory: 6921, loss_aux: 1.2211, top1_acc: 0.5188, top5_acc: 0.7484, loss_cls: 2.0589, loss: 3.2800, grad_norm: 4.3981 2021-07-20 12:57:14,494 - mmaction - INFO - Epoch [125][100/1879] lr: 1.441e-02, eta: 8:48:38, time: 0.929, data_time: 0.003, memory: 6921, loss_aux: 1.2167, top1_acc: 0.5262, top5_acc: 0.7500, loss_cls: 2.0742, loss: 3.2909, grad_norm: 4.5187 2021-07-20 12:57:32,677 - mmaction - INFO - Epoch [125][120/1879] lr: 1.439e-02, eta: 8:48:27, time: 0.906, data_time: 0.006, memory: 6921, loss_aux: 1.1994, top1_acc: 0.5191, top5_acc: 0.7551, loss_cls: 2.0825, loss: 3.2819, grad_norm: 4.4099 2021-07-20 12:57:45,810 - mmaction - INFO - Epoch [125][140/1879] lr: 1.438e-02, eta: 8:48:14, time: 0.659, data_time: 0.009, memory: 6921, loss_aux: 1.1802, top1_acc: 0.5301, top5_acc: 0.7570, loss_cls: 2.0413, loss: 3.2215, grad_norm: 4.4087 2021-07-20 12:57:57,722 - mmaction - INFO - Epoch [125][160/1879] lr: 1.437e-02, eta: 8:48:00, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.2051, top1_acc: 0.5152, top5_acc: 0.7512, loss_cls: 2.0902, loss: 3.2953, grad_norm: 4.4740 2021-07-20 12:58:14,955 - mmaction - INFO - Epoch [125][180/1879] lr: 1.436e-02, eta: 8:47:48, time: 0.862, data_time: 0.004, memory: 6921, loss_aux: 1.2075, top1_acc: 0.5289, top5_acc: 0.7492, loss_cls: 2.0734, loss: 3.2809, grad_norm: 4.3990 2021-07-20 12:58:28,311 - mmaction - INFO - Epoch [125][200/1879] lr: 1.435e-02, eta: 8:47:35, time: 0.666, data_time: 0.004, memory: 6921, loss_aux: 1.2104, top1_acc: 0.5164, top5_acc: 0.7480, loss_cls: 2.0994, loss: 3.3098, grad_norm: 4.4389 2021-07-20 12:58:40,000 - mmaction - INFO - Epoch [125][220/1879] lr: 1.434e-02, eta: 8:47:22, time: 0.586, data_time: 0.006, memory: 6921, loss_aux: 1.1995, top1_acc: 0.5297, top5_acc: 0.7520, loss_cls: 2.0381, loss: 3.2376, grad_norm: 4.4544 2021-07-20 12:58:52,353 - mmaction - INFO - Epoch [125][240/1879] lr: 1.433e-02, eta: 8:47:09, time: 0.618, data_time: 0.003, memory: 6921, loss_aux: 1.2058, top1_acc: 0.5230, top5_acc: 0.7504, loss_cls: 2.0842, loss: 3.2900, grad_norm: 4.4598 2021-07-20 12:59:03,893 - mmaction - INFO - Epoch [125][260/1879] lr: 1.431e-02, eta: 8:46:56, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.1846, top1_acc: 0.5297, top5_acc: 0.7543, loss_cls: 2.0294, loss: 3.2140, grad_norm: 4.3547 2021-07-20 12:59:26,009 - mmaction - INFO - Epoch [125][280/1879] lr: 1.430e-02, eta: 8:46:44, time: 1.104, data_time: 0.004, memory: 6921, loss_aux: 1.2397, top1_acc: 0.5117, top5_acc: 0.7375, loss_cls: 2.1264, loss: 3.3661, grad_norm: 4.4815 2021-07-20 12:59:38,679 - mmaction - INFO - Epoch [125][300/1879] lr: 1.429e-02, eta: 8:46:31, time: 0.635, data_time: 0.005, memory: 6921, loss_aux: 1.2178, top1_acc: 0.5285, top5_acc: 0.7543, loss_cls: 2.0636, loss: 3.2814, grad_norm: 4.5181 2021-07-20 12:59:52,153 - mmaction - INFO - Epoch [125][320/1879] lr: 1.428e-02, eta: 8:46:18, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.2346, top1_acc: 0.5043, top5_acc: 0.7402, loss_cls: 2.1281, loss: 3.3627, grad_norm: 4.5651 2021-07-20 13:00:03,233 - mmaction - INFO - Epoch [125][340/1879] lr: 1.427e-02, eta: 8:46:05, time: 0.556, data_time: 0.004, memory: 6921, loss_aux: 1.2180, top1_acc: 0.5156, top5_acc: 0.7414, loss_cls: 2.1077, loss: 3.3257, grad_norm: 4.4784 2021-07-20 13:00:14,813 - mmaction - INFO - Epoch [125][360/1879] lr: 1.426e-02, eta: 8:45:52, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.2395, top1_acc: 0.5184, top5_acc: 0.7387, loss_cls: 2.1186, loss: 3.3581, grad_norm: 4.4731 2021-07-20 13:00:26,992 - mmaction - INFO - Epoch [125][380/1879] lr: 1.425e-02, eta: 8:45:38, time: 0.615, data_time: 0.008, memory: 6921, loss_aux: 1.2394, top1_acc: 0.5070, top5_acc: 0.7371, loss_cls: 2.1254, loss: 3.3647, grad_norm: 4.4905 2021-07-20 13:00:43,779 - mmaction - INFO - Epoch [125][400/1879] lr: 1.423e-02, eta: 8:45:26, time: 0.840, data_time: 0.003, memory: 6921, loss_aux: 1.1973, top1_acc: 0.5270, top5_acc: 0.7496, loss_cls: 2.0659, loss: 3.2632, grad_norm: 4.4704 2021-07-20 13:00:56,714 - mmaction - INFO - Epoch [125][420/1879] lr: 1.422e-02, eta: 8:45:13, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 1.1805, top1_acc: 0.5395, top5_acc: 0.7543, loss_cls: 2.0338, loss: 3.2143, grad_norm: 4.4019 2021-07-20 13:01:14,521 - mmaction - INFO - Epoch [125][440/1879] lr: 1.421e-02, eta: 8:45:01, time: 0.895, data_time: 0.007, memory: 6921, loss_aux: 1.2074, top1_acc: 0.5211, top5_acc: 0.7555, loss_cls: 2.0851, loss: 3.2926, grad_norm: 4.5029 2021-07-20 13:01:27,527 - mmaction - INFO - Epoch [125][460/1879] lr: 1.420e-02, eta: 8:44:48, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.2057, top1_acc: 0.5051, top5_acc: 0.7410, loss_cls: 2.1181, loss: 3.3239, grad_norm: 4.4682 2021-07-20 13:01:48,960 - mmaction - INFO - Epoch [125][480/1879] lr: 1.419e-02, eta: 8:44:37, time: 1.068, data_time: 0.003, memory: 6921, loss_aux: 1.1972, top1_acc: 0.5191, top5_acc: 0.7547, loss_cls: 2.0767, loss: 3.2739, grad_norm: 4.4472 2021-07-20 13:02:05,640 - mmaction - INFO - Epoch [125][500/1879] lr: 1.418e-02, eta: 8:44:25, time: 0.835, data_time: 0.008, memory: 6921, loss_aux: 1.2075, top1_acc: 0.5230, top5_acc: 0.7523, loss_cls: 2.1009, loss: 3.3084, grad_norm: 4.4514 2021-07-20 13:02:18,067 - mmaction - INFO - Epoch [125][520/1879] lr: 1.417e-02, eta: 8:44:12, time: 0.625, data_time: 0.006, memory: 6921, loss_aux: 1.2243, top1_acc: 0.5109, top5_acc: 0.7434, loss_cls: 2.1291, loss: 3.3534, grad_norm: 4.4824 2021-07-20 13:02:29,921 - mmaction - INFO - Epoch [125][540/1879] lr: 1.415e-02, eta: 8:43:58, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.2429, top1_acc: 0.5117, top5_acc: 0.7375, loss_cls: 2.1641, loss: 3.4070, grad_norm: 4.5307 2021-07-20 13:02:42,583 - mmaction - INFO - Epoch [125][560/1879] lr: 1.414e-02, eta: 8:43:45, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.2253, top1_acc: 0.5203, top5_acc: 0.7422, loss_cls: 2.0971, loss: 3.3225, grad_norm: 4.5388 2021-07-20 13:02:54,176 - mmaction - INFO - Epoch [125][580/1879] lr: 1.413e-02, eta: 8:43:32, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.1783, top1_acc: 0.5328, top5_acc: 0.7605, loss_cls: 2.0250, loss: 3.2032, grad_norm: 4.3889 2021-07-20 13:03:05,301 - mmaction - INFO - Epoch [125][600/1879] lr: 1.412e-02, eta: 8:43:18, time: 0.557, data_time: 0.002, memory: 6921, loss_aux: 1.2308, top1_acc: 0.5023, top5_acc: 0.7391, loss_cls: 2.1361, loss: 3.3669, grad_norm: 4.4931 2021-07-20 13:03:16,622 - mmaction - INFO - Epoch [125][620/1879] lr: 1.411e-02, eta: 8:43:05, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.1987, top1_acc: 0.5207, top5_acc: 0.7449, loss_cls: 2.0687, loss: 3.2674, grad_norm: 4.5013 2021-07-20 13:03:27,956 - mmaction - INFO - Epoch [125][640/1879] lr: 1.410e-02, eta: 8:42:52, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.2241, top1_acc: 0.5105, top5_acc: 0.7422, loss_cls: 2.1167, loss: 3.3408, grad_norm: 4.5751 2021-07-20 13:03:49,665 - mmaction - INFO - Epoch [125][660/1879] lr: 1.409e-02, eta: 8:42:41, time: 1.090, data_time: 0.007, memory: 6921, loss_aux: 1.1945, top1_acc: 0.5301, top5_acc: 0.7445, loss_cls: 2.0579, loss: 3.2524, grad_norm: 4.4843 2021-07-20 13:04:06,750 - mmaction - INFO - Epoch [125][680/1879] lr: 1.407e-02, eta: 8:42:28, time: 0.855, data_time: 0.005, memory: 6921, loss_aux: 1.2317, top1_acc: 0.5242, top5_acc: 0.7449, loss_cls: 2.1248, loss: 3.3565, grad_norm: 4.5760 2021-07-20 13:04:19,204 - mmaction - INFO - Epoch [125][700/1879] lr: 1.406e-02, eta: 8:42:15, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.1955, top1_acc: 0.5270, top5_acc: 0.7430, loss_cls: 2.0704, loss: 3.2658, grad_norm: 4.4203 2021-07-20 13:04:30,709 - mmaction - INFO - Epoch [125][720/1879] lr: 1.405e-02, eta: 8:42:02, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.2185, top1_acc: 0.5160, top5_acc: 0.7453, loss_cls: 2.0819, loss: 3.3004, grad_norm: 4.4659 2021-07-20 13:04:43,044 - mmaction - INFO - Epoch [125][740/1879] lr: 1.404e-02, eta: 8:41:49, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.2161, top1_acc: 0.5195, top5_acc: 0.7449, loss_cls: 2.0870, loss: 3.3031, grad_norm: 4.4396 2021-07-20 13:04:55,978 - mmaction - INFO - Epoch [125][760/1879] lr: 1.403e-02, eta: 8:41:36, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.1942, top1_acc: 0.5230, top5_acc: 0.7488, loss_cls: 2.0857, loss: 3.2798, grad_norm: 4.5094 2021-07-20 13:05:08,207 - mmaction - INFO - Epoch [125][780/1879] lr: 1.402e-02, eta: 8:41:23, time: 0.611, data_time: 0.001, memory: 6921, loss_aux: 1.1901, top1_acc: 0.5281, top5_acc: 0.7379, loss_cls: 2.0866, loss: 3.2767, grad_norm: 4.4642 2021-07-20 13:05:19,983 - mmaction - INFO - Epoch [125][800/1879] lr: 1.401e-02, eta: 8:41:09, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.2324, top1_acc: 0.5082, top5_acc: 0.7324, loss_cls: 2.1645, loss: 3.3970, grad_norm: 4.5445 2021-07-20 13:05:35,576 - mmaction - INFO - Epoch [125][820/1879] lr: 1.399e-02, eta: 8:40:57, time: 0.778, data_time: 0.002, memory: 6921, loss_aux: 1.2364, top1_acc: 0.5102, top5_acc: 0.7496, loss_cls: 2.1361, loss: 3.3724, grad_norm: 4.4871 2021-07-20 13:05:55,916 - mmaction - INFO - Epoch [125][840/1879] lr: 1.398e-02, eta: 8:40:45, time: 1.018, data_time: 0.003, memory: 6921, loss_aux: 1.2222, top1_acc: 0.5223, top5_acc: 0.7516, loss_cls: 2.1164, loss: 3.3387, grad_norm: 4.5109 2021-07-20 13:06:08,962 - mmaction - INFO - Epoch [125][860/1879] lr: 1.397e-02, eta: 8:40:32, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.2217, top1_acc: 0.5160, top5_acc: 0.7461, loss_cls: 2.0951, loss: 3.3168, grad_norm: 4.5765 2021-07-20 13:06:20,208 - mmaction - INFO - Epoch [125][880/1879] lr: 1.396e-02, eta: 8:40:19, time: 0.566, data_time: 0.005, memory: 6921, loss_aux: 1.2266, top1_acc: 0.5180, top5_acc: 0.7457, loss_cls: 2.0987, loss: 3.3253, grad_norm: 4.5892 2021-07-20 13:06:35,940 - mmaction - INFO - Epoch [125][900/1879] lr: 1.395e-02, eta: 8:40:06, time: 0.784, data_time: 0.002, memory: 6921, loss_aux: 1.1960, top1_acc: 0.5215, top5_acc: 0.7492, loss_cls: 2.0956, loss: 3.2916, grad_norm: 4.5650 2021-07-20 13:06:49,252 - mmaction - INFO - Epoch [125][920/1879] lr: 1.394e-02, eta: 8:39:53, time: 0.667, data_time: 0.005, memory: 6921, loss_aux: 1.2404, top1_acc: 0.5016, top5_acc: 0.7391, loss_cls: 2.1668, loss: 3.4071, grad_norm: 4.5182 2021-07-20 13:07:03,353 - mmaction - INFO - Epoch [125][940/1879] lr: 1.393e-02, eta: 8:39:41, time: 0.705, data_time: 0.002, memory: 6921, loss_aux: 1.2321, top1_acc: 0.4996, top5_acc: 0.7301, loss_cls: 2.1855, loss: 3.4176, grad_norm: 4.5484 2021-07-20 13:07:18,290 - mmaction - INFO - Epoch [125][960/1879] lr: 1.391e-02, eta: 8:39:28, time: 0.745, data_time: 0.002, memory: 6921, loss_aux: 1.2406, top1_acc: 0.5098, top5_acc: 0.7457, loss_cls: 2.1451, loss: 3.3857, grad_norm: 4.5614 2021-07-20 13:07:30,547 - mmaction - INFO - Epoch [125][980/1879] lr: 1.390e-02, eta: 8:39:15, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.1910, top1_acc: 0.5328, top5_acc: 0.7594, loss_cls: 2.0542, loss: 3.2452, grad_norm: 4.4482 2021-07-20 13:07:51,918 - mmaction - INFO - Epoch [125][1000/1879] lr: 1.389e-02, eta: 8:39:04, time: 1.069, data_time: 0.002, memory: 6921, loss_aux: 1.2279, top1_acc: 0.5145, top5_acc: 0.7492, loss_cls: 2.1053, loss: 3.3332, grad_norm: 4.5962 2021-07-20 13:08:03,246 - mmaction - INFO - Epoch [125][1020/1879] lr: 1.388e-02, eta: 8:38:50, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.2214, top1_acc: 0.5184, top5_acc: 0.7480, loss_cls: 2.1184, loss: 3.3398, grad_norm: 4.5456 2021-07-20 13:08:15,670 - mmaction - INFO - Epoch [125][1040/1879] lr: 1.387e-02, eta: 8:38:37, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.2240, top1_acc: 0.5027, top5_acc: 0.7543, loss_cls: 2.1000, loss: 3.3240, grad_norm: 4.4511 2021-07-20 13:08:27,857 - mmaction - INFO - Epoch [125][1060/1879] lr: 1.386e-02, eta: 8:38:24, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.2222, top1_acc: 0.5105, top5_acc: 0.7430, loss_cls: 2.1463, loss: 3.3685, grad_norm: 4.5910 2021-07-20 13:08:41,591 - mmaction - INFO - Epoch [125][1080/1879] lr: 1.385e-02, eta: 8:38:11, time: 0.686, data_time: 0.001, memory: 6921, loss_aux: 1.1959, top1_acc: 0.5238, top5_acc: 0.7469, loss_cls: 2.0901, loss: 3.2860, grad_norm: 4.4564 2021-07-20 13:08:52,781 - mmaction - INFO - Epoch [125][1100/1879] lr: 1.384e-02, eta: 8:37:58, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.2063, top1_acc: 0.5285, top5_acc: 0.7449, loss_cls: 2.0952, loss: 3.3015, grad_norm: 4.4561 2021-07-20 13:09:04,602 - mmaction - INFO - Epoch [125][1120/1879] lr: 1.382e-02, eta: 8:37:44, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.2185, top1_acc: 0.5039, top5_acc: 0.7387, loss_cls: 2.1340, loss: 3.3524, grad_norm: 4.4922 2021-07-20 13:09:16,232 - mmaction - INFO - Epoch [125][1140/1879] lr: 1.381e-02, eta: 8:37:31, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.2010, top1_acc: 0.5125, top5_acc: 0.7473, loss_cls: 2.0617, loss: 3.2627, grad_norm: 4.4935 2021-07-20 13:09:38,827 - mmaction - INFO - Epoch [125][1160/1879] lr: 1.380e-02, eta: 8:37:20, time: 1.054, data_time: 0.002, memory: 6921, loss_aux: 1.2274, top1_acc: 0.5180, top5_acc: 0.7445, loss_cls: 2.1225, loss: 3.3498, grad_norm: 4.6173 2021-07-20 13:09:53,051 - mmaction - INFO - Epoch [125][1180/1879] lr: 1.379e-02, eta: 8:37:07, time: 0.787, data_time: 0.078, memory: 6921, loss_aux: 1.1934, top1_acc: 0.5191, top5_acc: 0.7496, loss_cls: 2.0967, loss: 3.2901, grad_norm: 4.4532 2021-07-20 13:10:06,538 - mmaction - INFO - Epoch [125][1200/1879] lr: 1.378e-02, eta: 8:36:54, time: 0.675, data_time: 0.012, memory: 6921, loss_aux: 1.2303, top1_acc: 0.5047, top5_acc: 0.7387, loss_cls: 2.1355, loss: 3.3658, grad_norm: 4.5435 2021-07-20 13:10:20,323 - mmaction - INFO - Epoch [125][1220/1879] lr: 1.377e-02, eta: 8:36:41, time: 0.689, data_time: 0.004, memory: 6921, loss_aux: 1.2299, top1_acc: 0.5012, top5_acc: 0.7387, loss_cls: 2.1564, loss: 3.3863, grad_norm: 4.5313 2021-07-20 13:10:40,544 - mmaction - INFO - Epoch [125][1240/1879] lr: 1.376e-02, eta: 8:36:30, time: 1.008, data_time: 0.006, memory: 6921, loss_aux: 1.2249, top1_acc: 0.5148, top5_acc: 0.7402, loss_cls: 2.1194, loss: 3.3443, grad_norm: 4.5004 2021-07-20 13:10:53,227 - mmaction - INFO - Epoch [125][1260/1879] lr: 1.375e-02, eta: 8:36:17, time: 0.638, data_time: 0.012, memory: 6921, loss_aux: 1.2032, top1_acc: 0.5246, top5_acc: 0.7559, loss_cls: 2.0688, loss: 3.2720, grad_norm: 4.4582 2021-07-20 13:11:05,260 - mmaction - INFO - Epoch [125][1280/1879] lr: 1.373e-02, eta: 8:36:04, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.2173, top1_acc: 0.5129, top5_acc: 0.7414, loss_cls: 2.1255, loss: 3.3428, grad_norm: 4.6777 2021-07-20 13:11:17,940 - mmaction - INFO - Epoch [125][1300/1879] lr: 1.372e-02, eta: 8:35:51, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.2131, top1_acc: 0.5105, top5_acc: 0.7473, loss_cls: 2.1193, loss: 3.3324, grad_norm: 4.5602 2021-07-20 13:11:29,574 - mmaction - INFO - Epoch [125][1320/1879] lr: 1.371e-02, eta: 8:35:37, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.2111, top1_acc: 0.5281, top5_acc: 0.7523, loss_cls: 2.0739, loss: 3.2850, grad_norm: 4.4598 2021-07-20 13:11:42,842 - mmaction - INFO - Epoch [125][1340/1879] lr: 1.370e-02, eta: 8:35:24, time: 0.662, data_time: 0.004, memory: 6921, loss_aux: 1.1846, top1_acc: 0.5293, top5_acc: 0.7633, loss_cls: 2.0232, loss: 3.2078, grad_norm: 4.4409 2021-07-20 13:12:00,344 - mmaction - INFO - Epoch [125][1360/1879] lr: 1.369e-02, eta: 8:35:12, time: 0.874, data_time: 0.005, memory: 6921, loss_aux: 1.2198, top1_acc: 0.5125, top5_acc: 0.7473, loss_cls: 2.1005, loss: 3.3203, grad_norm: 4.5611 2021-07-20 13:12:11,731 - mmaction - INFO - Epoch [125][1380/1879] lr: 1.368e-02, eta: 8:34:59, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.1856, top1_acc: 0.5203, top5_acc: 0.7492, loss_cls: 2.0605, loss: 3.2462, grad_norm: 4.4595 2021-07-20 13:12:23,590 - mmaction - INFO - Epoch [125][1400/1879] lr: 1.367e-02, eta: 8:34:46, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.2364, top1_acc: 0.5117, top5_acc: 0.7363, loss_cls: 2.1457, loss: 3.3821, grad_norm: 4.6008 2021-07-20 13:12:36,461 - mmaction - INFO - Epoch [125][1420/1879] lr: 1.365e-02, eta: 8:34:32, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.2316, top1_acc: 0.5164, top5_acc: 0.7371, loss_cls: 2.1320, loss: 3.3636, grad_norm: 4.5516 2021-07-20 13:12:48,664 - mmaction - INFO - Epoch [125][1440/1879] lr: 1.364e-02, eta: 8:34:19, time: 0.613, data_time: 0.005, memory: 6921, loss_aux: 1.1846, top1_acc: 0.5320, top5_acc: 0.7508, loss_cls: 2.0444, loss: 3.2290, grad_norm: 4.4715 2021-07-20 13:13:01,980 - mmaction - INFO - Epoch [125][1460/1879] lr: 1.363e-02, eta: 8:34:06, time: 0.664, data_time: 0.004, memory: 6921, loss_aux: 1.1991, top1_acc: 0.5207, top5_acc: 0.7523, loss_cls: 2.0728, loss: 3.2719, grad_norm: 4.5744 2021-07-20 13:13:16,323 - mmaction - INFO - Epoch [125][1480/1879] lr: 1.362e-02, eta: 8:33:54, time: 0.717, data_time: 0.005, memory: 6921, loss_aux: 1.2177, top1_acc: 0.5113, top5_acc: 0.7457, loss_cls: 2.1137, loss: 3.3314, grad_norm: 4.5242 2021-07-20 13:13:28,059 - mmaction - INFO - Epoch [125][1500/1879] lr: 1.361e-02, eta: 8:33:40, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.1729, top1_acc: 0.5352, top5_acc: 0.7625, loss_cls: 2.0293, loss: 3.2022, grad_norm: 4.4558 2021-07-20 13:13:43,116 - mmaction - INFO - Epoch [125][1520/1879] lr: 1.360e-02, eta: 8:33:28, time: 0.752, data_time: 0.002, memory: 6921, loss_aux: 1.2219, top1_acc: 0.5078, top5_acc: 0.7480, loss_cls: 2.1041, loss: 3.3260, grad_norm: 4.5501 2021-07-20 13:13:54,719 - mmaction - INFO - Epoch [125][1540/1879] lr: 1.359e-02, eta: 8:33:14, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.2073, top1_acc: 0.5156, top5_acc: 0.7363, loss_cls: 2.1190, loss: 3.3263, grad_norm: 4.6014 2021-07-20 13:14:06,150 - mmaction - INFO - Epoch [125][1560/1879] lr: 1.358e-02, eta: 8:33:01, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.2623, top1_acc: 0.4941, top5_acc: 0.7293, loss_cls: 2.2198, loss: 3.4821, grad_norm: 4.6471 2021-07-20 13:14:18,109 - mmaction - INFO - Epoch [125][1580/1879] lr: 1.357e-02, eta: 8:32:48, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.2372, top1_acc: 0.5121, top5_acc: 0.7465, loss_cls: 2.1283, loss: 3.3655, grad_norm: 4.6022 2021-07-20 13:14:29,590 - mmaction - INFO - Epoch [125][1600/1879] lr: 1.355e-02, eta: 8:32:35, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.2074, top1_acc: 0.5227, top5_acc: 0.7434, loss_cls: 2.0808, loss: 3.2883, grad_norm: 4.5260 2021-07-20 13:14:41,465 - mmaction - INFO - Epoch [125][1620/1879] lr: 1.354e-02, eta: 8:32:21, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.1968, top1_acc: 0.5297, top5_acc: 0.7633, loss_cls: 2.0365, loss: 3.2333, grad_norm: 4.5104 2021-07-20 13:14:53,537 - mmaction - INFO - Epoch [125][1640/1879] lr: 1.353e-02, eta: 8:32:08, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.2202, top1_acc: 0.5207, top5_acc: 0.7398, loss_cls: 2.1163, loss: 3.3365, grad_norm: 4.5597 2021-07-20 13:15:05,989 - mmaction - INFO - Epoch [125][1660/1879] lr: 1.352e-02, eta: 8:31:55, time: 0.623, data_time: 0.004, memory: 6921, loss_aux: 1.2001, top1_acc: 0.5273, top5_acc: 0.7453, loss_cls: 2.0868, loss: 3.2869, grad_norm: 4.4508 2021-07-20 13:15:20,471 - mmaction - INFO - Epoch [125][1680/1879] lr: 1.351e-02, eta: 8:31:42, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.2141, top1_acc: 0.5191, top5_acc: 0.7430, loss_cls: 2.0930, loss: 3.3071, grad_norm: 4.5796 2021-07-20 13:15:34,866 - mmaction - INFO - Epoch [125][1700/1879] lr: 1.350e-02, eta: 8:31:29, time: 0.722, data_time: 0.006, memory: 6921, loss_aux: 1.2120, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 2.0863, loss: 3.2983, grad_norm: 4.5673 2021-07-20 13:15:50,069 - mmaction - INFO - Epoch [125][1720/1879] lr: 1.349e-02, eta: 8:31:17, time: 0.759, data_time: 0.002, memory: 6921, loss_aux: 1.2107, top1_acc: 0.5145, top5_acc: 0.7473, loss_cls: 2.1048, loss: 3.3155, grad_norm: 4.5320 2021-07-20 13:16:04,821 - mmaction - INFO - Epoch [125][1740/1879] lr: 1.348e-02, eta: 8:31:04, time: 0.738, data_time: 0.002, memory: 6921, loss_aux: 1.2080, top1_acc: 0.5285, top5_acc: 0.7422, loss_cls: 2.1010, loss: 3.3090, grad_norm: 4.4989 2021-07-20 13:16:16,122 - mmaction - INFO - Epoch [125][1760/1879] lr: 1.346e-02, eta: 8:30:51, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.1922, top1_acc: 0.5285, top5_acc: 0.7566, loss_cls: 2.0511, loss: 3.2433, grad_norm: 4.4676 2021-07-20 13:16:29,241 - mmaction - INFO - Epoch [125][1780/1879] lr: 1.345e-02, eta: 8:30:38, time: 0.652, data_time: 0.003, memory: 6921, loss_aux: 1.1926, top1_acc: 0.5320, top5_acc: 0.7578, loss_cls: 2.0402, loss: 3.2328, grad_norm: 4.5703 2021-07-20 13:16:43,475 - mmaction - INFO - Epoch [125][1800/1879] lr: 1.344e-02, eta: 8:30:25, time: 0.715, data_time: 0.007, memory: 6921, loss_aux: 1.2244, top1_acc: 0.5199, top5_acc: 0.7336, loss_cls: 2.1162, loss: 3.3406, grad_norm: 4.4574 2021-07-20 13:16:55,728 - mmaction - INFO - Epoch [125][1820/1879] lr: 1.343e-02, eta: 8:30:12, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.2350, top1_acc: 0.5145, top5_acc: 0.7285, loss_cls: 2.1561, loss: 3.3911, grad_norm: 4.5279 2021-07-20 13:17:07,402 - mmaction - INFO - Epoch [125][1840/1879] lr: 1.342e-02, eta: 8:29:59, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.2097, top1_acc: 0.5301, top5_acc: 0.7516, loss_cls: 2.0704, loss: 3.2801, grad_norm: 4.4865 2021-07-20 13:17:20,504 - mmaction - INFO - Epoch [125][1860/1879] lr: 1.341e-02, eta: 8:29:46, time: 0.655, data_time: 0.005, memory: 6921, loss_aux: 1.1991, top1_acc: 0.5219, top5_acc: 0.7387, loss_cls: 2.0832, loss: 3.2823, grad_norm: 4.5564 2021-07-20 13:17:30,982 - mmaction - INFO - Saving checkpoint at 125 epochs 2021-07-20 13:17:51,381 - mmaction - INFO - Epoch [126][20/1879] lr: 1.339e-02, eta: 8:29:19, time: 0.923, data_time: 0.235, memory: 6921, loss_aux: 1.1564, top1_acc: 0.5465, top5_acc: 0.7629, loss_cls: 1.9677, loss: 3.1241, grad_norm: 4.3745 2021-07-20 13:18:04,797 - mmaction - INFO - Epoch [126][40/1879] lr: 1.338e-02, eta: 8:29:06, time: 0.673, data_time: 0.010, memory: 6921, loss_aux: 1.1944, top1_acc: 0.5270, top5_acc: 0.7445, loss_cls: 2.0753, loss: 3.2697, grad_norm: 4.5553 2021-07-20 13:18:16,119 - mmaction - INFO - Epoch [126][60/1879] lr: 1.336e-02, eta: 8:28:53, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.1750, top1_acc: 0.5398, top5_acc: 0.7594, loss_cls: 2.0090, loss: 3.1841, grad_norm: 4.5863 2021-07-20 13:18:29,209 - mmaction - INFO - Epoch [126][80/1879] lr: 1.335e-02, eta: 8:28:40, time: 0.648, data_time: 0.002, memory: 6921, loss_aux: 1.2145, top1_acc: 0.5297, top5_acc: 0.7449, loss_cls: 2.0693, loss: 3.2837, grad_norm: 4.5833 2021-07-20 13:18:40,726 - mmaction - INFO - Epoch [126][100/1879] lr: 1.334e-02, eta: 8:28:26, time: 0.582, data_time: 0.009, memory: 6921, loss_aux: 1.1756, top1_acc: 0.5324, top5_acc: 0.7410, loss_cls: 2.0696, loss: 3.2451, grad_norm: 4.4712 2021-07-20 13:18:54,686 - mmaction - INFO - Epoch [126][120/1879] lr: 1.333e-02, eta: 8:28:13, time: 0.696, data_time: 0.002, memory: 6921, loss_aux: 1.2177, top1_acc: 0.5180, top5_acc: 0.7523, loss_cls: 2.0775, loss: 3.2952, grad_norm: 4.4655 2021-07-20 13:19:06,471 - mmaction - INFO - Epoch [126][140/1879] lr: 1.332e-02, eta: 8:28:00, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.1982, top1_acc: 0.5215, top5_acc: 0.7609, loss_cls: 2.0518, loss: 3.2500, grad_norm: 4.5461 2021-07-20 13:19:17,762 - mmaction - INFO - Epoch [126][160/1879] lr: 1.331e-02, eta: 8:27:47, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.2358, top1_acc: 0.5188, top5_acc: 0.7395, loss_cls: 2.1068, loss: 3.3425, grad_norm: 4.5381 2021-07-20 13:19:30,595 - mmaction - INFO - Epoch [126][180/1879] lr: 1.330e-02, eta: 8:27:34, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.2524, top1_acc: 0.5082, top5_acc: 0.7344, loss_cls: 2.1789, loss: 3.4312, grad_norm: 4.5468 2021-07-20 13:19:43,508 - mmaction - INFO - Epoch [126][200/1879] lr: 1.329e-02, eta: 8:27:21, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.2113, top1_acc: 0.5242, top5_acc: 0.7484, loss_cls: 2.0699, loss: 3.2812, grad_norm: 4.4765 2021-07-20 13:19:56,654 - mmaction - INFO - Epoch [126][220/1879] lr: 1.328e-02, eta: 8:27:07, time: 0.583, data_time: 0.005, memory: 6921, loss_aux: 1.2063, top1_acc: 0.5184, top5_acc: 0.7395, loss_cls: 2.1048, loss: 3.3110, grad_norm: 4.5463 2021-07-20 13:20:10,970 - mmaction - INFO - Epoch [126][240/1879] lr: 1.326e-02, eta: 8:26:55, time: 0.791, data_time: 0.079, memory: 6921, loss_aux: 1.1964, top1_acc: 0.5289, top5_acc: 0.7547, loss_cls: 2.0555, loss: 3.2519, grad_norm: 4.5120 2021-07-20 13:20:29,423 - mmaction - INFO - Epoch [126][260/1879] lr: 1.325e-02, eta: 8:26:43, time: 0.923, data_time: 0.005, memory: 6921, loss_aux: 1.2383, top1_acc: 0.5156, top5_acc: 0.7422, loss_cls: 2.1154, loss: 3.3537, grad_norm: 4.6189 2021-07-20 13:20:40,892 - mmaction - INFO - Epoch [126][280/1879] lr: 1.324e-02, eta: 8:26:30, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.2177, top1_acc: 0.5227, top5_acc: 0.7473, loss_cls: 2.0834, loss: 3.3010, grad_norm: 4.6701 2021-07-20 13:20:54,289 - mmaction - INFO - Epoch [126][300/1879] lr: 1.323e-02, eta: 8:26:17, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.1929, top1_acc: 0.5215, top5_acc: 0.7609, loss_cls: 2.0491, loss: 3.2420, grad_norm: 4.6164 2021-07-20 13:21:05,971 - mmaction - INFO - Epoch [126][320/1879] lr: 1.322e-02, eta: 8:26:04, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.2128, top1_acc: 0.5227, top5_acc: 0.7484, loss_cls: 2.0835, loss: 3.2963, grad_norm: 4.4960 2021-07-20 13:21:18,445 - mmaction - INFO - Epoch [126][340/1879] lr: 1.321e-02, eta: 8:25:50, time: 0.624, data_time: 0.002, memory: 6921, loss_aux: 1.2002, top1_acc: 0.5191, top5_acc: 0.7512, loss_cls: 2.0799, loss: 3.2801, grad_norm: 4.5376 2021-07-20 13:21:29,772 - mmaction - INFO - Epoch [126][360/1879] lr: 1.320e-02, eta: 8:25:37, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.1997, top1_acc: 0.5328, top5_acc: 0.7441, loss_cls: 2.0663, loss: 3.2660, grad_norm: 4.5078 2021-07-20 13:21:42,062 - mmaction - INFO - Epoch [126][380/1879] lr: 1.319e-02, eta: 8:25:24, time: 0.613, data_time: 0.001, memory: 6921, loss_aux: 1.1793, top1_acc: 0.5211, top5_acc: 0.7617, loss_cls: 2.0294, loss: 3.2087, grad_norm: 4.5446 2021-07-20 13:21:53,754 - mmaction - INFO - Epoch [126][400/1879] lr: 1.318e-02, eta: 8:25:11, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.2250, top1_acc: 0.5199, top5_acc: 0.7492, loss_cls: 2.1115, loss: 3.3365, grad_norm: 4.5780 2021-07-20 13:22:14,827 - mmaction - INFO - Epoch [126][420/1879] lr: 1.316e-02, eta: 8:24:59, time: 1.048, data_time: 0.002, memory: 6921, loss_aux: 1.2158, top1_acc: 0.5102, top5_acc: 0.7512, loss_cls: 2.0965, loss: 3.3123, grad_norm: 4.6096 2021-07-20 13:22:26,596 - mmaction - INFO - Epoch [126][440/1879] lr: 1.315e-02, eta: 8:24:46, time: 0.595, data_time: 0.009, memory: 6921, loss_aux: 1.2115, top1_acc: 0.5121, top5_acc: 0.7508, loss_cls: 2.1029, loss: 3.3144, grad_norm: 4.6359 2021-07-20 13:22:38,776 - mmaction - INFO - Epoch [126][460/1879] lr: 1.314e-02, eta: 8:24:33, time: 0.608, data_time: 0.001, memory: 6921, loss_aux: 1.1959, top1_acc: 0.5258, top5_acc: 0.7402, loss_cls: 2.0860, loss: 3.2819, grad_norm: 4.5475 2021-07-20 13:22:50,323 - mmaction - INFO - Epoch [126][480/1879] lr: 1.313e-02, eta: 8:24:19, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.2097, top1_acc: 0.5254, top5_acc: 0.7492, loss_cls: 2.0753, loss: 3.2850, grad_norm: 4.4872 2021-07-20 13:23:02,699 - mmaction - INFO - Epoch [126][500/1879] lr: 1.312e-02, eta: 8:24:06, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.1987, top1_acc: 0.5191, top5_acc: 0.7434, loss_cls: 2.0979, loss: 3.2966, grad_norm: 4.5639 2021-07-20 13:23:14,968 - mmaction - INFO - Epoch [126][520/1879] lr: 1.311e-02, eta: 8:23:53, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.1901, top1_acc: 0.5160, top5_acc: 0.7551, loss_cls: 2.0823, loss: 3.2724, grad_norm: 4.5741 2021-07-20 13:23:27,140 - mmaction - INFO - Epoch [126][540/1879] lr: 1.310e-02, eta: 8:23:40, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.2124, top1_acc: 0.5211, top5_acc: 0.7504, loss_cls: 2.0766, loss: 3.2890, grad_norm: 4.5623 2021-07-20 13:23:43,967 - mmaction - INFO - Epoch [126][560/1879] lr: 1.309e-02, eta: 8:23:28, time: 0.843, data_time: 0.004, memory: 6921, loss_aux: 1.1996, top1_acc: 0.5219, top5_acc: 0.7539, loss_cls: 2.0696, loss: 3.2692, grad_norm: 4.5142 2021-07-20 13:23:56,201 - mmaction - INFO - Epoch [126][580/1879] lr: 1.308e-02, eta: 8:23:14, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.2057, top1_acc: 0.5074, top5_acc: 0.7453, loss_cls: 2.1025, loss: 3.3082, grad_norm: 4.5344 2021-07-20 13:24:08,900 - mmaction - INFO - Epoch [126][600/1879] lr: 1.307e-02, eta: 8:23:01, time: 0.640, data_time: 0.006, memory: 6921, loss_aux: 1.1910, top1_acc: 0.5328, top5_acc: 0.7512, loss_cls: 2.0447, loss: 3.2356, grad_norm: 4.4537 2021-07-20 13:24:30,852 - mmaction - INFO - Epoch [126][620/1879] lr: 1.305e-02, eta: 8:22:50, time: 1.094, data_time: 0.001, memory: 6921, loss_aux: 1.2035, top1_acc: 0.5176, top5_acc: 0.7520, loss_cls: 2.0736, loss: 3.2771, grad_norm: 4.5051 2021-07-20 13:24:44,605 - mmaction - INFO - Epoch [126][640/1879] lr: 1.304e-02, eta: 8:22:37, time: 0.689, data_time: 0.006, memory: 6921, loss_aux: 1.1957, top1_acc: 0.5176, top5_acc: 0.7465, loss_cls: 2.0878, loss: 3.2835, grad_norm: 4.5214 2021-07-20 13:24:55,718 - mmaction - INFO - Epoch [126][660/1879] lr: 1.303e-02, eta: 8:22:24, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.2178, top1_acc: 0.5125, top5_acc: 0.7441, loss_cls: 2.1092, loss: 3.3271, grad_norm: 4.5654 2021-07-20 13:25:12,331 - mmaction - INFO - Epoch [126][680/1879] lr: 1.302e-02, eta: 8:22:12, time: 0.830, data_time: 0.001, memory: 6921, loss_aux: 1.2332, top1_acc: 0.5109, top5_acc: 0.7418, loss_cls: 2.1302, loss: 3.3634, grad_norm: 4.6586 2021-07-20 13:25:31,356 - mmaction - INFO - Epoch [126][700/1879] lr: 1.301e-02, eta: 8:22:00, time: 0.950, data_time: 0.001, memory: 6921, loss_aux: 1.1909, top1_acc: 0.5277, top5_acc: 0.7469, loss_cls: 2.0460, loss: 3.2369, grad_norm: 4.4986 2021-07-20 13:25:42,579 - mmaction - INFO - Epoch [126][720/1879] lr: 1.300e-02, eta: 8:21:46, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.1843, top1_acc: 0.5332, top5_acc: 0.7629, loss_cls: 2.0348, loss: 3.2191, grad_norm: 4.6228 2021-07-20 13:25:54,345 - mmaction - INFO - Epoch [126][740/1879] lr: 1.299e-02, eta: 8:21:33, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.2214, top1_acc: 0.5109, top5_acc: 0.7516, loss_cls: 2.0956, loss: 3.3169, grad_norm: 4.6586 2021-07-20 13:26:06,531 - mmaction - INFO - Epoch [126][760/1879] lr: 1.298e-02, eta: 8:21:20, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.2246, top1_acc: 0.5070, top5_acc: 0.7453, loss_cls: 2.1123, loss: 3.3369, grad_norm: 4.6280 2021-07-20 13:26:22,185 - mmaction - INFO - Epoch [126][780/1879] lr: 1.297e-02, eta: 8:21:07, time: 0.766, data_time: 0.002, memory: 6921, loss_aux: 1.2113, top1_acc: 0.5230, top5_acc: 0.7492, loss_cls: 2.0882, loss: 3.2995, grad_norm: 4.6443 2021-07-20 13:26:36,790 - mmaction - INFO - Epoch [126][800/1879] lr: 1.296e-02, eta: 8:20:55, time: 0.745, data_time: 0.019, memory: 6921, loss_aux: 1.2083, top1_acc: 0.5238, top5_acc: 0.7586, loss_cls: 2.0756, loss: 3.2839, grad_norm: 4.6894 2021-07-20 13:26:52,079 - mmaction - INFO - Epoch [126][820/1879] lr: 1.294e-02, eta: 8:20:42, time: 0.766, data_time: 0.004, memory: 6921, loss_aux: 1.2093, top1_acc: 0.5191, top5_acc: 0.7430, loss_cls: 2.1089, loss: 3.3182, grad_norm: 4.6581 2021-07-20 13:27:03,605 - mmaction - INFO - Epoch [126][840/1879] lr: 1.293e-02, eta: 8:20:29, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.2472, top1_acc: 0.5133, top5_acc: 0.7340, loss_cls: 2.1555, loss: 3.4027, grad_norm: 4.5403 2021-07-20 13:27:25,265 - mmaction - INFO - Epoch [126][860/1879] lr: 1.292e-02, eta: 8:20:18, time: 1.082, data_time: 0.002, memory: 6921, loss_aux: 1.1824, top1_acc: 0.5332, top5_acc: 0.7684, loss_cls: 2.0068, loss: 3.1892, grad_norm: 4.5812 2021-07-20 13:27:40,511 - mmaction - INFO - Epoch [126][880/1879] lr: 1.291e-02, eta: 8:20:05, time: 0.763, data_time: 0.003, memory: 6921, loss_aux: 1.2181, top1_acc: 0.5168, top5_acc: 0.7500, loss_cls: 2.0781, loss: 3.2962, grad_norm: 4.6786 2021-07-20 13:27:54,682 - mmaction - INFO - Epoch [126][900/1879] lr: 1.290e-02, eta: 8:19:52, time: 0.709, data_time: 0.006, memory: 6921, loss_aux: 1.2140, top1_acc: 0.5141, top5_acc: 0.7508, loss_cls: 2.0981, loss: 3.3120, grad_norm: 4.6297 2021-07-20 13:28:07,255 - mmaction - INFO - Epoch [126][920/1879] lr: 1.289e-02, eta: 8:19:39, time: 0.629, data_time: 0.017, memory: 6921, loss_aux: 1.1969, top1_acc: 0.5207, top5_acc: 0.7523, loss_cls: 2.0759, loss: 3.2728, grad_norm: 4.5637 2021-07-20 13:28:20,773 - mmaction - INFO - Epoch [126][940/1879] lr: 1.288e-02, eta: 8:19:26, time: 0.675, data_time: 0.001, memory: 6921, loss_aux: 1.1397, top1_acc: 0.5500, top5_acc: 0.7707, loss_cls: 1.9484, loss: 3.0881, grad_norm: 4.5397 2021-07-20 13:28:32,431 - mmaction - INFO - Epoch [126][960/1879] lr: 1.287e-02, eta: 8:19:13, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.2109, top1_acc: 0.5258, top5_acc: 0.7477, loss_cls: 2.0634, loss: 3.2743, grad_norm: 4.6629 2021-07-20 13:28:44,437 - mmaction - INFO - Epoch [126][980/1879] lr: 1.286e-02, eta: 8:19:00, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.2120, top1_acc: 0.5180, top5_acc: 0.7453, loss_cls: 2.1006, loss: 3.3125, grad_norm: 4.5774 2021-07-20 13:28:56,171 - mmaction - INFO - Epoch [126][1000/1879] lr: 1.285e-02, eta: 8:18:46, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.2176, top1_acc: 0.5176, top5_acc: 0.7457, loss_cls: 2.0958, loss: 3.3134, grad_norm: 4.6004 2021-07-20 13:29:09,557 - mmaction - INFO - Epoch [126][1020/1879] lr: 1.284e-02, eta: 8:18:33, time: 0.669, data_time: 0.012, memory: 6921, loss_aux: 1.2157, top1_acc: 0.5188, top5_acc: 0.7488, loss_cls: 2.0975, loss: 3.3132, grad_norm: 4.6540 2021-07-20 13:29:21,683 - mmaction - INFO - Epoch [126][1040/1879] lr: 1.282e-02, eta: 8:18:20, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.1964, top1_acc: 0.5160, top5_acc: 0.7402, loss_cls: 2.0793, loss: 3.2757, grad_norm: 4.6437 2021-07-20 13:29:32,939 - mmaction - INFO - Epoch [126][1060/1879] lr: 1.281e-02, eta: 8:18:07, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.2108, top1_acc: 0.5152, top5_acc: 0.7598, loss_cls: 2.0852, loss: 3.2960, grad_norm: 4.6354 2021-07-20 13:29:46,662 - mmaction - INFO - Epoch [126][1080/1879] lr: 1.280e-02, eta: 8:17:54, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 1.1984, top1_acc: 0.5457, top5_acc: 0.7543, loss_cls: 2.0408, loss: 3.2391, grad_norm: 4.5695 2021-07-20 13:30:01,571 - mmaction - INFO - Epoch [126][1100/1879] lr: 1.279e-02, eta: 8:17:41, time: 0.765, data_time: 0.021, memory: 6921, loss_aux: 1.2027, top1_acc: 0.5242, top5_acc: 0.7586, loss_cls: 2.0708, loss: 3.2734, grad_norm: 4.6192 2021-07-20 13:30:13,383 - mmaction - INFO - Epoch [126][1120/1879] lr: 1.278e-02, eta: 8:17:28, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.2043, top1_acc: 0.5152, top5_acc: 0.7438, loss_cls: 2.1033, loss: 3.3076, grad_norm: 4.5887 2021-07-20 13:30:27,112 - mmaction - INFO - Epoch [126][1140/1879] lr: 1.277e-02, eta: 8:17:15, time: 0.685, data_time: 0.002, memory: 6921, loss_aux: 1.2032, top1_acc: 0.5293, top5_acc: 0.7469, loss_cls: 2.0501, loss: 3.2533, grad_norm: 4.5349 2021-07-20 13:30:39,500 - mmaction - INFO - Epoch [126][1160/1879] lr: 1.276e-02, eta: 8:17:02, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.2141, top1_acc: 0.5207, top5_acc: 0.7449, loss_cls: 2.0862, loss: 3.3003, grad_norm: 4.5759 2021-07-20 13:31:00,077 - mmaction - INFO - Epoch [126][1180/1879] lr: 1.275e-02, eta: 8:16:50, time: 1.027, data_time: 0.003, memory: 6921, loss_aux: 1.1715, top1_acc: 0.5461, top5_acc: 0.7562, loss_cls: 1.9980, loss: 3.1695, grad_norm: 4.4967 2021-07-20 13:31:12,189 - mmaction - INFO - Epoch [126][1200/1879] lr: 1.274e-02, eta: 8:16:37, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.1459, top1_acc: 0.5520, top5_acc: 0.7680, loss_cls: 1.9563, loss: 3.1023, grad_norm: 4.4935 2021-07-20 13:31:23,768 - mmaction - INFO - Epoch [126][1220/1879] lr: 1.273e-02, eta: 8:16:24, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.2304, top1_acc: 0.5156, top5_acc: 0.7387, loss_cls: 2.1372, loss: 3.3676, grad_norm: 4.6766 2021-07-20 13:31:35,238 - mmaction - INFO - Epoch [126][1240/1879] lr: 1.272e-02, eta: 8:16:11, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.2061, top1_acc: 0.5191, top5_acc: 0.7434, loss_cls: 2.0841, loss: 3.2902, grad_norm: 4.6634 2021-07-20 13:31:48,565 - mmaction - INFO - Epoch [126][1260/1879] lr: 1.270e-02, eta: 8:15:58, time: 0.665, data_time: 0.001, memory: 6921, loss_aux: 1.2094, top1_acc: 0.5227, top5_acc: 0.7531, loss_cls: 2.0794, loss: 3.2888, grad_norm: 4.6473 2021-07-20 13:32:00,697 - mmaction - INFO - Epoch [126][1280/1879] lr: 1.269e-02, eta: 8:15:45, time: 0.607, data_time: 0.002, memory: 6921, loss_aux: 1.1870, top1_acc: 0.5309, top5_acc: 0.7500, loss_cls: 2.0143, loss: 3.2013, grad_norm: 4.6275 2021-07-20 13:32:15,369 - mmaction - INFO - Epoch [126][1300/1879] lr: 1.268e-02, eta: 8:15:32, time: 0.732, data_time: 0.002, memory: 6921, loss_aux: 1.1805, top1_acc: 0.5355, top5_acc: 0.7566, loss_cls: 2.0377, loss: 3.2182, grad_norm: 4.6113 2021-07-20 13:32:26,726 - mmaction - INFO - Epoch [126][1320/1879] lr: 1.267e-02, eta: 8:15:18, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.2227, top1_acc: 0.5184, top5_acc: 0.7449, loss_cls: 2.0984, loss: 3.3212, grad_norm: 4.6120 2021-07-20 13:32:42,155 - mmaction - INFO - Epoch [126][1340/1879] lr: 1.266e-02, eta: 8:15:06, time: 0.771, data_time: 0.003, memory: 6921, loss_aux: 1.1832, top1_acc: 0.5387, top5_acc: 0.7555, loss_cls: 2.0453, loss: 3.2286, grad_norm: 4.5683 2021-07-20 13:32:53,861 - mmaction - INFO - Epoch [126][1360/1879] lr: 1.265e-02, eta: 8:14:53, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.2086, top1_acc: 0.5133, top5_acc: 0.7488, loss_cls: 2.0684, loss: 3.2770, grad_norm: 4.6065 2021-07-20 13:33:10,055 - mmaction - INFO - Epoch [126][1380/1879] lr: 1.264e-02, eta: 8:14:40, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.1850, top1_acc: 0.5352, top5_acc: 0.7543, loss_cls: 2.0431, loss: 3.2281, grad_norm: 4.6050 2021-07-20 13:33:21,845 - mmaction - INFO - Epoch [126][1400/1879] lr: 1.263e-02, eta: 8:14:27, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.1877, top1_acc: 0.5238, top5_acc: 0.7562, loss_cls: 2.0321, loss: 3.2198, grad_norm: 4.5791 2021-07-20 13:33:33,328 - mmaction - INFO - Epoch [126][1420/1879] lr: 1.262e-02, eta: 8:14:14, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.1907, top1_acc: 0.5395, top5_acc: 0.7559, loss_cls: 2.0275, loss: 3.2182, grad_norm: 4.6124 2021-07-20 13:33:45,189 - mmaction - INFO - Epoch [126][1440/1879] lr: 1.261e-02, eta: 8:14:00, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.1934, top1_acc: 0.5227, top5_acc: 0.7496, loss_cls: 2.0571, loss: 3.2505, grad_norm: 4.6235 2021-07-20 13:33:57,345 - mmaction - INFO - Epoch [126][1460/1879] lr: 1.260e-02, eta: 8:13:47, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.1756, top1_acc: 0.5336, top5_acc: 0.7660, loss_cls: 2.0087, loss: 3.1844, grad_norm: 4.6693 2021-07-20 13:34:11,593 - mmaction - INFO - Epoch [126][1480/1879] lr: 1.258e-02, eta: 8:13:34, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.1995, top1_acc: 0.5410, top5_acc: 0.7531, loss_cls: 2.0268, loss: 3.2263, grad_norm: 4.6822 2021-07-20 13:34:23,853 - mmaction - INFO - Epoch [126][1500/1879] lr: 1.257e-02, eta: 8:13:21, time: 0.614, data_time: 0.006, memory: 6921, loss_aux: 1.2183, top1_acc: 0.5223, top5_acc: 0.7527, loss_cls: 2.0976, loss: 3.3159, grad_norm: 4.6795 2021-07-20 13:34:36,904 - mmaction - INFO - Epoch [126][1520/1879] lr: 1.256e-02, eta: 8:13:08, time: 0.653, data_time: 0.004, memory: 6921, loss_aux: 1.2095, top1_acc: 0.5191, top5_acc: 0.7484, loss_cls: 2.0818, loss: 3.2913, grad_norm: 4.5861 2021-07-20 13:34:48,714 - mmaction - INFO - Epoch [126][1540/1879] lr: 1.255e-02, eta: 8:12:55, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.1912, top1_acc: 0.5211, top5_acc: 0.7543, loss_cls: 2.0504, loss: 3.2416, grad_norm: 4.6620 2021-07-20 13:35:01,048 - mmaction - INFO - Epoch [126][1560/1879] lr: 1.254e-02, eta: 8:12:42, time: 0.616, data_time: 0.001, memory: 6921, loss_aux: 1.2344, top1_acc: 0.5043, top5_acc: 0.7395, loss_cls: 2.1325, loss: 3.3669, grad_norm: 4.7370 2021-07-20 13:35:15,670 - mmaction - INFO - Epoch [126][1580/1879] lr: 1.253e-02, eta: 8:12:29, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.1992, top1_acc: 0.5098, top5_acc: 0.7504, loss_cls: 2.0749, loss: 3.2741, grad_norm: 4.6766 2021-07-20 13:35:27,618 - mmaction - INFO - Epoch [126][1600/1879] lr: 1.252e-02, eta: 8:12:16, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.2329, top1_acc: 0.5133, top5_acc: 0.7477, loss_cls: 2.1327, loss: 3.3656, grad_norm: 4.6032 2021-07-20 13:35:43,260 - mmaction - INFO - Epoch [126][1620/1879] lr: 1.251e-02, eta: 8:12:03, time: 0.783, data_time: 0.005, memory: 6921, loss_aux: 1.1869, top1_acc: 0.5387, top5_acc: 0.7496, loss_cls: 2.0414, loss: 3.2284, grad_norm: 4.5817 2021-07-20 13:35:56,473 - mmaction - INFO - Epoch [126][1640/1879] lr: 1.250e-02, eta: 8:11:50, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 1.1793, top1_acc: 0.5324, top5_acc: 0.7668, loss_cls: 2.0318, loss: 3.2111, grad_norm: 4.5945 2021-07-20 13:36:10,542 - mmaction - INFO - Epoch [126][1660/1879] lr: 1.249e-02, eta: 8:11:38, time: 0.717, data_time: 0.021, memory: 6921, loss_aux: 1.2167, top1_acc: 0.5191, top5_acc: 0.7422, loss_cls: 2.1139, loss: 3.3306, grad_norm: 4.6133 2021-07-20 13:36:23,896 - mmaction - INFO - Epoch [126][1680/1879] lr: 1.248e-02, eta: 8:11:25, time: 0.669, data_time: 0.005, memory: 6921, loss_aux: 1.2180, top1_acc: 0.5148, top5_acc: 0.7395, loss_cls: 2.1251, loss: 3.3431, grad_norm: 4.7021 2021-07-20 13:36:35,157 - mmaction - INFO - Epoch [126][1700/1879] lr: 1.247e-02, eta: 8:11:11, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.2197, top1_acc: 0.5312, top5_acc: 0.7473, loss_cls: 2.0883, loss: 3.3080, grad_norm: 4.6515 2021-07-20 13:36:49,613 - mmaction - INFO - Epoch [126][1720/1879] lr: 1.246e-02, eta: 8:10:59, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.1975, top1_acc: 0.5312, top5_acc: 0.7535, loss_cls: 2.0491, loss: 3.2466, grad_norm: 4.4858 2021-07-20 13:37:03,800 - mmaction - INFO - Epoch [126][1740/1879] lr: 1.244e-02, eta: 8:10:46, time: 0.709, data_time: 0.003, memory: 6921, loss_aux: 1.2388, top1_acc: 0.5203, top5_acc: 0.7398, loss_cls: 2.1322, loss: 3.3710, grad_norm: 4.6901 2021-07-20 13:37:20,007 - mmaction - INFO - Epoch [126][1760/1879] lr: 1.243e-02, eta: 8:10:33, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.2032, top1_acc: 0.5316, top5_acc: 0.7613, loss_cls: 2.0462, loss: 3.2494, grad_norm: 4.5632 2021-07-20 13:37:33,750 - mmaction - INFO - Epoch [126][1780/1879] lr: 1.242e-02, eta: 8:10:20, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.1798, top1_acc: 0.5383, top5_acc: 0.7566, loss_cls: 2.0262, loss: 3.2060, grad_norm: 4.6768 2021-07-20 13:37:45,533 - mmaction - INFO - Epoch [126][1800/1879] lr: 1.241e-02, eta: 8:10:07, time: 0.595, data_time: 0.009, memory: 6921, loss_aux: 1.2343, top1_acc: 0.5078, top5_acc: 0.7426, loss_cls: 2.1271, loss: 3.3613, grad_norm: 4.5963 2021-07-20 13:37:58,848 - mmaction - INFO - Epoch [126][1820/1879] lr: 1.240e-02, eta: 8:09:54, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.2122, top1_acc: 0.5039, top5_acc: 0.7512, loss_cls: 2.1028, loss: 3.3149, grad_norm: 4.6404 2021-07-20 13:38:11,601 - mmaction - INFO - Epoch [126][1840/1879] lr: 1.239e-02, eta: 8:09:41, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.2052, top1_acc: 0.5289, top5_acc: 0.7461, loss_cls: 2.0607, loss: 3.2658, grad_norm: 4.5098 2021-07-20 13:38:24,979 - mmaction - INFO - Epoch [126][1860/1879] lr: 1.238e-02, eta: 8:09:28, time: 0.667, data_time: 0.002, memory: 6921, loss_aux: 1.2084, top1_acc: 0.5270, top5_acc: 0.7508, loss_cls: 2.0689, loss: 3.2773, grad_norm: 4.4814 2021-07-20 13:38:35,267 - mmaction - INFO - Saving checkpoint at 126 epochs 2021-07-20 13:39:01,901 - mmaction - INFO - Epoch [127][20/1879] lr: 1.236e-02, eta: 8:09:02, time: 0.942, data_time: 0.161, memory: 6921, loss_aux: 1.1966, top1_acc: 0.5312, top5_acc: 0.7543, loss_cls: 2.0261, loss: 3.2227, grad_norm: 4.6098 2021-07-20 13:39:15,859 - mmaction - INFO - Epoch [127][40/1879] lr: 1.235e-02, eta: 8:08:49, time: 0.698, data_time: 0.002, memory: 6921, loss_aux: 1.1729, top1_acc: 0.5281, top5_acc: 0.7562, loss_cls: 2.0203, loss: 3.1931, grad_norm: 4.6373 2021-07-20 13:39:29,422 - mmaction - INFO - Epoch [127][60/1879] lr: 1.234e-02, eta: 8:08:36, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.2084, top1_acc: 0.5277, top5_acc: 0.7523, loss_cls: 2.0652, loss: 3.2735, grad_norm: 4.5570 2021-07-20 13:39:41,497 - mmaction - INFO - Epoch [127][80/1879] lr: 1.233e-02, eta: 8:08:23, time: 0.667, data_time: 0.069, memory: 6921, loss_aux: 1.1454, top1_acc: 0.5484, top5_acc: 0.7699, loss_cls: 1.9418, loss: 3.0873, grad_norm: 4.5121 2021-07-20 13:39:53,413 - mmaction - INFO - Epoch [127][100/1879] lr: 1.232e-02, eta: 8:08:09, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.2143, top1_acc: 0.5234, top5_acc: 0.7480, loss_cls: 2.0963, loss: 3.3106, grad_norm: 4.6831 2021-07-20 13:40:05,297 - mmaction - INFO - Epoch [127][120/1879] lr: 1.231e-02, eta: 8:07:56, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.1882, top1_acc: 0.5289, top5_acc: 0.7566, loss_cls: 2.0334, loss: 3.2216, grad_norm: 4.5407 2021-07-20 13:40:18,073 - mmaction - INFO - Epoch [127][140/1879] lr: 1.229e-02, eta: 8:07:43, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.1716, top1_acc: 0.5426, top5_acc: 0.7523, loss_cls: 2.0129, loss: 3.1845, grad_norm: 4.5722 2021-07-20 13:40:29,785 - mmaction - INFO - Epoch [127][160/1879] lr: 1.228e-02, eta: 8:07:30, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.1789, top1_acc: 0.5262, top5_acc: 0.7508, loss_cls: 2.0564, loss: 3.2353, grad_norm: 4.6350 2021-07-20 13:40:41,506 - mmaction - INFO - Epoch [127][180/1879] lr: 1.227e-02, eta: 8:07:17, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.1983, top1_acc: 0.5285, top5_acc: 0.7496, loss_cls: 2.0476, loss: 3.2459, grad_norm: 4.5448 2021-07-20 13:40:56,346 - mmaction - INFO - Epoch [127][200/1879] lr: 1.226e-02, eta: 8:07:04, time: 0.740, data_time: 0.002, memory: 6921, loss_aux: 1.1927, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 2.0531, loss: 3.2458, grad_norm: 4.5798 2021-07-20 13:41:09,389 - mmaction - INFO - Epoch [127][220/1879] lr: 1.225e-02, eta: 8:06:51, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.1659, top1_acc: 0.5293, top5_acc: 0.7672, loss_cls: 1.9772, loss: 3.1432, grad_norm: 4.5501 2021-07-20 13:41:20,803 - mmaction - INFO - Epoch [127][240/1879] lr: 1.224e-02, eta: 8:06:38, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.2034, top1_acc: 0.5383, top5_acc: 0.7484, loss_cls: 2.0320, loss: 3.2354, grad_norm: 4.6895 2021-07-20 13:41:32,346 - mmaction - INFO - Epoch [127][260/1879] lr: 1.223e-02, eta: 8:06:24, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.1852, top1_acc: 0.5379, top5_acc: 0.7496, loss_cls: 2.0423, loss: 3.2275, grad_norm: 4.5427 2021-07-20 13:41:43,967 - mmaction - INFO - Epoch [127][280/1879] lr: 1.222e-02, eta: 8:06:11, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.1550, top1_acc: 0.5387, top5_acc: 0.7566, loss_cls: 1.9820, loss: 3.1369, grad_norm: 4.6147 2021-07-20 13:42:00,184 - mmaction - INFO - Epoch [127][300/1879] lr: 1.221e-02, eta: 8:05:59, time: 0.811, data_time: 0.003, memory: 6921, loss_aux: 1.1790, top1_acc: 0.5434, top5_acc: 0.7598, loss_cls: 1.9845, loss: 3.1635, grad_norm: 4.5545 2021-07-20 13:42:13,824 - mmaction - INFO - Epoch [127][320/1879] lr: 1.220e-02, eta: 8:05:46, time: 0.675, data_time: 0.004, memory: 6921, loss_aux: 1.2165, top1_acc: 0.5148, top5_acc: 0.7539, loss_cls: 2.0837, loss: 3.3002, grad_norm: 4.7534 2021-07-20 13:42:25,594 - mmaction - INFO - Epoch [127][340/1879] lr: 1.219e-02, eta: 8:05:32, time: 0.595, data_time: 0.013, memory: 6921, loss_aux: 1.2240, top1_acc: 0.5262, top5_acc: 0.7480, loss_cls: 2.1035, loss: 3.3275, grad_norm: 4.6113 2021-07-20 13:42:40,827 - mmaction - INFO - Epoch [127][360/1879] lr: 1.218e-02, eta: 8:05:20, time: 0.760, data_time: 0.008, memory: 6921, loss_aux: 1.2248, top1_acc: 0.5188, top5_acc: 0.7426, loss_cls: 2.0971, loss: 3.3219, grad_norm: 4.6084 2021-07-20 13:42:52,053 - mmaction - INFO - Epoch [127][380/1879] lr: 1.217e-02, eta: 8:05:06, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.1763, top1_acc: 0.5367, top5_acc: 0.7496, loss_cls: 2.0269, loss: 3.2032, grad_norm: 4.6040 2021-07-20 13:43:04,161 - mmaction - INFO - Epoch [127][400/1879] lr: 1.216e-02, eta: 8:04:53, time: 0.605, data_time: 0.010, memory: 6921, loss_aux: 1.2065, top1_acc: 0.5285, top5_acc: 0.7625, loss_cls: 2.0606, loss: 3.2671, grad_norm: 4.7061 2021-07-20 13:43:18,235 - mmaction - INFO - Epoch [127][420/1879] lr: 1.215e-02, eta: 8:04:40, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.2153, top1_acc: 0.5305, top5_acc: 0.7559, loss_cls: 2.0465, loss: 3.2618, grad_norm: 4.6585 2021-07-20 13:43:31,504 - mmaction - INFO - Epoch [127][440/1879] lr: 1.213e-02, eta: 8:04:27, time: 0.662, data_time: 0.004, memory: 6921, loss_aux: 1.2242, top1_acc: 0.5117, top5_acc: 0.7473, loss_cls: 2.1026, loss: 3.3268, grad_norm: 4.8712 2021-07-20 13:43:46,849 - mmaction - INFO - Epoch [127][460/1879] lr: 1.212e-02, eta: 8:04:15, time: 0.769, data_time: 0.023, memory: 6921, loss_aux: 1.1722, top1_acc: 0.5332, top5_acc: 0.7723, loss_cls: 1.9842, loss: 3.1564, grad_norm: 4.6527 2021-07-20 13:43:58,375 - mmaction - INFO - Epoch [127][480/1879] lr: 1.211e-02, eta: 8:04:02, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.1789, top1_acc: 0.5434, top5_acc: 0.7547, loss_cls: 2.0145, loss: 3.1934, grad_norm: 4.5822 2021-07-20 13:44:19,388 - mmaction - INFO - Epoch [127][500/1879] lr: 1.210e-02, eta: 8:03:50, time: 1.049, data_time: 0.003, memory: 6921, loss_aux: 1.1744, top1_acc: 0.5277, top5_acc: 0.7629, loss_cls: 2.0295, loss: 3.2039, grad_norm: 4.7201 2021-07-20 13:44:30,986 - mmaction - INFO - Epoch [127][520/1879] lr: 1.209e-02, eta: 8:03:37, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.1890, top1_acc: 0.5340, top5_acc: 0.7523, loss_cls: 2.0461, loss: 3.2351, grad_norm: 4.5618 2021-07-20 13:44:47,489 - mmaction - INFO - Epoch [127][540/1879] lr: 1.208e-02, eta: 8:03:24, time: 0.824, data_time: 0.003, memory: 6921, loss_aux: 1.1700, top1_acc: 0.5414, top5_acc: 0.7629, loss_cls: 2.0006, loss: 3.1705, grad_norm: 4.5630 2021-07-20 13:44:59,107 - mmaction - INFO - Epoch [127][560/1879] lr: 1.207e-02, eta: 8:03:11, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.1930, top1_acc: 0.5215, top5_acc: 0.7512, loss_cls: 2.0610, loss: 3.2540, grad_norm: 4.6669 2021-07-20 13:45:12,336 - mmaction - INFO - Epoch [127][580/1879] lr: 1.206e-02, eta: 8:02:58, time: 0.679, data_time: 0.024, memory: 6921, loss_aux: 1.2004, top1_acc: 0.5195, top5_acc: 0.7527, loss_cls: 2.0968, loss: 3.2972, grad_norm: 4.6424 2021-07-20 13:45:25,379 - mmaction - INFO - Epoch [127][600/1879] lr: 1.205e-02, eta: 8:02:45, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.1522, top1_acc: 0.5332, top5_acc: 0.7684, loss_cls: 1.9974, loss: 3.1496, grad_norm: 4.5286 2021-07-20 13:45:38,198 - mmaction - INFO - Epoch [127][620/1879] lr: 1.204e-02, eta: 8:02:32, time: 0.640, data_time: 0.036, memory: 6921, loss_aux: 1.2150, top1_acc: 0.5289, top5_acc: 0.7488, loss_cls: 2.0828, loss: 3.2979, grad_norm: 4.6279 2021-07-20 13:45:50,520 - mmaction - INFO - Epoch [127][640/1879] lr: 1.203e-02, eta: 8:02:19, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.1893, top1_acc: 0.5309, top5_acc: 0.7535, loss_cls: 2.0320, loss: 3.2212, grad_norm: 4.6228 2021-07-20 13:46:02,118 - mmaction - INFO - Epoch [127][660/1879] lr: 1.202e-02, eta: 8:02:06, time: 0.583, data_time: 0.008, memory: 6921, loss_aux: 1.1783, top1_acc: 0.5371, top5_acc: 0.7652, loss_cls: 2.0019, loss: 3.1801, grad_norm: 4.6031 2021-07-20 13:46:18,027 - mmaction - INFO - Epoch [127][680/1879] lr: 1.201e-02, eta: 8:01:53, time: 0.797, data_time: 0.004, memory: 6921, loss_aux: 1.1934, top1_acc: 0.5398, top5_acc: 0.7555, loss_cls: 2.0345, loss: 3.2279, grad_norm: 4.6331 2021-07-20 13:46:29,931 - mmaction - INFO - Epoch [127][700/1879] lr: 1.200e-02, eta: 8:01:40, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.1775, top1_acc: 0.5305, top5_acc: 0.7531, loss_cls: 2.0313, loss: 3.2088, grad_norm: 4.7369 2021-07-20 13:46:41,557 - mmaction - INFO - Epoch [127][720/1879] lr: 1.199e-02, eta: 8:01:27, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.1912, top1_acc: 0.5211, top5_acc: 0.7535, loss_cls: 2.0397, loss: 3.2310, grad_norm: 4.6244 2021-07-20 13:46:52,652 - mmaction - INFO - Epoch [127][740/1879] lr: 1.198e-02, eta: 8:01:13, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.1799, top1_acc: 0.5293, top5_acc: 0.7555, loss_cls: 2.0201, loss: 3.2000, grad_norm: 4.6300 2021-07-20 13:47:04,708 - mmaction - INFO - Epoch [127][760/1879] lr: 1.196e-02, eta: 8:01:00, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.1961, top1_acc: 0.5309, top5_acc: 0.7508, loss_cls: 2.0341, loss: 3.2301, grad_norm: 4.5778 2021-07-20 13:47:16,535 - mmaction - INFO - Epoch [127][780/1879] lr: 1.195e-02, eta: 8:00:47, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.1868, top1_acc: 0.5359, top5_acc: 0.7648, loss_cls: 2.0224, loss: 3.2092, grad_norm: 4.6491 2021-07-20 13:47:28,000 - mmaction - INFO - Epoch [127][800/1879] lr: 1.194e-02, eta: 8:00:34, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.2526, top1_acc: 0.5168, top5_acc: 0.7316, loss_cls: 2.1366, loss: 3.3892, grad_norm: 4.7295 2021-07-20 13:47:44,423 - mmaction - INFO - Epoch [127][820/1879] lr: 1.193e-02, eta: 8:00:21, time: 0.820, data_time: 0.002, memory: 6921, loss_aux: 1.1967, top1_acc: 0.5258, top5_acc: 0.7555, loss_cls: 2.0361, loss: 3.2328, grad_norm: 4.5939 2021-07-20 13:47:59,036 - mmaction - INFO - Epoch [127][840/1879] lr: 1.192e-02, eta: 8:00:08, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.2110, top1_acc: 0.5258, top5_acc: 0.7465, loss_cls: 2.0706, loss: 3.2815, grad_norm: 4.7836 2021-07-20 13:48:10,401 - mmaction - INFO - Epoch [127][860/1879] lr: 1.191e-02, eta: 7:59:55, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.1975, top1_acc: 0.5375, top5_acc: 0.7539, loss_cls: 2.0515, loss: 3.2490, grad_norm: 4.6118 2021-07-20 13:48:26,763 - mmaction - INFO - Epoch [127][880/1879] lr: 1.190e-02, eta: 7:59:43, time: 0.816, data_time: 0.002, memory: 6921, loss_aux: 1.1823, top1_acc: 0.5332, top5_acc: 0.7621, loss_cls: 2.0103, loss: 3.1926, grad_norm: 4.7174 2021-07-20 13:48:41,401 - mmaction - INFO - Epoch [127][900/1879] lr: 1.189e-02, eta: 7:59:30, time: 0.732, data_time: 0.005, memory: 6921, loss_aux: 1.2008, top1_acc: 0.5176, top5_acc: 0.7426, loss_cls: 2.1020, loss: 3.3028, grad_norm: 4.6868 2021-07-20 13:48:54,881 - mmaction - INFO - Epoch [127][920/1879] lr: 1.188e-02, eta: 7:59:17, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.2018, top1_acc: 0.5258, top5_acc: 0.7520, loss_cls: 2.0463, loss: 3.2481, grad_norm: 4.6770 2021-07-20 13:49:09,929 - mmaction - INFO - Epoch [127][940/1879] lr: 1.187e-02, eta: 7:59:04, time: 0.750, data_time: 0.005, memory: 6921, loss_aux: 1.2015, top1_acc: 0.5207, top5_acc: 0.7516, loss_cls: 2.0963, loss: 3.2977, grad_norm: 4.7112 2021-07-20 13:49:23,147 - mmaction - INFO - Epoch [127][960/1879] lr: 1.186e-02, eta: 7:58:51, time: 0.664, data_time: 0.007, memory: 6921, loss_aux: 1.1721, top1_acc: 0.5402, top5_acc: 0.7668, loss_cls: 1.9982, loss: 3.1704, grad_norm: 4.5967 2021-07-20 13:49:37,206 - mmaction - INFO - Epoch [127][980/1879] lr: 1.185e-02, eta: 7:58:39, time: 0.704, data_time: 0.003, memory: 6921, loss_aux: 1.2069, top1_acc: 0.5348, top5_acc: 0.7547, loss_cls: 2.0551, loss: 3.2621, grad_norm: 4.6642 2021-07-20 13:49:48,507 - mmaction - INFO - Epoch [127][1000/1879] lr: 1.184e-02, eta: 7:58:25, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.1877, top1_acc: 0.5441, top5_acc: 0.7582, loss_cls: 2.0325, loss: 3.2202, grad_norm: 4.5766 2021-07-20 13:49:59,760 - mmaction - INFO - Epoch [127][1020/1879] lr: 1.183e-02, eta: 7:58:12, time: 0.562, data_time: 0.001, memory: 6921, loss_aux: 1.1923, top1_acc: 0.5234, top5_acc: 0.7531, loss_cls: 2.0665, loss: 3.2588, grad_norm: 4.5723 2021-07-20 13:50:11,725 - mmaction - INFO - Epoch [127][1040/1879] lr: 1.182e-02, eta: 7:57:59, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.1788, top1_acc: 0.5363, top5_acc: 0.7578, loss_cls: 2.0236, loss: 3.2024, grad_norm: 4.6123 2021-07-20 13:50:23,185 - mmaction - INFO - Epoch [127][1060/1879] lr: 1.181e-02, eta: 7:57:45, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.2085, top1_acc: 0.5148, top5_acc: 0.7578, loss_cls: 2.0332, loss: 3.2417, grad_norm: 4.7215 2021-07-20 13:50:40,505 - mmaction - INFO - Epoch [127][1080/1879] lr: 1.180e-02, eta: 7:57:33, time: 0.866, data_time: 0.012, memory: 6921, loss_aux: 1.1591, top1_acc: 0.5383, top5_acc: 0.7594, loss_cls: 1.9926, loss: 3.1517, grad_norm: 4.7124 2021-07-20 13:50:52,461 - mmaction - INFO - Epoch [127][1100/1879] lr: 1.179e-02, eta: 7:57:20, time: 0.602, data_time: 0.006, memory: 6921, loss_aux: 1.1871, top1_acc: 0.5324, top5_acc: 0.7566, loss_cls: 2.0192, loss: 3.2064, grad_norm: 4.7796 2021-07-20 13:51:04,350 - mmaction - INFO - Epoch [127][1120/1879] lr: 1.178e-02, eta: 7:57:07, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.1704, top1_acc: 0.5422, top5_acc: 0.7613, loss_cls: 2.0074, loss: 3.1778, grad_norm: 4.6592 2021-07-20 13:51:20,722 - mmaction - INFO - Epoch [127][1140/1879] lr: 1.176e-02, eta: 7:56:54, time: 0.816, data_time: 0.003, memory: 6921, loss_aux: 1.2131, top1_acc: 0.5219, top5_acc: 0.7531, loss_cls: 2.0616, loss: 3.2747, grad_norm: 4.6848 2021-07-20 13:51:34,057 - mmaction - INFO - Epoch [127][1160/1879] lr: 1.175e-02, eta: 7:56:41, time: 0.669, data_time: 0.006, memory: 6921, loss_aux: 1.2281, top1_acc: 0.5082, top5_acc: 0.7250, loss_cls: 2.1398, loss: 3.3679, grad_norm: 4.7340 2021-07-20 13:51:49,299 - mmaction - INFO - Epoch [127][1180/1879] lr: 1.174e-02, eta: 7:56:29, time: 0.724, data_time: 0.004, memory: 6921, loss_aux: 1.1669, top1_acc: 0.5414, top5_acc: 0.7617, loss_cls: 1.9891, loss: 3.1560, grad_norm: 4.7182 2021-07-20 13:52:02,078 - mmaction - INFO - Epoch [127][1200/1879] lr: 1.173e-02, eta: 7:56:16, time: 0.663, data_time: 0.040, memory: 6921, loss_aux: 1.1801, top1_acc: 0.5355, top5_acc: 0.7719, loss_cls: 1.9766, loss: 3.1567, grad_norm: 4.7307 2021-07-20 13:52:13,833 - mmaction - INFO - Epoch [127][1220/1879] lr: 1.172e-02, eta: 7:56:02, time: 0.602, data_time: 0.018, memory: 6921, loss_aux: 1.1992, top1_acc: 0.5324, top5_acc: 0.7520, loss_cls: 2.0502, loss: 3.2495, grad_norm: 4.7019 2021-07-20 13:52:25,704 - mmaction - INFO - Epoch [127][1240/1879] lr: 1.171e-02, eta: 7:55:49, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.2112, top1_acc: 0.5227, top5_acc: 0.7473, loss_cls: 2.1156, loss: 3.3268, grad_norm: 4.7801 2021-07-20 13:52:36,998 - mmaction - INFO - Epoch [127][1260/1879] lr: 1.170e-02, eta: 7:55:36, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.1775, top1_acc: 0.5270, top5_acc: 0.7613, loss_cls: 2.0096, loss: 3.1871, grad_norm: 4.5944 2021-07-20 13:52:49,281 - mmaction - INFO - Epoch [127][1280/1879] lr: 1.169e-02, eta: 7:55:23, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.2121, top1_acc: 0.5211, top5_acc: 0.7418, loss_cls: 2.0761, loss: 3.2882, grad_norm: 4.6542 2021-07-20 13:53:01,874 - mmaction - INFO - Epoch [127][1300/1879] lr: 1.168e-02, eta: 7:55:10, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.1964, top1_acc: 0.5234, top5_acc: 0.7473, loss_cls: 2.0856, loss: 3.2819, grad_norm: 4.7490 2021-07-20 13:53:14,060 - mmaction - INFO - Epoch [127][1320/1879] lr: 1.167e-02, eta: 7:54:56, time: 0.610, data_time: 0.004, memory: 6921, loss_aux: 1.1819, top1_acc: 0.5320, top5_acc: 0.7582, loss_cls: 2.0116, loss: 3.1935, grad_norm: 4.6896 2021-07-20 13:53:26,185 - mmaction - INFO - Epoch [127][1340/1879] lr: 1.166e-02, eta: 7:54:43, time: 0.606, data_time: 0.001, memory: 6921, loss_aux: 1.1541, top1_acc: 0.5383, top5_acc: 0.7734, loss_cls: 1.9897, loss: 3.1438, grad_norm: 4.6877 2021-07-20 13:53:38,686 - mmaction - INFO - Epoch [127][1360/1879] lr: 1.165e-02, eta: 7:54:30, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.2148, top1_acc: 0.5285, top5_acc: 0.7562, loss_cls: 2.0731, loss: 3.2879, grad_norm: 4.7895 2021-07-20 13:53:54,593 - mmaction - INFO - Epoch [127][1380/1879] lr: 1.164e-02, eta: 7:54:18, time: 0.793, data_time: 0.003, memory: 6921, loss_aux: 1.2026, top1_acc: 0.5320, top5_acc: 0.7652, loss_cls: 2.0159, loss: 3.2185, grad_norm: 4.6203 2021-07-20 13:54:06,942 - mmaction - INFO - Epoch [127][1400/1879] lr: 1.163e-02, eta: 7:54:05, time: 0.619, data_time: 0.005, memory: 6921, loss_aux: 1.2139, top1_acc: 0.5191, top5_acc: 0.7527, loss_cls: 2.0612, loss: 3.2751, grad_norm: 4.7020 2021-07-20 13:54:19,691 - mmaction - INFO - Epoch [127][1420/1879] lr: 1.162e-02, eta: 7:53:51, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.2078, top1_acc: 0.5266, top5_acc: 0.7562, loss_cls: 2.0843, loss: 3.2922, grad_norm: 4.7258 2021-07-20 13:54:34,220 - mmaction - INFO - Epoch [127][1440/1879] lr: 1.161e-02, eta: 7:53:39, time: 0.730, data_time: 0.007, memory: 6921, loss_aux: 1.1956, top1_acc: 0.5359, top5_acc: 0.7496, loss_cls: 2.0641, loss: 3.2597, grad_norm: 4.7334 2021-07-20 13:54:52,037 - mmaction - INFO - Epoch [127][1460/1879] lr: 1.160e-02, eta: 7:53:27, time: 0.891, data_time: 0.002, memory: 6921, loss_aux: 1.1410, top1_acc: 0.5453, top5_acc: 0.7617, loss_cls: 1.9757, loss: 3.1167, grad_norm: 4.5851 2021-07-20 13:55:03,507 - mmaction - INFO - Epoch [127][1480/1879] lr: 1.159e-02, eta: 7:53:13, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.1973, top1_acc: 0.5316, top5_acc: 0.7527, loss_cls: 2.0336, loss: 3.2309, grad_norm: 4.7090 2021-07-20 13:55:15,658 - mmaction - INFO - Epoch [127][1500/1879] lr: 1.158e-02, eta: 7:53:00, time: 0.607, data_time: 0.001, memory: 6921, loss_aux: 1.2149, top1_acc: 0.5086, top5_acc: 0.7480, loss_cls: 2.1074, loss: 3.3223, grad_norm: 4.7824 2021-07-20 13:55:28,735 - mmaction - INFO - Epoch [127][1520/1879] lr: 1.157e-02, eta: 7:52:47, time: 0.654, data_time: 0.003, memory: 6921, loss_aux: 1.1799, top1_acc: 0.5270, top5_acc: 0.7566, loss_cls: 2.0349, loss: 3.2148, grad_norm: 4.6499 2021-07-20 13:55:42,294 - mmaction - INFO - Epoch [127][1540/1879] lr: 1.156e-02, eta: 7:52:34, time: 0.675, data_time: 0.004, memory: 6921, loss_aux: 1.1980, top1_acc: 0.5191, top5_acc: 0.7520, loss_cls: 2.0914, loss: 3.2894, grad_norm: 4.6453 2021-07-20 13:55:55,021 - mmaction - INFO - Epoch [127][1560/1879] lr: 1.155e-02, eta: 7:52:21, time: 0.639, data_time: 0.007, memory: 6921, loss_aux: 1.1901, top1_acc: 0.5297, top5_acc: 0.7500, loss_cls: 2.0541, loss: 3.2442, grad_norm: 4.7509 2021-07-20 13:56:09,279 - mmaction - INFO - Epoch [127][1580/1879] lr: 1.154e-02, eta: 7:52:08, time: 0.710, data_time: 0.003, memory: 6921, loss_aux: 1.2359, top1_acc: 0.5082, top5_acc: 0.7418, loss_cls: 2.1338, loss: 3.3697, grad_norm: 4.7103 2021-07-20 13:56:22,788 - mmaction - INFO - Epoch [127][1600/1879] lr: 1.152e-02, eta: 7:51:55, time: 0.678, data_time: 0.005, memory: 6921, loss_aux: 1.1942, top1_acc: 0.5434, top5_acc: 0.7582, loss_cls: 2.0019, loss: 3.1962, grad_norm: 4.5486 2021-07-20 13:56:37,331 - mmaction - INFO - Epoch [127][1620/1879] lr: 1.151e-02, eta: 7:51:43, time: 0.727, data_time: 0.004, memory: 6921, loss_aux: 1.1790, top1_acc: 0.5332, top5_acc: 0.7656, loss_cls: 2.0163, loss: 3.1953, grad_norm: 4.6906 2021-07-20 13:56:48,481 - mmaction - INFO - Epoch [127][1640/1879] lr: 1.150e-02, eta: 7:51:29, time: 0.558, data_time: 0.005, memory: 6921, loss_aux: 1.1793, top1_acc: 0.5410, top5_acc: 0.7555, loss_cls: 2.0160, loss: 3.1953, grad_norm: 4.6273 2021-07-20 13:57:08,506 - mmaction - INFO - Epoch [127][1660/1879] lr: 1.149e-02, eta: 7:51:17, time: 0.997, data_time: 0.002, memory: 6921, loss_aux: 1.2204, top1_acc: 0.5293, top5_acc: 0.7562, loss_cls: 2.0748, loss: 3.2952, grad_norm: 4.6670 2021-07-20 13:57:28,790 - mmaction - INFO - Epoch [127][1680/1879] lr: 1.148e-02, eta: 7:51:06, time: 1.015, data_time: 0.009, memory: 6921, loss_aux: 1.1712, top1_acc: 0.5434, top5_acc: 0.7621, loss_cls: 1.9739, loss: 3.1451, grad_norm: 4.6817 2021-07-20 13:57:40,736 - mmaction - INFO - Epoch [127][1700/1879] lr: 1.147e-02, eta: 7:50:53, time: 0.601, data_time: 0.012, memory: 6921, loss_aux: 1.1454, top1_acc: 0.5367, top5_acc: 0.7738, loss_cls: 1.9865, loss: 3.1319, grad_norm: 4.7199 2021-07-20 13:57:52,281 - mmaction - INFO - Epoch [127][1720/1879] lr: 1.146e-02, eta: 7:50:39, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.2049, top1_acc: 0.5137, top5_acc: 0.7469, loss_cls: 2.0872, loss: 3.2921, grad_norm: 4.6073 2021-07-20 13:58:03,743 - mmaction - INFO - Epoch [127][1740/1879] lr: 1.145e-02, eta: 7:50:26, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.1825, top1_acc: 0.5328, top5_acc: 0.7566, loss_cls: 2.0231, loss: 3.2056, grad_norm: 4.6691 2021-07-20 13:58:17,972 - mmaction - INFO - Epoch [127][1760/1879] lr: 1.144e-02, eta: 7:50:13, time: 0.715, data_time: 0.007, memory: 6921, loss_aux: 1.1968, top1_acc: 0.5234, top5_acc: 0.7586, loss_cls: 2.0513, loss: 3.2481, grad_norm: 4.7912 2021-07-20 13:58:32,961 - mmaction - INFO - Epoch [127][1780/1879] lr: 1.143e-02, eta: 7:50:01, time: 0.748, data_time: 0.005, memory: 6921, loss_aux: 1.2159, top1_acc: 0.5297, top5_acc: 0.7445, loss_cls: 2.0744, loss: 3.2903, grad_norm: 4.8157 2021-07-20 13:58:44,932 - mmaction - INFO - Epoch [127][1800/1879] lr: 1.142e-02, eta: 7:49:47, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.1762, top1_acc: 0.5340, top5_acc: 0.7570, loss_cls: 2.0247, loss: 3.2009, grad_norm: 4.7298 2021-07-20 13:58:57,339 - mmaction - INFO - Epoch [127][1820/1879] lr: 1.141e-02, eta: 7:49:34, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.1790, top1_acc: 0.5414, top5_acc: 0.7637, loss_cls: 1.9921, loss: 3.1711, grad_norm: 4.6525 2021-07-20 13:59:09,791 - mmaction - INFO - Epoch [127][1840/1879] lr: 1.140e-02, eta: 7:49:21, time: 0.634, data_time: 0.013, memory: 6921, loss_aux: 1.2000, top1_acc: 0.5344, top5_acc: 0.7488, loss_cls: 2.0449, loss: 3.2449, grad_norm: 4.7293 2021-07-20 13:59:30,518 - mmaction - INFO - Epoch [127][1860/1879] lr: 1.139e-02, eta: 7:49:09, time: 1.034, data_time: 0.001, memory: 6921, loss_aux: 1.1826, top1_acc: 0.5352, top5_acc: 0.7660, loss_cls: 2.0198, loss: 3.2024, grad_norm: 4.6724 2021-07-20 13:59:41,101 - mmaction - INFO - Saving checkpoint at 127 epochs 2021-07-20 14:00:06,293 - mmaction - INFO - Epoch [128][20/1879] lr: 1.137e-02, eta: 7:48:43, time: 0.897, data_time: 0.224, memory: 6921, loss_aux: 1.1825, top1_acc: 0.5469, top5_acc: 0.7598, loss_cls: 2.0180, loss: 3.2005, grad_norm: 4.6192 2021-07-20 14:00:20,106 - mmaction - INFO - Epoch [128][40/1879] lr: 1.136e-02, eta: 7:48:30, time: 0.693, data_time: 0.008, memory: 6921, loss_aux: 1.1596, top1_acc: 0.5441, top5_acc: 0.7668, loss_cls: 1.9754, loss: 3.1350, grad_norm: 4.6974 2021-07-20 14:00:31,933 - mmaction - INFO - Epoch [128][60/1879] lr: 1.135e-02, eta: 7:48:17, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.1559, top1_acc: 0.5332, top5_acc: 0.7695, loss_cls: 1.9974, loss: 3.1533, grad_norm: 4.7395 2021-07-20 14:00:44,587 - mmaction - INFO - Epoch [128][80/1879] lr: 1.134e-02, eta: 7:48:04, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.2150, top1_acc: 0.5188, top5_acc: 0.7508, loss_cls: 2.0866, loss: 3.3016, grad_norm: 4.8144 2021-07-20 14:01:07,697 - mmaction - INFO - Epoch [128][100/1879] lr: 1.133e-02, eta: 7:47:52, time: 1.124, data_time: 0.002, memory: 6921, loss_aux: 1.2011, top1_acc: 0.5281, top5_acc: 0.7484, loss_cls: 2.0481, loss: 3.2492, grad_norm: 4.7146 2021-07-20 14:01:19,425 - mmaction - INFO - Epoch [128][120/1879] lr: 1.132e-02, eta: 7:47:39, time: 0.618, data_time: 0.036, memory: 6921, loss_aux: 1.2164, top1_acc: 0.5254, top5_acc: 0.7508, loss_cls: 2.0850, loss: 3.3014, grad_norm: 4.6924 2021-07-20 14:01:31,676 - mmaction - INFO - Epoch [128][140/1879] lr: 1.131e-02, eta: 7:47:26, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.1967, top1_acc: 0.5367, top5_acc: 0.7660, loss_cls: 2.0200, loss: 3.2167, grad_norm: 4.7124 2021-07-20 14:01:43,274 - mmaction - INFO - Epoch [128][160/1879] lr: 1.130e-02, eta: 7:47:13, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.2183, top1_acc: 0.5281, top5_acc: 0.7527, loss_cls: 2.0756, loss: 3.2939, grad_norm: 4.6888 2021-07-20 14:01:54,389 - mmaction - INFO - Epoch [128][180/1879] lr: 1.129e-02, eta: 7:46:59, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.1876, top1_acc: 0.5309, top5_acc: 0.7480, loss_cls: 2.0633, loss: 3.2509, grad_norm: 4.6962 2021-07-20 14:02:06,333 - mmaction - INFO - Epoch [128][200/1879] lr: 1.128e-02, eta: 7:46:46, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.1684, top1_acc: 0.5449, top5_acc: 0.7719, loss_cls: 1.9727, loss: 3.1411, grad_norm: 4.6561 2021-07-20 14:02:19,776 - mmaction - INFO - Epoch [128][220/1879] lr: 1.127e-02, eta: 7:46:33, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.1862, top1_acc: 0.5238, top5_acc: 0.7566, loss_cls: 2.0251, loss: 3.2113, grad_norm: 4.6547 2021-07-20 14:02:33,368 - mmaction - INFO - Epoch [128][240/1879] lr: 1.126e-02, eta: 7:46:20, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.1518, top1_acc: 0.5500, top5_acc: 0.7664, loss_cls: 1.9568, loss: 3.1086, grad_norm: 4.6645 2021-07-20 14:02:44,716 - mmaction - INFO - Epoch [128][260/1879] lr: 1.125e-02, eta: 7:46:07, time: 0.572, data_time: 0.008, memory: 6921, loss_aux: 1.1874, top1_acc: 0.5281, top5_acc: 0.7492, loss_cls: 2.0493, loss: 3.2366, grad_norm: 4.8205 2021-07-20 14:02:58,526 - mmaction - INFO - Epoch [128][280/1879] lr: 1.124e-02, eta: 7:45:54, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.1671, top1_acc: 0.5383, top5_acc: 0.7648, loss_cls: 1.9852, loss: 3.1524, grad_norm: 4.7018 2021-07-20 14:03:14,031 - mmaction - INFO - Epoch [128][300/1879] lr: 1.123e-02, eta: 7:45:41, time: 0.778, data_time: 0.006, memory: 6921, loss_aux: 1.2193, top1_acc: 0.5195, top5_acc: 0.7508, loss_cls: 2.1040, loss: 3.3233, grad_norm: 4.8709 2021-07-20 14:03:25,759 - mmaction - INFO - Epoch [128][320/1879] lr: 1.122e-02, eta: 7:45:28, time: 0.583, data_time: 0.004, memory: 6921, loss_aux: 1.1721, top1_acc: 0.5258, top5_acc: 0.7590, loss_cls: 1.9941, loss: 3.1662, grad_norm: 4.7225 2021-07-20 14:03:38,636 - mmaction - INFO - Epoch [128][340/1879] lr: 1.121e-02, eta: 7:45:15, time: 0.646, data_time: 0.005, memory: 6921, loss_aux: 1.1575, top1_acc: 0.5496, top5_acc: 0.7570, loss_cls: 1.9981, loss: 3.1557, grad_norm: 4.5548 2021-07-20 14:03:54,465 - mmaction - INFO - Epoch [128][360/1879] lr: 1.119e-02, eta: 7:45:03, time: 0.792, data_time: 0.005, memory: 6921, loss_aux: 1.1777, top1_acc: 0.5273, top5_acc: 0.7637, loss_cls: 1.9868, loss: 3.1644, grad_norm: 4.7871 2021-07-20 14:04:08,872 - mmaction - INFO - Epoch [128][380/1879] lr: 1.118e-02, eta: 7:44:50, time: 0.718, data_time: 0.004, memory: 6921, loss_aux: 1.1666, top1_acc: 0.5434, top5_acc: 0.7609, loss_cls: 1.9689, loss: 3.1355, grad_norm: 4.6739 2021-07-20 14:04:25,372 - mmaction - INFO - Epoch [128][400/1879] lr: 1.117e-02, eta: 7:44:37, time: 0.827, data_time: 0.005, memory: 6921, loss_aux: 1.1828, top1_acc: 0.5387, top5_acc: 0.7512, loss_cls: 2.0194, loss: 3.2022, grad_norm: 4.7241 2021-07-20 14:04:40,973 - mmaction - INFO - Epoch [128][420/1879] lr: 1.116e-02, eta: 7:44:25, time: 0.779, data_time: 0.003, memory: 6921, loss_aux: 1.1886, top1_acc: 0.5238, top5_acc: 0.7590, loss_cls: 2.0421, loss: 3.2307, grad_norm: 4.7815 2021-07-20 14:04:52,521 - mmaction - INFO - Epoch [128][440/1879] lr: 1.115e-02, eta: 7:44:12, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.1959, top1_acc: 0.5242, top5_acc: 0.7480, loss_cls: 2.0470, loss: 3.2428, grad_norm: 4.7104 2021-07-20 14:05:05,914 - mmaction - INFO - Epoch [128][460/1879] lr: 1.114e-02, eta: 7:43:59, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.1830, top1_acc: 0.5363, top5_acc: 0.7613, loss_cls: 1.9993, loss: 3.1823, grad_norm: 4.6852 2021-07-20 14:05:19,328 - mmaction - INFO - Epoch [128][480/1879] lr: 1.113e-02, eta: 7:43:46, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.1752, top1_acc: 0.5430, top5_acc: 0.7625, loss_cls: 1.9796, loss: 3.1548, grad_norm: 4.7055 2021-07-20 14:05:31,098 - mmaction - INFO - Epoch [128][500/1879] lr: 1.112e-02, eta: 7:43:32, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.1708, top1_acc: 0.5457, top5_acc: 0.7621, loss_cls: 1.9880, loss: 3.1588, grad_norm: 4.7190 2021-07-20 14:05:47,776 - mmaction - INFO - Epoch [128][520/1879] lr: 1.111e-02, eta: 7:43:20, time: 0.831, data_time: 0.003, memory: 6921, loss_aux: 1.1974, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 2.0359, loss: 3.2333, grad_norm: 4.7201 2021-07-20 14:05:59,231 - mmaction - INFO - Epoch [128][540/1879] lr: 1.110e-02, eta: 7:43:07, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.1673, top1_acc: 0.5391, top5_acc: 0.7648, loss_cls: 1.9933, loss: 3.1606, grad_norm: 4.7857 2021-07-20 14:06:10,588 - mmaction - INFO - Epoch [128][560/1879] lr: 1.109e-02, eta: 7:42:53, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.1949, top1_acc: 0.5234, top5_acc: 0.7473, loss_cls: 2.0484, loss: 3.2433, grad_norm: 4.8087 2021-07-20 14:06:27,211 - mmaction - INFO - Epoch [128][580/1879] lr: 1.108e-02, eta: 7:42:41, time: 0.829, data_time: 0.002, memory: 6921, loss_aux: 1.1629, top1_acc: 0.5516, top5_acc: 0.7707, loss_cls: 1.9519, loss: 3.1148, grad_norm: 4.6930 2021-07-20 14:06:39,455 - mmaction - INFO - Epoch [128][600/1879] lr: 1.107e-02, eta: 7:42:28, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.2083, top1_acc: 0.5199, top5_acc: 0.7559, loss_cls: 2.0559, loss: 3.2641, grad_norm: 4.8263 2021-07-20 14:06:53,963 - mmaction - INFO - Epoch [128][620/1879] lr: 1.106e-02, eta: 7:42:15, time: 0.723, data_time: 0.005, memory: 6921, loss_aux: 1.1545, top1_acc: 0.5367, top5_acc: 0.7660, loss_cls: 1.9879, loss: 3.1424, grad_norm: 4.8108 2021-07-20 14:07:05,527 - mmaction - INFO - Epoch [128][640/1879] lr: 1.105e-02, eta: 7:42:02, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.1643, top1_acc: 0.5395, top5_acc: 0.7582, loss_cls: 2.0033, loss: 3.1676, grad_norm: 4.6421 2021-07-20 14:07:24,204 - mmaction - INFO - Epoch [128][660/1879] lr: 1.104e-02, eta: 7:41:50, time: 0.931, data_time: 0.002, memory: 6921, loss_aux: 1.1770, top1_acc: 0.5359, top5_acc: 0.7605, loss_cls: 2.0062, loss: 3.1831, grad_norm: 4.6941 2021-07-20 14:07:38,351 - mmaction - INFO - Epoch [128][680/1879] lr: 1.103e-02, eta: 7:41:37, time: 0.705, data_time: 0.005, memory: 6921, loss_aux: 1.2009, top1_acc: 0.5273, top5_acc: 0.7488, loss_cls: 2.0787, loss: 3.2796, grad_norm: 4.7603 2021-07-20 14:07:51,650 - mmaction - INFO - Epoch [128][700/1879] lr: 1.102e-02, eta: 7:41:24, time: 0.669, data_time: 0.008, memory: 6921, loss_aux: 1.1915, top1_acc: 0.5262, top5_acc: 0.7480, loss_cls: 2.0448, loss: 3.2363, grad_norm: 4.6906 2021-07-20 14:08:06,341 - mmaction - INFO - Epoch [128][720/1879] lr: 1.101e-02, eta: 7:41:11, time: 0.736, data_time: 0.004, memory: 6921, loss_aux: 1.1852, top1_acc: 0.5418, top5_acc: 0.7586, loss_cls: 2.0283, loss: 3.2135, grad_norm: 4.6881 2021-07-20 14:08:19,027 - mmaction - INFO - Epoch [128][740/1879] lr: 1.100e-02, eta: 7:40:58, time: 0.631, data_time: 0.006, memory: 6921, loss_aux: 1.1758, top1_acc: 0.5266, top5_acc: 0.7711, loss_cls: 2.0096, loss: 3.1854, grad_norm: 4.7053 2021-07-20 14:08:31,224 - mmaction - INFO - Epoch [128][760/1879] lr: 1.099e-02, eta: 7:40:45, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 1.1925, top1_acc: 0.5309, top5_acc: 0.7516, loss_cls: 2.0554, loss: 3.2480, grad_norm: 4.7432 2021-07-20 14:08:44,098 - mmaction - INFO - Epoch [128][780/1879] lr: 1.098e-02, eta: 7:40:32, time: 0.686, data_time: 0.045, memory: 6921, loss_aux: 1.1853, top1_acc: 0.5289, top5_acc: 0.7598, loss_cls: 2.0488, loss: 3.2340, grad_norm: 4.8326 2021-07-20 14:08:55,947 - mmaction - INFO - Epoch [128][800/1879] lr: 1.097e-02, eta: 7:40:19, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.1270, top1_acc: 0.5582, top5_acc: 0.7816, loss_cls: 1.9189, loss: 3.0459, grad_norm: 4.7145 2021-07-20 14:09:18,286 - mmaction - INFO - Epoch [128][820/1879] lr: 1.096e-02, eta: 7:40:07, time: 1.096, data_time: 0.004, memory: 6921, loss_aux: 1.1805, top1_acc: 0.5184, top5_acc: 0.7586, loss_cls: 2.0258, loss: 3.2063, grad_norm: 4.7479 2021-07-20 14:09:31,818 - mmaction - INFO - Epoch [128][840/1879] lr: 1.095e-02, eta: 7:39:54, time: 0.700, data_time: 0.044, memory: 6921, loss_aux: 1.1714, top1_acc: 0.5309, top5_acc: 0.7582, loss_cls: 2.0273, loss: 3.1987, grad_norm: 4.7548 2021-07-20 14:09:44,940 - mmaction - INFO - Epoch [128][860/1879] lr: 1.094e-02, eta: 7:39:41, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 1.1637, top1_acc: 0.5418, top5_acc: 0.7664, loss_cls: 1.9669, loss: 3.1306, grad_norm: 4.6519 2021-07-20 14:09:57,686 - mmaction - INFO - Epoch [128][880/1879] lr: 1.093e-02, eta: 7:39:28, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.1908, top1_acc: 0.5367, top5_acc: 0.7613, loss_cls: 2.0269, loss: 3.2177, grad_norm: 4.7745 2021-07-20 14:10:22,943 - mmaction - INFO - Epoch [128][900/1879] lr: 1.092e-02, eta: 7:39:17, time: 1.257, data_time: 0.002, memory: 6921, loss_aux: 1.1639, top1_acc: 0.5469, top5_acc: 0.7652, loss_cls: 1.9734, loss: 3.1373, grad_norm: 4.6953 2021-07-20 14:10:36,325 - mmaction - INFO - Epoch [128][920/1879] lr: 1.091e-02, eta: 7:39:05, time: 0.675, data_time: 0.012, memory: 6921, loss_aux: 1.2008, top1_acc: 0.5449, top5_acc: 0.7617, loss_cls: 2.0055, loss: 3.2063, grad_norm: 4.8329 2021-07-20 14:10:53,700 - mmaction - INFO - Epoch [128][940/1879] lr: 1.090e-02, eta: 7:38:52, time: 0.845, data_time: 0.003, memory: 6921, loss_aux: 1.1887, top1_acc: 0.5309, top5_acc: 0.7539, loss_cls: 2.0502, loss: 3.2389, grad_norm: 4.7252 2021-07-20 14:11:06,237 - mmaction - INFO - Epoch [128][960/1879] lr: 1.089e-02, eta: 7:38:39, time: 0.650, data_time: 0.026, memory: 6921, loss_aux: 1.1973, top1_acc: 0.5199, top5_acc: 0.7516, loss_cls: 2.0676, loss: 3.2649, grad_norm: 4.7851 2021-07-20 14:11:20,443 - mmaction - INFO - Epoch [128][980/1879] lr: 1.088e-02, eta: 7:38:26, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.1917, top1_acc: 0.5383, top5_acc: 0.7562, loss_cls: 2.0131, loss: 3.2048, grad_norm: 4.7560 2021-07-20 14:11:32,909 - mmaction - INFO - Epoch [128][1000/1879] lr: 1.087e-02, eta: 7:38:13, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.1880, top1_acc: 0.5277, top5_acc: 0.7551, loss_cls: 2.0332, loss: 3.2213, grad_norm: 4.7935 2021-07-20 14:11:44,219 - mmaction - INFO - Epoch [128][1020/1879] lr: 1.086e-02, eta: 7:38:00, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.1904, top1_acc: 0.5324, top5_acc: 0.7598, loss_cls: 2.0292, loss: 3.2196, grad_norm: 4.8082 2021-07-20 14:11:56,040 - mmaction - INFO - Epoch [128][1040/1879] lr: 1.085e-02, eta: 7:37:47, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.1511, top1_acc: 0.5445, top5_acc: 0.7660, loss_cls: 1.9598, loss: 3.1110, grad_norm: 4.7977 2021-07-20 14:12:08,596 - mmaction - INFO - Epoch [128][1060/1879] lr: 1.084e-02, eta: 7:37:34, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.1523, top1_acc: 0.5426, top5_acc: 0.7680, loss_cls: 1.9467, loss: 3.0990, grad_norm: 4.7107 2021-07-20 14:12:20,236 - mmaction - INFO - Epoch [128][1080/1879] lr: 1.083e-02, eta: 7:37:20, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.1942, top1_acc: 0.5301, top5_acc: 0.7570, loss_cls: 2.0207, loss: 3.2149, grad_norm: 4.8193 2021-07-20 14:12:37,290 - mmaction - INFO - Epoch [128][1100/1879] lr: 1.082e-02, eta: 7:37:08, time: 0.851, data_time: 0.002, memory: 6921, loss_aux: 1.1764, top1_acc: 0.5395, top5_acc: 0.7637, loss_cls: 2.0055, loss: 3.1820, grad_norm: 4.9080 2021-07-20 14:12:48,413 - mmaction - INFO - Epoch [128][1120/1879] lr: 1.081e-02, eta: 7:36:55, time: 0.559, data_time: 0.004, memory: 6921, loss_aux: 1.1842, top1_acc: 0.5312, top5_acc: 0.7566, loss_cls: 2.0398, loss: 3.2240, grad_norm: 4.7648 2021-07-20 14:13:03,360 - mmaction - INFO - Epoch [128][1140/1879] lr: 1.080e-02, eta: 7:36:42, time: 0.713, data_time: 0.003, memory: 6921, loss_aux: 1.1812, top1_acc: 0.5348, top5_acc: 0.7590, loss_cls: 2.0324, loss: 3.2136, grad_norm: 4.7042 2021-07-20 14:13:19,245 - mmaction - INFO - Epoch [128][1160/1879] lr: 1.079e-02, eta: 7:36:29, time: 0.817, data_time: 0.071, memory: 6921, loss_aux: 1.1820, top1_acc: 0.5395, top5_acc: 0.7504, loss_cls: 2.0525, loss: 3.2345, grad_norm: 4.7767 2021-07-20 14:13:31,519 - mmaction - INFO - Epoch [128][1180/1879] lr: 1.078e-02, eta: 7:36:16, time: 0.625, data_time: 0.016, memory: 6921, loss_aux: 1.1858, top1_acc: 0.5336, top5_acc: 0.7574, loss_cls: 2.0153, loss: 3.2011, grad_norm: 4.7504 2021-07-20 14:13:43,297 - mmaction - INFO - Epoch [128][1200/1879] lr: 1.077e-02, eta: 7:36:03, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.1901, top1_acc: 0.5449, top5_acc: 0.7664, loss_cls: 1.9972, loss: 3.1873, grad_norm: 4.8989 2021-07-20 14:13:55,502 - mmaction - INFO - Epoch [128][1220/1879] lr: 1.076e-02, eta: 7:35:50, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.2167, top1_acc: 0.5262, top5_acc: 0.7414, loss_cls: 2.0725, loss: 3.2891, grad_norm: 4.8786 2021-07-20 14:14:08,792 - mmaction - INFO - Epoch [128][1240/1879] lr: 1.075e-02, eta: 7:35:37, time: 0.664, data_time: 0.002, memory: 6921, loss_aux: 1.1848, top1_acc: 0.5363, top5_acc: 0.7637, loss_cls: 2.0194, loss: 3.2042, grad_norm: 4.7087 2021-07-20 14:14:21,000 - mmaction - INFO - Epoch [128][1260/1879] lr: 1.074e-02, eta: 7:35:24, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.1755, top1_acc: 0.5375, top5_acc: 0.7660, loss_cls: 1.9987, loss: 3.1742, grad_norm: 4.7878 2021-07-20 14:14:33,254 - mmaction - INFO - Epoch [128][1280/1879] lr: 1.073e-02, eta: 7:35:11, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.1762, top1_acc: 0.5387, top5_acc: 0.7691, loss_cls: 1.9786, loss: 3.1548, grad_norm: 4.7385 2021-07-20 14:14:48,212 - mmaction - INFO - Epoch [128][1300/1879] lr: 1.072e-02, eta: 7:34:58, time: 0.742, data_time: 0.003, memory: 6921, loss_aux: 1.1790, top1_acc: 0.5348, top5_acc: 0.7566, loss_cls: 2.0077, loss: 3.1867, grad_norm: 4.7267 2021-07-20 14:15:01,747 - mmaction - INFO - Epoch [128][1320/1879] lr: 1.071e-02, eta: 7:34:45, time: 0.680, data_time: 0.009, memory: 6921, loss_aux: 1.2030, top1_acc: 0.5336, top5_acc: 0.7445, loss_cls: 2.0722, loss: 3.2752, grad_norm: 4.8245 2021-07-20 14:15:20,893 - mmaction - INFO - Epoch [128][1340/1879] lr: 1.070e-02, eta: 7:34:33, time: 0.958, data_time: 0.006, memory: 6921, loss_aux: 1.1874, top1_acc: 0.5176, top5_acc: 0.7570, loss_cls: 2.0575, loss: 3.2449, grad_norm: 4.8487 2021-07-20 14:15:32,640 - mmaction - INFO - Epoch [128][1360/1879] lr: 1.069e-02, eta: 7:34:20, time: 0.590, data_time: 0.006, memory: 6921, loss_aux: 1.1847, top1_acc: 0.5359, top5_acc: 0.7574, loss_cls: 2.0288, loss: 3.2135, grad_norm: 4.7858 2021-07-20 14:15:44,464 - mmaction - INFO - Epoch [128][1380/1879] lr: 1.068e-02, eta: 7:34:06, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.1713, top1_acc: 0.5387, top5_acc: 0.7746, loss_cls: 1.9859, loss: 3.1572, grad_norm: 4.7427 2021-07-20 14:15:56,429 - mmaction - INFO - Epoch [128][1400/1879] lr: 1.067e-02, eta: 7:33:53, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.2103, top1_acc: 0.5324, top5_acc: 0.7547, loss_cls: 2.0504, loss: 3.2607, grad_norm: 4.8103 2021-07-20 14:16:09,577 - mmaction - INFO - Epoch [128][1420/1879] lr: 1.066e-02, eta: 7:33:40, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.1702, top1_acc: 0.5344, top5_acc: 0.7570, loss_cls: 2.0019, loss: 3.1721, grad_norm: 4.7084 2021-07-20 14:16:20,893 - mmaction - INFO - Epoch [128][1440/1879] lr: 1.065e-02, eta: 7:33:27, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.1475, top1_acc: 0.5461, top5_acc: 0.7680, loss_cls: 1.9433, loss: 3.0908, grad_norm: 4.7046 2021-07-20 14:16:32,547 - mmaction - INFO - Epoch [128][1460/1879] lr: 1.064e-02, eta: 7:33:14, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.1599, top1_acc: 0.5293, top5_acc: 0.7750, loss_cls: 1.9666, loss: 3.1264, grad_norm: 4.7931 2021-07-20 14:16:46,352 - mmaction - INFO - Epoch [128][1480/1879] lr: 1.063e-02, eta: 7:33:01, time: 0.658, data_time: 0.001, memory: 6921, loss_aux: 1.1563, top1_acc: 0.5312, top5_acc: 0.7680, loss_cls: 2.0031, loss: 3.1595, grad_norm: 4.7022 2021-07-20 14:16:58,701 - mmaction - INFO - Epoch [128][1500/1879] lr: 1.062e-02, eta: 7:32:48, time: 0.648, data_time: 0.034, memory: 6921, loss_aux: 1.1818, top1_acc: 0.5398, top5_acc: 0.7656, loss_cls: 2.0028, loss: 3.1847, grad_norm: 4.7772 2021-07-20 14:17:10,590 - mmaction - INFO - Epoch [128][1520/1879] lr: 1.061e-02, eta: 7:32:34, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.1977, top1_acc: 0.5227, top5_acc: 0.7539, loss_cls: 2.0669, loss: 3.2647, grad_norm: 4.6986 2021-07-20 14:17:22,963 - mmaction - INFO - Epoch [128][1540/1879] lr: 1.060e-02, eta: 7:32:21, time: 0.630, data_time: 0.018, memory: 6921, loss_aux: 1.1779, top1_acc: 0.5332, top5_acc: 0.7633, loss_cls: 1.9955, loss: 3.1734, grad_norm: 4.7856 2021-07-20 14:17:35,988 - mmaction - INFO - Epoch [128][1560/1879] lr: 1.059e-02, eta: 7:32:08, time: 0.648, data_time: 0.004, memory: 6921, loss_aux: 1.1665, top1_acc: 0.5410, top5_acc: 0.7695, loss_cls: 1.9701, loss: 3.1366, grad_norm: 4.6962 2021-07-20 14:17:47,396 - mmaction - INFO - Epoch [128][1580/1879] lr: 1.058e-02, eta: 7:31:55, time: 0.573, data_time: 0.006, memory: 6921, loss_aux: 1.1660, top1_acc: 0.5414, top5_acc: 0.7652, loss_cls: 1.9897, loss: 3.1557, grad_norm: 4.6976 2021-07-20 14:18:02,740 - mmaction - INFO - Epoch [128][1600/1879] lr: 1.057e-02, eta: 7:31:42, time: 0.767, data_time: 0.002, memory: 6921, loss_aux: 1.1830, top1_acc: 0.5383, top5_acc: 0.7676, loss_cls: 2.0008, loss: 3.1838, grad_norm: 4.8298 2021-07-20 14:18:14,365 - mmaction - INFO - Epoch [128][1620/1879] lr: 1.056e-02, eta: 7:31:29, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.1608, top1_acc: 0.5367, top5_acc: 0.7648, loss_cls: 1.9939, loss: 3.1547, grad_norm: 4.7255 2021-07-20 14:18:30,616 - mmaction - INFO - Epoch [128][1640/1879] lr: 1.055e-02, eta: 7:31:17, time: 0.812, data_time: 0.002, memory: 6921, loss_aux: 1.2269, top1_acc: 0.5207, top5_acc: 0.7449, loss_cls: 2.1042, loss: 3.3311, grad_norm: 4.9953 2021-07-20 14:18:43,368 - mmaction - INFO - Epoch [128][1660/1879] lr: 1.054e-02, eta: 7:31:04, time: 0.637, data_time: 0.002, memory: 6921, loss_aux: 1.1871, top1_acc: 0.5344, top5_acc: 0.7539, loss_cls: 2.0393, loss: 3.2264, grad_norm: 4.9012 2021-07-20 14:18:55,706 - mmaction - INFO - Epoch [128][1680/1879] lr: 1.053e-02, eta: 7:30:50, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.1691, top1_acc: 0.5344, top5_acc: 0.7688, loss_cls: 1.9834, loss: 3.1525, grad_norm: 4.6993 2021-07-20 14:19:07,268 - mmaction - INFO - Epoch [128][1700/1879] lr: 1.052e-02, eta: 7:30:37, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.1438, top1_acc: 0.5465, top5_acc: 0.7793, loss_cls: 1.9229, loss: 3.0666, grad_norm: 4.7112 2021-07-20 14:19:25,413 - mmaction - INFO - Epoch [128][1720/1879] lr: 1.051e-02, eta: 7:30:25, time: 0.908, data_time: 0.009, memory: 6921, loss_aux: 1.1577, top1_acc: 0.5469, top5_acc: 0.7629, loss_cls: 1.9763, loss: 3.1340, grad_norm: 4.6646 2021-07-20 14:19:41,770 - mmaction - INFO - Epoch [128][1740/1879] lr: 1.050e-02, eta: 7:30:13, time: 0.819, data_time: 0.005, memory: 6921, loss_aux: 1.1978, top1_acc: 0.5332, top5_acc: 0.7547, loss_cls: 2.0342, loss: 3.2320, grad_norm: 4.7373 2021-07-20 14:20:00,409 - mmaction - INFO - Epoch [128][1760/1879] lr: 1.049e-02, eta: 7:30:00, time: 0.928, data_time: 0.002, memory: 6921, loss_aux: 1.1940, top1_acc: 0.5434, top5_acc: 0.7555, loss_cls: 2.0353, loss: 3.2293, grad_norm: 4.8078 2021-07-20 14:20:14,917 - mmaction - INFO - Epoch [128][1780/1879] lr: 1.048e-02, eta: 7:29:48, time: 0.724, data_time: 0.006, memory: 6921, loss_aux: 1.1943, top1_acc: 0.5336, top5_acc: 0.7566, loss_cls: 2.0546, loss: 3.2489, grad_norm: 4.8903 2021-07-20 14:20:34,088 - mmaction - INFO - Epoch [128][1800/1879] lr: 1.047e-02, eta: 7:29:36, time: 0.961, data_time: 0.007, memory: 6921, loss_aux: 1.1947, top1_acc: 0.5375, top5_acc: 0.7582, loss_cls: 2.0337, loss: 3.2285, grad_norm: 4.7767 2021-07-20 14:20:46,925 - mmaction - INFO - Epoch [128][1820/1879] lr: 1.046e-02, eta: 7:29:23, time: 0.644, data_time: 0.006, memory: 6921, loss_aux: 1.2033, top1_acc: 0.5238, top5_acc: 0.7551, loss_cls: 2.0687, loss: 3.2719, grad_norm: 4.8401 2021-07-20 14:20:58,816 - mmaction - INFO - Epoch [128][1840/1879] lr: 1.045e-02, eta: 7:29:09, time: 0.594, data_time: 0.005, memory: 6921, loss_aux: 1.1953, top1_acc: 0.5203, top5_acc: 0.7453, loss_cls: 2.0773, loss: 3.2726, grad_norm: 4.8604 2021-07-20 14:21:14,638 - mmaction - INFO - Epoch [128][1860/1879] lr: 1.044e-02, eta: 7:28:57, time: 0.791, data_time: 0.005, memory: 6921, loss_aux: 1.1464, top1_acc: 0.5520, top5_acc: 0.7730, loss_cls: 1.9307, loss: 3.0771, grad_norm: 4.5949 2021-07-20 14:21:30,359 - mmaction - INFO - Saving checkpoint at 128 epochs 2021-07-20 14:21:54,131 - mmaction - INFO - Epoch [129][20/1879] lr: 1.042e-02, eta: 7:28:31, time: 1.083, data_time: 0.258, memory: 6921, loss_aux: 1.1880, top1_acc: 0.5289, top5_acc: 0.7539, loss_cls: 2.0168, loss: 3.2047, grad_norm: 4.8427 2021-07-20 14:22:09,345 - mmaction - INFO - Epoch [129][40/1879] lr: 1.041e-02, eta: 7:28:18, time: 0.765, data_time: 0.007, memory: 6921, loss_aux: 1.1375, top1_acc: 0.5598, top5_acc: 0.7789, loss_cls: 1.9043, loss: 3.0419, grad_norm: 4.7550 2021-07-20 14:22:20,745 - mmaction - INFO - Epoch [129][60/1879] lr: 1.040e-02, eta: 7:28:05, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.1698, top1_acc: 0.5328, top5_acc: 0.7562, loss_cls: 2.0088, loss: 3.1786, grad_norm: 4.8857 2021-07-20 14:22:31,975 - mmaction - INFO - Epoch [129][80/1879] lr: 1.039e-02, eta: 7:27:52, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.1532, top1_acc: 0.5332, top5_acc: 0.7660, loss_cls: 1.9654, loss: 3.1186, grad_norm: 4.8072 2021-07-20 14:22:45,861 - mmaction - INFO - Epoch [129][100/1879] lr: 1.038e-02, eta: 7:27:39, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.1879, top1_acc: 0.5309, top5_acc: 0.7469, loss_cls: 2.0474, loss: 3.2353, grad_norm: 4.7648 2021-07-20 14:22:59,929 - mmaction - INFO - Epoch [129][120/1879] lr: 1.037e-02, eta: 7:27:26, time: 0.706, data_time: 0.005, memory: 6921, loss_aux: 1.1861, top1_acc: 0.5348, top5_acc: 0.7645, loss_cls: 2.0135, loss: 3.1996, grad_norm: 4.8065 2021-07-20 14:23:11,661 - mmaction - INFO - Epoch [129][140/1879] lr: 1.036e-02, eta: 7:27:13, time: 0.581, data_time: 0.005, memory: 6921, loss_aux: 1.1713, top1_acc: 0.5383, top5_acc: 0.7531, loss_cls: 2.0055, loss: 3.1768, grad_norm: 4.8292 2021-07-20 14:23:23,318 - mmaction - INFO - Epoch [129][160/1879] lr: 1.035e-02, eta: 7:26:59, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 1.1646, top1_acc: 0.5348, top5_acc: 0.7602, loss_cls: 1.9800, loss: 3.1447, grad_norm: 4.7639 2021-07-20 14:23:34,955 - mmaction - INFO - Epoch [129][180/1879] lr: 1.034e-02, eta: 7:26:46, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.1787, top1_acc: 0.5465, top5_acc: 0.7598, loss_cls: 2.0054, loss: 3.1841, grad_norm: 4.7549 2021-07-20 14:23:46,576 - mmaction - INFO - Epoch [129][200/1879] lr: 1.033e-02, eta: 7:26:33, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.1559, top1_acc: 0.5371, top5_acc: 0.7688, loss_cls: 1.9816, loss: 3.1375, grad_norm: 4.7781 2021-07-20 14:23:57,929 - mmaction - INFO - Epoch [129][220/1879] lr: 1.032e-02, eta: 7:26:19, time: 0.585, data_time: 0.019, memory: 6921, loss_aux: 1.1716, top1_acc: 0.5328, top5_acc: 0.7586, loss_cls: 2.0086, loss: 3.1802, grad_norm: 4.8860 2021-07-20 14:24:09,451 - mmaction - INFO - Epoch [129][240/1879] lr: 1.031e-02, eta: 7:26:06, time: 0.576, data_time: 0.005, memory: 6921, loss_aux: 1.1623, top1_acc: 0.5379, top5_acc: 0.7559, loss_cls: 2.0105, loss: 3.1728, grad_norm: 4.7950 2021-07-20 14:24:21,277 - mmaction - INFO - Epoch [129][260/1879] lr: 1.030e-02, eta: 7:25:53, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.1512, top1_acc: 0.5496, top5_acc: 0.7656, loss_cls: 1.9595, loss: 3.1107, grad_norm: 4.7765 2021-07-20 14:24:37,015 - mmaction - INFO - Epoch [129][280/1879] lr: 1.029e-02, eta: 7:25:40, time: 0.784, data_time: 0.012, memory: 6921, loss_aux: 1.1643, top1_acc: 0.5512, top5_acc: 0.7676, loss_cls: 1.9704, loss: 3.1347, grad_norm: 4.8129 2021-07-20 14:24:49,056 - mmaction - INFO - Epoch [129][300/1879] lr: 1.028e-02, eta: 7:25:27, time: 0.605, data_time: 0.013, memory: 6921, loss_aux: 1.1647, top1_acc: 0.5484, top5_acc: 0.7750, loss_cls: 1.9701, loss: 3.1348, grad_norm: 4.7521 2021-07-20 14:25:03,079 - mmaction - INFO - Epoch [129][320/1879] lr: 1.027e-02, eta: 7:25:14, time: 0.700, data_time: 0.002, memory: 6921, loss_aux: 1.1465, top1_acc: 0.5570, top5_acc: 0.7680, loss_cls: 1.9602, loss: 3.1067, grad_norm: 4.7251 2021-07-20 14:25:15,583 - mmaction - INFO - Epoch [129][340/1879] lr: 1.026e-02, eta: 7:25:01, time: 0.626, data_time: 0.004, memory: 6921, loss_aux: 1.1809, top1_acc: 0.5391, top5_acc: 0.7715, loss_cls: 1.9925, loss: 3.1734, grad_norm: 4.7596 2021-07-20 14:25:26,630 - mmaction - INFO - Epoch [129][360/1879] lr: 1.025e-02, eta: 7:24:48, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.1667, top1_acc: 0.5387, top5_acc: 0.7590, loss_cls: 1.9743, loss: 3.1410, grad_norm: 4.8118 2021-07-20 14:25:38,001 - mmaction - INFO - Epoch [129][380/1879] lr: 1.024e-02, eta: 7:24:35, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.1490, top1_acc: 0.5473, top5_acc: 0.7691, loss_cls: 1.9199, loss: 3.0690, grad_norm: 4.7765 2021-07-20 14:25:58,758 - mmaction - INFO - Epoch [129][400/1879] lr: 1.023e-02, eta: 7:24:23, time: 1.034, data_time: 0.002, memory: 6921, loss_aux: 1.1914, top1_acc: 0.5359, top5_acc: 0.7641, loss_cls: 1.9993, loss: 3.1907, grad_norm: 4.8602 2021-07-20 14:26:13,932 - mmaction - INFO - Epoch [129][420/1879] lr: 1.022e-02, eta: 7:24:10, time: 0.763, data_time: 0.013, memory: 6921, loss_aux: 1.1764, top1_acc: 0.5395, top5_acc: 0.7543, loss_cls: 1.9943, loss: 3.1707, grad_norm: 4.7953 2021-07-20 14:26:26,659 - mmaction - INFO - Epoch [129][440/1879] lr: 1.021e-02, eta: 7:23:57, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.1637, top1_acc: 0.5352, top5_acc: 0.7625, loss_cls: 1.9832, loss: 3.1470, grad_norm: 4.7607 2021-07-20 14:26:37,843 - mmaction - INFO - Epoch [129][460/1879] lr: 1.020e-02, eta: 7:23:44, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.2036, top1_acc: 0.5297, top5_acc: 0.7477, loss_cls: 2.0472, loss: 3.2509, grad_norm: 4.8685 2021-07-20 14:26:49,001 - mmaction - INFO - Epoch [129][480/1879] lr: 1.019e-02, eta: 7:23:30, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.1731, top1_acc: 0.5363, top5_acc: 0.7598, loss_cls: 1.9699, loss: 3.1430, grad_norm: 4.7727 2021-07-20 14:27:05,387 - mmaction - INFO - Epoch [129][500/1879] lr: 1.018e-02, eta: 7:23:18, time: 0.820, data_time: 0.006, memory: 6921, loss_aux: 1.1722, top1_acc: 0.5262, top5_acc: 0.7586, loss_cls: 2.0231, loss: 3.1954, grad_norm: 4.8412 2021-07-20 14:27:16,465 - mmaction - INFO - Epoch [129][520/1879] lr: 1.017e-02, eta: 7:23:05, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.1810, top1_acc: 0.5465, top5_acc: 0.7641, loss_cls: 2.0051, loss: 3.1861, grad_norm: 4.7510 2021-07-20 14:27:28,046 - mmaction - INFO - Epoch [129][540/1879] lr: 1.016e-02, eta: 7:22:51, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.1566, top1_acc: 0.5531, top5_acc: 0.7699, loss_cls: 1.9360, loss: 3.0925, grad_norm: 4.6633 2021-07-20 14:27:44,245 - mmaction - INFO - Epoch [129][560/1879] lr: 1.015e-02, eta: 7:22:39, time: 0.812, data_time: 0.005, memory: 6921, loss_aux: 1.1589, top1_acc: 0.5441, top5_acc: 0.7699, loss_cls: 1.9909, loss: 3.1499, grad_norm: 4.8646 2021-07-20 14:28:01,051 - mmaction - INFO - Epoch [129][580/1879] lr: 1.014e-02, eta: 7:22:26, time: 0.837, data_time: 0.004, memory: 6921, loss_aux: 1.1965, top1_acc: 0.5250, top5_acc: 0.7629, loss_cls: 1.9986, loss: 3.1951, grad_norm: 4.8410 2021-07-20 14:28:12,684 - mmaction - INFO - Epoch [129][600/1879] lr: 1.013e-02, eta: 7:22:13, time: 0.586, data_time: 0.007, memory: 6921, loss_aux: 1.1746, top1_acc: 0.5223, top5_acc: 0.7711, loss_cls: 1.9962, loss: 3.1708, grad_norm: 4.8125 2021-07-20 14:28:35,417 - mmaction - INFO - Epoch [129][620/1879] lr: 1.012e-02, eta: 7:22:02, time: 1.135, data_time: 0.007, memory: 6921, loss_aux: 1.1424, top1_acc: 0.5484, top5_acc: 0.7797, loss_cls: 1.9376, loss: 3.0800, grad_norm: 4.8246 2021-07-20 14:28:50,358 - mmaction - INFO - Epoch [129][640/1879] lr: 1.011e-02, eta: 7:21:49, time: 0.746, data_time: 0.004, memory: 6921, loss_aux: 1.1798, top1_acc: 0.5391, top5_acc: 0.7574, loss_cls: 2.0092, loss: 3.1890, grad_norm: 4.8986 2021-07-20 14:29:01,549 - mmaction - INFO - Epoch [129][660/1879] lr: 1.010e-02, eta: 7:21:36, time: 0.561, data_time: 0.007, memory: 6921, loss_aux: 1.1907, top1_acc: 0.5355, top5_acc: 0.7586, loss_cls: 2.0318, loss: 3.2225, grad_norm: 4.8610 2021-07-20 14:29:28,269 - mmaction - INFO - Epoch [129][680/1879] lr: 1.009e-02, eta: 7:21:25, time: 1.264, data_time: 0.002, memory: 6921, loss_aux: 1.1728, top1_acc: 0.5445, top5_acc: 0.7629, loss_cls: 1.9793, loss: 3.1521, grad_norm: 4.9169 2021-07-20 14:29:41,030 - mmaction - INFO - Epoch [129][700/1879] lr: 1.009e-02, eta: 7:21:12, time: 0.708, data_time: 0.096, memory: 6921, loss_aux: 1.1619, top1_acc: 0.5492, top5_acc: 0.7637, loss_cls: 1.9795, loss: 3.1414, grad_norm: 4.8107 2021-07-20 14:29:53,060 - mmaction - INFO - Epoch [129][720/1879] lr: 1.008e-02, eta: 7:20:59, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.1689, top1_acc: 0.5473, top5_acc: 0.7688, loss_cls: 1.9993, loss: 3.1682, grad_norm: 4.8616 2021-07-20 14:30:07,180 - mmaction - INFO - Epoch [129][740/1879] lr: 1.007e-02, eta: 7:20:46, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.1581, top1_acc: 0.5422, top5_acc: 0.7684, loss_cls: 1.9596, loss: 3.1177, grad_norm: 4.8224 2021-07-20 14:30:19,470 - mmaction - INFO - Epoch [129][760/1879] lr: 1.006e-02, eta: 7:20:33, time: 0.618, data_time: 0.005, memory: 6921, loss_aux: 1.1620, top1_acc: 0.5395, top5_acc: 0.7609, loss_cls: 1.9930, loss: 3.1550, grad_norm: 4.8530 2021-07-20 14:30:32,973 - mmaction - INFO - Epoch [129][780/1879] lr: 1.005e-02, eta: 7:20:20, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.1832, top1_acc: 0.5262, top5_acc: 0.7480, loss_cls: 2.0499, loss: 3.2331, grad_norm: 4.8482 2021-07-20 14:30:44,679 - mmaction - INFO - Epoch [129][800/1879] lr: 1.004e-02, eta: 7:20:07, time: 0.588, data_time: 0.004, memory: 6921, loss_aux: 1.1586, top1_acc: 0.5590, top5_acc: 0.7621, loss_cls: 1.9489, loss: 3.1075, grad_norm: 4.8450 2021-07-20 14:30:56,422 - mmaction - INFO - Epoch [129][820/1879] lr: 1.003e-02, eta: 7:19:53, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.2011, top1_acc: 0.5254, top5_acc: 0.7535, loss_cls: 2.0465, loss: 3.2476, grad_norm: 4.8871 2021-07-20 14:31:08,129 - mmaction - INFO - Epoch [129][840/1879] lr: 1.002e-02, eta: 7:19:40, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.1689, top1_acc: 0.5340, top5_acc: 0.7621, loss_cls: 2.0027, loss: 3.1716, grad_norm: 4.8157 2021-07-20 14:31:20,697 - mmaction - INFO - Epoch [129][860/1879] lr: 1.001e-02, eta: 7:19:27, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.1515, top1_acc: 0.5480, top5_acc: 0.7719, loss_cls: 1.9523, loss: 3.1038, grad_norm: 4.7065 2021-07-20 14:31:34,948 - mmaction - INFO - Epoch [129][880/1879] lr: 9.997e-03, eta: 7:19:14, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.1610, top1_acc: 0.5398, top5_acc: 0.7598, loss_cls: 1.9854, loss: 3.1463, grad_norm: 4.9188 2021-07-20 14:31:50,989 - mmaction - INFO - Epoch [129][900/1879] lr: 9.988e-03, eta: 7:19:02, time: 0.802, data_time: 0.004, memory: 6921, loss_aux: 1.1510, top1_acc: 0.5445, top5_acc: 0.7676, loss_cls: 1.9607, loss: 3.1117, grad_norm: 4.7853 2021-07-20 14:32:02,784 - mmaction - INFO - Epoch [129][920/1879] lr: 9.978e-03, eta: 7:18:48, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.1775, top1_acc: 0.5336, top5_acc: 0.7770, loss_cls: 2.0061, loss: 3.1836, grad_norm: 4.8089 2021-07-20 14:32:14,882 - mmaction - INFO - Epoch [129][940/1879] lr: 9.968e-03, eta: 7:18:35, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.1944, top1_acc: 0.5352, top5_acc: 0.7543, loss_cls: 2.0327, loss: 3.2271, grad_norm: 4.8182 2021-07-20 14:32:26,176 - mmaction - INFO - Epoch [129][960/1879] lr: 9.959e-03, eta: 7:18:22, time: 0.564, data_time: 0.001, memory: 6921, loss_aux: 1.1798, top1_acc: 0.5285, top5_acc: 0.7652, loss_cls: 2.0134, loss: 3.1932, grad_norm: 4.8599 2021-07-20 14:32:45,033 - mmaction - INFO - Epoch [129][980/1879] lr: 9.949e-03, eta: 7:18:10, time: 0.940, data_time: 0.003, memory: 6921, loss_aux: 1.1774, top1_acc: 0.5359, top5_acc: 0.7668, loss_cls: 2.0258, loss: 3.2033, grad_norm: 4.8175 2021-07-20 14:33:08,943 - mmaction - INFO - Epoch [129][1000/1879] lr: 9.939e-03, eta: 7:17:59, time: 1.191, data_time: 0.006, memory: 6921, loss_aux: 1.1750, top1_acc: 0.5312, top5_acc: 0.7582, loss_cls: 2.0063, loss: 3.1813, grad_norm: 4.8440 2021-07-20 14:33:21,794 - mmaction - INFO - Epoch [129][1020/1879] lr: 9.930e-03, eta: 7:17:46, time: 0.650, data_time: 0.029, memory: 6921, loss_aux: 1.1742, top1_acc: 0.5207, top5_acc: 0.7492, loss_cls: 2.0443, loss: 3.2185, grad_norm: 4.8721 2021-07-20 14:33:39,480 - mmaction - INFO - Epoch [129][1040/1879] lr: 9.920e-03, eta: 7:17:33, time: 0.883, data_time: 0.002, memory: 6921, loss_aux: 1.1662, top1_acc: 0.5406, top5_acc: 0.7656, loss_cls: 1.9586, loss: 3.1248, grad_norm: 4.8288 2021-07-20 14:33:52,640 - mmaction - INFO - Epoch [129][1060/1879] lr: 9.910e-03, eta: 7:17:20, time: 0.659, data_time: 0.003, memory: 6921, loss_aux: 1.1739, top1_acc: 0.5473, top5_acc: 0.7625, loss_cls: 1.9857, loss: 3.1596, grad_norm: 4.8071 2021-07-20 14:34:04,500 - mmaction - INFO - Epoch [129][1080/1879] lr: 9.901e-03, eta: 7:17:07, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.1453, top1_acc: 0.5418, top5_acc: 0.7609, loss_cls: 1.9690, loss: 3.1143, grad_norm: 4.8332 2021-07-20 14:34:16,570 - mmaction - INFO - Epoch [129][1100/1879] lr: 9.891e-03, eta: 7:16:54, time: 0.602, data_time: 0.001, memory: 6921, loss_aux: 1.2044, top1_acc: 0.5340, top5_acc: 0.7531, loss_cls: 2.0748, loss: 3.2792, grad_norm: 4.8568 2021-07-20 14:34:31,216 - mmaction - INFO - Epoch [129][1120/1879] lr: 9.881e-03, eta: 7:16:41, time: 0.733, data_time: 0.002, memory: 6921, loss_aux: 1.1663, top1_acc: 0.5328, top5_acc: 0.7711, loss_cls: 1.9952, loss: 3.1615, grad_norm: 4.8774 2021-07-20 14:34:45,945 - mmaction - INFO - Epoch [129][1140/1879] lr: 9.872e-03, eta: 7:16:28, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.1997, top1_acc: 0.5305, top5_acc: 0.7613, loss_cls: 2.0419, loss: 3.2416, grad_norm: 4.9016 2021-07-20 14:34:58,985 - mmaction - INFO - Epoch [129][1160/1879] lr: 9.862e-03, eta: 7:16:15, time: 0.650, data_time: 0.005, memory: 6921, loss_aux: 1.1622, top1_acc: 0.5480, top5_acc: 0.7719, loss_cls: 1.9580, loss: 3.1202, grad_norm: 4.7333 2021-07-20 14:35:12,700 - mmaction - INFO - Epoch [129][1180/1879] lr: 9.852e-03, eta: 7:16:02, time: 0.687, data_time: 0.004, memory: 6921, loss_aux: 1.1852, top1_acc: 0.5398, top5_acc: 0.7629, loss_cls: 1.9815, loss: 3.1667, grad_norm: 4.8283 2021-07-20 14:35:27,874 - mmaction - INFO - Epoch [129][1200/1879] lr: 9.843e-03, eta: 7:15:50, time: 0.757, data_time: 0.003, memory: 6921, loss_aux: 1.1657, top1_acc: 0.5324, top5_acc: 0.7648, loss_cls: 1.9941, loss: 3.1597, grad_norm: 4.9119 2021-07-20 14:35:38,920 - mmaction - INFO - Epoch [129][1220/1879] lr: 9.833e-03, eta: 7:15:36, time: 0.554, data_time: 0.005, memory: 6921, loss_aux: 1.1618, top1_acc: 0.5469, top5_acc: 0.7617, loss_cls: 1.9842, loss: 3.1459, grad_norm: 4.8692 2021-07-20 14:35:50,121 - mmaction - INFO - Epoch [129][1240/1879] lr: 9.823e-03, eta: 7:15:23, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.1515, top1_acc: 0.5449, top5_acc: 0.7688, loss_cls: 1.9669, loss: 3.1184, grad_norm: 4.8648 2021-07-20 14:36:03,069 - mmaction - INFO - Epoch [129][1260/1879] lr: 9.814e-03, eta: 7:15:10, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.1668, top1_acc: 0.5395, top5_acc: 0.7543, loss_cls: 1.9946, loss: 3.1614, grad_norm: 4.7905 2021-07-20 14:36:16,581 - mmaction - INFO - Epoch [129][1280/1879] lr: 9.804e-03, eta: 7:14:57, time: 0.675, data_time: 0.004, memory: 6921, loss_aux: 1.1526, top1_acc: 0.5648, top5_acc: 0.7695, loss_cls: 1.9445, loss: 3.0971, grad_norm: 4.7535 2021-07-20 14:36:27,998 - mmaction - INFO - Epoch [129][1300/1879] lr: 9.794e-03, eta: 7:14:44, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.1952, top1_acc: 0.5215, top5_acc: 0.7516, loss_cls: 2.0376, loss: 3.2328, grad_norm: 4.9715 2021-07-20 14:36:44,405 - mmaction - INFO - Epoch [129][1320/1879] lr: 9.785e-03, eta: 7:14:31, time: 0.817, data_time: 0.001, memory: 6921, loss_aux: 1.1741, top1_acc: 0.5359, top5_acc: 0.7555, loss_cls: 2.0067, loss: 3.1808, grad_norm: 4.8847 2021-07-20 14:36:55,929 - mmaction - INFO - Epoch [129][1340/1879] lr: 9.775e-03, eta: 7:14:18, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.1696, top1_acc: 0.5402, top5_acc: 0.7656, loss_cls: 1.9927, loss: 3.1623, grad_norm: 4.8584 2021-07-20 14:37:20,716 - mmaction - INFO - Epoch [129][1360/1879] lr: 9.766e-03, eta: 7:14:07, time: 1.238, data_time: 0.002, memory: 6921, loss_aux: 1.1917, top1_acc: 0.5367, top5_acc: 0.7539, loss_cls: 2.0463, loss: 3.2379, grad_norm: 4.8738 2021-07-20 14:37:32,916 - mmaction - INFO - Epoch [129][1380/1879] lr: 9.756e-03, eta: 7:13:54, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.1807, top1_acc: 0.5355, top5_acc: 0.7633, loss_cls: 1.9887, loss: 3.1695, grad_norm: 4.8301 2021-07-20 14:37:47,946 - mmaction - INFO - Epoch [129][1400/1879] lr: 9.746e-03, eta: 7:13:41, time: 0.748, data_time: 0.002, memory: 6921, loss_aux: 1.1515, top1_acc: 0.5488, top5_acc: 0.7625, loss_cls: 1.9555, loss: 3.1070, grad_norm: 4.8724 2021-07-20 14:38:00,276 - mmaction - INFO - Epoch [129][1420/1879] lr: 9.737e-03, eta: 7:13:28, time: 0.619, data_time: 0.008, memory: 6921, loss_aux: 1.2046, top1_acc: 0.5305, top5_acc: 0.7445, loss_cls: 2.0639, loss: 3.2685, grad_norm: 4.9146 2021-07-20 14:38:20,689 - mmaction - INFO - Epoch [129][1440/1879] lr: 9.727e-03, eta: 7:13:16, time: 1.020, data_time: 0.002, memory: 6921, loss_aux: 1.1541, top1_acc: 0.5590, top5_acc: 0.7645, loss_cls: 1.9830, loss: 3.1371, grad_norm: 4.7470 2021-07-20 14:38:32,118 - mmaction - INFO - Epoch [129][1460/1879] lr: 9.718e-03, eta: 7:13:03, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.1845, top1_acc: 0.5402, top5_acc: 0.7555, loss_cls: 2.0101, loss: 3.1946, grad_norm: 4.8433 2021-07-20 14:38:44,051 - mmaction - INFO - Epoch [129][1480/1879] lr: 9.708e-03, eta: 7:12:50, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.1733, top1_acc: 0.5414, top5_acc: 0.7719, loss_cls: 1.9815, loss: 3.1548, grad_norm: 4.7766 2021-07-20 14:38:55,320 - mmaction - INFO - Epoch [129][1500/1879] lr: 9.698e-03, eta: 7:12:36, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.1507, top1_acc: 0.5551, top5_acc: 0.7684, loss_cls: 1.9385, loss: 3.0892, grad_norm: 4.7724 2021-07-20 14:39:07,434 - mmaction - INFO - Epoch [129][1520/1879] lr: 9.689e-03, eta: 7:12:23, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.1645, top1_acc: 0.5395, top5_acc: 0.7543, loss_cls: 2.0001, loss: 3.1646, grad_norm: 4.8832 2021-07-20 14:39:24,182 - mmaction - INFO - Epoch [129][1540/1879] lr: 9.679e-03, eta: 7:12:11, time: 0.838, data_time: 0.005, memory: 6921, loss_aux: 1.1357, top1_acc: 0.5434, top5_acc: 0.7680, loss_cls: 1.9306, loss: 3.0663, grad_norm: 4.8342 2021-07-20 14:39:35,631 - mmaction - INFO - Epoch [129][1560/1879] lr: 9.670e-03, eta: 7:11:57, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.2048, top1_acc: 0.5145, top5_acc: 0.7469, loss_cls: 2.0899, loss: 3.2947, grad_norm: 5.0072 2021-07-20 14:39:46,879 - mmaction - INFO - Epoch [129][1580/1879] lr: 9.660e-03, eta: 7:11:44, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.1381, top1_acc: 0.5508, top5_acc: 0.7770, loss_cls: 1.9318, loss: 3.0699, grad_norm: 4.7692 2021-07-20 14:40:11,521 - mmaction - INFO - Epoch [129][1600/1879] lr: 9.651e-03, eta: 7:11:33, time: 1.230, data_time: 0.002, memory: 6921, loss_aux: 1.1603, top1_acc: 0.5410, top5_acc: 0.7629, loss_cls: 1.9812, loss: 3.1415, grad_norm: 4.9333 2021-07-20 14:40:22,655 - mmaction - INFO - Epoch [129][1620/1879] lr: 9.641e-03, eta: 7:11:20, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.1475, top1_acc: 0.5543, top5_acc: 0.7695, loss_cls: 1.9507, loss: 3.0982, grad_norm: 4.8382 2021-07-20 14:40:34,419 - mmaction - INFO - Epoch [129][1640/1879] lr: 9.632e-03, eta: 7:11:06, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.1997, top1_acc: 0.5379, top5_acc: 0.7555, loss_cls: 2.0325, loss: 3.2322, grad_norm: 4.9889 2021-07-20 14:40:45,691 - mmaction - INFO - Epoch [129][1660/1879] lr: 9.622e-03, eta: 7:10:53, time: 0.564, data_time: 0.009, memory: 6921, loss_aux: 1.1604, top1_acc: 0.5414, top5_acc: 0.7656, loss_cls: 1.9952, loss: 3.1556, grad_norm: 4.8702 2021-07-20 14:40:58,166 - mmaction - INFO - Epoch [129][1680/1879] lr: 9.612e-03, eta: 7:10:40, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.1796, top1_acc: 0.5402, top5_acc: 0.7605, loss_cls: 2.0044, loss: 3.1840, grad_norm: 4.7550 2021-07-20 14:41:09,890 - mmaction - INFO - Epoch [129][1700/1879] lr: 9.603e-03, eta: 7:10:27, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.1970, top1_acc: 0.5359, top5_acc: 0.7629, loss_cls: 2.0139, loss: 3.2109, grad_norm: 4.9349 2021-07-20 14:41:22,624 - mmaction - INFO - Epoch [129][1720/1879] lr: 9.593e-03, eta: 7:10:14, time: 0.628, data_time: 0.001, memory: 6921, loss_aux: 1.1628, top1_acc: 0.5391, top5_acc: 0.7590, loss_cls: 1.9895, loss: 3.1522, grad_norm: 4.9900 2021-07-20 14:41:36,069 - mmaction - INFO - Epoch [129][1740/1879] lr: 9.584e-03, eta: 7:10:01, time: 0.681, data_time: 0.010, memory: 6921, loss_aux: 1.1608, top1_acc: 0.5383, top5_acc: 0.7613, loss_cls: 1.9762, loss: 3.1370, grad_norm: 4.8421 2021-07-20 14:41:47,667 - mmaction - INFO - Epoch [129][1760/1879] lr: 9.574e-03, eta: 7:09:47, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.1394, top1_acc: 0.5398, top5_acc: 0.7750, loss_cls: 1.9645, loss: 3.1039, grad_norm: 4.8181 2021-07-20 14:41:59,705 - mmaction - INFO - Epoch [129][1780/1879] lr: 9.565e-03, eta: 7:09:34, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.1955, top1_acc: 0.5383, top5_acc: 0.7562, loss_cls: 2.0489, loss: 3.2445, grad_norm: 5.0725 2021-07-20 14:42:11,961 - mmaction - INFO - Epoch [129][1800/1879] lr: 9.555e-03, eta: 7:09:21, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.1575, top1_acc: 0.5465, top5_acc: 0.7633, loss_cls: 1.9898, loss: 3.1473, grad_norm: 4.8081 2021-07-20 14:42:25,645 - mmaction - INFO - Epoch [129][1820/1879] lr: 9.546e-03, eta: 7:09:08, time: 0.683, data_time: 0.002, memory: 6921, loss_aux: 1.2089, top1_acc: 0.5277, top5_acc: 0.7523, loss_cls: 2.0817, loss: 3.2906, grad_norm: 4.9093 2021-07-20 14:42:40,878 - mmaction - INFO - Epoch [129][1840/1879] lr: 9.536e-03, eta: 7:08:55, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.1587, top1_acc: 0.5328, top5_acc: 0.7672, loss_cls: 1.9707, loss: 3.1294, grad_norm: 4.8206 2021-07-20 14:42:52,361 - mmaction - INFO - Epoch [129][1860/1879] lr: 9.527e-03, eta: 7:08:42, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.1936, top1_acc: 0.5371, top5_acc: 0.7527, loss_cls: 2.0286, loss: 3.2222, grad_norm: 4.8454 2021-07-20 14:43:07,870 - mmaction - INFO - Saving checkpoint at 129 epochs 2021-07-20 14:43:30,728 - mmaction - INFO - Epoch [130][20/1879] lr: 9.508e-03, eta: 7:08:15, time: 0.787, data_time: 0.195, memory: 6921, loss_aux: 1.1692, top1_acc: 0.5543, top5_acc: 0.7637, loss_cls: 1.9592, loss: 3.1284, grad_norm: 4.8590 2021-07-20 14:43:42,210 - mmaction - INFO - Epoch [130][40/1879] lr: 9.499e-03, eta: 7:08:02, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.1715, top1_acc: 0.5355, top5_acc: 0.7582, loss_cls: 1.9785, loss: 3.1500, grad_norm: 4.8969 2021-07-20 14:44:00,609 - mmaction - INFO - Epoch [130][60/1879] lr: 9.489e-03, eta: 7:07:50, time: 0.916, data_time: 0.002, memory: 6921, loss_aux: 1.1574, top1_acc: 0.5473, top5_acc: 0.7660, loss_cls: 1.9621, loss: 3.1195, grad_norm: 4.7857 2021-07-20 14:44:12,441 - mmaction - INFO - Epoch [130][80/1879] lr: 9.480e-03, eta: 7:07:37, time: 0.594, data_time: 0.007, memory: 6921, loss_aux: 1.1505, top1_acc: 0.5480, top5_acc: 0.7750, loss_cls: 1.9593, loss: 3.1099, grad_norm: 4.7684 2021-07-20 14:44:24,507 - mmaction - INFO - Epoch [130][100/1879] lr: 9.470e-03, eta: 7:07:23, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.1862, top1_acc: 0.5289, top5_acc: 0.7660, loss_cls: 1.9751, loss: 3.1613, grad_norm: 5.0121 2021-07-20 14:44:36,801 - mmaction - INFO - Epoch [130][120/1879] lr: 9.461e-03, eta: 7:07:10, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 1.1751, top1_acc: 0.5270, top5_acc: 0.7648, loss_cls: 2.0105, loss: 3.1856, grad_norm: 4.9507 2021-07-20 14:44:53,279 - mmaction - INFO - Epoch [130][140/1879] lr: 9.451e-03, eta: 7:06:58, time: 0.825, data_time: 0.003, memory: 6921, loss_aux: 1.1513, top1_acc: 0.5531, top5_acc: 0.7664, loss_cls: 1.9544, loss: 3.1057, grad_norm: 4.8455 2021-07-20 14:45:05,016 - mmaction - INFO - Epoch [130][160/1879] lr: 9.442e-03, eta: 7:06:44, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 1.1665, top1_acc: 0.5441, top5_acc: 0.7668, loss_cls: 1.9784, loss: 3.1449, grad_norm: 4.8855 2021-07-20 14:45:16,593 - mmaction - INFO - Epoch [130][180/1879] lr: 9.433e-03, eta: 7:06:31, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.1576, top1_acc: 0.5449, top5_acc: 0.7520, loss_cls: 1.9722, loss: 3.1298, grad_norm: 4.9144 2021-07-20 14:45:28,444 - mmaction - INFO - Epoch [130][200/1879] lr: 9.423e-03, eta: 7:06:18, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.1394, top1_acc: 0.5500, top5_acc: 0.7777, loss_cls: 1.9256, loss: 3.0649, grad_norm: 4.8686 2021-07-20 14:45:40,215 - mmaction - INFO - Epoch [130][220/1879] lr: 9.414e-03, eta: 7:06:05, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.1758, top1_acc: 0.5531, top5_acc: 0.7668, loss_cls: 1.9738, loss: 3.1495, grad_norm: 4.9095 2021-07-20 14:45:55,262 - mmaction - INFO - Epoch [130][240/1879] lr: 9.404e-03, eta: 7:05:52, time: 0.752, data_time: 0.005, memory: 6921, loss_aux: 1.1367, top1_acc: 0.5609, top5_acc: 0.7762, loss_cls: 1.9129, loss: 3.0496, grad_norm: 4.8236 2021-07-20 14:46:07,083 - mmaction - INFO - Epoch [130][260/1879] lr: 9.395e-03, eta: 7:05:39, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.1999, top1_acc: 0.5469, top5_acc: 0.7621, loss_cls: 2.0013, loss: 3.2012, grad_norm: 4.9881 2021-07-20 14:46:23,424 - mmaction - INFO - Epoch [130][280/1879] lr: 9.385e-03, eta: 7:05:26, time: 0.817, data_time: 0.004, memory: 6921, loss_aux: 1.1246, top1_acc: 0.5566, top5_acc: 0.7723, loss_cls: 1.9105, loss: 3.0351, grad_norm: 4.7757 2021-07-20 14:46:40,611 - mmaction - INFO - Epoch [130][300/1879] lr: 9.376e-03, eta: 7:05:14, time: 0.858, data_time: 0.005, memory: 6921, loss_aux: 1.1433, top1_acc: 0.5559, top5_acc: 0.7684, loss_cls: 1.9401, loss: 3.0834, grad_norm: 4.8609 2021-07-20 14:46:57,955 - mmaction - INFO - Epoch [130][320/1879] lr: 9.366e-03, eta: 7:05:02, time: 0.867, data_time: 0.005, memory: 6921, loss_aux: 1.1557, top1_acc: 0.5516, top5_acc: 0.7773, loss_cls: 1.9381, loss: 3.0938, grad_norm: 4.8513 2021-07-20 14:47:12,795 - mmaction - INFO - Epoch [130][340/1879] lr: 9.357e-03, eta: 7:04:49, time: 0.743, data_time: 0.004, memory: 6921, loss_aux: 1.1649, top1_acc: 0.5363, top5_acc: 0.7562, loss_cls: 1.9876, loss: 3.1526, grad_norm: 4.9547 2021-07-20 14:47:32,818 - mmaction - INFO - Epoch [130][360/1879] lr: 9.348e-03, eta: 7:04:37, time: 0.999, data_time: 0.007, memory: 6921, loss_aux: 1.1954, top1_acc: 0.5371, top5_acc: 0.7574, loss_cls: 2.0292, loss: 3.2246, grad_norm: 4.9346 2021-07-20 14:47:44,916 - mmaction - INFO - Epoch [130][380/1879] lr: 9.338e-03, eta: 7:04:24, time: 0.608, data_time: 0.006, memory: 6921, loss_aux: 1.1121, top1_acc: 0.5629, top5_acc: 0.7801, loss_cls: 1.8936, loss: 3.0058, grad_norm: 4.7866 2021-07-20 14:47:57,735 - mmaction - INFO - Epoch [130][400/1879] lr: 9.329e-03, eta: 7:04:11, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.1487, top1_acc: 0.5500, top5_acc: 0.7719, loss_cls: 1.9459, loss: 3.0946, grad_norm: 4.9000 2021-07-20 14:48:12,469 - mmaction - INFO - Epoch [130][420/1879] lr: 9.319e-03, eta: 7:03:58, time: 0.741, data_time: 0.011, memory: 6921, loss_aux: 1.1528, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.9445, loss: 3.0973, grad_norm: 4.9513 2021-07-20 14:48:27,504 - mmaction - INFO - Epoch [130][440/1879] lr: 9.310e-03, eta: 7:03:45, time: 0.751, data_time: 0.004, memory: 6921, loss_aux: 1.1612, top1_acc: 0.5523, top5_acc: 0.7656, loss_cls: 1.9811, loss: 3.1423, grad_norm: 4.8901 2021-07-20 14:48:39,034 - mmaction - INFO - Epoch [130][460/1879] lr: 9.301e-03, eta: 7:03:32, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.1439, top1_acc: 0.5410, top5_acc: 0.7719, loss_cls: 1.9572, loss: 3.1011, grad_norm: 4.9254 2021-07-20 14:48:50,807 - mmaction - INFO - Epoch [130][480/1879] lr: 9.291e-03, eta: 7:03:19, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.1855, top1_acc: 0.5336, top5_acc: 0.7645, loss_cls: 2.0175, loss: 3.2029, grad_norm: 4.9510 2021-07-20 14:49:02,228 - mmaction - INFO - Epoch [130][500/1879] lr: 9.282e-03, eta: 7:03:05, time: 0.577, data_time: 0.008, memory: 6921, loss_aux: 1.1624, top1_acc: 0.5520, top5_acc: 0.7598, loss_cls: 1.9769, loss: 3.1393, grad_norm: 4.8594 2021-07-20 14:49:15,602 - mmaction - INFO - Epoch [130][520/1879] lr: 9.272e-03, eta: 7:02:52, time: 0.669, data_time: 0.064, memory: 6921, loss_aux: 1.1289, top1_acc: 0.5664, top5_acc: 0.7820, loss_cls: 1.9028, loss: 3.0317, grad_norm: 4.8553 2021-07-20 14:49:31,020 - mmaction - INFO - Epoch [130][540/1879] lr: 9.263e-03, eta: 7:02:40, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.1983, top1_acc: 0.5254, top5_acc: 0.7555, loss_cls: 2.0441, loss: 3.2424, grad_norm: 5.0258 2021-07-20 14:49:45,610 - mmaction - INFO - Epoch [130][560/1879] lr: 9.254e-03, eta: 7:02:27, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.1532, top1_acc: 0.5508, top5_acc: 0.7715, loss_cls: 1.9413, loss: 3.0944, grad_norm: 4.9388 2021-07-20 14:49:57,362 - mmaction - INFO - Epoch [130][580/1879] lr: 9.244e-03, eta: 7:02:14, time: 0.588, data_time: 0.007, memory: 6921, loss_aux: 1.1499, top1_acc: 0.5504, top5_acc: 0.7691, loss_cls: 1.9543, loss: 3.1042, grad_norm: 4.9109 2021-07-20 14:50:08,742 - mmaction - INFO - Epoch [130][600/1879] lr: 9.235e-03, eta: 7:02:01, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.1927, top1_acc: 0.5328, top5_acc: 0.7574, loss_cls: 2.0041, loss: 3.1968, grad_norm: 4.9191 2021-07-20 14:50:23,168 - mmaction - INFO - Epoch [130][620/1879] lr: 9.226e-03, eta: 7:01:48, time: 0.720, data_time: 0.004, memory: 6921, loss_aux: 1.1579, top1_acc: 0.5453, top5_acc: 0.7602, loss_cls: 1.9965, loss: 3.1544, grad_norm: 4.9009 2021-07-20 14:50:35,884 - mmaction - INFO - Epoch [130][640/1879] lr: 9.216e-03, eta: 7:01:35, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.1805, top1_acc: 0.5445, top5_acc: 0.7602, loss_cls: 2.0027, loss: 3.1832, grad_norm: 4.9366 2021-07-20 14:50:47,722 - mmaction - INFO - Epoch [130][660/1879] lr: 9.207e-03, eta: 7:01:21, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.1825, top1_acc: 0.5496, top5_acc: 0.7551, loss_cls: 2.0156, loss: 3.1981, grad_norm: 4.9747 2021-07-20 14:50:59,472 - mmaction - INFO - Epoch [130][680/1879] lr: 9.198e-03, eta: 7:01:08, time: 0.589, data_time: 0.004, memory: 6921, loss_aux: 1.1640, top1_acc: 0.5480, top5_acc: 0.7766, loss_cls: 1.9470, loss: 3.1109, grad_norm: 4.8444 2021-07-20 14:51:11,668 - mmaction - INFO - Epoch [130][700/1879] lr: 9.188e-03, eta: 7:00:55, time: 0.609, data_time: 0.001, memory: 6921, loss_aux: 1.1324, top1_acc: 0.5508, top5_acc: 0.7723, loss_cls: 1.9257, loss: 3.0581, grad_norm: 4.8385 2021-07-20 14:51:26,707 - mmaction - INFO - Epoch [130][720/1879] lr: 9.179e-03, eta: 7:00:42, time: 0.750, data_time: 0.002, memory: 6921, loss_aux: 1.1672, top1_acc: 0.5488, top5_acc: 0.7609, loss_cls: 1.9685, loss: 3.1357, grad_norm: 4.7768 2021-07-20 14:51:38,268 - mmaction - INFO - Epoch [130][740/1879] lr: 9.170e-03, eta: 7:00:29, time: 0.580, data_time: 0.008, memory: 6921, loss_aux: 1.1515, top1_acc: 0.5500, top5_acc: 0.7707, loss_cls: 1.9481, loss: 3.0995, grad_norm: 4.9644 2021-07-20 14:51:53,216 - mmaction - INFO - Epoch [130][760/1879] lr: 9.160e-03, eta: 7:00:16, time: 0.747, data_time: 0.002, memory: 6921, loss_aux: 1.1422, top1_acc: 0.5656, top5_acc: 0.7691, loss_cls: 1.9345, loss: 3.0767, grad_norm: 4.8524 2021-07-20 14:52:12,563 - mmaction - INFO - Epoch [130][780/1879] lr: 9.151e-03, eta: 7:00:04, time: 0.968, data_time: 0.008, memory: 6921, loss_aux: 1.1811, top1_acc: 0.5461, top5_acc: 0.7641, loss_cls: 1.9896, loss: 3.1707, grad_norm: 4.9888 2021-07-20 14:52:24,698 - mmaction - INFO - Epoch [130][800/1879] lr: 9.142e-03, eta: 6:59:51, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.1594, top1_acc: 0.5445, top5_acc: 0.7777, loss_cls: 1.9411, loss: 3.1005, grad_norm: 4.9507 2021-07-20 14:52:36,638 - mmaction - INFO - Epoch [130][820/1879] lr: 9.132e-03, eta: 6:59:38, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.1920, top1_acc: 0.5383, top5_acc: 0.7527, loss_cls: 2.0380, loss: 3.2300, grad_norm: 4.9610 2021-07-20 14:52:50,611 - mmaction - INFO - Epoch [130][840/1879] lr: 9.123e-03, eta: 6:59:25, time: 0.699, data_time: 0.002, memory: 6921, loss_aux: 1.1912, top1_acc: 0.5418, top5_acc: 0.7586, loss_cls: 2.0470, loss: 3.2383, grad_norm: 4.9817 2021-07-20 14:53:04,504 - mmaction - INFO - Epoch [130][860/1879] lr: 9.114e-03, eta: 6:59:12, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.1558, top1_acc: 0.5594, top5_acc: 0.7711, loss_cls: 1.9342, loss: 3.0900, grad_norm: 4.8801 2021-07-20 14:53:15,627 - mmaction - INFO - Epoch [130][880/1879] lr: 9.104e-03, eta: 6:58:59, time: 0.555, data_time: 0.002, memory: 6921, loss_aux: 1.2100, top1_acc: 0.5324, top5_acc: 0.7566, loss_cls: 2.0383, loss: 3.2483, grad_norm: 5.0181 2021-07-20 14:53:27,073 - mmaction - INFO - Epoch [130][900/1879] lr: 9.095e-03, eta: 6:58:45, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.1728, top1_acc: 0.5344, top5_acc: 0.7699, loss_cls: 1.9840, loss: 3.1568, grad_norm: 5.0028 2021-07-20 14:53:40,588 - mmaction - INFO - Epoch [130][920/1879] lr: 9.086e-03, eta: 6:58:33, time: 0.675, data_time: 0.001, memory: 6921, loss_aux: 1.2016, top1_acc: 0.5191, top5_acc: 0.7453, loss_cls: 2.0444, loss: 3.2460, grad_norm: 5.0197 2021-07-20 14:53:56,058 - mmaction - INFO - Epoch [130][940/1879] lr: 9.077e-03, eta: 6:58:20, time: 0.773, data_time: 0.001, memory: 6921, loss_aux: 1.1577, top1_acc: 0.5508, top5_acc: 0.7582, loss_cls: 1.9888, loss: 3.1465, grad_norm: 4.8261 2021-07-20 14:54:11,474 - mmaction - INFO - Epoch [130][960/1879] lr: 9.067e-03, eta: 6:58:07, time: 0.771, data_time: 0.012, memory: 6921, loss_aux: 1.1947, top1_acc: 0.5414, top5_acc: 0.7496, loss_cls: 2.0177, loss: 3.2125, grad_norm: 4.8594 2021-07-20 14:54:25,910 - mmaction - INFO - Epoch [130][980/1879] lr: 9.058e-03, eta: 6:57:54, time: 0.718, data_time: 0.003, memory: 6921, loss_aux: 1.1810, top1_acc: 0.5422, top5_acc: 0.7625, loss_cls: 1.9759, loss: 3.1569, grad_norm: 4.9067 2021-07-20 14:54:39,353 - mmaction - INFO - Epoch [130][1000/1879] lr: 9.049e-03, eta: 6:57:41, time: 0.674, data_time: 0.007, memory: 6921, loss_aux: 1.1339, top1_acc: 0.5535, top5_acc: 0.7758, loss_cls: 1.9149, loss: 3.0488, grad_norm: 4.8691 2021-07-20 14:54:50,964 - mmaction - INFO - Epoch [130][1020/1879] lr: 9.040e-03, eta: 6:57:28, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.1559, top1_acc: 0.5480, top5_acc: 0.7602, loss_cls: 1.9681, loss: 3.1240, grad_norm: 4.8957 2021-07-20 14:55:02,621 - mmaction - INFO - Epoch [130][1040/1879] lr: 9.030e-03, eta: 6:57:15, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.1184, top1_acc: 0.5668, top5_acc: 0.7840, loss_cls: 1.8909, loss: 3.0093, grad_norm: 4.9120 2021-07-20 14:55:14,294 - mmaction - INFO - Epoch [130][1060/1879] lr: 9.021e-03, eta: 6:57:02, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.1733, top1_acc: 0.5379, top5_acc: 0.7672, loss_cls: 1.9896, loss: 3.1629, grad_norm: 5.0833 2021-07-20 14:55:27,281 - mmaction - INFO - Epoch [130][1080/1879] lr: 9.012e-03, eta: 6:56:49, time: 0.648, data_time: 0.004, memory: 6921, loss_aux: 1.1825, top1_acc: 0.5457, top5_acc: 0.7520, loss_cls: 2.0075, loss: 3.1900, grad_norm: 4.9352 2021-07-20 14:55:40,283 - mmaction - INFO - Epoch [130][1100/1879] lr: 9.003e-03, eta: 6:56:36, time: 0.651, data_time: 0.005, memory: 6921, loss_aux: 1.1823, top1_acc: 0.5328, top5_acc: 0.7656, loss_cls: 2.0016, loss: 3.1838, grad_norm: 5.0231 2021-07-20 14:55:51,872 - mmaction - INFO - Epoch [130][1120/1879] lr: 8.993e-03, eta: 6:56:22, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.1701, top1_acc: 0.5453, top5_acc: 0.7652, loss_cls: 1.9822, loss: 3.1523, grad_norm: 4.9768 2021-07-20 14:56:04,854 - mmaction - INFO - Epoch [130][1140/1879] lr: 8.984e-03, eta: 6:56:09, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.1592, top1_acc: 0.5508, top5_acc: 0.7656, loss_cls: 1.9307, loss: 3.0900, grad_norm: 4.9281 2021-07-20 14:56:15,966 - mmaction - INFO - Epoch [130][1160/1879] lr: 8.975e-03, eta: 6:55:56, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.1783, top1_acc: 0.5328, top5_acc: 0.7695, loss_cls: 1.9942, loss: 3.1726, grad_norm: 4.9493 2021-07-20 14:56:27,036 - mmaction - INFO - Epoch [130][1180/1879] lr: 8.966e-03, eta: 6:55:43, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.1547, top1_acc: 0.5531, top5_acc: 0.7801, loss_cls: 1.9128, loss: 3.0675, grad_norm: 4.8795 2021-07-20 14:56:38,397 - mmaction - INFO - Epoch [130][1200/1879] lr: 8.956e-03, eta: 6:55:29, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.1863, top1_acc: 0.5293, top5_acc: 0.7559, loss_cls: 2.0230, loss: 3.2093, grad_norm: 5.0307 2021-07-20 14:56:50,645 - mmaction - INFO - Epoch [130][1220/1879] lr: 8.947e-03, eta: 6:55:16, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.1398, top1_acc: 0.5566, top5_acc: 0.7684, loss_cls: 1.9373, loss: 3.0770, grad_norm: 4.8917 2021-07-20 14:57:04,844 - mmaction - INFO - Epoch [130][1240/1879] lr: 8.938e-03, eta: 6:55:03, time: 0.712, data_time: 0.006, memory: 6921, loss_aux: 1.1581, top1_acc: 0.5430, top5_acc: 0.7625, loss_cls: 1.9654, loss: 3.1235, grad_norm: 4.9285 2021-07-20 14:57:20,159 - mmaction - INFO - Epoch [130][1260/1879] lr: 8.929e-03, eta: 6:54:51, time: 0.765, data_time: 0.004, memory: 6921, loss_aux: 1.1572, top1_acc: 0.5504, top5_acc: 0.7715, loss_cls: 1.9670, loss: 3.1242, grad_norm: 4.8431 2021-07-20 14:57:33,354 - mmaction - INFO - Epoch [130][1280/1879] lr: 8.920e-03, eta: 6:54:38, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.1761, top1_acc: 0.5477, top5_acc: 0.7660, loss_cls: 1.9790, loss: 3.1551, grad_norm: 4.9665 2021-07-20 14:57:44,817 - mmaction - INFO - Epoch [130][1300/1879] lr: 8.910e-03, eta: 6:54:24, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.1393, top1_acc: 0.5602, top5_acc: 0.7672, loss_cls: 1.9180, loss: 3.0574, grad_norm: 4.8926 2021-07-20 14:57:59,825 - mmaction - INFO - Epoch [130][1320/1879] lr: 8.901e-03, eta: 6:54:12, time: 0.751, data_time: 0.003, memory: 6921, loss_aux: 1.1524, top1_acc: 0.5512, top5_acc: 0.7719, loss_cls: 1.9373, loss: 3.0897, grad_norm: 4.9758 2021-07-20 14:58:12,499 - mmaction - INFO - Epoch [130][1340/1879] lr: 8.892e-03, eta: 6:53:59, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.1779, top1_acc: 0.5449, top5_acc: 0.7605, loss_cls: 2.0105, loss: 3.1884, grad_norm: 4.9110 2021-07-20 14:58:24,654 - mmaction - INFO - Epoch [130][1360/1879] lr: 8.883e-03, eta: 6:53:45, time: 0.609, data_time: 0.004, memory: 6921, loss_aux: 1.1327, top1_acc: 0.5512, top5_acc: 0.7805, loss_cls: 1.9184, loss: 3.0511, grad_norm: 4.8796 2021-07-20 14:58:43,539 - mmaction - INFO - Epoch [130][1380/1879] lr: 8.874e-03, eta: 6:53:33, time: 0.943, data_time: 0.003, memory: 6921, loss_aux: 1.1642, top1_acc: 0.5555, top5_acc: 0.7711, loss_cls: 1.9451, loss: 3.1094, grad_norm: 4.8469 2021-07-20 14:58:57,975 - mmaction - INFO - Epoch [130][1400/1879] lr: 8.864e-03, eta: 6:53:20, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.1700, top1_acc: 0.5395, top5_acc: 0.7656, loss_cls: 2.0154, loss: 3.1854, grad_norm: 4.9633 2021-07-20 14:59:09,433 - mmaction - INFO - Epoch [130][1420/1879] lr: 8.855e-03, eta: 6:53:07, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.1582, top1_acc: 0.5422, top5_acc: 0.7773, loss_cls: 1.9617, loss: 3.1198, grad_norm: 4.9700 2021-07-20 14:59:22,820 - mmaction - INFO - Epoch [130][1440/1879] lr: 8.846e-03, eta: 6:52:54, time: 0.671, data_time: 0.005, memory: 6921, loss_aux: 1.1352, top1_acc: 0.5516, top5_acc: 0.7695, loss_cls: 1.9380, loss: 3.0732, grad_norm: 4.8248 2021-07-20 14:59:34,388 - mmaction - INFO - Epoch [130][1460/1879] lr: 8.837e-03, eta: 6:52:41, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.2152, top1_acc: 0.5199, top5_acc: 0.7453, loss_cls: 2.0885, loss: 3.3038, grad_norm: 5.0259 2021-07-20 14:59:45,994 - mmaction - INFO - Epoch [130][1480/1879] lr: 8.828e-03, eta: 6:52:28, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.1773, top1_acc: 0.5387, top5_acc: 0.7664, loss_cls: 1.9953, loss: 3.1726, grad_norm: 4.9738 2021-07-20 14:59:58,163 - mmaction - INFO - Epoch [130][1500/1879] lr: 8.819e-03, eta: 6:52:15, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.1650, top1_acc: 0.5520, top5_acc: 0.7629, loss_cls: 1.9805, loss: 3.1455, grad_norm: 4.9217 2021-07-20 15:00:12,097 - mmaction - INFO - Epoch [130][1520/1879] lr: 8.809e-03, eta: 6:52:02, time: 0.695, data_time: 0.003, memory: 6921, loss_aux: 1.1883, top1_acc: 0.5406, top5_acc: 0.7555, loss_cls: 2.0036, loss: 3.1919, grad_norm: 4.9214 2021-07-20 15:00:36,857 - mmaction - INFO - Epoch [130][1540/1879] lr: 8.800e-03, eta: 6:51:50, time: 1.233, data_time: 0.009, memory: 6921, loss_aux: 1.1319, top1_acc: 0.5578, top5_acc: 0.7801, loss_cls: 1.9144, loss: 3.0463, grad_norm: 4.9041 2021-07-20 15:00:48,335 - mmaction - INFO - Epoch [130][1560/1879] lr: 8.791e-03, eta: 6:51:37, time: 0.582, data_time: 0.011, memory: 6921, loss_aux: 1.1971, top1_acc: 0.5270, top5_acc: 0.7484, loss_cls: 2.0457, loss: 3.2427, grad_norm: 4.9122 2021-07-20 15:01:02,870 - mmaction - INFO - Epoch [130][1580/1879] lr: 8.782e-03, eta: 6:51:24, time: 0.727, data_time: 0.004, memory: 6921, loss_aux: 1.1449, top1_acc: 0.5508, top5_acc: 0.7680, loss_cls: 1.9421, loss: 3.0870, grad_norm: 4.8820 2021-07-20 15:01:16,457 - mmaction - INFO - Epoch [130][1600/1879] lr: 8.773e-03, eta: 6:51:11, time: 0.679, data_time: 0.002, memory: 6921, loss_aux: 1.1527, top1_acc: 0.5395, top5_acc: 0.7578, loss_cls: 1.9865, loss: 3.1393, grad_norm: 4.9150 2021-07-20 15:01:31,684 - mmaction - INFO - Epoch [130][1620/1879] lr: 8.764e-03, eta: 6:50:59, time: 0.760, data_time: 0.003, memory: 6921, loss_aux: 1.1833, top1_acc: 0.5473, top5_acc: 0.7645, loss_cls: 1.9797, loss: 3.1629, grad_norm: 4.8539 2021-07-20 15:01:43,485 - mmaction - INFO - Epoch [130][1640/1879] lr: 8.755e-03, eta: 6:50:45, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.1256, top1_acc: 0.5687, top5_acc: 0.7816, loss_cls: 1.8895, loss: 3.0151, grad_norm: 4.9935 2021-07-20 15:01:55,240 - mmaction - INFO - Epoch [130][1660/1879] lr: 8.745e-03, eta: 6:50:32, time: 0.586, data_time: 0.001, memory: 6921, loss_aux: 1.1711, top1_acc: 0.5508, top5_acc: 0.7645, loss_cls: 1.9573, loss: 3.1283, grad_norm: 4.9082 2021-07-20 15:02:06,750 - mmaction - INFO - Epoch [130][1680/1879] lr: 8.736e-03, eta: 6:50:19, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.1602, top1_acc: 0.5414, top5_acc: 0.7637, loss_cls: 1.9777, loss: 3.1379, grad_norm: 4.9179 2021-07-20 15:02:18,385 - mmaction - INFO - Epoch [130][1700/1879] lr: 8.727e-03, eta: 6:50:06, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.1387, top1_acc: 0.5457, top5_acc: 0.7719, loss_cls: 1.9439, loss: 3.0827, grad_norm: 4.9319 2021-07-20 15:02:31,345 - mmaction - INFO - Epoch [130][1720/1879] lr: 8.718e-03, eta: 6:49:53, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.1945, top1_acc: 0.5344, top5_acc: 0.7594, loss_cls: 2.0363, loss: 3.2309, grad_norm: 4.9683 2021-07-20 15:02:45,285 - mmaction - INFO - Epoch [130][1740/1879] lr: 8.709e-03, eta: 6:49:40, time: 0.699, data_time: 0.008, memory: 6921, loss_aux: 1.1695, top1_acc: 0.5453, top5_acc: 0.7633, loss_cls: 2.0012, loss: 3.1707, grad_norm: 4.9128 2021-07-20 15:02:57,953 - mmaction - INFO - Epoch [130][1760/1879] lr: 8.700e-03, eta: 6:49:27, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.1700, top1_acc: 0.5500, top5_acc: 0.7617, loss_cls: 1.9901, loss: 3.1601, grad_norm: 4.9584 2021-07-20 15:03:14,215 - mmaction - INFO - Epoch [130][1780/1879] lr: 8.691e-03, eta: 6:49:14, time: 0.812, data_time: 0.003, memory: 6921, loss_aux: 1.1453, top1_acc: 0.5570, top5_acc: 0.7590, loss_cls: 1.9720, loss: 3.1172, grad_norm: 4.8055 2021-07-20 15:03:26,080 - mmaction - INFO - Epoch [130][1800/1879] lr: 8.682e-03, eta: 6:49:01, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.1389, top1_acc: 0.5617, top5_acc: 0.7770, loss_cls: 1.9259, loss: 3.0648, grad_norm: 4.8643 2021-07-20 15:03:46,382 - mmaction - INFO - Epoch [130][1820/1879] lr: 8.673e-03, eta: 6:48:49, time: 1.014, data_time: 0.004, memory: 6921, loss_aux: 1.1102, top1_acc: 0.5707, top5_acc: 0.7844, loss_cls: 1.8873, loss: 2.9975, grad_norm: 4.8758 2021-07-20 15:03:58,002 - mmaction - INFO - Epoch [130][1840/1879] lr: 8.664e-03, eta: 6:48:36, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.1606, top1_acc: 0.5434, top5_acc: 0.7621, loss_cls: 1.9612, loss: 3.1218, grad_norm: 4.9957 2021-07-20 15:04:10,266 - mmaction - INFO - Epoch [130][1860/1879] lr: 8.655e-03, eta: 6:48:23, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.1527, top1_acc: 0.5605, top5_acc: 0.7680, loss_cls: 1.9390, loss: 3.0917, grad_norm: 4.8231 2021-07-20 15:04:20,636 - mmaction - INFO - Saving checkpoint at 130 epochs 2021-07-20 15:04:46,434 - mmaction - INFO - Epoch [131][20/1879] lr: 8.637e-03, eta: 6:47:57, time: 1.196, data_time: 0.390, memory: 6921, loss_aux: 1.1449, top1_acc: 0.5687, top5_acc: 0.7637, loss_cls: 1.9369, loss: 3.0818, grad_norm: 4.8743 2021-07-20 15:04:58,245 - mmaction - INFO - Epoch [131][40/1879] lr: 8.628e-03, eta: 6:47:44, time: 0.592, data_time: 0.010, memory: 6921, loss_aux: 1.1398, top1_acc: 0.5613, top5_acc: 0.7680, loss_cls: 1.8912, loss: 3.0309, grad_norm: 4.8436 2021-07-20 15:05:14,598 - mmaction - INFO - Epoch [131][60/1879] lr: 8.619e-03, eta: 6:47:31, time: 0.815, data_time: 0.002, memory: 6921, loss_aux: 1.1541, top1_acc: 0.5559, top5_acc: 0.7719, loss_cls: 1.9281, loss: 3.0822, grad_norm: 5.0198 2021-07-20 15:05:27,240 - mmaction - INFO - Epoch [131][80/1879] lr: 8.610e-03, eta: 6:47:18, time: 0.634, data_time: 0.006, memory: 6921, loss_aux: 1.1676, top1_acc: 0.5492, top5_acc: 0.7711, loss_cls: 1.9756, loss: 3.1432, grad_norm: 5.0414 2021-07-20 15:05:39,888 - mmaction - INFO - Epoch [131][100/1879] lr: 8.601e-03, eta: 6:47:05, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.1269, top1_acc: 0.5582, top5_acc: 0.7754, loss_cls: 1.9154, loss: 3.0423, grad_norm: 4.9939 2021-07-20 15:05:59,213 - mmaction - INFO - Epoch [131][120/1879] lr: 8.592e-03, eta: 6:46:53, time: 0.967, data_time: 0.009, memory: 6921, loss_aux: 1.1325, top1_acc: 0.5613, top5_acc: 0.7852, loss_cls: 1.9029, loss: 3.0354, grad_norm: 4.8129 2021-07-20 15:06:10,177 - mmaction - INFO - Epoch [131][140/1879] lr: 8.583e-03, eta: 6:46:40, time: 0.550, data_time: 0.003, memory: 6921, loss_aux: 1.1336, top1_acc: 0.5570, top5_acc: 0.7723, loss_cls: 1.9039, loss: 3.0375, grad_norm: 4.9909 2021-07-20 15:06:21,763 - mmaction - INFO - Epoch [131][160/1879] lr: 8.574e-03, eta: 6:46:26, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.1626, top1_acc: 0.5418, top5_acc: 0.7730, loss_cls: 1.9533, loss: 3.1158, grad_norm: 4.9394 2021-07-20 15:06:38,395 - mmaction - INFO - Epoch [131][180/1879] lr: 8.564e-03, eta: 6:46:14, time: 0.830, data_time: 0.002, memory: 6921, loss_aux: 1.1586, top1_acc: 0.5625, top5_acc: 0.7645, loss_cls: 1.9490, loss: 3.1075, grad_norm: 4.9440 2021-07-20 15:06:51,536 - mmaction - INFO - Epoch [131][200/1879] lr: 8.555e-03, eta: 6:46:01, time: 0.660, data_time: 0.005, memory: 6921, loss_aux: 1.1307, top1_acc: 0.5453, top5_acc: 0.7785, loss_cls: 1.9018, loss: 3.0326, grad_norm: 4.8769 2021-07-20 15:07:05,128 - mmaction - INFO - Epoch [131][220/1879] lr: 8.546e-03, eta: 6:45:48, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.1616, top1_acc: 0.5516, top5_acc: 0.7695, loss_cls: 1.9541, loss: 3.1157, grad_norm: 5.0776 2021-07-20 15:07:16,794 - mmaction - INFO - Epoch [131][240/1879] lr: 8.537e-03, eta: 6:45:35, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.1575, top1_acc: 0.5500, top5_acc: 0.7699, loss_cls: 1.9541, loss: 3.1116, grad_norm: 4.9717 2021-07-20 15:07:32,520 - mmaction - INFO - Epoch [131][260/1879] lr: 8.528e-03, eta: 6:45:22, time: 0.786, data_time: 0.003, memory: 6921, loss_aux: 1.1650, top1_acc: 0.5465, top5_acc: 0.7609, loss_cls: 1.9825, loss: 3.1475, grad_norm: 4.9868 2021-07-20 15:07:45,056 - mmaction - INFO - Epoch [131][280/1879] lr: 8.519e-03, eta: 6:45:09, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.1842, top1_acc: 0.5422, top5_acc: 0.7645, loss_cls: 1.9973, loss: 3.1816, grad_norm: 5.0338 2021-07-20 15:08:01,938 - mmaction - INFO - Epoch [131][300/1879] lr: 8.510e-03, eta: 6:44:56, time: 0.843, data_time: 0.004, memory: 6921, loss_aux: 1.1519, top1_acc: 0.5336, top5_acc: 0.7734, loss_cls: 1.9420, loss: 3.0939, grad_norm: 4.9556 2021-07-20 15:08:14,114 - mmaction - INFO - Epoch [131][320/1879] lr: 8.501e-03, eta: 6:44:43, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.1750, top1_acc: 0.5430, top5_acc: 0.7637, loss_cls: 1.9983, loss: 3.1733, grad_norm: 5.0419 2021-07-20 15:08:25,987 - mmaction - INFO - Epoch [131][340/1879] lr: 8.492e-03, eta: 6:44:30, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.1941, top1_acc: 0.5430, top5_acc: 0.7566, loss_cls: 1.9911, loss: 3.1853, grad_norm: 5.0790 2021-07-20 15:08:37,455 - mmaction - INFO - Epoch [131][360/1879] lr: 8.483e-03, eta: 6:44:17, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.1476, top1_acc: 0.5602, top5_acc: 0.7809, loss_cls: 1.9032, loss: 3.0509, grad_norm: 4.9263 2021-07-20 15:08:48,841 - mmaction - INFO - Epoch [131][380/1879] lr: 8.474e-03, eta: 6:44:04, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.1060, top1_acc: 0.5742, top5_acc: 0.7922, loss_cls: 1.8235, loss: 2.9295, grad_norm: 4.9124 2021-07-20 15:09:01,156 - mmaction - INFO - Epoch [131][400/1879] lr: 8.465e-03, eta: 6:43:50, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.1351, top1_acc: 0.5574, top5_acc: 0.7656, loss_cls: 1.9350, loss: 3.0700, grad_norm: 4.9281 2021-07-20 15:09:16,012 - mmaction - INFO - Epoch [131][420/1879] lr: 8.456e-03, eta: 6:43:38, time: 0.740, data_time: 0.036, memory: 6921, loss_aux: 1.1264, top1_acc: 0.5652, top5_acc: 0.7867, loss_cls: 1.8786, loss: 3.0050, grad_norm: 5.0006 2021-07-20 15:09:30,695 - mmaction - INFO - Epoch [131][440/1879] lr: 8.448e-03, eta: 6:43:25, time: 0.738, data_time: 0.005, memory: 6921, loss_aux: 1.1940, top1_acc: 0.5344, top5_acc: 0.7508, loss_cls: 2.0168, loss: 3.2108, grad_norm: 5.0621 2021-07-20 15:09:42,090 - mmaction - INFO - Epoch [131][460/1879] lr: 8.439e-03, eta: 6:43:12, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.1601, top1_acc: 0.5391, top5_acc: 0.7684, loss_cls: 1.9708, loss: 3.1309, grad_norm: 5.0298 2021-07-20 15:09:58,854 - mmaction - INFO - Epoch [131][480/1879] lr: 8.430e-03, eta: 6:42:59, time: 0.835, data_time: 0.001, memory: 6921, loss_aux: 1.1702, top1_acc: 0.5371, top5_acc: 0.7512, loss_cls: 2.0383, loss: 3.2085, grad_norm: 5.0539 2021-07-20 15:10:14,579 - mmaction - INFO - Epoch [131][500/1879] lr: 8.421e-03, eta: 6:42:46, time: 0.784, data_time: 0.007, memory: 6921, loss_aux: 1.1402, top1_acc: 0.5641, top5_acc: 0.7801, loss_cls: 1.9166, loss: 3.0568, grad_norm: 4.9952 2021-07-20 15:10:29,654 - mmaction - INFO - Epoch [131][520/1879] lr: 8.412e-03, eta: 6:42:34, time: 0.757, data_time: 0.011, memory: 6921, loss_aux: 1.1391, top1_acc: 0.5430, top5_acc: 0.7730, loss_cls: 1.9205, loss: 3.0597, grad_norm: 4.9717 2021-07-20 15:10:49,817 - mmaction - INFO - Epoch [131][540/1879] lr: 8.403e-03, eta: 6:42:22, time: 1.006, data_time: 0.003, memory: 6921, loss_aux: 1.1480, top1_acc: 0.5430, top5_acc: 0.7664, loss_cls: 1.9452, loss: 3.0931, grad_norm: 5.0801 2021-07-20 15:11:06,155 - mmaction - INFO - Epoch [131][560/1879] lr: 8.394e-03, eta: 6:42:09, time: 0.817, data_time: 0.005, memory: 6921, loss_aux: 1.1419, top1_acc: 0.5613, top5_acc: 0.7742, loss_cls: 1.9087, loss: 3.0505, grad_norm: 4.9632 2021-07-20 15:11:17,234 - mmaction - INFO - Epoch [131][580/1879] lr: 8.385e-03, eta: 6:41:56, time: 0.558, data_time: 0.006, memory: 6921, loss_aux: 1.1371, top1_acc: 0.5492, top5_acc: 0.7766, loss_cls: 1.9012, loss: 3.0383, grad_norm: 5.0088 2021-07-20 15:11:32,065 - mmaction - INFO - Epoch [131][600/1879] lr: 8.376e-03, eta: 6:41:43, time: 0.739, data_time: 0.001, memory: 6921, loss_aux: 1.1302, top1_acc: 0.5531, top5_acc: 0.7742, loss_cls: 1.8890, loss: 3.0192, grad_norm: 4.9405 2021-07-20 15:11:43,408 - mmaction - INFO - Epoch [131][620/1879] lr: 8.367e-03, eta: 6:41:30, time: 0.568, data_time: 0.003, memory: 6921, loss_aux: 1.1415, top1_acc: 0.5629, top5_acc: 0.7699, loss_cls: 1.9289, loss: 3.0704, grad_norm: 4.9271 2021-07-20 15:11:55,213 - mmaction - INFO - Epoch [131][640/1879] lr: 8.358e-03, eta: 6:41:17, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.1229, top1_acc: 0.5625, top5_acc: 0.7828, loss_cls: 1.8727, loss: 2.9955, grad_norm: 4.9416 2021-07-20 15:12:07,056 - mmaction - INFO - Epoch [131][660/1879] lr: 8.349e-03, eta: 6:41:03, time: 0.592, data_time: 0.001, memory: 6921, loss_aux: 1.0975, top1_acc: 0.5820, top5_acc: 0.7906, loss_cls: 1.8198, loss: 2.9173, grad_norm: 4.9611 2021-07-20 15:12:26,998 - mmaction - INFO - Epoch [131][680/1879] lr: 8.340e-03, eta: 6:40:51, time: 0.989, data_time: 0.002, memory: 6921, loss_aux: 1.1343, top1_acc: 0.5508, top5_acc: 0.7727, loss_cls: 1.9116, loss: 3.0460, grad_norm: 4.9900 2021-07-20 15:12:43,406 - mmaction - INFO - Epoch [131][700/1879] lr: 8.331e-03, eta: 6:40:39, time: 0.825, data_time: 0.010, memory: 6921, loss_aux: 1.1689, top1_acc: 0.5395, top5_acc: 0.7633, loss_cls: 1.9345, loss: 3.1033, grad_norm: 4.9656 2021-07-20 15:12:58,670 - mmaction - INFO - Epoch [131][720/1879] lr: 8.322e-03, eta: 6:40:26, time: 0.766, data_time: 0.007, memory: 6921, loss_aux: 1.1461, top1_acc: 0.5551, top5_acc: 0.7758, loss_cls: 1.9178, loss: 3.0639, grad_norm: 4.9782 2021-07-20 15:13:12,930 - mmaction - INFO - Epoch [131][740/1879] lr: 8.314e-03, eta: 6:40:13, time: 0.712, data_time: 0.004, memory: 6921, loss_aux: 1.1602, top1_acc: 0.5441, top5_acc: 0.7691, loss_cls: 1.9625, loss: 3.1227, grad_norm: 5.1139 2021-07-20 15:13:24,534 - mmaction - INFO - Epoch [131][760/1879] lr: 8.305e-03, eta: 6:40:00, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.1618, top1_acc: 0.5586, top5_acc: 0.7637, loss_cls: 1.9759, loss: 3.1376, grad_norm: 4.9449 2021-07-20 15:13:36,239 - mmaction - INFO - Epoch [131][780/1879] lr: 8.296e-03, eta: 6:39:47, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.1645, top1_acc: 0.5437, top5_acc: 0.7707, loss_cls: 1.9504, loss: 3.1149, grad_norm: 5.0093 2021-07-20 15:13:50,777 - mmaction - INFO - Epoch [131][800/1879] lr: 8.287e-03, eta: 6:39:34, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.1442, top1_acc: 0.5445, top5_acc: 0.7672, loss_cls: 1.9427, loss: 3.0869, grad_norm: 4.9582 2021-07-20 15:14:02,852 - mmaction - INFO - Epoch [131][820/1879] lr: 8.278e-03, eta: 6:39:21, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.1353, top1_acc: 0.5641, top5_acc: 0.7785, loss_cls: 1.9051, loss: 3.0404, grad_norm: 4.9464 2021-07-20 15:14:22,328 - mmaction - INFO - Epoch [131][840/1879] lr: 8.269e-03, eta: 6:39:09, time: 0.973, data_time: 0.002, memory: 6921, loss_aux: 1.1782, top1_acc: 0.5437, top5_acc: 0.7555, loss_cls: 1.9839, loss: 3.1621, grad_norm: 5.0303 2021-07-20 15:14:39,140 - mmaction - INFO - Epoch [131][860/1879] lr: 8.260e-03, eta: 6:38:56, time: 0.842, data_time: 0.004, memory: 6921, loss_aux: 1.1683, top1_acc: 0.5449, top5_acc: 0.7695, loss_cls: 1.9564, loss: 3.1247, grad_norm: 5.0782 2021-07-20 15:14:50,475 - mmaction - INFO - Epoch [131][880/1879] lr: 8.251e-03, eta: 6:38:43, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.1512, top1_acc: 0.5426, top5_acc: 0.7715, loss_cls: 1.9464, loss: 3.0976, grad_norm: 5.0509 2021-07-20 15:15:05,718 - mmaction - INFO - Epoch [131][900/1879] lr: 8.242e-03, eta: 6:38:30, time: 0.762, data_time: 0.003, memory: 6921, loss_aux: 1.1464, top1_acc: 0.5512, top5_acc: 0.7777, loss_cls: 1.9258, loss: 3.0721, grad_norm: 5.0214 2021-07-20 15:15:17,508 - mmaction - INFO - Epoch [131][920/1879] lr: 8.234e-03, eta: 6:38:17, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.1377, top1_acc: 0.5555, top5_acc: 0.7824, loss_cls: 1.8903, loss: 3.0280, grad_norm: 5.0032 2021-07-20 15:15:33,828 - mmaction - INFO - Epoch [131][940/1879] lr: 8.225e-03, eta: 6:38:05, time: 0.815, data_time: 0.003, memory: 6921, loss_aux: 1.1393, top1_acc: 0.5453, top5_acc: 0.7816, loss_cls: 1.9513, loss: 3.0906, grad_norm: 5.0629 2021-07-20 15:15:51,797 - mmaction - INFO - Epoch [131][960/1879] lr: 8.216e-03, eta: 6:37:52, time: 0.900, data_time: 0.005, memory: 6921, loss_aux: 1.1986, top1_acc: 0.5426, top5_acc: 0.7512, loss_cls: 2.0225, loss: 3.2212, grad_norm: 5.0203 2021-07-20 15:16:03,503 - mmaction - INFO - Epoch [131][980/1879] lr: 8.207e-03, eta: 6:37:39, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.1462, top1_acc: 0.5609, top5_acc: 0.7727, loss_cls: 1.9526, loss: 3.0988, grad_norm: 5.0032 2021-07-20 15:16:16,495 - mmaction - INFO - Epoch [131][1000/1879] lr: 8.198e-03, eta: 6:37:26, time: 0.651, data_time: 0.008, memory: 6921, loss_aux: 1.1507, top1_acc: 0.5668, top5_acc: 0.7836, loss_cls: 1.9151, loss: 3.0658, grad_norm: 4.9898 2021-07-20 15:16:27,675 - mmaction - INFO - Epoch [131][1020/1879] lr: 8.189e-03, eta: 6:37:13, time: 0.559, data_time: 0.002, memory: 6921, loss_aux: 1.1486, top1_acc: 0.5461, top5_acc: 0.7801, loss_cls: 1.9172, loss: 3.0658, grad_norm: 4.9963 2021-07-20 15:16:39,318 - mmaction - INFO - Epoch [131][1040/1879] lr: 8.181e-03, eta: 6:36:59, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.1575, top1_acc: 0.5391, top5_acc: 0.7637, loss_cls: 1.9600, loss: 3.1175, grad_norm: 5.1042 2021-07-20 15:16:51,779 - mmaction - INFO - Epoch [131][1060/1879] lr: 8.172e-03, eta: 6:36:46, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 1.1513, top1_acc: 0.5453, top5_acc: 0.7668, loss_cls: 1.9570, loss: 3.1083, grad_norm: 5.0711 2021-07-20 15:17:02,921 - mmaction - INFO - Epoch [131][1080/1879] lr: 8.163e-03, eta: 6:36:33, time: 0.562, data_time: 0.006, memory: 6921, loss_aux: 1.1448, top1_acc: 0.5504, top5_acc: 0.7812, loss_cls: 1.9115, loss: 3.0563, grad_norm: 4.9441 2021-07-20 15:17:14,384 - mmaction - INFO - Epoch [131][1100/1879] lr: 8.154e-03, eta: 6:36:20, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.1245, top1_acc: 0.5434, top5_acc: 0.7727, loss_cls: 1.9303, loss: 3.0548, grad_norm: 5.0369 2021-07-20 15:17:26,265 - mmaction - INFO - Epoch [131][1120/1879] lr: 8.145e-03, eta: 6:36:07, time: 0.593, data_time: 0.001, memory: 6921, loss_aux: 1.1235, top1_acc: 0.5512, top5_acc: 0.7723, loss_cls: 1.9141, loss: 3.0377, grad_norm: 4.9413 2021-07-20 15:17:38,529 - mmaction - INFO - Epoch [131][1140/1879] lr: 8.136e-03, eta: 6:35:53, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.2115, top1_acc: 0.5270, top5_acc: 0.7516, loss_cls: 2.0450, loss: 3.2565, grad_norm: 5.0992 2021-07-20 15:17:50,574 - mmaction - INFO - Epoch [131][1160/1879] lr: 8.128e-03, eta: 6:35:40, time: 0.606, data_time: 0.019, memory: 6921, loss_aux: 1.1472, top1_acc: 0.5473, top5_acc: 0.7691, loss_cls: 1.9653, loss: 3.1124, grad_norm: 5.0426 2021-07-20 15:18:03,220 - mmaction - INFO - Epoch [131][1180/1879] lr: 8.119e-03, eta: 6:35:27, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.1306, top1_acc: 0.5555, top5_acc: 0.7789, loss_cls: 1.9254, loss: 3.0560, grad_norm: 5.0623 2021-07-20 15:18:16,007 - mmaction - INFO - Epoch [131][1200/1879] lr: 8.110e-03, eta: 6:35:14, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.0898, top1_acc: 0.5598, top5_acc: 0.7910, loss_cls: 1.8499, loss: 2.9396, grad_norm: 4.9041 2021-07-20 15:18:29,996 - mmaction - INFO - Epoch [131][1220/1879] lr: 8.101e-03, eta: 6:35:01, time: 0.698, data_time: 0.002, memory: 6921, loss_aux: 1.1410, top1_acc: 0.5523, top5_acc: 0.7773, loss_cls: 1.9329, loss: 3.0739, grad_norm: 4.9709 2021-07-20 15:18:41,192 - mmaction - INFO - Epoch [131][1240/1879] lr: 8.092e-03, eta: 6:34:48, time: 0.561, data_time: 0.003, memory: 6921, loss_aux: 1.1579, top1_acc: 0.5465, top5_acc: 0.7707, loss_cls: 1.9478, loss: 3.1057, grad_norm: 5.1071 2021-07-20 15:18:57,753 - mmaction - INFO - Epoch [131][1260/1879] lr: 8.084e-03, eta: 6:34:35, time: 0.826, data_time: 0.002, memory: 6921, loss_aux: 1.1612, top1_acc: 0.5535, top5_acc: 0.7723, loss_cls: 1.9197, loss: 3.0810, grad_norm: 5.0723 2021-07-20 15:19:09,449 - mmaction - INFO - Epoch [131][1280/1879] lr: 8.075e-03, eta: 6:34:22, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.1267, top1_acc: 0.5602, top5_acc: 0.7828, loss_cls: 1.9082, loss: 3.0349, grad_norm: 4.9915 2021-07-20 15:19:24,688 - mmaction - INFO - Epoch [131][1300/1879] lr: 8.066e-03, eta: 6:34:09, time: 0.759, data_time: 0.003, memory: 6921, loss_aux: 1.1514, top1_acc: 0.5469, top5_acc: 0.7711, loss_cls: 1.9446, loss: 3.0961, grad_norm: 5.0706 2021-07-20 15:19:40,072 - mmaction - INFO - Epoch [131][1320/1879] lr: 8.057e-03, eta: 6:33:57, time: 0.771, data_time: 0.005, memory: 6921, loss_aux: 1.1313, top1_acc: 0.5680, top5_acc: 0.7703, loss_cls: 1.8834, loss: 3.0147, grad_norm: 4.8492 2021-07-20 15:19:51,656 - mmaction - INFO - Epoch [131][1340/1879] lr: 8.049e-03, eta: 6:33:43, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.1482, top1_acc: 0.5465, top5_acc: 0.7656, loss_cls: 1.9748, loss: 3.1230, grad_norm: 5.0015 2021-07-20 15:20:04,450 - mmaction - INFO - Epoch [131][1360/1879] lr: 8.040e-03, eta: 6:33:30, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.1534, top1_acc: 0.5527, top5_acc: 0.7699, loss_cls: 1.9363, loss: 3.0898, grad_norm: 4.9703 2021-07-20 15:20:20,547 - mmaction - INFO - Epoch [131][1380/1879] lr: 8.031e-03, eta: 6:33:18, time: 0.809, data_time: 0.007, memory: 6921, loss_aux: 1.1653, top1_acc: 0.5594, top5_acc: 0.7703, loss_cls: 1.9469, loss: 3.1122, grad_norm: 5.0885 2021-07-20 15:20:36,141 - mmaction - INFO - Epoch [131][1400/1879] lr: 8.022e-03, eta: 6:33:05, time: 0.780, data_time: 0.007, memory: 6921, loss_aux: 1.1609, top1_acc: 0.5527, top5_acc: 0.7637, loss_cls: 1.9497, loss: 3.1106, grad_norm: 4.9614 2021-07-20 15:20:49,938 - mmaction - INFO - Epoch [131][1420/1879] lr: 8.014e-03, eta: 6:32:52, time: 0.691, data_time: 0.003, memory: 6921, loss_aux: 1.1542, top1_acc: 0.5437, top5_acc: 0.7695, loss_cls: 1.9522, loss: 3.1064, grad_norm: 5.0592 2021-07-20 15:21:02,487 - mmaction - INFO - Epoch [131][1440/1879] lr: 8.005e-03, eta: 6:32:39, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.1520, top1_acc: 0.5457, top5_acc: 0.7723, loss_cls: 1.9393, loss: 3.0912, grad_norm: 5.0654 2021-07-20 15:21:22,117 - mmaction - INFO - Epoch [131][1460/1879] lr: 7.996e-03, eta: 6:32:27, time: 0.980, data_time: 0.003, memory: 6921, loss_aux: 1.1626, top1_acc: 0.5406, top5_acc: 0.7672, loss_cls: 1.9687, loss: 3.1312, grad_norm: 5.0931 2021-07-20 15:21:43,837 - mmaction - INFO - Epoch [131][1480/1879] lr: 7.987e-03, eta: 6:32:15, time: 1.085, data_time: 0.005, memory: 6921, loss_aux: 1.1661, top1_acc: 0.5441, top5_acc: 0.7625, loss_cls: 1.9746, loss: 3.1407, grad_norm: 5.0600 2021-07-20 15:21:58,383 - mmaction - INFO - Epoch [131][1500/1879] lr: 7.979e-03, eta: 6:32:02, time: 0.729, data_time: 0.005, memory: 6921, loss_aux: 1.1206, top1_acc: 0.5590, top5_acc: 0.7875, loss_cls: 1.8805, loss: 3.0010, grad_norm: 4.9677 2021-07-20 15:22:09,653 - mmaction - INFO - Epoch [131][1520/1879] lr: 7.970e-03, eta: 6:31:49, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.1167, top1_acc: 0.5543, top5_acc: 0.7844, loss_cls: 1.8862, loss: 3.0029, grad_norm: 4.9172 2021-07-20 15:22:24,483 - mmaction - INFO - Epoch [131][1540/1879] lr: 7.961e-03, eta: 6:31:36, time: 0.741, data_time: 0.004, memory: 6921, loss_aux: 1.1398, top1_acc: 0.5535, top5_acc: 0.7684, loss_cls: 1.9406, loss: 3.0804, grad_norm: 4.9467 2021-07-20 15:22:36,027 - mmaction - INFO - Epoch [131][1560/1879] lr: 7.952e-03, eta: 6:31:23, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.1552, top1_acc: 0.5445, top5_acc: 0.7734, loss_cls: 1.9565, loss: 3.1116, grad_norm: 5.0910 2021-07-20 15:22:52,341 - mmaction - INFO - Epoch [131][1580/1879] lr: 7.944e-03, eta: 6:31:10, time: 0.815, data_time: 0.001, memory: 6921, loss_aux: 1.1408, top1_acc: 0.5469, top5_acc: 0.7727, loss_cls: 1.9384, loss: 3.0792, grad_norm: 4.9938 2021-07-20 15:23:04,829 - mmaction - INFO - Epoch [131][1600/1879] lr: 7.935e-03, eta: 6:30:57, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.1406, top1_acc: 0.5656, top5_acc: 0.7762, loss_cls: 1.9001, loss: 3.0406, grad_norm: 4.9948 2021-07-20 15:23:17,606 - mmaction - INFO - Epoch [131][1620/1879] lr: 7.926e-03, eta: 6:30:44, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.1517, top1_acc: 0.5555, top5_acc: 0.7762, loss_cls: 1.9289, loss: 3.0806, grad_norm: 5.0199 2021-07-20 15:23:33,068 - mmaction - INFO - Epoch [131][1640/1879] lr: 7.918e-03, eta: 6:30:32, time: 0.834, data_time: 0.062, memory: 6921, loss_aux: 1.1607, top1_acc: 0.5547, top5_acc: 0.7668, loss_cls: 1.9436, loss: 3.1043, grad_norm: 5.0784 2021-07-20 15:23:44,449 - mmaction - INFO - Epoch [131][1660/1879] lr: 7.909e-03, eta: 6:30:18, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.1467, top1_acc: 0.5680, top5_acc: 0.7680, loss_cls: 1.8990, loss: 3.0457, grad_norm: 4.9677 2021-07-20 15:23:57,912 - mmaction - INFO - Epoch [131][1680/1879] lr: 7.900e-03, eta: 6:30:05, time: 0.674, data_time: 0.004, memory: 6921, loss_aux: 1.1304, top1_acc: 0.5574, top5_acc: 0.7852, loss_cls: 1.9015, loss: 3.0319, grad_norm: 5.0583 2021-07-20 15:24:09,775 - mmaction - INFO - Epoch [131][1700/1879] lr: 7.892e-03, eta: 6:29:52, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.1584, top1_acc: 0.5492, top5_acc: 0.7637, loss_cls: 1.9492, loss: 3.1076, grad_norm: 5.0533 2021-07-20 15:24:23,220 - mmaction - INFO - Epoch [131][1720/1879] lr: 7.883e-03, eta: 6:29:39, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.1397, top1_acc: 0.5520, top5_acc: 0.7707, loss_cls: 1.9219, loss: 3.0616, grad_norm: 5.1157 2021-07-20 15:24:35,654 - mmaction - INFO - Epoch [131][1740/1879] lr: 7.874e-03, eta: 6:29:26, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.1360, top1_acc: 0.5566, top5_acc: 0.7777, loss_cls: 1.9209, loss: 3.0569, grad_norm: 5.0683 2021-07-20 15:24:48,082 - mmaction - INFO - Epoch [131][1760/1879] lr: 7.866e-03, eta: 6:29:13, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.1624, top1_acc: 0.5445, top5_acc: 0.7672, loss_cls: 1.9461, loss: 3.1085, grad_norm: 5.0641 2021-07-20 15:24:59,746 - mmaction - INFO - Epoch [131][1780/1879] lr: 7.857e-03, eta: 6:29:00, time: 0.590, data_time: 0.011, memory: 6921, loss_aux: 1.1582, top1_acc: 0.5387, top5_acc: 0.7676, loss_cls: 1.9777, loss: 3.1359, grad_norm: 5.0464 2021-07-20 15:25:16,403 - mmaction - INFO - Epoch [131][1800/1879] lr: 7.848e-03, eta: 6:28:47, time: 0.831, data_time: 0.003, memory: 6921, loss_aux: 1.1250, top1_acc: 0.5586, top5_acc: 0.7801, loss_cls: 1.8981, loss: 3.0231, grad_norm: 5.0449 2021-07-20 15:25:27,650 - mmaction - INFO - Epoch [131][1820/1879] lr: 7.840e-03, eta: 6:28:34, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.1437, top1_acc: 0.5547, top5_acc: 0.7758, loss_cls: 1.9255, loss: 3.0691, grad_norm: 5.1856 2021-07-20 15:25:39,053 - mmaction - INFO - Epoch [131][1840/1879] lr: 7.831e-03, eta: 6:28:21, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.2026, top1_acc: 0.5348, top5_acc: 0.7566, loss_cls: 1.9984, loss: 3.2010, grad_norm: 5.1090 2021-07-20 15:25:50,558 - mmaction - INFO - Epoch [131][1860/1879] lr: 7.822e-03, eta: 6:28:07, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.1394, top1_acc: 0.5566, top5_acc: 0.7723, loss_cls: 1.9574, loss: 3.0967, grad_norm: 5.1060 2021-07-20 15:26:01,040 - mmaction - INFO - Saving checkpoint at 131 epochs 2021-07-20 15:26:28,110 - mmaction - INFO - Epoch [132][20/1879] lr: 7.805e-03, eta: 6:27:41, time: 0.944, data_time: 0.179, memory: 6921, loss_aux: 1.1529, top1_acc: 0.5543, top5_acc: 0.7770, loss_cls: 1.9361, loss: 3.0890, grad_norm: 5.0284 2021-07-20 15:26:39,526 - mmaction - INFO - Epoch [132][40/1879] lr: 7.797e-03, eta: 6:27:28, time: 0.578, data_time: 0.015, memory: 6921, loss_aux: 1.1420, top1_acc: 0.5687, top5_acc: 0.7801, loss_cls: 1.9016, loss: 3.0435, grad_norm: 5.0185 2021-07-20 15:26:51,030 - mmaction - INFO - Epoch [132][60/1879] lr: 7.788e-03, eta: 6:27:14, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.1244, top1_acc: 0.5691, top5_acc: 0.7742, loss_cls: 1.8884, loss: 3.0129, grad_norm: 4.9495 2021-07-20 15:27:10,657 - mmaction - INFO - Epoch [132][80/1879] lr: 7.780e-03, eta: 6:27:02, time: 0.991, data_time: 0.013, memory: 6921, loss_aux: 1.1312, top1_acc: 0.5613, top5_acc: 0.7789, loss_cls: 1.8877, loss: 3.0189, grad_norm: 5.0752 2021-07-20 15:27:23,980 - mmaction - INFO - Epoch [132][100/1879] lr: 7.771e-03, eta: 6:26:49, time: 0.664, data_time: 0.003, memory: 6921, loss_aux: 1.1331, top1_acc: 0.5535, top5_acc: 0.7695, loss_cls: 1.9090, loss: 3.0421, grad_norm: 5.0281 2021-07-20 15:27:35,724 - mmaction - INFO - Epoch [132][120/1879] lr: 7.762e-03, eta: 6:26:36, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.1516, top1_acc: 0.5461, top5_acc: 0.7727, loss_cls: 1.9444, loss: 3.0960, grad_norm: 5.1697 2021-07-20 15:27:47,171 - mmaction - INFO - Epoch [132][140/1879] lr: 7.754e-03, eta: 6:26:23, time: 0.572, data_time: 0.001, memory: 6921, loss_aux: 1.1641, top1_acc: 0.5457, top5_acc: 0.7738, loss_cls: 1.9364, loss: 3.1006, grad_norm: 5.0363 2021-07-20 15:27:59,434 - mmaction - INFO - Epoch [132][160/1879] lr: 7.745e-03, eta: 6:26:10, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.1266, top1_acc: 0.5656, top5_acc: 0.7750, loss_cls: 1.8760, loss: 3.0026, grad_norm: 4.9684 2021-07-20 15:28:13,372 - mmaction - INFO - Epoch [132][180/1879] lr: 7.737e-03, eta: 6:25:57, time: 0.695, data_time: 0.007, memory: 6921, loss_aux: 1.1396, top1_acc: 0.5555, top5_acc: 0.7820, loss_cls: 1.9028, loss: 3.0424, grad_norm: 4.9777 2021-07-20 15:28:26,374 - mmaction - INFO - Epoch [132][200/1879] lr: 7.728e-03, eta: 6:25:44, time: 0.650, data_time: 0.011, memory: 6921, loss_aux: 1.1512, top1_acc: 0.5465, top5_acc: 0.7746, loss_cls: 1.9395, loss: 3.0907, grad_norm: 4.9743 2021-07-20 15:28:38,491 - mmaction - INFO - Epoch [132][220/1879] lr: 7.719e-03, eta: 6:25:30, time: 0.563, data_time: 0.003, memory: 6921, loss_aux: 1.1489, top1_acc: 0.5566, top5_acc: 0.7680, loss_cls: 1.9500, loss: 3.0989, grad_norm: 4.9731 2021-07-20 15:28:53,119 - mmaction - INFO - Epoch [132][240/1879] lr: 7.711e-03, eta: 6:25:18, time: 0.775, data_time: 0.045, memory: 6921, loss_aux: 1.1452, top1_acc: 0.5527, top5_acc: 0.7789, loss_cls: 1.9319, loss: 3.0771, grad_norm: 5.0977 2021-07-20 15:29:19,847 - mmaction - INFO - Epoch [132][260/1879] lr: 7.702e-03, eta: 6:25:07, time: 1.307, data_time: 0.002, memory: 6921, loss_aux: 1.1238, top1_acc: 0.5629, top5_acc: 0.7812, loss_cls: 1.8857, loss: 3.0095, grad_norm: 5.0595 2021-07-20 15:29:31,877 - mmaction - INFO - Epoch [132][280/1879] lr: 7.694e-03, eta: 6:24:54, time: 0.631, data_time: 0.034, memory: 6921, loss_aux: 1.1450, top1_acc: 0.5535, top5_acc: 0.7715, loss_cls: 1.9370, loss: 3.0820, grad_norm: 5.0368 2021-07-20 15:29:43,485 - mmaction - INFO - Epoch [132][300/1879] lr: 7.685e-03, eta: 6:24:40, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.1648, top1_acc: 0.5434, top5_acc: 0.7676, loss_cls: 1.9613, loss: 3.1261, grad_norm: 5.0914 2021-07-20 15:29:54,612 - mmaction - INFO - Epoch [132][320/1879] lr: 7.676e-03, eta: 6:24:27, time: 0.556, data_time: 0.002, memory: 6921, loss_aux: 1.1605, top1_acc: 0.5551, top5_acc: 0.7680, loss_cls: 1.9250, loss: 3.0855, grad_norm: 5.0697 2021-07-20 15:30:08,193 - mmaction - INFO - Epoch [132][340/1879] lr: 7.668e-03, eta: 6:24:14, time: 0.677, data_time: 0.002, memory: 6921, loss_aux: 1.1441, top1_acc: 0.5609, top5_acc: 0.7688, loss_cls: 1.9451, loss: 3.0892, grad_norm: 5.0679 2021-07-20 15:30:19,569 - mmaction - INFO - Epoch [132][360/1879] lr: 7.659e-03, eta: 6:24:01, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.1563, top1_acc: 0.5414, top5_acc: 0.7672, loss_cls: 1.9546, loss: 3.1109, grad_norm: 5.1018 2021-07-20 15:30:38,477 - mmaction - INFO - Epoch [132][380/1879] lr: 7.651e-03, eta: 6:23:49, time: 0.943, data_time: 0.005, memory: 6921, loss_aux: 1.1088, top1_acc: 0.5727, top5_acc: 0.7867, loss_cls: 1.8595, loss: 2.9683, grad_norm: 4.9590 2021-07-20 15:30:52,909 - mmaction - INFO - Epoch [132][400/1879] lr: 7.642e-03, eta: 6:23:36, time: 0.723, data_time: 0.005, memory: 6921, loss_aux: 1.1438, top1_acc: 0.5488, top5_acc: 0.7637, loss_cls: 1.9455, loss: 3.0893, grad_norm: 5.0463 2021-07-20 15:31:06,438 - mmaction - INFO - Epoch [132][420/1879] lr: 7.634e-03, eta: 6:23:23, time: 0.676, data_time: 0.004, memory: 6921, loss_aux: 1.1163, top1_acc: 0.5684, top5_acc: 0.7766, loss_cls: 1.8652, loss: 2.9816, grad_norm: 5.0130 2021-07-20 15:31:21,447 - mmaction - INFO - Epoch [132][440/1879] lr: 7.625e-03, eta: 6:23:10, time: 0.751, data_time: 0.003, memory: 6921, loss_aux: 1.1737, top1_acc: 0.5437, top5_acc: 0.7719, loss_cls: 1.9807, loss: 3.1544, grad_norm: 5.2621 2021-07-20 15:31:40,308 - mmaction - INFO - Epoch [132][460/1879] lr: 7.617e-03, eta: 6:22:58, time: 0.942, data_time: 0.004, memory: 6921, loss_aux: 1.1287, top1_acc: 0.5551, top5_acc: 0.7754, loss_cls: 1.9166, loss: 3.0453, grad_norm: 5.1365 2021-07-20 15:31:53,278 - mmaction - INFO - Epoch [132][480/1879] lr: 7.608e-03, eta: 6:22:45, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.1469, top1_acc: 0.5480, top5_acc: 0.7719, loss_cls: 1.9452, loss: 3.0920, grad_norm: 5.1054 2021-07-20 15:32:05,231 - mmaction - INFO - Epoch [132][500/1879] lr: 7.600e-03, eta: 6:22:31, time: 0.624, data_time: 0.031, memory: 6921, loss_aux: 1.1522, top1_acc: 0.5457, top5_acc: 0.7742, loss_cls: 1.9133, loss: 3.0656, grad_norm: 5.1365 2021-07-20 15:32:16,552 - mmaction - INFO - Epoch [132][520/1879] lr: 7.591e-03, eta: 6:22:18, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.1341, top1_acc: 0.5719, top5_acc: 0.7695, loss_cls: 1.9153, loss: 3.0494, grad_norm: 4.9651 2021-07-20 15:32:37,712 - mmaction - INFO - Epoch [132][540/1879] lr: 7.583e-03, eta: 6:22:06, time: 1.058, data_time: 0.001, memory: 6921, loss_aux: 1.1122, top1_acc: 0.5723, top5_acc: 0.7816, loss_cls: 1.8382, loss: 2.9504, grad_norm: 4.9712 2021-07-20 15:32:49,501 - mmaction - INFO - Epoch [132][560/1879] lr: 7.574e-03, eta: 6:21:53, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.1211, top1_acc: 0.5629, top5_acc: 0.7715, loss_cls: 1.8854, loss: 3.0065, grad_norm: 5.0864 2021-07-20 15:33:04,283 - mmaction - INFO - Epoch [132][580/1879] lr: 7.566e-03, eta: 6:21:40, time: 0.739, data_time: 0.003, memory: 6921, loss_aux: 1.0983, top1_acc: 0.5578, top5_acc: 0.7883, loss_cls: 1.8459, loss: 2.9442, grad_norm: 5.0402 2021-07-20 15:33:16,277 - mmaction - INFO - Epoch [132][600/1879] lr: 7.557e-03, eta: 6:21:27, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.1353, top1_acc: 0.5637, top5_acc: 0.7789, loss_cls: 1.8853, loss: 3.0206, grad_norm: 5.0960 2021-07-20 15:33:27,488 - mmaction - INFO - Epoch [132][620/1879] lr: 7.549e-03, eta: 6:21:14, time: 0.562, data_time: 0.003, memory: 6921, loss_aux: 1.1732, top1_acc: 0.5391, top5_acc: 0.7629, loss_cls: 1.9851, loss: 3.1583, grad_norm: 5.0754 2021-07-20 15:33:39,310 - mmaction - INFO - Epoch [132][640/1879] lr: 7.540e-03, eta: 6:21:01, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.1456, top1_acc: 0.5535, top5_acc: 0.7770, loss_cls: 1.9301, loss: 3.0757, grad_norm: 5.1181 2021-07-20 15:33:53,063 - mmaction - INFO - Epoch [132][660/1879] lr: 7.532e-03, eta: 6:20:48, time: 0.688, data_time: 0.002, memory: 6921, loss_aux: 1.1476, top1_acc: 0.5574, top5_acc: 0.7707, loss_cls: 1.9383, loss: 3.0860, grad_norm: 5.1162 2021-07-20 15:34:13,319 - mmaction - INFO - Epoch [132][680/1879] lr: 7.523e-03, eta: 6:20:36, time: 1.011, data_time: 0.003, memory: 6921, loss_aux: 1.1294, top1_acc: 0.5703, top5_acc: 0.7715, loss_cls: 1.8797, loss: 3.0091, grad_norm: 4.9978 2021-07-20 15:34:28,110 - mmaction - INFO - Epoch [132][700/1879] lr: 7.515e-03, eta: 6:20:23, time: 0.741, data_time: 0.004, memory: 6921, loss_aux: 1.1188, top1_acc: 0.5613, top5_acc: 0.7781, loss_cls: 1.8806, loss: 2.9994, grad_norm: 5.1015 2021-07-20 15:34:39,725 - mmaction - INFO - Epoch [132][720/1879] lr: 7.506e-03, eta: 6:20:10, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.1163, top1_acc: 0.5652, top5_acc: 0.7773, loss_cls: 1.8562, loss: 2.9725, grad_norm: 5.0556 2021-07-20 15:34:57,357 - mmaction - INFO - Epoch [132][740/1879] lr: 7.498e-03, eta: 6:19:57, time: 0.876, data_time: 0.004, memory: 6921, loss_aux: 1.0863, top1_acc: 0.5691, top5_acc: 0.7863, loss_cls: 1.8123, loss: 2.8987, grad_norm: 5.0479 2021-07-20 15:35:11,698 - mmaction - INFO - Epoch [132][760/1879] lr: 7.489e-03, eta: 6:19:44, time: 0.723, data_time: 0.011, memory: 6921, loss_aux: 1.1207, top1_acc: 0.5680, top5_acc: 0.7812, loss_cls: 1.8711, loss: 2.9918, grad_norm: 5.0325 2021-07-20 15:35:23,367 - mmaction - INFO - Epoch [132][780/1879] lr: 7.481e-03, eta: 6:19:31, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.1349, top1_acc: 0.5703, top5_acc: 0.7824, loss_cls: 1.8790, loss: 3.0139, grad_norm: 4.9640 2021-07-20 15:35:35,089 - mmaction - INFO - Epoch [132][800/1879] lr: 7.472e-03, eta: 6:19:18, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.1518, top1_acc: 0.5746, top5_acc: 0.7793, loss_cls: 1.8866, loss: 3.0384, grad_norm: 4.9756 2021-07-20 15:35:46,847 - mmaction - INFO - Epoch [132][820/1879] lr: 7.464e-03, eta: 6:19:05, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.1330, top1_acc: 0.5594, top5_acc: 0.7758, loss_cls: 1.9146, loss: 3.0476, grad_norm: 5.1271 2021-07-20 15:36:01,614 - mmaction - INFO - Epoch [132][840/1879] lr: 7.455e-03, eta: 6:18:52, time: 0.738, data_time: 0.006, memory: 6921, loss_aux: 1.1414, top1_acc: 0.5637, top5_acc: 0.7863, loss_cls: 1.8878, loss: 3.0292, grad_norm: 5.0707 2021-07-20 15:36:12,649 - mmaction - INFO - Epoch [132][860/1879] lr: 7.447e-03, eta: 6:18:39, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.1556, top1_acc: 0.5434, top5_acc: 0.7660, loss_cls: 1.9673, loss: 3.1229, grad_norm: 5.1861 2021-07-20 15:36:25,134 - mmaction - INFO - Epoch [132][880/1879] lr: 7.438e-03, eta: 6:18:25, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.1911, top1_acc: 0.5355, top5_acc: 0.7645, loss_cls: 1.9811, loss: 3.1722, grad_norm: 5.1525 2021-07-20 15:36:36,419 - mmaction - INFO - Epoch [132][900/1879] lr: 7.430e-03, eta: 6:18:12, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.1162, top1_acc: 0.5633, top5_acc: 0.7879, loss_cls: 1.8459, loss: 2.9621, grad_norm: 5.0820 2021-07-20 15:36:54,791 - mmaction - INFO - Epoch [132][920/1879] lr: 7.422e-03, eta: 6:18:00, time: 0.919, data_time: 0.002, memory: 6921, loss_aux: 1.1246, top1_acc: 0.5516, top5_acc: 0.7723, loss_cls: 1.8928, loss: 3.0175, grad_norm: 5.1286 2021-07-20 15:37:06,961 - mmaction - INFO - Epoch [132][940/1879] lr: 7.413e-03, eta: 6:17:47, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.1343, top1_acc: 0.5477, top5_acc: 0.7668, loss_cls: 1.9125, loss: 3.0469, grad_norm: 5.2104 2021-07-20 15:37:18,922 - mmaction - INFO - Epoch [132][960/1879] lr: 7.405e-03, eta: 6:17:33, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.1248, top1_acc: 0.5605, top5_acc: 0.7770, loss_cls: 1.8763, loss: 3.0011, grad_norm: 5.1071 2021-07-20 15:37:32,169 - mmaction - INFO - Epoch [132][980/1879] lr: 7.396e-03, eta: 6:17:20, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.1317, top1_acc: 0.5527, top5_acc: 0.7762, loss_cls: 1.8993, loss: 3.0310, grad_norm: 5.1517 2021-07-20 15:37:43,921 - mmaction - INFO - Epoch [132][1000/1879] lr: 7.388e-03, eta: 6:17:07, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.1030, top1_acc: 0.5609, top5_acc: 0.7809, loss_cls: 1.8649, loss: 2.9679, grad_norm: 4.9851 2021-07-20 15:37:55,654 - mmaction - INFO - Epoch [132][1020/1879] lr: 7.379e-03, eta: 6:16:54, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.1388, top1_acc: 0.5621, top5_acc: 0.7793, loss_cls: 1.8980, loss: 3.0369, grad_norm: 5.0896 2021-07-20 15:38:10,315 - mmaction - INFO - Epoch [132][1040/1879] lr: 7.371e-03, eta: 6:16:41, time: 0.734, data_time: 0.003, memory: 6921, loss_aux: 1.1589, top1_acc: 0.5480, top5_acc: 0.7715, loss_cls: 1.9720, loss: 3.1309, grad_norm: 5.1726 2021-07-20 15:38:21,711 - mmaction - INFO - Epoch [132][1060/1879] lr: 7.363e-03, eta: 6:16:28, time: 0.568, data_time: 0.001, memory: 6921, loss_aux: 1.1313, top1_acc: 0.5719, top5_acc: 0.7805, loss_cls: 1.8956, loss: 3.0269, grad_norm: 5.1048 2021-07-20 15:38:33,092 - mmaction - INFO - Epoch [132][1080/1879] lr: 7.354e-03, eta: 6:16:15, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.1453, top1_acc: 0.5566, top5_acc: 0.7680, loss_cls: 1.9485, loss: 3.0938, grad_norm: 5.2123 2021-07-20 15:38:53,287 - mmaction - INFO - Epoch [132][1100/1879] lr: 7.346e-03, eta: 6:16:03, time: 1.008, data_time: 0.002, memory: 6921, loss_aux: 1.1613, top1_acc: 0.5414, top5_acc: 0.7688, loss_cls: 1.9414, loss: 3.1027, grad_norm: 5.1852 2021-07-20 15:39:07,101 - mmaction - INFO - Epoch [132][1120/1879] lr: 7.338e-03, eta: 6:15:50, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.1228, top1_acc: 0.5613, top5_acc: 0.7828, loss_cls: 1.8709, loss: 2.9937, grad_norm: 5.1592 2021-07-20 15:39:19,159 - mmaction - INFO - Epoch [132][1140/1879] lr: 7.329e-03, eta: 6:15:37, time: 0.604, data_time: 0.036, memory: 6921, loss_aux: 1.1489, top1_acc: 0.5453, top5_acc: 0.7762, loss_cls: 1.9023, loss: 3.0512, grad_norm: 5.1428 2021-07-20 15:39:32,315 - mmaction - INFO - Epoch [132][1160/1879] lr: 7.321e-03, eta: 6:15:23, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.1293, top1_acc: 0.5516, top5_acc: 0.7840, loss_cls: 1.9019, loss: 3.0311, grad_norm: 5.0835 2021-07-20 15:39:44,395 - mmaction - INFO - Epoch [132][1180/1879] lr: 7.312e-03, eta: 6:15:10, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.1503, top1_acc: 0.5469, top5_acc: 0.7668, loss_cls: 1.9374, loss: 3.0877, grad_norm: 5.0473 2021-07-20 15:39:56,150 - mmaction - INFO - Epoch [132][1200/1879] lr: 7.304e-03, eta: 6:14:57, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.1350, top1_acc: 0.5750, top5_acc: 0.7730, loss_cls: 1.9201, loss: 3.0551, grad_norm: 5.0210 2021-07-20 15:40:09,904 - mmaction - INFO - Epoch [132][1220/1879] lr: 7.296e-03, eta: 6:14:44, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.1807, top1_acc: 0.5563, top5_acc: 0.7613, loss_cls: 1.9805, loss: 3.1612, grad_norm: 5.1615 2021-07-20 15:40:22,107 - mmaction - INFO - Epoch [132][1240/1879] lr: 7.287e-03, eta: 6:14:31, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.1402, top1_acc: 0.5469, top5_acc: 0.7680, loss_cls: 1.9354, loss: 3.0756, grad_norm: 5.0781 2021-07-20 15:40:33,798 - mmaction - INFO - Epoch [132][1260/1879] lr: 7.279e-03, eta: 6:14:18, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.1999, top1_acc: 0.5406, top5_acc: 0.7586, loss_cls: 2.0033, loss: 3.2032, grad_norm: 5.0442 2021-07-20 15:40:45,393 - mmaction - INFO - Epoch [132][1280/1879] lr: 7.271e-03, eta: 6:14:05, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.1256, top1_acc: 0.5672, top5_acc: 0.7836, loss_cls: 1.8919, loss: 3.0176, grad_norm: 5.1754 2021-07-20 15:40:56,835 - mmaction - INFO - Epoch [132][1300/1879] lr: 7.262e-03, eta: 6:13:51, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.1638, top1_acc: 0.5422, top5_acc: 0.7664, loss_cls: 1.9829, loss: 3.1467, grad_norm: 5.2455 2021-07-20 15:41:08,924 - mmaction - INFO - Epoch [132][1320/1879] lr: 7.254e-03, eta: 6:13:38, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.1140, top1_acc: 0.5590, top5_acc: 0.7801, loss_cls: 1.8946, loss: 3.0086, grad_norm: 5.1027 2021-07-20 15:41:20,842 - mmaction - INFO - Epoch [132][1340/1879] lr: 7.246e-03, eta: 6:13:25, time: 0.596, data_time: 0.005, memory: 6921, loss_aux: 1.1103, top1_acc: 0.5742, top5_acc: 0.7883, loss_cls: 1.8355, loss: 2.9458, grad_norm: 4.9669 2021-07-20 15:41:32,736 - mmaction - INFO - Epoch [132][1360/1879] lr: 7.237e-03, eta: 6:13:12, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.1852, top1_acc: 0.5387, top5_acc: 0.7676, loss_cls: 1.9903, loss: 3.1754, grad_norm: 5.1606 2021-07-20 15:41:44,968 - mmaction - INFO - Epoch [132][1380/1879] lr: 7.229e-03, eta: 6:12:59, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.1536, top1_acc: 0.5648, top5_acc: 0.7754, loss_cls: 1.9274, loss: 3.0811, grad_norm: 5.0483 2021-07-20 15:41:56,743 - mmaction - INFO - Epoch [132][1400/1879] lr: 7.221e-03, eta: 6:12:45, time: 0.591, data_time: 0.007, memory: 6921, loss_aux: 1.1701, top1_acc: 0.5566, top5_acc: 0.7629, loss_cls: 1.9553, loss: 3.1254, grad_norm: 5.1745 2021-07-20 15:42:12,701 - mmaction - INFO - Epoch [132][1420/1879] lr: 7.212e-03, eta: 6:12:33, time: 0.795, data_time: 0.001, memory: 6921, loss_aux: 1.1311, top1_acc: 0.5719, top5_acc: 0.7770, loss_cls: 1.9097, loss: 3.0408, grad_norm: 5.1435 2021-07-20 15:42:30,421 - mmaction - INFO - Epoch [132][1440/1879] lr: 7.204e-03, eta: 6:12:20, time: 0.888, data_time: 0.005, memory: 6921, loss_aux: 1.1588, top1_acc: 0.5473, top5_acc: 0.7801, loss_cls: 1.9423, loss: 3.1011, grad_norm: 5.1712 2021-07-20 15:42:42,204 - mmaction - INFO - Epoch [132][1460/1879] lr: 7.196e-03, eta: 6:12:07, time: 0.589, data_time: 0.006, memory: 6921, loss_aux: 1.1585, top1_acc: 0.5414, top5_acc: 0.7691, loss_cls: 1.9683, loss: 3.1269, grad_norm: 5.2490 2021-07-20 15:42:53,730 - mmaction - INFO - Epoch [132][1480/1879] lr: 7.187e-03, eta: 6:11:54, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.1000, top1_acc: 0.5633, top5_acc: 0.7863, loss_cls: 1.8569, loss: 2.9569, grad_norm: 5.0395 2021-07-20 15:43:04,882 - mmaction - INFO - Epoch [132][1500/1879] lr: 7.179e-03, eta: 6:11:41, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.1411, top1_acc: 0.5539, top5_acc: 0.7789, loss_cls: 1.9023, loss: 3.0435, grad_norm: 5.1377 2021-07-20 15:43:21,785 - mmaction - INFO - Epoch [132][1520/1879] lr: 7.171e-03, eta: 6:11:28, time: 0.841, data_time: 0.002, memory: 6921, loss_aux: 1.1666, top1_acc: 0.5391, top5_acc: 0.7730, loss_cls: 1.9661, loss: 3.1327, grad_norm: 5.1071 2021-07-20 15:43:33,898 - mmaction - INFO - Epoch [132][1540/1879] lr: 7.163e-03, eta: 6:11:15, time: 0.611, data_time: 0.010, memory: 6921, loss_aux: 1.1689, top1_acc: 0.5441, top5_acc: 0.7562, loss_cls: 1.9947, loss: 3.1636, grad_norm: 5.1155 2021-07-20 15:43:48,574 - mmaction - INFO - Epoch [132][1560/1879] lr: 7.154e-03, eta: 6:11:02, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.1091, top1_acc: 0.5641, top5_acc: 0.7750, loss_cls: 1.8870, loss: 2.9961, grad_norm: 5.1351 2021-07-20 15:44:01,329 - mmaction - INFO - Epoch [132][1580/1879] lr: 7.146e-03, eta: 6:10:49, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.1655, top1_acc: 0.5586, top5_acc: 0.7699, loss_cls: 1.9325, loss: 3.0980, grad_norm: 5.1877 2021-07-20 15:44:12,810 - mmaction - INFO - Epoch [132][1600/1879] lr: 7.138e-03, eta: 6:10:36, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.1361, top1_acc: 0.5539, top5_acc: 0.7793, loss_cls: 1.9321, loss: 3.0682, grad_norm: 5.1407 2021-07-20 15:44:29,418 - mmaction - INFO - Epoch [132][1620/1879] lr: 7.129e-03, eta: 6:10:23, time: 0.827, data_time: 0.003, memory: 6921, loss_aux: 1.1667, top1_acc: 0.5445, top5_acc: 0.7715, loss_cls: 1.9548, loss: 3.1215, grad_norm: 5.1239 2021-07-20 15:44:47,098 - mmaction - INFO - Epoch [132][1640/1879] lr: 7.121e-03, eta: 6:10:11, time: 0.880, data_time: 0.005, memory: 6921, loss_aux: 1.1411, top1_acc: 0.5523, top5_acc: 0.7859, loss_cls: 1.8924, loss: 3.0334, grad_norm: 5.2311 2021-07-20 15:44:58,568 - mmaction - INFO - Epoch [132][1660/1879] lr: 7.113e-03, eta: 6:09:57, time: 0.581, data_time: 0.012, memory: 6921, loss_aux: 1.1560, top1_acc: 0.5484, top5_acc: 0.7668, loss_cls: 1.9233, loss: 3.0793, grad_norm: 5.1838 2021-07-20 15:45:10,898 - mmaction - INFO - Epoch [132][1680/1879] lr: 7.105e-03, eta: 6:09:44, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.1169, top1_acc: 0.5691, top5_acc: 0.7930, loss_cls: 1.8425, loss: 2.9594, grad_norm: 5.1113 2021-07-20 15:45:23,513 - mmaction - INFO - Epoch [132][1700/1879] lr: 7.096e-03, eta: 6:09:31, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.1513, top1_acc: 0.5531, top5_acc: 0.7785, loss_cls: 1.9045, loss: 3.0557, grad_norm: 5.1503 2021-07-20 15:45:35,627 - mmaction - INFO - Epoch [132][1720/1879] lr: 7.088e-03, eta: 6:09:18, time: 0.656, data_time: 0.053, memory: 6921, loss_aux: 1.1593, top1_acc: 0.5523, top5_acc: 0.7578, loss_cls: 1.9628, loss: 3.1222, grad_norm: 5.1136 2021-07-20 15:45:49,446 - mmaction - INFO - Epoch [132][1740/1879] lr: 7.080e-03, eta: 6:09:05, time: 0.692, data_time: 0.004, memory: 6921, loss_aux: 1.1395, top1_acc: 0.5723, top5_acc: 0.7789, loss_cls: 1.9119, loss: 3.0513, grad_norm: 5.1212 2021-07-20 15:46:02,267 - mmaction - INFO - Epoch [132][1760/1879] lr: 7.072e-03, eta: 6:08:52, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.1048, top1_acc: 0.5789, top5_acc: 0.7863, loss_cls: 1.8134, loss: 2.9182, grad_norm: 5.0697 2021-07-20 15:46:18,454 - mmaction - INFO - Epoch [132][1780/1879] lr: 7.063e-03, eta: 6:08:39, time: 0.807, data_time: 0.003, memory: 6921, loss_aux: 1.1271, top1_acc: 0.5621, top5_acc: 0.7758, loss_cls: 1.8969, loss: 3.0240, grad_norm: 5.0394 2021-07-20 15:46:30,247 - mmaction - INFO - Epoch [132][1800/1879] lr: 7.055e-03, eta: 6:08:26, time: 0.593, data_time: 0.008, memory: 6921, loss_aux: 1.1540, top1_acc: 0.5531, top5_acc: 0.7695, loss_cls: 1.9661, loss: 3.1201, grad_norm: 5.0730 2021-07-20 15:46:42,169 - mmaction - INFO - Epoch [132][1820/1879] lr: 7.047e-03, eta: 6:08:13, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.1535, top1_acc: 0.5551, top5_acc: 0.7574, loss_cls: 1.9573, loss: 3.1107, grad_norm: 5.0519 2021-07-20 15:47:05,607 - mmaction - INFO - Epoch [132][1840/1879] lr: 7.039e-03, eta: 6:08:01, time: 1.168, data_time: 0.005, memory: 6921, loss_aux: 1.1487, top1_acc: 0.5414, top5_acc: 0.7695, loss_cls: 1.9426, loss: 3.0913, grad_norm: 5.1344 2021-07-20 15:47:16,852 - mmaction - INFO - Epoch [132][1860/1879] lr: 7.031e-03, eta: 6:07:48, time: 0.567, data_time: 0.008, memory: 6921, loss_aux: 1.1435, top1_acc: 0.5645, top5_acc: 0.7770, loss_cls: 1.9068, loss: 3.0503, grad_norm: 5.1399 2021-07-20 15:47:27,027 - mmaction - INFO - Saving checkpoint at 132 epochs 2021-07-20 15:47:50,104 - mmaction - INFO - Epoch [133][20/1879] lr: 7.015e-03, eta: 6:07:21, time: 0.767, data_time: 0.147, memory: 6921, loss_aux: 1.1189, top1_acc: 0.5715, top5_acc: 0.7898, loss_cls: 1.8315, loss: 2.9504, grad_norm: 5.0810 2021-07-20 15:48:02,033 - mmaction - INFO - Epoch [133][40/1879] lr: 7.006e-03, eta: 6:07:08, time: 0.600, data_time: 0.008, memory: 6921, loss_aux: 1.1018, top1_acc: 0.5738, top5_acc: 0.7887, loss_cls: 1.8283, loss: 2.9302, grad_norm: 5.1061 2021-07-20 15:48:16,542 - mmaction - INFO - Epoch [133][60/1879] lr: 6.998e-03, eta: 6:06:55, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.1184, top1_acc: 0.5613, top5_acc: 0.7848, loss_cls: 1.8451, loss: 2.9636, grad_norm: 5.0947 2021-07-20 15:48:31,482 - mmaction - INFO - Epoch [133][80/1879] lr: 6.990e-03, eta: 6:06:43, time: 0.746, data_time: 0.002, memory: 6921, loss_aux: 1.1037, top1_acc: 0.5730, top5_acc: 0.7840, loss_cls: 1.8330, loss: 2.9367, grad_norm: 5.1116 2021-07-20 15:48:44,998 - mmaction - INFO - Epoch [133][100/1879] lr: 6.982e-03, eta: 6:06:30, time: 0.665, data_time: 0.004, memory: 6921, loss_aux: 1.1464, top1_acc: 0.5500, top5_acc: 0.7676, loss_cls: 1.9331, loss: 3.0795, grad_norm: 5.2326 2021-07-20 15:48:58,584 - mmaction - INFO - Epoch [133][120/1879] lr: 6.974e-03, eta: 6:06:17, time: 0.689, data_time: 0.014, memory: 6921, loss_aux: 1.1203, top1_acc: 0.5813, top5_acc: 0.7910, loss_cls: 1.8394, loss: 2.9597, grad_norm: 5.0505 2021-07-20 15:49:09,917 - mmaction - INFO - Epoch [133][140/1879] lr: 6.965e-03, eta: 6:06:03, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.1107, top1_acc: 0.5848, top5_acc: 0.7887, loss_cls: 1.8448, loss: 2.9556, grad_norm: 5.0917 2021-07-20 15:49:22,151 - mmaction - INFO - Epoch [133][160/1879] lr: 6.957e-03, eta: 6:05:50, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.1236, top1_acc: 0.5582, top5_acc: 0.7852, loss_cls: 1.8457, loss: 2.9693, grad_norm: 5.1112 2021-07-20 15:49:33,476 - mmaction - INFO - Epoch [133][180/1879] lr: 6.949e-03, eta: 6:05:37, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.1330, top1_acc: 0.5590, top5_acc: 0.7766, loss_cls: 1.8986, loss: 3.0317, grad_norm: 5.0676 2021-07-20 15:49:44,950 - mmaction - INFO - Epoch [133][200/1879] lr: 6.941e-03, eta: 6:05:24, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.0985, top1_acc: 0.5801, top5_acc: 0.7914, loss_cls: 1.8224, loss: 2.9209, grad_norm: 5.0858 2021-07-20 15:49:57,023 - mmaction - INFO - Epoch [133][220/1879] lr: 6.933e-03, eta: 6:05:10, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.1465, top1_acc: 0.5527, top5_acc: 0.7734, loss_cls: 1.9204, loss: 3.0669, grad_norm: 5.2133 2021-07-20 15:50:13,892 - mmaction - INFO - Epoch [133][240/1879] lr: 6.925e-03, eta: 6:04:58, time: 0.841, data_time: 0.002, memory: 6921, loss_aux: 1.1036, top1_acc: 0.5742, top5_acc: 0.7930, loss_cls: 1.8194, loss: 2.9230, grad_norm: 5.0796 2021-07-20 15:50:25,057 - mmaction - INFO - Epoch [133][260/1879] lr: 6.916e-03, eta: 6:04:45, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.0955, top1_acc: 0.5680, top5_acc: 0.7871, loss_cls: 1.8119, loss: 2.9075, grad_norm: 5.1406 2021-07-20 15:50:36,352 - mmaction - INFO - Epoch [133][280/1879] lr: 6.908e-03, eta: 6:04:31, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.1087, top1_acc: 0.5797, top5_acc: 0.7937, loss_cls: 1.8301, loss: 2.9388, grad_norm: 5.1571 2021-07-20 15:50:47,935 - mmaction - INFO - Epoch [133][300/1879] lr: 6.900e-03, eta: 6:04:18, time: 0.586, data_time: 0.009, memory: 6921, loss_aux: 1.1425, top1_acc: 0.5457, top5_acc: 0.7770, loss_cls: 1.9191, loss: 3.0617, grad_norm: 5.3145 2021-07-20 15:51:00,285 - mmaction - INFO - Epoch [133][320/1879] lr: 6.892e-03, eta: 6:04:05, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.1226, top1_acc: 0.5660, top5_acc: 0.7820, loss_cls: 1.8813, loss: 3.0039, grad_norm: 5.1605 2021-07-20 15:51:11,900 - mmaction - INFO - Epoch [133][340/1879] lr: 6.884e-03, eta: 6:03:52, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.0929, top1_acc: 0.5773, top5_acc: 0.7844, loss_cls: 1.8321, loss: 2.9250, grad_norm: 5.0253 2021-07-20 15:51:23,235 - mmaction - INFO - Epoch [133][360/1879] lr: 6.876e-03, eta: 6:03:38, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.1304, top1_acc: 0.5574, top5_acc: 0.7746, loss_cls: 1.9143, loss: 3.0446, grad_norm: 5.2216 2021-07-20 15:51:37,624 - mmaction - INFO - Epoch [133][380/1879] lr: 6.868e-03, eta: 6:03:26, time: 0.721, data_time: 0.005, memory: 6921, loss_aux: 1.1068, top1_acc: 0.5758, top5_acc: 0.7836, loss_cls: 1.8456, loss: 2.9524, grad_norm: 5.0452 2021-07-20 15:51:49,073 - mmaction - INFO - Epoch [133][400/1879] lr: 6.860e-03, eta: 6:03:12, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.1789, top1_acc: 0.5551, top5_acc: 0.7688, loss_cls: 1.9660, loss: 3.1449, grad_norm: 5.2458 2021-07-20 15:52:10,620 - mmaction - INFO - Epoch [133][420/1879] lr: 6.851e-03, eta: 6:03:00, time: 1.080, data_time: 0.008, memory: 6921, loss_aux: 1.1449, top1_acc: 0.5590, top5_acc: 0.7824, loss_cls: 1.9189, loss: 3.0638, grad_norm: 5.1830 2021-07-20 15:52:24,404 - mmaction - INFO - Epoch [133][440/1879] lr: 6.843e-03, eta: 6:02:47, time: 0.690, data_time: 0.008, memory: 6921, loss_aux: 1.1355, top1_acc: 0.5602, top5_acc: 0.7793, loss_cls: 1.9131, loss: 3.0485, grad_norm: 5.1019 2021-07-20 15:52:42,906 - mmaction - INFO - Epoch [133][460/1879] lr: 6.835e-03, eta: 6:02:35, time: 0.928, data_time: 0.006, memory: 6921, loss_aux: 1.1499, top1_acc: 0.5605, top5_acc: 0.7750, loss_cls: 1.9167, loss: 3.0665, grad_norm: 5.1106 2021-07-20 15:52:54,049 - mmaction - INFO - Epoch [133][480/1879] lr: 6.827e-03, eta: 6:02:22, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.1725, top1_acc: 0.5484, top5_acc: 0.7734, loss_cls: 1.9746, loss: 3.1471, grad_norm: 5.2444 2021-07-20 15:53:06,593 - mmaction - INFO - Epoch [133][500/1879] lr: 6.819e-03, eta: 6:02:09, time: 0.627, data_time: 0.001, memory: 6921, loss_aux: 1.1416, top1_acc: 0.5484, top5_acc: 0.7762, loss_cls: 1.9047, loss: 3.0463, grad_norm: 5.1579 2021-07-20 15:53:21,038 - mmaction - INFO - Epoch [133][520/1879] lr: 6.811e-03, eta: 6:01:56, time: 0.721, data_time: 0.003, memory: 6921, loss_aux: 1.1107, top1_acc: 0.5684, top5_acc: 0.7797, loss_cls: 1.8399, loss: 2.9506, grad_norm: 5.1299 2021-07-20 15:53:32,389 - mmaction - INFO - Epoch [133][540/1879] lr: 6.803e-03, eta: 6:01:43, time: 0.568, data_time: 0.007, memory: 6921, loss_aux: 1.1376, top1_acc: 0.5598, top5_acc: 0.7816, loss_cls: 1.8937, loss: 3.0312, grad_norm: 5.2582 2021-07-20 15:53:43,717 - mmaction - INFO - Epoch [133][560/1879] lr: 6.795e-03, eta: 6:01:29, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.1467, top1_acc: 0.5566, top5_acc: 0.7719, loss_cls: 1.9311, loss: 3.0778, grad_norm: 5.1905 2021-07-20 15:53:55,222 - mmaction - INFO - Epoch [133][580/1879] lr: 6.787e-03, eta: 6:01:16, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.1301, top1_acc: 0.5664, top5_acc: 0.7777, loss_cls: 1.8708, loss: 3.0009, grad_norm: 5.1014 2021-07-20 15:54:07,141 - mmaction - INFO - Epoch [133][600/1879] lr: 6.779e-03, eta: 6:01:03, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.1161, top1_acc: 0.5746, top5_acc: 0.7859, loss_cls: 1.8469, loss: 2.9631, grad_norm: 5.1277 2021-07-20 15:54:20,599 - mmaction - INFO - Epoch [133][620/1879] lr: 6.771e-03, eta: 6:00:50, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.1604, top1_acc: 0.5523, top5_acc: 0.7688, loss_cls: 1.9401, loss: 3.1005, grad_norm: 5.1725 2021-07-20 15:54:32,016 - mmaction - INFO - Epoch [133][640/1879] lr: 6.763e-03, eta: 6:00:37, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.1169, top1_acc: 0.5676, top5_acc: 0.7793, loss_cls: 1.8761, loss: 2.9930, grad_norm: 5.1707 2021-07-20 15:54:43,463 - mmaction - INFO - Epoch [133][660/1879] lr: 6.754e-03, eta: 6:00:23, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.1008, top1_acc: 0.5625, top5_acc: 0.7871, loss_cls: 1.8577, loss: 2.9585, grad_norm: 5.0768 2021-07-20 15:54:56,283 - mmaction - INFO - Epoch [133][680/1879] lr: 6.746e-03, eta: 6:00:10, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.1219, top1_acc: 0.5687, top5_acc: 0.7781, loss_cls: 1.8697, loss: 2.9916, grad_norm: 5.1521 2021-07-20 15:55:08,089 - mmaction - INFO - Epoch [133][700/1879] lr: 6.738e-03, eta: 5:59:57, time: 0.594, data_time: 0.008, memory: 6921, loss_aux: 1.1601, top1_acc: 0.5484, top5_acc: 0.7676, loss_cls: 1.9361, loss: 3.0962, grad_norm: 5.2294 2021-07-20 15:55:22,508 - mmaction - INFO - Epoch [133][720/1879] lr: 6.730e-03, eta: 5:59:44, time: 0.719, data_time: 0.003, memory: 6921, loss_aux: 1.1160, top1_acc: 0.5598, top5_acc: 0.7820, loss_cls: 1.8706, loss: 2.9866, grad_norm: 5.1372 2021-07-20 15:55:34,066 - mmaction - INFO - Epoch [133][740/1879] lr: 6.722e-03, eta: 5:59:31, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.1583, top1_acc: 0.5570, top5_acc: 0.7652, loss_cls: 1.9503, loss: 3.1086, grad_norm: 5.1305 2021-07-20 15:55:45,523 - mmaction - INFO - Epoch [133][760/1879] lr: 6.714e-03, eta: 5:59:18, time: 0.572, data_time: 0.001, memory: 6921, loss_aux: 1.1275, top1_acc: 0.5539, top5_acc: 0.7805, loss_cls: 1.9009, loss: 3.0284, grad_norm: 5.1084 2021-07-20 15:56:04,036 - mmaction - INFO - Epoch [133][780/1879] lr: 6.706e-03, eta: 5:59:06, time: 0.924, data_time: 0.002, memory: 6921, loss_aux: 1.1774, top1_acc: 0.5359, top5_acc: 0.7695, loss_cls: 1.9858, loss: 3.1632, grad_norm: 5.2645 2021-07-20 15:56:15,425 - mmaction - INFO - Epoch [133][800/1879] lr: 6.698e-03, eta: 5:58:52, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.1164, top1_acc: 0.5664, top5_acc: 0.7816, loss_cls: 1.8858, loss: 3.0022, grad_norm: 5.1800 2021-07-20 15:56:28,680 - mmaction - INFO - Epoch [133][820/1879] lr: 6.690e-03, eta: 5:58:39, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.1673, top1_acc: 0.5422, top5_acc: 0.7637, loss_cls: 1.9759, loss: 3.1432, grad_norm: 5.2692 2021-07-20 15:56:40,104 - mmaction - INFO - Epoch [133][840/1879] lr: 6.682e-03, eta: 5:58:26, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.1040, top1_acc: 0.5695, top5_acc: 0.7922, loss_cls: 1.8495, loss: 2.9534, grad_norm: 5.0804 2021-07-20 15:56:51,321 - mmaction - INFO - Epoch [133][860/1879] lr: 6.674e-03, eta: 5:58:13, time: 0.560, data_time: 0.004, memory: 6921, loss_aux: 1.0913, top1_acc: 0.5746, top5_acc: 0.7898, loss_cls: 1.8143, loss: 2.9056, grad_norm: 5.1361 2021-07-20 15:57:05,618 - mmaction - INFO - Epoch [133][880/1879] lr: 6.666e-03, eta: 5:58:00, time: 0.715, data_time: 0.003, memory: 6921, loss_aux: 1.1097, top1_acc: 0.5590, top5_acc: 0.7918, loss_cls: 1.8460, loss: 2.9558, grad_norm: 5.1559 2021-07-20 15:57:17,800 - mmaction - INFO - Epoch [133][900/1879] lr: 6.658e-03, eta: 5:57:47, time: 0.608, data_time: 0.006, memory: 6921, loss_aux: 1.1444, top1_acc: 0.5590, top5_acc: 0.7789, loss_cls: 1.8997, loss: 3.0441, grad_norm: 5.2570 2021-07-20 15:57:28,922 - mmaction - INFO - Epoch [133][920/1879] lr: 6.650e-03, eta: 5:57:33, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.1296, top1_acc: 0.5574, top5_acc: 0.7742, loss_cls: 1.9312, loss: 3.0609, grad_norm: 5.1573 2021-07-20 15:57:40,530 - mmaction - INFO - Epoch [133][940/1879] lr: 6.642e-03, eta: 5:57:20, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.1343, top1_acc: 0.5656, top5_acc: 0.7723, loss_cls: 1.9096, loss: 3.0439, grad_norm: 5.1617 2021-07-20 15:57:52,281 - mmaction - INFO - Epoch [133][960/1879] lr: 6.634e-03, eta: 5:57:07, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.1479, top1_acc: 0.5418, top5_acc: 0.7789, loss_cls: 1.9269, loss: 3.0748, grad_norm: 5.2955 2021-07-20 15:58:04,840 - mmaction - INFO - Epoch [133][980/1879] lr: 6.626e-03, eta: 5:56:54, time: 0.628, data_time: 0.002, memory: 6921, loss_aux: 1.1232, top1_acc: 0.5602, top5_acc: 0.7754, loss_cls: 1.9015, loss: 3.0248, grad_norm: 5.2039 2021-07-20 15:58:18,318 - mmaction - INFO - Epoch [133][1000/1879] lr: 6.618e-03, eta: 5:56:41, time: 0.672, data_time: 0.002, memory: 6921, loss_aux: 1.1376, top1_acc: 0.5590, top5_acc: 0.7723, loss_cls: 1.9130, loss: 3.0506, grad_norm: 5.1009 2021-07-20 15:58:30,508 - mmaction - INFO - Epoch [133][1020/1879] lr: 6.610e-03, eta: 5:56:28, time: 0.612, data_time: 0.004, memory: 6921, loss_aux: 1.1434, top1_acc: 0.5594, top5_acc: 0.7789, loss_cls: 1.8950, loss: 3.0383, grad_norm: 5.1961 2021-07-20 15:58:43,186 - mmaction - INFO - Epoch [133][1040/1879] lr: 6.602e-03, eta: 5:56:15, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.1441, top1_acc: 0.5555, top5_acc: 0.7793, loss_cls: 1.8832, loss: 3.0273, grad_norm: 5.1288 2021-07-20 15:58:54,188 - mmaction - INFO - Epoch [133][1060/1879] lr: 6.594e-03, eta: 5:56:01, time: 0.550, data_time: 0.002, memory: 6921, loss_aux: 1.1192, top1_acc: 0.5633, top5_acc: 0.7859, loss_cls: 1.8502, loss: 2.9694, grad_norm: 5.2219 2021-07-20 15:59:08,273 - mmaction - INFO - Epoch [133][1080/1879] lr: 6.586e-03, eta: 5:55:48, time: 0.698, data_time: 0.003, memory: 6921, loss_aux: 1.1517, top1_acc: 0.5613, top5_acc: 0.7836, loss_cls: 1.9169, loss: 3.0686, grad_norm: 5.1926 2021-07-20 15:59:20,285 - mmaction - INFO - Epoch [133][1100/1879] lr: 6.578e-03, eta: 5:55:35, time: 0.606, data_time: 0.009, memory: 6921, loss_aux: 1.1525, top1_acc: 0.5516, top5_acc: 0.7711, loss_cls: 1.9382, loss: 3.0908, grad_norm: 5.2837 2021-07-20 15:59:37,376 - mmaction - INFO - Epoch [133][1120/1879] lr: 6.570e-03, eta: 5:55:23, time: 0.856, data_time: 0.004, memory: 6921, loss_aux: 1.1341, top1_acc: 0.5664, top5_acc: 0.7762, loss_cls: 1.9002, loss: 3.0343, grad_norm: 5.1538 2021-07-20 15:59:48,803 - mmaction - INFO - Epoch [133][1140/1879] lr: 6.562e-03, eta: 5:55:09, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.1260, top1_acc: 0.5582, top5_acc: 0.7832, loss_cls: 1.8886, loss: 3.0147, grad_norm: 5.1219 2021-07-20 16:00:01,492 - mmaction - INFO - Epoch [133][1160/1879] lr: 6.555e-03, eta: 5:54:56, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.1275, top1_acc: 0.5613, top5_acc: 0.7801, loss_cls: 1.9178, loss: 3.0454, grad_norm: 5.1356 2021-07-20 16:00:18,994 - mmaction - INFO - Epoch [133][1180/1879] lr: 6.547e-03, eta: 5:54:44, time: 0.875, data_time: 0.003, memory: 6921, loss_aux: 1.1171, top1_acc: 0.5496, top5_acc: 0.7918, loss_cls: 1.8569, loss: 2.9741, grad_norm: 5.2428 2021-07-20 16:00:34,131 - mmaction - INFO - Epoch [133][1200/1879] lr: 6.539e-03, eta: 5:54:31, time: 0.755, data_time: 0.002, memory: 6921, loss_aux: 1.1372, top1_acc: 0.5617, top5_acc: 0.7770, loss_cls: 1.8733, loss: 3.0105, grad_norm: 5.1078 2021-07-20 16:00:45,287 - mmaction - INFO - Epoch [133][1220/1879] lr: 6.531e-03, eta: 5:54:18, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.1825, top1_acc: 0.5488, top5_acc: 0.7621, loss_cls: 1.9757, loss: 3.1582, grad_norm: 5.2831 2021-07-20 16:01:06,341 - mmaction - INFO - Epoch [133][1240/1879] lr: 6.523e-03, eta: 5:54:06, time: 1.054, data_time: 0.006, memory: 6921, loss_aux: 1.1057, top1_acc: 0.5820, top5_acc: 0.7953, loss_cls: 1.8299, loss: 2.9356, grad_norm: 5.1497 2021-07-20 16:01:21,675 - mmaction - INFO - Epoch [133][1260/1879] lr: 6.515e-03, eta: 5:53:53, time: 0.766, data_time: 0.005, memory: 6921, loss_aux: 1.1485, top1_acc: 0.5523, top5_acc: 0.7832, loss_cls: 1.9073, loss: 3.0558, grad_norm: 5.2014 2021-07-20 16:01:33,163 - mmaction - INFO - Epoch [133][1280/1879] lr: 6.507e-03, eta: 5:53:40, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.1556, top1_acc: 0.5633, top5_acc: 0.7758, loss_cls: 1.8943, loss: 3.0500, grad_norm: 5.3142 2021-07-20 16:01:44,727 - mmaction - INFO - Epoch [133][1300/1879] lr: 6.499e-03, eta: 5:53:27, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.1089, top1_acc: 0.5703, top5_acc: 0.7840, loss_cls: 1.8549, loss: 2.9638, grad_norm: 5.1393 2021-07-20 16:01:57,558 - mmaction - INFO - Epoch [133][1320/1879] lr: 6.491e-03, eta: 5:53:14, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.1216, top1_acc: 0.5703, top5_acc: 0.7832, loss_cls: 1.8562, loss: 2.9779, grad_norm: 5.2305 2021-07-20 16:02:10,180 - mmaction - INFO - Epoch [133][1340/1879] lr: 6.483e-03, eta: 5:53:00, time: 0.631, data_time: 0.003, memory: 6921, loss_aux: 1.1214, top1_acc: 0.5664, top5_acc: 0.7820, loss_cls: 1.8645, loss: 2.9858, grad_norm: 5.1066 2021-07-20 16:02:26,136 - mmaction - INFO - Epoch [133][1360/1879] lr: 6.475e-03, eta: 5:52:48, time: 0.788, data_time: 0.004, memory: 6921, loss_aux: 1.1509, top1_acc: 0.5605, top5_acc: 0.7656, loss_cls: 1.9161, loss: 3.0670, grad_norm: 5.2334 2021-07-20 16:02:39,731 - mmaction - INFO - Epoch [133][1380/1879] lr: 6.468e-03, eta: 5:52:35, time: 0.691, data_time: 0.013, memory: 6921, loss_aux: 1.0935, top1_acc: 0.5754, top5_acc: 0.7844, loss_cls: 1.8255, loss: 2.9190, grad_norm: 5.1325 2021-07-20 16:02:51,150 - mmaction - INFO - Epoch [133][1400/1879] lr: 6.460e-03, eta: 5:52:22, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.1323, top1_acc: 0.5680, top5_acc: 0.7652, loss_cls: 1.8937, loss: 3.0260, grad_norm: 5.1091 2021-07-20 16:03:03,157 - mmaction - INFO - Epoch [133][1420/1879] lr: 6.452e-03, eta: 5:52:08, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.1411, top1_acc: 0.5594, top5_acc: 0.7793, loss_cls: 1.9124, loss: 3.0535, grad_norm: 5.1884 2021-07-20 16:03:14,959 - mmaction - INFO - Epoch [133][1440/1879] lr: 6.444e-03, eta: 5:51:55, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.1192, top1_acc: 0.5707, top5_acc: 0.7785, loss_cls: 1.8691, loss: 2.9883, grad_norm: 5.1094 2021-07-20 16:03:26,277 - mmaction - INFO - Epoch [133][1460/1879] lr: 6.436e-03, eta: 5:51:42, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.1434, top1_acc: 0.5566, top5_acc: 0.7723, loss_cls: 1.9050, loss: 3.0483, grad_norm: 5.1514 2021-07-20 16:03:37,853 - mmaction - INFO - Epoch [133][1480/1879] lr: 6.428e-03, eta: 5:51:29, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.1403, top1_acc: 0.5699, top5_acc: 0.7680, loss_cls: 1.8793, loss: 3.0196, grad_norm: 5.1829 2021-07-20 16:03:49,662 - mmaction - INFO - Epoch [133][1500/1879] lr: 6.420e-03, eta: 5:51:16, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.1017, top1_acc: 0.5801, top5_acc: 0.7891, loss_cls: 1.8166, loss: 2.9184, grad_norm: 5.2151 2021-07-20 16:04:00,800 - mmaction - INFO - Epoch [133][1520/1879] lr: 6.412e-03, eta: 5:51:02, time: 0.556, data_time: 0.001, memory: 6921, loss_aux: 1.1234, top1_acc: 0.5621, top5_acc: 0.7855, loss_cls: 1.8463, loss: 2.9697, grad_norm: 5.2637 2021-07-20 16:04:21,316 - mmaction - INFO - Epoch [133][1540/1879] lr: 6.405e-03, eta: 5:50:50, time: 1.021, data_time: 0.002, memory: 6921, loss_aux: 1.1337, top1_acc: 0.5551, top5_acc: 0.7770, loss_cls: 1.9191, loss: 3.0528, grad_norm: 5.2566 2021-07-20 16:04:35,852 - mmaction - INFO - Epoch [133][1560/1879] lr: 6.397e-03, eta: 5:50:37, time: 0.731, data_time: 0.008, memory: 6921, loss_aux: 1.1413, top1_acc: 0.5656, top5_acc: 0.7758, loss_cls: 1.8979, loss: 3.0392, grad_norm: 5.1222 2021-07-20 16:04:47,941 - mmaction - INFO - Epoch [133][1580/1879] lr: 6.389e-03, eta: 5:50:24, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.1208, top1_acc: 0.5695, top5_acc: 0.7914, loss_cls: 1.8530, loss: 2.9738, grad_norm: 5.0929 2021-07-20 16:05:03,898 - mmaction - INFO - Epoch [133][1600/1879] lr: 6.381e-03, eta: 5:50:11, time: 0.797, data_time: 0.005, memory: 6921, loss_aux: 1.1311, top1_acc: 0.5504, top5_acc: 0.7676, loss_cls: 1.9368, loss: 3.0679, grad_norm: 5.1778 2021-07-20 16:05:15,434 - mmaction - INFO - Epoch [133][1620/1879] lr: 6.373e-03, eta: 5:49:58, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.1134, top1_acc: 0.5625, top5_acc: 0.7891, loss_cls: 1.8713, loss: 2.9847, grad_norm: 5.1482 2021-07-20 16:05:26,741 - mmaction - INFO - Epoch [133][1640/1879] lr: 6.365e-03, eta: 5:49:45, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.1609, top1_acc: 0.5484, top5_acc: 0.7719, loss_cls: 1.9373, loss: 3.0982, grad_norm: 5.2591 2021-07-20 16:05:38,158 - mmaction - INFO - Epoch [133][1660/1879] lr: 6.358e-03, eta: 5:49:32, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.1277, top1_acc: 0.5535, top5_acc: 0.7738, loss_cls: 1.8838, loss: 3.0116, grad_norm: 5.2157 2021-07-20 16:05:50,207 - mmaction - INFO - Epoch [133][1680/1879] lr: 6.350e-03, eta: 5:49:19, time: 0.602, data_time: 0.001, memory: 6921, loss_aux: 1.1293, top1_acc: 0.5645, top5_acc: 0.7719, loss_cls: 1.8938, loss: 3.0231, grad_norm: 5.3322 2021-07-20 16:06:03,217 - mmaction - INFO - Epoch [133][1700/1879] lr: 6.342e-03, eta: 5:49:06, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.1144, top1_acc: 0.5711, top5_acc: 0.7789, loss_cls: 1.8460, loss: 2.9604, grad_norm: 5.0483 2021-07-20 16:06:14,595 - mmaction - INFO - Epoch [133][1720/1879] lr: 6.334e-03, eta: 5:48:52, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.1010, top1_acc: 0.5809, top5_acc: 0.7926, loss_cls: 1.8232, loss: 2.9242, grad_norm: 5.1229 2021-07-20 16:06:34,927 - mmaction - INFO - Epoch [133][1740/1879] lr: 6.326e-03, eta: 5:48:40, time: 1.015, data_time: 0.002, memory: 6921, loss_aux: 1.1092, top1_acc: 0.5680, top5_acc: 0.7828, loss_cls: 1.8429, loss: 2.9520, grad_norm: 5.1854 2021-07-20 16:06:46,811 - mmaction - INFO - Epoch [133][1760/1879] lr: 6.319e-03, eta: 5:48:27, time: 0.596, data_time: 0.004, memory: 6921, loss_aux: 1.1312, top1_acc: 0.5766, top5_acc: 0.7895, loss_cls: 1.8294, loss: 2.9606, grad_norm: 5.1968 2021-07-20 16:06:58,441 - mmaction - INFO - Epoch [133][1780/1879] lr: 6.311e-03, eta: 5:48:14, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.1300, top1_acc: 0.5738, top5_acc: 0.7789, loss_cls: 1.8967, loss: 3.0267, grad_norm: 5.2566 2021-07-20 16:07:12,471 - mmaction - INFO - Epoch [133][1800/1879] lr: 6.303e-03, eta: 5:48:01, time: 0.701, data_time: 0.002, memory: 6921, loss_aux: 1.1382, top1_acc: 0.5605, top5_acc: 0.7852, loss_cls: 1.8832, loss: 3.0213, grad_norm: 5.1986 2021-07-20 16:07:24,113 - mmaction - INFO - Epoch [133][1820/1879] lr: 6.295e-03, eta: 5:47:48, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.1143, top1_acc: 0.5629, top5_acc: 0.7777, loss_cls: 1.8964, loss: 3.0107, grad_norm: 5.2072 2021-07-20 16:07:35,775 - mmaction - INFO - Epoch [133][1840/1879] lr: 6.287e-03, eta: 5:47:34, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.1457, top1_acc: 0.5660, top5_acc: 0.7711, loss_cls: 1.9207, loss: 3.0664, grad_norm: 5.2452 2021-07-20 16:07:47,253 - mmaction - INFO - Epoch [133][1860/1879] lr: 6.280e-03, eta: 5:47:21, time: 0.577, data_time: 0.005, memory: 6921, loss_aux: 1.1171, top1_acc: 0.5648, top5_acc: 0.7816, loss_cls: 1.8871, loss: 3.0042, grad_norm: 5.2673 2021-07-20 16:07:57,778 - mmaction - INFO - Saving checkpoint at 133 epochs 2021-07-20 16:08:22,972 - mmaction - INFO - Epoch [134][20/1879] lr: 6.264e-03, eta: 5:46:55, time: 0.835, data_time: 0.212, memory: 6921, loss_aux: 1.1174, top1_acc: 0.5633, top5_acc: 0.7859, loss_cls: 1.8597, loss: 2.9771, grad_norm: 5.2561 2021-07-20 16:08:41,055 - mmaction - INFO - Epoch [134][40/1879] lr: 6.257e-03, eta: 5:46:42, time: 0.903, data_time: 0.007, memory: 6921, loss_aux: 1.1565, top1_acc: 0.5566, top5_acc: 0.7758, loss_cls: 1.9121, loss: 3.0686, grad_norm: 5.2828 2021-07-20 16:08:52,899 - mmaction - INFO - Epoch [134][60/1879] lr: 6.249e-03, eta: 5:46:29, time: 0.596, data_time: 0.009, memory: 6921, loss_aux: 1.0872, top1_acc: 0.5891, top5_acc: 0.7930, loss_cls: 1.8036, loss: 2.8908, grad_norm: 5.1145 2021-07-20 16:09:04,511 - mmaction - INFO - Epoch [134][80/1879] lr: 6.241e-03, eta: 5:46:16, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.1484, top1_acc: 0.5434, top5_acc: 0.7816, loss_cls: 1.8990, loss: 3.0474, grad_norm: 5.2394 2021-07-20 16:09:18,549 - mmaction - INFO - Epoch [134][100/1879] lr: 6.233e-03, eta: 5:46:03, time: 0.703, data_time: 0.004, memory: 6921, loss_aux: 1.0884, top1_acc: 0.5871, top5_acc: 0.7949, loss_cls: 1.7671, loss: 2.8555, grad_norm: 5.1521 2021-07-20 16:09:32,776 - mmaction - INFO - Epoch [134][120/1879] lr: 6.226e-03, eta: 5:45:50, time: 0.711, data_time: 0.003, memory: 6921, loss_aux: 1.1383, top1_acc: 0.5598, top5_acc: 0.7711, loss_cls: 1.8863, loss: 3.0246, grad_norm: 5.2863 2021-07-20 16:09:47,086 - mmaction - INFO - Epoch [134][140/1879] lr: 6.218e-03, eta: 5:45:37, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.1182, top1_acc: 0.5559, top5_acc: 0.7863, loss_cls: 1.8434, loss: 2.9616, grad_norm: 5.2465 2021-07-20 16:09:59,741 - mmaction - INFO - Epoch [134][160/1879] lr: 6.210e-03, eta: 5:45:24, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.1214, top1_acc: 0.5699, top5_acc: 0.7816, loss_cls: 1.8480, loss: 2.9694, grad_norm: 5.2044 2021-07-20 16:10:12,138 - mmaction - INFO - Epoch [134][180/1879] lr: 6.202e-03, eta: 5:45:11, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.0950, top1_acc: 0.5746, top5_acc: 0.7844, loss_cls: 1.8366, loss: 2.9316, grad_norm: 5.1462 2021-07-20 16:10:24,551 - mmaction - INFO - Epoch [134][200/1879] lr: 6.195e-03, eta: 5:44:58, time: 0.619, data_time: 0.009, memory: 6921, loss_aux: 1.1197, top1_acc: 0.5664, top5_acc: 0.7785, loss_cls: 1.8806, loss: 3.0002, grad_norm: 5.2779 2021-07-20 16:10:35,906 - mmaction - INFO - Epoch [134][220/1879] lr: 6.187e-03, eta: 5:44:45, time: 0.567, data_time: 0.004, memory: 6921, loss_aux: 1.0915, top1_acc: 0.5750, top5_acc: 0.7898, loss_cls: 1.8274, loss: 2.9189, grad_norm: 5.2610 2021-07-20 16:10:47,574 - mmaction - INFO - Epoch [134][240/1879] lr: 6.179e-03, eta: 5:44:31, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.1274, top1_acc: 0.5594, top5_acc: 0.7730, loss_cls: 1.9108, loss: 3.0382, grad_norm: 5.2868 2021-07-20 16:10:59,410 - mmaction - INFO - Epoch [134][260/1879] lr: 6.172e-03, eta: 5:44:18, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.1059, top1_acc: 0.5754, top5_acc: 0.7937, loss_cls: 1.8271, loss: 2.9330, grad_norm: 5.2486 2021-07-20 16:11:11,024 - mmaction - INFO - Epoch [134][280/1879] lr: 6.164e-03, eta: 5:44:05, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.1322, top1_acc: 0.5687, top5_acc: 0.7781, loss_cls: 1.8796, loss: 3.0118, grad_norm: 5.2019 2021-07-20 16:11:22,782 - mmaction - INFO - Epoch [134][300/1879] lr: 6.156e-03, eta: 5:43:52, time: 0.588, data_time: 0.013, memory: 6921, loss_aux: 1.1291, top1_acc: 0.5684, top5_acc: 0.7840, loss_cls: 1.8568, loss: 2.9859, grad_norm: 5.1675 2021-07-20 16:11:35,951 - mmaction - INFO - Epoch [134][320/1879] lr: 6.148e-03, eta: 5:43:39, time: 0.657, data_time: 0.001, memory: 6921, loss_aux: 1.0962, top1_acc: 0.5754, top5_acc: 0.7957, loss_cls: 1.8115, loss: 2.9076, grad_norm: 5.1518 2021-07-20 16:11:48,553 - mmaction - INFO - Epoch [134][340/1879] lr: 6.141e-03, eta: 5:43:26, time: 0.627, data_time: 0.007, memory: 6921, loss_aux: 1.1330, top1_acc: 0.5730, top5_acc: 0.7777, loss_cls: 1.8821, loss: 3.0152, grad_norm: 5.1053 2021-07-20 16:12:06,412 - mmaction - INFO - Epoch [134][360/1879] lr: 6.133e-03, eta: 5:43:13, time: 0.895, data_time: 0.006, memory: 6921, loss_aux: 1.1168, top1_acc: 0.5633, top5_acc: 0.7777, loss_cls: 1.8625, loss: 2.9793, grad_norm: 5.0874 2021-07-20 16:12:23,610 - mmaction - INFO - Epoch [134][380/1879] lr: 6.125e-03, eta: 5:43:01, time: 0.857, data_time: 0.004, memory: 6921, loss_aux: 1.1167, top1_acc: 0.5734, top5_acc: 0.7750, loss_cls: 1.8884, loss: 3.0050, grad_norm: 5.2438 2021-07-20 16:12:34,960 - mmaction - INFO - Epoch [134][400/1879] lr: 6.118e-03, eta: 5:42:47, time: 0.570, data_time: 0.007, memory: 6921, loss_aux: 1.1453, top1_acc: 0.5629, top5_acc: 0.7855, loss_cls: 1.8583, loss: 3.0035, grad_norm: 5.1413 2021-07-20 16:12:56,802 - mmaction - INFO - Epoch [134][420/1879] lr: 6.110e-03, eta: 5:42:35, time: 1.089, data_time: 0.009, memory: 6921, loss_aux: 1.1154, top1_acc: 0.5805, top5_acc: 0.7879, loss_cls: 1.8505, loss: 2.9659, grad_norm: 5.2394 2021-07-20 16:13:09,980 - mmaction - INFO - Epoch [134][440/1879] lr: 6.102e-03, eta: 5:42:22, time: 0.662, data_time: 0.009, memory: 6921, loss_aux: 1.1103, top1_acc: 0.5699, top5_acc: 0.7859, loss_cls: 1.8594, loss: 2.9698, grad_norm: 5.2579 2021-07-20 16:13:21,859 - mmaction - INFO - Epoch [134][460/1879] lr: 6.095e-03, eta: 5:42:09, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.1189, top1_acc: 0.5461, top5_acc: 0.7777, loss_cls: 1.9112, loss: 3.0301, grad_norm: 5.2367 2021-07-20 16:13:40,070 - mmaction - INFO - Epoch [134][480/1879] lr: 6.087e-03, eta: 5:41:57, time: 0.888, data_time: 0.002, memory: 6921, loss_aux: 1.1294, top1_acc: 0.5523, top5_acc: 0.7801, loss_cls: 1.9171, loss: 3.0464, grad_norm: 5.2587 2021-07-20 16:13:51,760 - mmaction - INFO - Epoch [134][500/1879] lr: 6.079e-03, eta: 5:41:44, time: 0.607, data_time: 0.025, memory: 6921, loss_aux: 1.1265, top1_acc: 0.5617, top5_acc: 0.7809, loss_cls: 1.8647, loss: 2.9912, grad_norm: 5.1659 2021-07-20 16:14:12,240 - mmaction - INFO - Epoch [134][520/1879] lr: 6.072e-03, eta: 5:41:31, time: 1.022, data_time: 0.003, memory: 6921, loss_aux: 1.1144, top1_acc: 0.5680, top5_acc: 0.7887, loss_cls: 1.8443, loss: 2.9587, grad_norm: 5.2033 2021-07-20 16:14:24,116 - mmaction - INFO - Epoch [134][540/1879] lr: 6.064e-03, eta: 5:41:18, time: 0.597, data_time: 0.007, memory: 6921, loss_aux: 1.0942, top1_acc: 0.5707, top5_acc: 0.7906, loss_cls: 1.8014, loss: 2.8956, grad_norm: 5.2518 2021-07-20 16:14:37,583 - mmaction - INFO - Epoch [134][560/1879] lr: 6.056e-03, eta: 5:41:05, time: 0.670, data_time: 0.003, memory: 6921, loss_aux: 1.1431, top1_acc: 0.5547, top5_acc: 0.7684, loss_cls: 1.9220, loss: 3.0651, grad_norm: 5.2559 2021-07-20 16:14:49,710 - mmaction - INFO - Epoch [134][580/1879] lr: 6.049e-03, eta: 5:40:52, time: 0.606, data_time: 0.006, memory: 6921, loss_aux: 1.1486, top1_acc: 0.5508, top5_acc: 0.7645, loss_cls: 1.9286, loss: 3.0772, grad_norm: 5.3399 2021-07-20 16:15:00,916 - mmaction - INFO - Epoch [134][600/1879] lr: 6.041e-03, eta: 5:40:39, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.1528, top1_acc: 0.5543, top5_acc: 0.7773, loss_cls: 1.9243, loss: 3.0772, grad_norm: 5.3719 2021-07-20 16:15:15,087 - mmaction - INFO - Epoch [134][620/1879] lr: 6.034e-03, eta: 5:40:26, time: 0.705, data_time: 0.003, memory: 6921, loss_aux: 1.1353, top1_acc: 0.5547, top5_acc: 0.7777, loss_cls: 1.8928, loss: 3.0282, grad_norm: 5.3009 2021-07-20 16:15:28,007 - mmaction - INFO - Epoch [134][640/1879] lr: 6.026e-03, eta: 5:40:13, time: 0.645, data_time: 0.007, memory: 6921, loss_aux: 1.0889, top1_acc: 0.5824, top5_acc: 0.8027, loss_cls: 1.7800, loss: 2.8689, grad_norm: 5.2653 2021-07-20 16:15:45,756 - mmaction - INFO - Epoch [134][660/1879] lr: 6.018e-03, eta: 5:40:00, time: 0.891, data_time: 0.012, memory: 6921, loss_aux: 1.1448, top1_acc: 0.5605, top5_acc: 0.7770, loss_cls: 1.8929, loss: 3.0377, grad_norm: 5.2533 2021-07-20 16:15:57,062 - mmaction - INFO - Epoch [134][680/1879] lr: 6.011e-03, eta: 5:39:47, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.0983, top1_acc: 0.5711, top5_acc: 0.7867, loss_cls: 1.8249, loss: 2.9232, grad_norm: 5.2221 2021-07-20 16:16:09,501 - mmaction - INFO - Epoch [134][700/1879] lr: 6.003e-03, eta: 5:39:34, time: 0.627, data_time: 0.010, memory: 6921, loss_aux: 1.1316, top1_acc: 0.5566, top5_acc: 0.7805, loss_cls: 1.8980, loss: 3.0296, grad_norm: 5.2129 2021-07-20 16:16:26,276 - mmaction - INFO - Epoch [134][720/1879] lr: 5.995e-03, eta: 5:39:22, time: 0.838, data_time: 0.003, memory: 6921, loss_aux: 1.1019, top1_acc: 0.5730, top5_acc: 0.7969, loss_cls: 1.8203, loss: 2.9222, grad_norm: 5.1402 2021-07-20 16:16:38,774 - mmaction - INFO - Epoch [134][740/1879] lr: 5.988e-03, eta: 5:39:08, time: 0.625, data_time: 0.004, memory: 6921, loss_aux: 1.1293, top1_acc: 0.5617, top5_acc: 0.7781, loss_cls: 1.9299, loss: 3.0592, grad_norm: 5.4031 2021-07-20 16:16:50,507 - mmaction - INFO - Epoch [134][760/1879] lr: 5.980e-03, eta: 5:38:55, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.1041, top1_acc: 0.5707, top5_acc: 0.7852, loss_cls: 1.8297, loss: 2.9338, grad_norm: 5.1551 2021-07-20 16:17:02,253 - mmaction - INFO - Epoch [134][780/1879] lr: 5.973e-03, eta: 5:38:42, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.1376, top1_acc: 0.5668, top5_acc: 0.7805, loss_cls: 1.8482, loss: 2.9857, grad_norm: 5.2426 2021-07-20 16:17:14,670 - mmaction - INFO - Epoch [134][800/1879] lr: 5.965e-03, eta: 5:38:29, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.1169, top1_acc: 0.5613, top5_acc: 0.7797, loss_cls: 1.8663, loss: 2.9832, grad_norm: 5.3430 2021-07-20 16:17:26,014 - mmaction - INFO - Epoch [134][820/1879] lr: 5.958e-03, eta: 5:38:16, time: 0.568, data_time: 0.009, memory: 6921, loss_aux: 1.0962, top1_acc: 0.5758, top5_acc: 0.7914, loss_cls: 1.8238, loss: 2.9200, grad_norm: 5.2296 2021-07-20 16:17:37,443 - mmaction - INFO - Epoch [134][840/1879] lr: 5.950e-03, eta: 5:38:02, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.1241, top1_acc: 0.5676, top5_acc: 0.7859, loss_cls: 1.8668, loss: 2.9909, grad_norm: 5.2289 2021-07-20 16:17:49,315 - mmaction - INFO - Epoch [134][860/1879] lr: 5.942e-03, eta: 5:37:49, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.0983, top1_acc: 0.5703, top5_acc: 0.7910, loss_cls: 1.8193, loss: 2.9176, grad_norm: 5.2465 2021-07-20 16:18:01,226 - mmaction - INFO - Epoch [134][880/1879] lr: 5.935e-03, eta: 5:37:36, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.1154, top1_acc: 0.5582, top5_acc: 0.7781, loss_cls: 1.8726, loss: 2.9880, grad_norm: 5.2811 2021-07-20 16:18:15,973 - mmaction - INFO - Epoch [134][900/1879] lr: 5.927e-03, eta: 5:37:23, time: 0.736, data_time: 0.004, memory: 6921, loss_aux: 1.1765, top1_acc: 0.5426, top5_acc: 0.7648, loss_cls: 1.9919, loss: 3.1685, grad_norm: 5.3373 2021-07-20 16:18:32,466 - mmaction - INFO - Epoch [134][920/1879] lr: 5.920e-03, eta: 5:37:11, time: 0.822, data_time: 0.004, memory: 6921, loss_aux: 1.1256, top1_acc: 0.5629, top5_acc: 0.7895, loss_cls: 1.8543, loss: 2.9799, grad_norm: 5.2526 2021-07-20 16:18:43,963 - mmaction - INFO - Epoch [134][940/1879] lr: 5.912e-03, eta: 5:36:57, time: 0.578, data_time: 0.006, memory: 6921, loss_aux: 1.1314, top1_acc: 0.5551, top5_acc: 0.7812, loss_cls: 1.8754, loss: 3.0069, grad_norm: 5.2825 2021-07-20 16:18:59,090 - mmaction - INFO - Epoch [134][960/1879] lr: 5.905e-03, eta: 5:36:45, time: 0.754, data_time: 0.002, memory: 6921, loss_aux: 1.1128, top1_acc: 0.5730, top5_acc: 0.7742, loss_cls: 1.8594, loss: 2.9722, grad_norm: 5.2733 2021-07-20 16:19:11,029 - mmaction - INFO - Epoch [134][980/1879] lr: 5.897e-03, eta: 5:36:31, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.0849, top1_acc: 0.5883, top5_acc: 0.7898, loss_cls: 1.8091, loss: 2.8939, grad_norm: 5.1348 2021-07-20 16:19:29,398 - mmaction - INFO - Epoch [134][1000/1879] lr: 5.889e-03, eta: 5:36:19, time: 0.913, data_time: 0.063, memory: 6921, loss_aux: 1.1358, top1_acc: 0.5629, top5_acc: 0.7812, loss_cls: 1.8884, loss: 3.0242, grad_norm: 5.2975 2021-07-20 16:19:43,672 - mmaction - INFO - Epoch [134][1020/1879] lr: 5.882e-03, eta: 5:36:06, time: 0.724, data_time: 0.015, memory: 6921, loss_aux: 1.1258, top1_acc: 0.5680, top5_acc: 0.7770, loss_cls: 1.8827, loss: 3.0084, grad_norm: 5.2745 2021-07-20 16:19:55,931 - mmaction - INFO - Epoch [134][1040/1879] lr: 5.874e-03, eta: 5:35:53, time: 0.613, data_time: 0.006, memory: 6921, loss_aux: 1.1139, top1_acc: 0.5840, top5_acc: 0.7906, loss_cls: 1.8058, loss: 2.9196, grad_norm: 5.2453 2021-07-20 16:20:08,905 - mmaction - INFO - Epoch [134][1060/1879] lr: 5.867e-03, eta: 5:35:40, time: 0.648, data_time: 0.003, memory: 6921, loss_aux: 1.1282, top1_acc: 0.5668, top5_acc: 0.7750, loss_cls: 1.8887, loss: 3.0169, grad_norm: 5.4068 2021-07-20 16:20:20,690 - mmaction - INFO - Epoch [134][1080/1879] lr: 5.859e-03, eta: 5:35:27, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.1277, top1_acc: 0.5711, top5_acc: 0.7844, loss_cls: 1.8570, loss: 2.9847, grad_norm: 5.2534 2021-07-20 16:20:32,372 - mmaction - INFO - Epoch [134][1100/1879] lr: 5.852e-03, eta: 5:35:13, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.1159, top1_acc: 0.5691, top5_acc: 0.7871, loss_cls: 1.8456, loss: 2.9615, grad_norm: 5.2543 2021-07-20 16:20:43,565 - mmaction - INFO - Epoch [134][1120/1879] lr: 5.844e-03, eta: 5:35:00, time: 0.559, data_time: 0.003, memory: 6921, loss_aux: 1.1142, top1_acc: 0.5648, top5_acc: 0.7730, loss_cls: 1.8437, loss: 2.9579, grad_norm: 5.2361 2021-07-20 16:20:55,024 - mmaction - INFO - Epoch [134][1140/1879] lr: 5.837e-03, eta: 5:34:47, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.1129, top1_acc: 0.5723, top5_acc: 0.7934, loss_cls: 1.8173, loss: 2.9302, grad_norm: 5.2896 2021-07-20 16:21:15,545 - mmaction - INFO - Epoch [134][1160/1879] lr: 5.829e-03, eta: 5:34:35, time: 1.019, data_time: 0.006, memory: 6921, loss_aux: 1.1107, top1_acc: 0.5668, top5_acc: 0.7770, loss_cls: 1.8561, loss: 2.9668, grad_norm: 5.2708 2021-07-20 16:21:34,412 - mmaction - INFO - Epoch [134][1180/1879] lr: 5.822e-03, eta: 5:34:23, time: 0.949, data_time: 0.015, memory: 6921, loss_aux: 1.0962, top1_acc: 0.5750, top5_acc: 0.7883, loss_cls: 1.8415, loss: 2.9377, grad_norm: 5.2866 2021-07-20 16:21:48,301 - mmaction - INFO - Epoch [134][1200/1879] lr: 5.814e-03, eta: 5:34:10, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.0967, top1_acc: 0.5770, top5_acc: 0.7852, loss_cls: 1.8433, loss: 2.9400, grad_norm: 5.1885 2021-07-20 16:22:00,382 - mmaction - INFO - Epoch [134][1220/1879] lr: 5.807e-03, eta: 5:33:56, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.1476, top1_acc: 0.5527, top5_acc: 0.7738, loss_cls: 1.8962, loss: 3.0437, grad_norm: 5.4036 2021-07-20 16:22:12,808 - mmaction - INFO - Epoch [134][1240/1879] lr: 5.799e-03, eta: 5:33:43, time: 0.624, data_time: 0.006, memory: 6921, loss_aux: 1.1109, top1_acc: 0.5707, top5_acc: 0.7949, loss_cls: 1.8332, loss: 2.9441, grad_norm: 5.3257 2021-07-20 16:22:24,004 - mmaction - INFO - Epoch [134][1260/1879] lr: 5.792e-03, eta: 5:33:30, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.1426, top1_acc: 0.5566, top5_acc: 0.7809, loss_cls: 1.9047, loss: 3.0473, grad_norm: 5.4166 2021-07-20 16:22:36,984 - mmaction - INFO - Epoch [134][1280/1879] lr: 5.784e-03, eta: 5:33:17, time: 0.647, data_time: 0.003, memory: 6921, loss_aux: 1.1511, top1_acc: 0.5504, top5_acc: 0.7773, loss_cls: 1.9182, loss: 3.0693, grad_norm: 5.3509 2021-07-20 16:22:55,498 - mmaction - INFO - Epoch [134][1300/1879] lr: 5.777e-03, eta: 5:33:05, time: 0.926, data_time: 0.004, memory: 6921, loss_aux: 1.1315, top1_acc: 0.5621, top5_acc: 0.7770, loss_cls: 1.8828, loss: 3.0144, grad_norm: 5.2450 2021-07-20 16:23:08,151 - mmaction - INFO - Epoch [134][1320/1879] lr: 5.769e-03, eta: 5:32:52, time: 0.633, data_time: 0.004, memory: 6921, loss_aux: 1.1317, top1_acc: 0.5633, top5_acc: 0.7656, loss_cls: 1.8907, loss: 3.0223, grad_norm: 5.1553 2021-07-20 16:23:23,478 - mmaction - INFO - Epoch [134][1340/1879] lr: 5.762e-03, eta: 5:32:39, time: 0.767, data_time: 0.003, memory: 6921, loss_aux: 1.1012, top1_acc: 0.5652, top5_acc: 0.7922, loss_cls: 1.8375, loss: 2.9388, grad_norm: 5.3102 2021-07-20 16:23:35,035 - mmaction - INFO - Epoch [134][1360/1879] lr: 5.755e-03, eta: 5:32:26, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.1042, top1_acc: 0.5758, top5_acc: 0.7867, loss_cls: 1.8485, loss: 2.9527, grad_norm: 5.3375 2021-07-20 16:23:48,647 - mmaction - INFO - Epoch [134][1380/1879] lr: 5.747e-03, eta: 5:32:13, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.1008, top1_acc: 0.5824, top5_acc: 0.7852, loss_cls: 1.8338, loss: 2.9346, grad_norm: 5.3976 2021-07-20 16:24:01,320 - mmaction - INFO - Epoch [134][1400/1879] lr: 5.740e-03, eta: 5:31:59, time: 0.643, data_time: 0.015, memory: 6921, loss_aux: 1.1525, top1_acc: 0.5555, top5_acc: 0.7699, loss_cls: 1.9627, loss: 3.1152, grad_norm: 5.4065 2021-07-20 16:24:13,036 - mmaction - INFO - Epoch [134][1420/1879] lr: 5.732e-03, eta: 5:31:46, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.0956, top1_acc: 0.5750, top5_acc: 0.8000, loss_cls: 1.8105, loss: 2.9061, grad_norm: 5.3490 2021-07-20 16:24:25,243 - mmaction - INFO - Epoch [134][1440/1879] lr: 5.725e-03, eta: 5:31:33, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.1202, top1_acc: 0.5754, top5_acc: 0.7781, loss_cls: 1.8559, loss: 2.9761, grad_norm: 5.2636 2021-07-20 16:24:43,511 - mmaction - INFO - Epoch [134][1460/1879] lr: 5.717e-03, eta: 5:31:21, time: 0.910, data_time: 0.006, memory: 6921, loss_aux: 1.1097, top1_acc: 0.5617, top5_acc: 0.7809, loss_cls: 1.8343, loss: 2.9440, grad_norm: 5.2977 2021-07-20 16:25:01,139 - mmaction - INFO - Epoch [134][1480/1879] lr: 5.710e-03, eta: 5:31:08, time: 0.886, data_time: 0.008, memory: 6921, loss_aux: 1.1094, top1_acc: 0.5676, top5_acc: 0.7832, loss_cls: 1.8683, loss: 2.9776, grad_norm: 5.3354 2021-07-20 16:25:14,533 - mmaction - INFO - Epoch [134][1500/1879] lr: 5.703e-03, eta: 5:30:55, time: 0.668, data_time: 0.002, memory: 6921, loss_aux: 1.1200, top1_acc: 0.5594, top5_acc: 0.7922, loss_cls: 1.8536, loss: 2.9736, grad_norm: 5.3852 2021-07-20 16:25:25,981 - mmaction - INFO - Epoch [134][1520/1879] lr: 5.695e-03, eta: 5:30:42, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.1162, top1_acc: 0.5656, top5_acc: 0.7805, loss_cls: 1.8771, loss: 2.9933, grad_norm: 5.2137 2021-07-20 16:25:37,181 - mmaction - INFO - Epoch [134][1540/1879] lr: 5.688e-03, eta: 5:30:29, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.1031, top1_acc: 0.5742, top5_acc: 0.7754, loss_cls: 1.8469, loss: 2.9501, grad_norm: 5.2851 2021-07-20 16:25:55,528 - mmaction - INFO - Epoch [134][1560/1879] lr: 5.680e-03, eta: 5:30:16, time: 0.917, data_time: 0.003, memory: 6921, loss_aux: 1.1326, top1_acc: 0.5637, top5_acc: 0.7816, loss_cls: 1.8754, loss: 3.0080, grad_norm: 5.3777 2021-07-20 16:26:07,327 - mmaction - INFO - Epoch [134][1580/1879] lr: 5.673e-03, eta: 5:30:03, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.1086, top1_acc: 0.5801, top5_acc: 0.7945, loss_cls: 1.8214, loss: 2.9299, grad_norm: 5.2377 2021-07-20 16:26:32,164 - mmaction - INFO - Epoch [134][1600/1879] lr: 5.665e-03, eta: 5:29:51, time: 1.237, data_time: 0.003, memory: 6921, loss_aux: 1.1284, top1_acc: 0.5664, top5_acc: 0.7766, loss_cls: 1.9014, loss: 3.0297, grad_norm: 5.2230 2021-07-20 16:26:43,902 - mmaction - INFO - Epoch [134][1620/1879] lr: 5.658e-03, eta: 5:29:38, time: 0.593, data_time: 0.015, memory: 6921, loss_aux: 1.0856, top1_acc: 0.5891, top5_acc: 0.7934, loss_cls: 1.7605, loss: 2.8461, grad_norm: 5.1398 2021-07-20 16:26:56,094 - mmaction - INFO - Epoch [134][1640/1879] lr: 5.651e-03, eta: 5:29:25, time: 0.609, data_time: 0.001, memory: 6921, loss_aux: 1.1449, top1_acc: 0.5617, top5_acc: 0.7738, loss_cls: 1.9141, loss: 3.0591, grad_norm: 5.3660 2021-07-20 16:27:10,700 - mmaction - INFO - Epoch [134][1660/1879] lr: 5.643e-03, eta: 5:29:12, time: 0.729, data_time: 0.002, memory: 6921, loss_aux: 1.1179, top1_acc: 0.5699, top5_acc: 0.7895, loss_cls: 1.8483, loss: 2.9661, grad_norm: 5.3002 2021-07-20 16:27:23,798 - mmaction - INFO - Epoch [134][1680/1879] lr: 5.636e-03, eta: 5:28:59, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.1049, top1_acc: 0.5719, top5_acc: 0.7840, loss_cls: 1.8500, loss: 2.9549, grad_norm: 5.3870 2021-07-20 16:27:35,888 - mmaction - INFO - Epoch [134][1700/1879] lr: 5.629e-03, eta: 5:28:46, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.1169, top1_acc: 0.5793, top5_acc: 0.7777, loss_cls: 1.8444, loss: 2.9613, grad_norm: 5.4205 2021-07-20 16:27:50,550 - mmaction - INFO - Epoch [134][1720/1879] lr: 5.621e-03, eta: 5:28:33, time: 0.732, data_time: 0.001, memory: 6921, loss_aux: 1.1298, top1_acc: 0.5645, top5_acc: 0.7766, loss_cls: 1.8824, loss: 3.0122, grad_norm: 5.3589 2021-07-20 16:28:02,174 - mmaction - INFO - Epoch [134][1740/1879] lr: 5.614e-03, eta: 5:28:20, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.1208, top1_acc: 0.5711, top5_acc: 0.7734, loss_cls: 1.8798, loss: 3.0006, grad_norm: 5.2591 2021-07-20 16:28:13,545 - mmaction - INFO - Epoch [134][1760/1879] lr: 5.606e-03, eta: 5:28:07, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.0906, top1_acc: 0.5824, top5_acc: 0.7883, loss_cls: 1.7949, loss: 2.8855, grad_norm: 5.1463 2021-07-20 16:28:26,228 - mmaction - INFO - Epoch [134][1780/1879] lr: 5.599e-03, eta: 5:27:54, time: 0.633, data_time: 0.002, memory: 6921, loss_aux: 1.1039, top1_acc: 0.5668, top5_acc: 0.7906, loss_cls: 1.8157, loss: 2.9196, grad_norm: 5.3694 2021-07-20 16:28:37,762 - mmaction - INFO - Epoch [134][1800/1879] lr: 5.592e-03, eta: 5:27:40, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.1014, top1_acc: 0.5703, top5_acc: 0.7891, loss_cls: 1.8275, loss: 2.9289, grad_norm: 5.2794 2021-07-20 16:28:51,521 - mmaction - INFO - Epoch [134][1820/1879] lr: 5.584e-03, eta: 5:27:27, time: 0.688, data_time: 0.003, memory: 6921, loss_aux: 1.1050, top1_acc: 0.5770, top5_acc: 0.7906, loss_cls: 1.8046, loss: 2.9097, grad_norm: 5.2022 2021-07-20 16:29:05,844 - mmaction - INFO - Epoch [134][1840/1879] lr: 5.577e-03, eta: 5:27:15, time: 0.715, data_time: 0.003, memory: 6921, loss_aux: 1.1431, top1_acc: 0.5500, top5_acc: 0.7699, loss_cls: 1.9321, loss: 3.0751, grad_norm: 5.3905 2021-07-20 16:29:17,237 - mmaction - INFO - Epoch [134][1860/1879] lr: 5.570e-03, eta: 5:27:01, time: 0.570, data_time: 0.006, memory: 6921, loss_aux: 1.1394, top1_acc: 0.5637, top5_acc: 0.7801, loss_cls: 1.8971, loss: 3.0365, grad_norm: 5.4147 2021-07-20 16:29:27,526 - mmaction - INFO - Saving checkpoint at 134 epochs 2021-07-20 16:30:01,567 - mmaction - INFO - Epoch [135][20/1879] lr: 5.555e-03, eta: 5:26:36, time: 1.201, data_time: 0.160, memory: 6921, loss_aux: 1.1409, top1_acc: 0.5676, top5_acc: 0.7742, loss_cls: 1.9117, loss: 3.0526, grad_norm: 5.3778 2021-07-20 16:30:17,290 - mmaction - INFO - Epoch [135][40/1879] lr: 5.548e-03, eta: 5:26:23, time: 0.788, data_time: 0.005, memory: 6921, loss_aux: 1.0924, top1_acc: 0.5801, top5_acc: 0.7953, loss_cls: 1.7948, loss: 2.8872, grad_norm: 5.2698 2021-07-20 16:30:29,162 - mmaction - INFO - Epoch [135][60/1879] lr: 5.541e-03, eta: 5:26:10, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.1071, top1_acc: 0.5773, top5_acc: 0.7914, loss_cls: 1.8101, loss: 2.9171, grad_norm: 5.2959 2021-07-20 16:30:47,641 - mmaction - INFO - Epoch [135][80/1879] lr: 5.533e-03, eta: 5:25:57, time: 0.923, data_time: 0.002, memory: 6921, loss_aux: 1.0762, top1_acc: 0.5867, top5_acc: 0.7992, loss_cls: 1.7429, loss: 2.8191, grad_norm: 5.2400 2021-07-20 16:31:00,371 - mmaction - INFO - Epoch [135][100/1879] lr: 5.526e-03, eta: 5:25:44, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.1418, top1_acc: 0.5695, top5_acc: 0.7887, loss_cls: 1.8600, loss: 3.0018, grad_norm: 5.3863 2021-07-20 16:31:12,044 - mmaction - INFO - Epoch [135][120/1879] lr: 5.519e-03, eta: 5:25:31, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.1406, top1_acc: 0.5570, top5_acc: 0.7770, loss_cls: 1.8915, loss: 3.0321, grad_norm: 5.4143 2021-07-20 16:31:23,693 - mmaction - INFO - Epoch [135][140/1879] lr: 5.512e-03, eta: 5:25:18, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.1113, top1_acc: 0.5785, top5_acc: 0.7898, loss_cls: 1.8056, loss: 2.9169, grad_norm: 5.2834 2021-07-20 16:31:39,116 - mmaction - INFO - Epoch [135][160/1879] lr: 5.504e-03, eta: 5:25:05, time: 0.774, data_time: 0.006, memory: 6921, loss_aux: 1.0830, top1_acc: 0.5785, top5_acc: 0.7988, loss_cls: 1.7572, loss: 2.8401, grad_norm: 5.1683 2021-07-20 16:31:53,593 - mmaction - INFO - Epoch [135][180/1879] lr: 5.497e-03, eta: 5:24:52, time: 0.725, data_time: 0.003, memory: 6921, loss_aux: 1.1280, top1_acc: 0.5527, top5_acc: 0.7754, loss_cls: 1.9019, loss: 3.0298, grad_norm: 5.3003 2021-07-20 16:32:07,597 - mmaction - INFO - Epoch [135][200/1879] lr: 5.490e-03, eta: 5:24:39, time: 0.700, data_time: 0.004, memory: 6921, loss_aux: 1.0717, top1_acc: 0.5895, top5_acc: 0.7984, loss_cls: 1.7616, loss: 2.8333, grad_norm: 5.1552 2021-07-20 16:32:21,544 - mmaction - INFO - Epoch [135][220/1879] lr: 5.482e-03, eta: 5:24:26, time: 0.697, data_time: 0.003, memory: 6921, loss_aux: 1.1074, top1_acc: 0.5684, top5_acc: 0.7820, loss_cls: 1.8326, loss: 2.9400, grad_norm: 5.3641 2021-07-20 16:32:37,797 - mmaction - INFO - Epoch [135][240/1879] lr: 5.475e-03, eta: 5:24:14, time: 0.813, data_time: 0.002, memory: 6921, loss_aux: 1.0973, top1_acc: 0.5703, top5_acc: 0.7867, loss_cls: 1.8321, loss: 2.9294, grad_norm: 5.4527 2021-07-20 16:32:49,927 - mmaction - INFO - Epoch [135][260/1879] lr: 5.468e-03, eta: 5:24:01, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.1227, top1_acc: 0.5590, top5_acc: 0.7848, loss_cls: 1.8445, loss: 2.9672, grad_norm: 5.4047 2021-07-20 16:33:01,525 - mmaction - INFO - Epoch [135][280/1879] lr: 5.461e-03, eta: 5:23:47, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.1153, top1_acc: 0.5770, top5_acc: 0.7820, loss_cls: 1.8457, loss: 2.9610, grad_norm: 5.3252 2021-07-20 16:33:14,092 - mmaction - INFO - Epoch [135][300/1879] lr: 5.453e-03, eta: 5:23:34, time: 0.627, data_time: 0.001, memory: 6921, loss_aux: 1.0754, top1_acc: 0.5797, top5_acc: 0.8035, loss_cls: 1.7626, loss: 2.8380, grad_norm: 5.3227 2021-07-20 16:33:30,306 - mmaction - INFO - Epoch [135][320/1879] lr: 5.446e-03, eta: 5:23:22, time: 0.803, data_time: 0.007, memory: 6921, loss_aux: 1.1014, top1_acc: 0.5828, top5_acc: 0.7941, loss_cls: 1.7798, loss: 2.8812, grad_norm: 5.2356 2021-07-20 16:33:43,851 - mmaction - INFO - Epoch [135][340/1879] lr: 5.439e-03, eta: 5:23:09, time: 0.683, data_time: 0.012, memory: 6921, loss_aux: 1.1282, top1_acc: 0.5691, top5_acc: 0.7773, loss_cls: 1.8755, loss: 3.0037, grad_norm: 5.3827 2021-07-20 16:34:03,188 - mmaction - INFO - Epoch [135][360/1879] lr: 5.432e-03, eta: 5:22:56, time: 0.967, data_time: 0.006, memory: 6921, loss_aux: 1.0818, top1_acc: 0.5703, top5_acc: 0.7973, loss_cls: 1.7877, loss: 2.8695, grad_norm: 5.3283 2021-07-20 16:34:14,581 - mmaction - INFO - Epoch [135][380/1879] lr: 5.424e-03, eta: 5:22:43, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.1264, top1_acc: 0.5660, top5_acc: 0.7848, loss_cls: 1.8494, loss: 2.9759, grad_norm: 5.3313 2021-07-20 16:34:31,061 - mmaction - INFO - Epoch [135][400/1879] lr: 5.417e-03, eta: 5:22:30, time: 0.824, data_time: 0.003, memory: 6921, loss_aux: 1.1382, top1_acc: 0.5594, top5_acc: 0.7781, loss_cls: 1.8811, loss: 3.0193, grad_norm: 5.4244 2021-07-20 16:34:43,354 - mmaction - INFO - Epoch [135][420/1879] lr: 5.410e-03, eta: 5:22:17, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.0910, top1_acc: 0.5875, top5_acc: 0.7883, loss_cls: 1.7975, loss: 2.8885, grad_norm: 5.3227 2021-07-20 16:34:58,616 - mmaction - INFO - Epoch [135][440/1879] lr: 5.403e-03, eta: 5:22:05, time: 0.763, data_time: 0.004, memory: 6921, loss_aux: 1.1177, top1_acc: 0.5691, top5_acc: 0.7781, loss_cls: 1.8694, loss: 2.9872, grad_norm: 5.3481 2021-07-20 16:35:14,075 - mmaction - INFO - Epoch [135][460/1879] lr: 5.395e-03, eta: 5:21:52, time: 0.773, data_time: 0.005, memory: 6921, loss_aux: 1.0757, top1_acc: 0.5770, top5_acc: 0.8059, loss_cls: 1.7715, loss: 2.8472, grad_norm: 5.3103 2021-07-20 16:35:26,337 - mmaction - INFO - Epoch [135][480/1879] lr: 5.388e-03, eta: 5:21:39, time: 0.614, data_time: 0.004, memory: 6921, loss_aux: 1.1166, top1_acc: 0.5723, top5_acc: 0.7855, loss_cls: 1.8348, loss: 2.9514, grad_norm: 5.3275 2021-07-20 16:35:37,968 - mmaction - INFO - Epoch [135][500/1879] lr: 5.381e-03, eta: 5:21:25, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.1213, top1_acc: 0.5797, top5_acc: 0.7867, loss_cls: 1.8364, loss: 2.9577, grad_norm: 5.3381 2021-07-20 16:35:51,353 - mmaction - INFO - Epoch [135][520/1879] lr: 5.374e-03, eta: 5:21:12, time: 0.668, data_time: 0.004, memory: 6921, loss_aux: 1.0910, top1_acc: 0.5703, top5_acc: 0.7844, loss_cls: 1.8298, loss: 2.9207, grad_norm: 5.3547 2021-07-20 16:36:03,201 - mmaction - INFO - Epoch [135][540/1879] lr: 5.366e-03, eta: 5:20:59, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.1282, top1_acc: 0.5695, top5_acc: 0.7969, loss_cls: 1.8414, loss: 2.9695, grad_norm: 5.4096 2021-07-20 16:36:15,455 - mmaction - INFO - Epoch [135][560/1879] lr: 5.359e-03, eta: 5:20:46, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.0853, top1_acc: 0.5824, top5_acc: 0.7859, loss_cls: 1.8040, loss: 2.8894, grad_norm: 5.2756 2021-07-20 16:36:27,424 - mmaction - INFO - Epoch [135][580/1879] lr: 5.352e-03, eta: 5:20:33, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.0991, top1_acc: 0.5750, top5_acc: 0.7863, loss_cls: 1.8311, loss: 2.9302, grad_norm: 5.3225 2021-07-20 16:36:39,338 - mmaction - INFO - Epoch [135][600/1879] lr: 5.345e-03, eta: 5:20:20, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.0910, top1_acc: 0.5746, top5_acc: 0.7898, loss_cls: 1.8188, loss: 2.9099, grad_norm: 5.3621 2021-07-20 16:36:50,960 - mmaction - INFO - Epoch [135][620/1879] lr: 5.338e-03, eta: 5:20:07, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.0968, top1_acc: 0.5746, top5_acc: 0.7937, loss_cls: 1.8346, loss: 2.9314, grad_norm: 5.4377 2021-07-20 16:37:02,998 - mmaction - INFO - Epoch [135][640/1879] lr: 5.331e-03, eta: 5:19:53, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.1269, top1_acc: 0.5582, top5_acc: 0.7918, loss_cls: 1.8552, loss: 2.9821, grad_norm: 5.4439 2021-07-20 16:37:14,640 - mmaction - INFO - Epoch [135][660/1879] lr: 5.323e-03, eta: 5:19:40, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.1231, top1_acc: 0.5660, top5_acc: 0.7793, loss_cls: 1.8724, loss: 2.9955, grad_norm: 5.4454 2021-07-20 16:37:29,005 - mmaction - INFO - Epoch [135][680/1879] lr: 5.316e-03, eta: 5:19:27, time: 0.718, data_time: 0.002, memory: 6921, loss_aux: 1.0779, top1_acc: 0.5766, top5_acc: 0.7969, loss_cls: 1.7872, loss: 2.8651, grad_norm: 5.2868 2021-07-20 16:37:45,516 - mmaction - INFO - Epoch [135][700/1879] lr: 5.309e-03, eta: 5:19:15, time: 0.824, data_time: 0.004, memory: 6921, loss_aux: 1.0919, top1_acc: 0.5789, top5_acc: 0.7980, loss_cls: 1.8044, loss: 2.8963, grad_norm: 5.2388 2021-07-20 16:37:56,872 - mmaction - INFO - Epoch [135][720/1879] lr: 5.302e-03, eta: 5:19:01, time: 0.570, data_time: 0.004, memory: 6921, loss_aux: 1.1160, top1_acc: 0.5855, top5_acc: 0.7859, loss_cls: 1.8268, loss: 2.9428, grad_norm: 5.3017 2021-07-20 16:38:08,378 - mmaction - INFO - Epoch [135][740/1879] lr: 5.295e-03, eta: 5:18:48, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.0892, top1_acc: 0.5828, top5_acc: 0.7949, loss_cls: 1.7838, loss: 2.8730, grad_norm: 5.3443 2021-07-20 16:38:20,157 - mmaction - INFO - Epoch [135][760/1879] lr: 5.288e-03, eta: 5:18:35, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.1537, top1_acc: 0.5613, top5_acc: 0.7727, loss_cls: 1.8977, loss: 3.0515, grad_norm: 5.4583 2021-07-20 16:38:32,081 - mmaction - INFO - Epoch [135][780/1879] lr: 5.280e-03, eta: 5:18:22, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.1295, top1_acc: 0.5602, top5_acc: 0.7781, loss_cls: 1.8868, loss: 3.0163, grad_norm: 5.4187 2021-07-20 16:38:44,502 - mmaction - INFO - Epoch [135][800/1879] lr: 5.273e-03, eta: 5:18:09, time: 0.621, data_time: 0.002, memory: 6921, loss_aux: 1.1046, top1_acc: 0.5742, top5_acc: 0.7949, loss_cls: 1.8096, loss: 2.9143, grad_norm: 5.3734 2021-07-20 16:38:56,648 - mmaction - INFO - Epoch [135][820/1879] lr: 5.266e-03, eta: 5:17:55, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.1086, top1_acc: 0.5797, top5_acc: 0.7828, loss_cls: 1.8235, loss: 2.9321, grad_norm: 5.3287 2021-07-20 16:39:08,751 - mmaction - INFO - Epoch [135][840/1879] lr: 5.259e-03, eta: 5:17:42, time: 0.610, data_time: 0.007, memory: 6921, loss_aux: 1.1027, top1_acc: 0.5699, top5_acc: 0.7859, loss_cls: 1.8168, loss: 2.9195, grad_norm: 5.3906 2021-07-20 16:39:22,326 - mmaction - INFO - Epoch [135][860/1879] lr: 5.252e-03, eta: 5:17:29, time: 0.674, data_time: 0.002, memory: 6921, loss_aux: 1.1046, top1_acc: 0.5676, top5_acc: 0.7785, loss_cls: 1.8217, loss: 2.9263, grad_norm: 5.3200 2021-07-20 16:39:34,777 - mmaction - INFO - Epoch [135][880/1879] lr: 5.245e-03, eta: 5:17:16, time: 0.620, data_time: 0.012, memory: 6921, loss_aux: 1.1363, top1_acc: 0.5559, top5_acc: 0.7875, loss_cls: 1.8754, loss: 3.0117, grad_norm: 5.4736 2021-07-20 16:39:46,953 - mmaction - INFO - Epoch [135][900/1879] lr: 5.238e-03, eta: 5:17:03, time: 0.617, data_time: 0.010, memory: 6921, loss_aux: 1.1093, top1_acc: 0.5746, top5_acc: 0.7844, loss_cls: 1.8382, loss: 2.9475, grad_norm: 5.4044 2021-07-20 16:40:01,427 - mmaction - INFO - Epoch [135][920/1879] lr: 5.230e-03, eta: 5:16:50, time: 0.724, data_time: 0.002, memory: 6921, loss_aux: 1.0854, top1_acc: 0.5762, top5_acc: 0.7875, loss_cls: 1.8099, loss: 2.8952, grad_norm: 5.4463 2021-07-20 16:40:18,412 - mmaction - INFO - Epoch [135][940/1879] lr: 5.223e-03, eta: 5:16:38, time: 0.846, data_time: 0.002, memory: 6921, loss_aux: 1.1143, top1_acc: 0.5785, top5_acc: 0.7902, loss_cls: 1.8195, loss: 2.9338, grad_norm: 5.3317 2021-07-20 16:40:29,886 - mmaction - INFO - Epoch [135][960/1879] lr: 5.216e-03, eta: 5:16:24, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.0901, top1_acc: 0.5758, top5_acc: 0.7988, loss_cls: 1.7621, loss: 2.8521, grad_norm: 5.3414 2021-07-20 16:40:42,569 - mmaction - INFO - Epoch [135][980/1879] lr: 5.209e-03, eta: 5:16:11, time: 0.631, data_time: 0.001, memory: 6921, loss_aux: 1.0750, top1_acc: 0.5852, top5_acc: 0.8016, loss_cls: 1.7919, loss: 2.8669, grad_norm: 5.2795 2021-07-20 16:40:54,537 - mmaction - INFO - Epoch [135][1000/1879] lr: 5.202e-03, eta: 5:15:58, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 1.1144, top1_acc: 0.5582, top5_acc: 0.7730, loss_cls: 1.8679, loss: 2.9823, grad_norm: 5.3542 2021-07-20 16:41:05,879 - mmaction - INFO - Epoch [135][1020/1879] lr: 5.195e-03, eta: 5:15:45, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.1084, top1_acc: 0.5617, top5_acc: 0.7922, loss_cls: 1.8324, loss: 2.9407, grad_norm: 5.3809 2021-07-20 16:41:20,217 - mmaction - INFO - Epoch [135][1040/1879] lr: 5.188e-03, eta: 5:15:32, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.0907, top1_acc: 0.5777, top5_acc: 0.7941, loss_cls: 1.8278, loss: 2.9185, grad_norm: 5.3895 2021-07-20 16:41:31,744 - mmaction - INFO - Epoch [135][1060/1879] lr: 5.181e-03, eta: 5:15:19, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.0882, top1_acc: 0.5684, top5_acc: 0.7973, loss_cls: 1.7817, loss: 2.8699, grad_norm: 5.3649 2021-07-20 16:41:43,572 - mmaction - INFO - Epoch [135][1080/1879] lr: 5.174e-03, eta: 5:15:06, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.0960, top1_acc: 0.5781, top5_acc: 0.7902, loss_cls: 1.8004, loss: 2.8963, grad_norm: 5.4332 2021-07-20 16:41:59,328 - mmaction - INFO - Epoch [135][1100/1879] lr: 5.167e-03, eta: 5:14:53, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.0801, top1_acc: 0.5762, top5_acc: 0.8133, loss_cls: 1.7556, loss: 2.8357, grad_norm: 5.3607 2021-07-20 16:42:15,428 - mmaction - INFO - Epoch [135][1120/1879] lr: 5.160e-03, eta: 5:14:40, time: 0.808, data_time: 0.011, memory: 6921, loss_aux: 1.1389, top1_acc: 0.5680, top5_acc: 0.7793, loss_cls: 1.8630, loss: 3.0019, grad_norm: 5.5448 2021-07-20 16:42:27,227 - mmaction - INFO - Epoch [135][1140/1879] lr: 5.152e-03, eta: 5:14:27, time: 0.590, data_time: 0.005, memory: 6921, loss_aux: 1.1215, top1_acc: 0.5691, top5_acc: 0.7766, loss_cls: 1.8430, loss: 2.9645, grad_norm: 5.4051 2021-07-20 16:42:41,973 - mmaction - INFO - Epoch [135][1160/1879] lr: 5.145e-03, eta: 5:14:14, time: 0.738, data_time: 0.003, memory: 6921, loss_aux: 1.0898, top1_acc: 0.5875, top5_acc: 0.7980, loss_cls: 1.7813, loss: 2.8711, grad_norm: 5.4461 2021-07-20 16:42:54,710 - mmaction - INFO - Epoch [135][1180/1879] lr: 5.138e-03, eta: 5:14:01, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.1760, top1_acc: 0.5465, top5_acc: 0.7684, loss_cls: 1.9665, loss: 3.1425, grad_norm: 5.5957 2021-07-20 16:43:10,189 - mmaction - INFO - Epoch [135][1200/1879] lr: 5.131e-03, eta: 5:13:48, time: 0.771, data_time: 0.002, memory: 6921, loss_aux: 1.1174, top1_acc: 0.5578, top5_acc: 0.7812, loss_cls: 1.8546, loss: 2.9720, grad_norm: 5.3049 2021-07-20 16:43:21,739 - mmaction - INFO - Epoch [135][1220/1879] lr: 5.124e-03, eta: 5:13:35, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.1151, top1_acc: 0.5684, top5_acc: 0.7824, loss_cls: 1.8761, loss: 2.9912, grad_norm: 5.4442 2021-07-20 16:43:34,114 - mmaction - INFO - Epoch [135][1240/1879] lr: 5.117e-03, eta: 5:13:22, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.1304, top1_acc: 0.5496, top5_acc: 0.7793, loss_cls: 1.8918, loss: 3.0222, grad_norm: 5.4117 2021-07-20 16:43:45,243 - mmaction - INFO - Epoch [135][1260/1879] lr: 5.110e-03, eta: 5:13:09, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.1564, top1_acc: 0.5664, top5_acc: 0.7730, loss_cls: 1.8965, loss: 3.0529, grad_norm: 5.4399 2021-07-20 16:43:57,032 - mmaction - INFO - Epoch [135][1280/1879] lr: 5.103e-03, eta: 5:12:55, time: 0.588, data_time: 0.001, memory: 6921, loss_aux: 1.0969, top1_acc: 0.5855, top5_acc: 0.7914, loss_cls: 1.8010, loss: 2.8979, grad_norm: 5.3866 2021-07-20 16:44:09,464 - mmaction - INFO - Epoch [135][1300/1879] lr: 5.096e-03, eta: 5:12:42, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.1392, top1_acc: 0.5699, top5_acc: 0.7719, loss_cls: 1.8943, loss: 3.0335, grad_norm: 5.5253 2021-07-20 16:44:25,792 - mmaction - INFO - Epoch [135][1320/1879] lr: 5.089e-03, eta: 5:12:30, time: 0.816, data_time: 0.002, memory: 6921, loss_aux: 1.1019, top1_acc: 0.5727, top5_acc: 0.7898, loss_cls: 1.8158, loss: 2.9178, grad_norm: 5.3648 2021-07-20 16:44:37,819 - mmaction - INFO - Epoch [135][1340/1879] lr: 5.082e-03, eta: 5:12:17, time: 0.602, data_time: 0.003, memory: 6921, loss_aux: 1.0640, top1_acc: 0.5844, top5_acc: 0.8074, loss_cls: 1.7291, loss: 2.7932, grad_norm: 5.2737 2021-07-20 16:44:49,737 - mmaction - INFO - Epoch [135][1360/1879] lr: 5.075e-03, eta: 5:12:03, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.1266, top1_acc: 0.5609, top5_acc: 0.7762, loss_cls: 1.8718, loss: 2.9984, grad_norm: 5.3523 2021-07-20 16:45:03,371 - mmaction - INFO - Epoch [135][1380/1879] lr: 5.068e-03, eta: 5:11:50, time: 0.679, data_time: 0.004, memory: 6921, loss_aux: 1.1075, top1_acc: 0.5750, top5_acc: 0.7922, loss_cls: 1.8108, loss: 2.9183, grad_norm: 5.4658 2021-07-20 16:45:18,658 - mmaction - INFO - Epoch [135][1400/1879] lr: 5.061e-03, eta: 5:11:38, time: 0.767, data_time: 0.005, memory: 6921, loss_aux: 1.1195, top1_acc: 0.5676, top5_acc: 0.7719, loss_cls: 1.8676, loss: 2.9871, grad_norm: 5.4208 2021-07-20 16:45:31,685 - mmaction - INFO - Epoch [135][1420/1879] lr: 5.054e-03, eta: 5:11:25, time: 0.649, data_time: 0.002, memory: 6921, loss_aux: 1.0904, top1_acc: 0.5746, top5_acc: 0.7891, loss_cls: 1.8101, loss: 2.9005, grad_norm: 5.3404 2021-07-20 16:45:42,936 - mmaction - INFO - Epoch [135][1440/1879] lr: 5.047e-03, eta: 5:11:11, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.0869, top1_acc: 0.5797, top5_acc: 0.7922, loss_cls: 1.8012, loss: 2.8881, grad_norm: 5.3085 2021-07-20 16:45:54,315 - mmaction - INFO - Epoch [135][1460/1879] lr: 5.040e-03, eta: 5:10:58, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.1145, top1_acc: 0.5645, top5_acc: 0.7770, loss_cls: 1.8700, loss: 2.9845, grad_norm: 5.4370 2021-07-20 16:46:05,895 - mmaction - INFO - Epoch [135][1480/1879] lr: 5.033e-03, eta: 5:10:45, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.1004, top1_acc: 0.5715, top5_acc: 0.7691, loss_cls: 1.8447, loss: 2.9451, grad_norm: 5.2668 2021-07-20 16:46:17,832 - mmaction - INFO - Epoch [135][1500/1879] lr: 5.026e-03, eta: 5:10:32, time: 0.598, data_time: 0.005, memory: 6921, loss_aux: 1.0956, top1_acc: 0.5852, top5_acc: 0.8063, loss_cls: 1.7672, loss: 2.8627, grad_norm: 5.2687 2021-07-20 16:46:31,016 - mmaction - INFO - Epoch [135][1520/1879] lr: 5.019e-03, eta: 5:10:19, time: 0.658, data_time: 0.001, memory: 6921, loss_aux: 1.0852, top1_acc: 0.5820, top5_acc: 0.7941, loss_cls: 1.7877, loss: 2.8728, grad_norm: 5.4293 2021-07-20 16:46:43,331 - mmaction - INFO - Epoch [135][1540/1879] lr: 5.012e-03, eta: 5:10:05, time: 0.615, data_time: 0.013, memory: 6921, loss_aux: 1.0903, top1_acc: 0.5762, top5_acc: 0.8008, loss_cls: 1.7796, loss: 2.8699, grad_norm: 5.4162 2021-07-20 16:46:54,747 - mmaction - INFO - Epoch [135][1560/1879] lr: 5.005e-03, eta: 5:09:52, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.1658, top1_acc: 0.5621, top5_acc: 0.7707, loss_cls: 1.9154, loss: 3.0812, grad_norm: 5.4295 2021-07-20 16:47:06,182 - mmaction - INFO - Epoch [135][1580/1879] lr: 4.998e-03, eta: 5:09:39, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.0872, top1_acc: 0.5707, top5_acc: 0.7937, loss_cls: 1.8149, loss: 2.9021, grad_norm: 5.3873 2021-07-20 16:47:17,960 - mmaction - INFO - Epoch [135][1600/1879] lr: 4.991e-03, eta: 5:09:26, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.0852, top1_acc: 0.5734, top5_acc: 0.7891, loss_cls: 1.7903, loss: 2.8756, grad_norm: 5.3563 2021-07-20 16:47:30,199 - mmaction - INFO - Epoch [135][1620/1879] lr: 4.984e-03, eta: 5:09:13, time: 0.610, data_time: 0.001, memory: 6921, loss_aux: 1.1466, top1_acc: 0.5660, top5_acc: 0.7742, loss_cls: 1.8957, loss: 3.0423, grad_norm: 5.4796 2021-07-20 16:47:43,333 - mmaction - INFO - Epoch [135][1640/1879] lr: 4.977e-03, eta: 5:09:00, time: 0.656, data_time: 0.005, memory: 6921, loss_aux: 1.1017, top1_acc: 0.5695, top5_acc: 0.7883, loss_cls: 1.8497, loss: 2.9513, grad_norm: 5.3730 2021-07-20 16:47:55,060 - mmaction - INFO - Epoch [135][1660/1879] lr: 4.970e-03, eta: 5:08:46, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.1283, top1_acc: 0.5684, top5_acc: 0.7914, loss_cls: 1.8289, loss: 2.9572, grad_norm: 5.4660 2021-07-20 16:48:09,727 - mmaction - INFO - Epoch [135][1680/1879] lr: 4.963e-03, eta: 5:08:34, time: 0.733, data_time: 0.002, memory: 6921, loss_aux: 1.1249, top1_acc: 0.5684, top5_acc: 0.7867, loss_cls: 1.8792, loss: 3.0041, grad_norm: 5.5497 2021-07-20 16:48:22,278 - mmaction - INFO - Epoch [135][1700/1879] lr: 4.957e-03, eta: 5:08:21, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.0986, top1_acc: 0.5773, top5_acc: 0.7848, loss_cls: 1.8089, loss: 2.9075, grad_norm: 5.3653 2021-07-20 16:48:34,270 - mmaction - INFO - Epoch [135][1720/1879] lr: 4.950e-03, eta: 5:08:07, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.1237, top1_acc: 0.5773, top5_acc: 0.7750, loss_cls: 1.8573, loss: 2.9810, grad_norm: 5.4655 2021-07-20 16:48:46,532 - mmaction - INFO - Epoch [135][1740/1879] lr: 4.943e-03, eta: 5:07:54, time: 0.614, data_time: 0.006, memory: 6921, loss_aux: 1.0826, top1_acc: 0.5789, top5_acc: 0.7949, loss_cls: 1.8107, loss: 2.8933, grad_norm: 5.3655 2021-07-20 16:48:58,416 - mmaction - INFO - Epoch [135][1760/1879] lr: 4.936e-03, eta: 5:07:41, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.1237, top1_acc: 0.5625, top5_acc: 0.7852, loss_cls: 1.8709, loss: 2.9945, grad_norm: 5.3696 2021-07-20 16:49:10,895 - mmaction - INFO - Epoch [135][1780/1879] lr: 4.929e-03, eta: 5:07:28, time: 0.629, data_time: 0.007, memory: 6921, loss_aux: 1.0950, top1_acc: 0.5746, top5_acc: 0.7957, loss_cls: 1.8133, loss: 2.9083, grad_norm: 5.2906 2021-07-20 16:49:23,679 - mmaction - INFO - Epoch [135][1800/1879] lr: 4.922e-03, eta: 5:07:15, time: 0.639, data_time: 0.008, memory: 6921, loss_aux: 1.0935, top1_acc: 0.5687, top5_acc: 0.7945, loss_cls: 1.8167, loss: 2.9102, grad_norm: 5.4174 2021-07-20 16:49:36,262 - mmaction - INFO - Epoch [135][1820/1879] lr: 4.915e-03, eta: 5:07:02, time: 0.628, data_time: 0.003, memory: 6921, loss_aux: 1.0675, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.7837, loss: 2.8512, grad_norm: 5.3268 2021-07-20 16:49:51,594 - mmaction - INFO - Epoch [135][1840/1879] lr: 4.908e-03, eta: 5:06:49, time: 0.761, data_time: 0.003, memory: 6921, loss_aux: 1.1183, top1_acc: 0.5723, top5_acc: 0.7898, loss_cls: 1.8434, loss: 2.9617, grad_norm: 5.3319 2021-07-20 16:50:07,243 - mmaction - INFO - Epoch [135][1860/1879] lr: 4.901e-03, eta: 5:06:36, time: 0.788, data_time: 0.014, memory: 6921, loss_aux: 1.1095, top1_acc: 0.5719, top5_acc: 0.7836, loss_cls: 1.8370, loss: 2.9465, grad_norm: 5.4312 2021-07-20 16:50:17,464 - mmaction - INFO - Saving checkpoint at 135 epochs 2021-07-20 16:50:37,979 - mmaction - INFO - Epoch [136][20/1879] lr: 4.888e-03, eta: 5:06:10, time: 0.919, data_time: 0.305, memory: 6921, loss_aux: 1.0803, top1_acc: 0.5879, top5_acc: 0.7910, loss_cls: 1.7634, loss: 2.8437, grad_norm: 5.2109 2021-07-20 16:50:52,115 - mmaction - INFO - Epoch [136][40/1879] lr: 4.881e-03, eta: 5:05:57, time: 0.710, data_time: 0.014, memory: 6921, loss_aux: 1.0836, top1_acc: 0.5852, top5_acc: 0.7977, loss_cls: 1.7783, loss: 2.8618, grad_norm: 5.3699 2021-07-20 16:51:03,601 - mmaction - INFO - Epoch [136][60/1879] lr: 4.874e-03, eta: 5:05:44, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.1267, top1_acc: 0.5672, top5_acc: 0.7797, loss_cls: 1.8748, loss: 3.0015, grad_norm: 5.5238 2021-07-20 16:51:16,736 - mmaction - INFO - Epoch [136][80/1879] lr: 4.867e-03, eta: 5:05:31, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.1007, top1_acc: 0.5820, top5_acc: 0.7902, loss_cls: 1.7907, loss: 2.8914, grad_norm: 5.3796 2021-07-20 16:51:31,426 - mmaction - INFO - Epoch [136][100/1879] lr: 4.860e-03, eta: 5:05:18, time: 0.733, data_time: 0.004, memory: 6921, loss_aux: 1.0890, top1_acc: 0.5875, top5_acc: 0.7969, loss_cls: 1.7693, loss: 2.8582, grad_norm: 5.3226 2021-07-20 16:51:42,817 - mmaction - INFO - Epoch [136][120/1879] lr: 4.853e-03, eta: 5:05:05, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.1234, top1_acc: 0.5613, top5_acc: 0.7891, loss_cls: 1.8476, loss: 2.9710, grad_norm: 5.4580 2021-07-20 16:51:54,084 - mmaction - INFO - Epoch [136][140/1879] lr: 4.847e-03, eta: 5:04:52, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.1191, top1_acc: 0.5656, top5_acc: 0.7922, loss_cls: 1.8444, loss: 2.9634, grad_norm: 5.4376 2021-07-20 16:52:05,491 - mmaction - INFO - Epoch [136][160/1879] lr: 4.840e-03, eta: 5:04:38, time: 0.567, data_time: 0.001, memory: 6921, loss_aux: 1.1009, top1_acc: 0.5859, top5_acc: 0.7887, loss_cls: 1.7901, loss: 2.8911, grad_norm: 5.3733 2021-07-20 16:52:18,499 - mmaction - INFO - Epoch [136][180/1879] lr: 4.833e-03, eta: 5:04:25, time: 0.652, data_time: 0.005, memory: 6921, loss_aux: 1.0930, top1_acc: 0.5813, top5_acc: 0.7898, loss_cls: 1.8078, loss: 2.9007, grad_norm: 5.4643 2021-07-20 16:52:30,731 - mmaction - INFO - Epoch [136][200/1879] lr: 4.826e-03, eta: 5:04:12, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.1046, top1_acc: 0.5687, top5_acc: 0.8035, loss_cls: 1.8264, loss: 2.9310, grad_norm: 5.5869 2021-07-20 16:52:48,848 - mmaction - INFO - Epoch [136][220/1879] lr: 4.819e-03, eta: 5:04:00, time: 0.905, data_time: 0.002, memory: 6921, loss_aux: 1.1247, top1_acc: 0.5687, top5_acc: 0.7809, loss_cls: 1.8710, loss: 2.9957, grad_norm: 5.4418 2021-07-20 16:53:02,484 - mmaction - INFO - Epoch [136][240/1879] lr: 4.812e-03, eta: 5:03:47, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.0658, top1_acc: 0.5855, top5_acc: 0.7914, loss_cls: 1.7680, loss: 2.8338, grad_norm: 5.2677 2021-07-20 16:53:14,175 - mmaction - INFO - Epoch [136][260/1879] lr: 4.806e-03, eta: 5:03:33, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.0911, top1_acc: 0.5844, top5_acc: 0.8059, loss_cls: 1.7653, loss: 2.8564, grad_norm: 5.4213 2021-07-20 16:53:25,818 - mmaction - INFO - Epoch [136][280/1879] lr: 4.799e-03, eta: 5:03:20, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.1118, top1_acc: 0.5891, top5_acc: 0.7914, loss_cls: 1.7920, loss: 2.9038, grad_norm: 5.4257 2021-07-20 16:53:37,110 - mmaction - INFO - Epoch [136][300/1879] lr: 4.792e-03, eta: 5:03:07, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.0873, top1_acc: 0.5984, top5_acc: 0.7980, loss_cls: 1.7609, loss: 2.8482, grad_norm: 5.4264 2021-07-20 16:53:48,740 - mmaction - INFO - Epoch [136][320/1879] lr: 4.785e-03, eta: 5:02:54, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.1090, top1_acc: 0.5707, top5_acc: 0.7836, loss_cls: 1.8450, loss: 2.9540, grad_norm: 5.4642 2021-07-20 16:54:00,244 - mmaction - INFO - Epoch [136][340/1879] lr: 4.778e-03, eta: 5:02:41, time: 0.578, data_time: 0.004, memory: 6921, loss_aux: 1.0973, top1_acc: 0.5813, top5_acc: 0.7914, loss_cls: 1.7973, loss: 2.8946, grad_norm: 5.4534 2021-07-20 16:54:11,656 - mmaction - INFO - Epoch [136][360/1879] lr: 4.771e-03, eta: 5:02:27, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.1049, top1_acc: 0.5734, top5_acc: 0.7898, loss_cls: 1.8089, loss: 2.9138, grad_norm: 5.5184 2021-07-20 16:54:23,227 - mmaction - INFO - Epoch [136][380/1879] lr: 4.765e-03, eta: 5:02:14, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.0778, top1_acc: 0.5895, top5_acc: 0.7941, loss_cls: 1.7634, loss: 2.8412, grad_norm: 5.3953 2021-07-20 16:54:34,879 - mmaction - INFO - Epoch [136][400/1879] lr: 4.758e-03, eta: 5:02:01, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.0909, top1_acc: 0.5770, top5_acc: 0.7871, loss_cls: 1.8077, loss: 2.8986, grad_norm: 5.4963 2021-07-20 16:54:45,947 - mmaction - INFO - Epoch [136][420/1879] lr: 4.751e-03, eta: 5:01:48, time: 0.552, data_time: 0.003, memory: 6921, loss_aux: 1.1202, top1_acc: 0.5711, top5_acc: 0.7820, loss_cls: 1.8697, loss: 2.9899, grad_norm: 5.4170 2021-07-20 16:55:02,478 - mmaction - INFO - Epoch [136][440/1879] lr: 4.744e-03, eta: 5:01:35, time: 0.827, data_time: 0.003, memory: 6921, loss_aux: 1.1014, top1_acc: 0.5789, top5_acc: 0.7922, loss_cls: 1.8206, loss: 2.9220, grad_norm: 5.4917 2021-07-20 16:55:19,377 - mmaction - INFO - Epoch [136][460/1879] lr: 4.737e-03, eta: 5:01:22, time: 0.843, data_time: 0.005, memory: 6921, loss_aux: 1.1099, top1_acc: 0.5816, top5_acc: 0.7785, loss_cls: 1.8571, loss: 2.9670, grad_norm: 5.4019 2021-07-20 16:55:32,999 - mmaction - INFO - Epoch [136][480/1879] lr: 4.731e-03, eta: 5:01:09, time: 0.683, data_time: 0.005, memory: 6921, loss_aux: 1.1218, top1_acc: 0.5730, top5_acc: 0.7891, loss_cls: 1.8323, loss: 2.9541, grad_norm: 5.4273 2021-07-20 16:55:44,721 - mmaction - INFO - Epoch [136][500/1879] lr: 4.724e-03, eta: 5:00:56, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.0982, top1_acc: 0.5766, top5_acc: 0.7977, loss_cls: 1.8056, loss: 2.9038, grad_norm: 5.4243 2021-07-20 16:55:56,692 - mmaction - INFO - Epoch [136][520/1879] lr: 4.717e-03, eta: 5:00:43, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.1205, top1_acc: 0.5781, top5_acc: 0.7816, loss_cls: 1.8573, loss: 2.9778, grad_norm: 5.4549 2021-07-20 16:56:08,610 - mmaction - INFO - Epoch [136][540/1879] lr: 4.710e-03, eta: 5:00:30, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.1062, top1_acc: 0.5699, top5_acc: 0.7867, loss_cls: 1.8513, loss: 2.9575, grad_norm: 5.4279 2021-07-20 16:56:20,373 - mmaction - INFO - Epoch [136][560/1879] lr: 4.704e-03, eta: 5:00:17, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.0887, top1_acc: 0.5836, top5_acc: 0.7973, loss_cls: 1.7822, loss: 2.8709, grad_norm: 5.3156 2021-07-20 16:56:34,647 - mmaction - INFO - Epoch [136][580/1879] lr: 4.697e-03, eta: 5:00:04, time: 0.712, data_time: 0.001, memory: 6921, loss_aux: 1.1081, top1_acc: 0.5715, top5_acc: 0.7820, loss_cls: 1.8373, loss: 2.9454, grad_norm: 5.4493 2021-07-20 16:56:46,585 - mmaction - INFO - Epoch [136][600/1879] lr: 4.690e-03, eta: 4:59:51, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.0966, top1_acc: 0.5648, top5_acc: 0.7926, loss_cls: 1.8102, loss: 2.9068, grad_norm: 5.4857 2021-07-20 16:57:06,544 - mmaction - INFO - Epoch [136][620/1879] lr: 4.683e-03, eta: 4:59:38, time: 0.994, data_time: 0.008, memory: 6921, loss_aux: 1.0818, top1_acc: 0.5914, top5_acc: 0.7898, loss_cls: 1.7715, loss: 2.8533, grad_norm: 5.2006 2021-07-20 16:57:19,130 - mmaction - INFO - Epoch [136][640/1879] lr: 4.677e-03, eta: 4:59:25, time: 0.632, data_time: 0.015, memory: 6921, loss_aux: 1.0620, top1_acc: 0.6008, top5_acc: 0.8000, loss_cls: 1.7386, loss: 2.8006, grad_norm: 5.3147 2021-07-20 16:57:31,344 - mmaction - INFO - Epoch [136][660/1879] lr: 4.670e-03, eta: 4:59:12, time: 0.612, data_time: 0.037, memory: 6921, loss_aux: 1.1042, top1_acc: 0.5727, top5_acc: 0.7863, loss_cls: 1.8386, loss: 2.9429, grad_norm: 5.4839 2021-07-20 16:57:44,253 - mmaction - INFO - Epoch [136][680/1879] lr: 4.663e-03, eta: 4:58:59, time: 0.647, data_time: 0.004, memory: 6921, loss_aux: 1.0896, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8125, loss: 2.9022, grad_norm: 5.3805 2021-07-20 16:57:57,070 - mmaction - INFO - Epoch [136][700/1879] lr: 4.656e-03, eta: 4:58:46, time: 0.640, data_time: 0.002, memory: 6921, loss_aux: 1.0700, top1_acc: 0.5789, top5_acc: 0.8035, loss_cls: 1.7551, loss: 2.8251, grad_norm: 5.4203 2021-07-20 16:58:09,497 - mmaction - INFO - Epoch [136][720/1879] lr: 4.650e-03, eta: 4:58:33, time: 0.622, data_time: 0.006, memory: 6921, loss_aux: 1.0973, top1_acc: 0.5707, top5_acc: 0.7887, loss_cls: 1.8049, loss: 2.9023, grad_norm: 5.4767 2021-07-20 16:58:21,263 - mmaction - INFO - Epoch [136][740/1879] lr: 4.643e-03, eta: 4:58:20, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.0974, top1_acc: 0.5711, top5_acc: 0.7906, loss_cls: 1.8050, loss: 2.9023, grad_norm: 5.4279 2021-07-20 16:58:35,702 - mmaction - INFO - Epoch [136][760/1879] lr: 4.636e-03, eta: 4:58:07, time: 0.720, data_time: 0.001, memory: 6921, loss_aux: 1.0998, top1_acc: 0.5676, top5_acc: 0.7859, loss_cls: 1.8379, loss: 2.9377, grad_norm: 5.4283 2021-07-20 16:58:47,005 - mmaction - INFO - Epoch [136][780/1879] lr: 4.630e-03, eta: 4:57:54, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.0967, top1_acc: 0.5762, top5_acc: 0.7859, loss_cls: 1.8225, loss: 2.9192, grad_norm: 5.4915 2021-07-20 16:58:58,349 - mmaction - INFO - Epoch [136][800/1879] lr: 4.623e-03, eta: 4:57:40, time: 0.567, data_time: 0.003, memory: 6921, loss_aux: 1.0679, top1_acc: 0.5836, top5_acc: 0.8125, loss_cls: 1.7720, loss: 2.8399, grad_norm: 5.4804 2021-07-20 16:59:10,866 - mmaction - INFO - Epoch [136][820/1879] lr: 4.616e-03, eta: 4:57:27, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.0994, top1_acc: 0.5793, top5_acc: 0.7906, loss_cls: 1.8080, loss: 2.9073, grad_norm: 5.6067 2021-07-20 16:59:26,749 - mmaction - INFO - Epoch [136][840/1879] lr: 4.610e-03, eta: 4:57:14, time: 0.782, data_time: 0.071, memory: 6921, loss_aux: 1.0973, top1_acc: 0.5750, top5_acc: 0.7930, loss_cls: 1.8154, loss: 2.9127, grad_norm: 5.4863 2021-07-20 16:59:38,372 - mmaction - INFO - Epoch [136][860/1879] lr: 4.603e-03, eta: 4:57:01, time: 0.593, data_time: 0.015, memory: 6921, loss_aux: 1.1110, top1_acc: 0.5684, top5_acc: 0.7875, loss_cls: 1.8051, loss: 2.9162, grad_norm: 5.4110 2021-07-20 16:59:50,222 - mmaction - INFO - Epoch [136][880/1879] lr: 4.596e-03, eta: 4:56:48, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.1077, top1_acc: 0.5691, top5_acc: 0.7852, loss_cls: 1.8324, loss: 2.9400, grad_norm: 5.4654 2021-07-20 17:00:03,551 - mmaction - INFO - Epoch [136][900/1879] lr: 4.589e-03, eta: 4:56:35, time: 0.665, data_time: 0.002, memory: 6921, loss_aux: 1.1076, top1_acc: 0.5914, top5_acc: 0.7855, loss_cls: 1.8091, loss: 2.9167, grad_norm: 5.3361 2021-07-20 17:00:22,082 - mmaction - INFO - Epoch [136][920/1879] lr: 4.583e-03, eta: 4:56:23, time: 0.929, data_time: 0.004, memory: 6921, loss_aux: 1.1339, top1_acc: 0.5727, top5_acc: 0.7809, loss_cls: 1.8626, loss: 2.9965, grad_norm: 5.4911 2021-07-20 17:00:35,519 - mmaction - INFO - Epoch [136][940/1879] lr: 4.576e-03, eta: 4:56:10, time: 0.669, data_time: 0.002, memory: 6921, loss_aux: 1.0953, top1_acc: 0.5734, top5_acc: 0.7891, loss_cls: 1.8188, loss: 2.9141, grad_norm: 5.4523 2021-07-20 17:00:47,257 - mmaction - INFO - Epoch [136][960/1879] lr: 4.569e-03, eta: 4:55:56, time: 0.589, data_time: 0.007, memory: 6921, loss_aux: 1.1398, top1_acc: 0.5578, top5_acc: 0.7832, loss_cls: 1.8780, loss: 3.0178, grad_norm: 5.6144 2021-07-20 17:00:59,686 - mmaction - INFO - Epoch [136][980/1879] lr: 4.563e-03, eta: 4:55:43, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.0900, top1_acc: 0.5785, top5_acc: 0.7863, loss_cls: 1.8052, loss: 2.8951, grad_norm: 5.4355 2021-07-20 17:01:12,631 - mmaction - INFO - Epoch [136][1000/1879] lr: 4.556e-03, eta: 4:55:30, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.0875, top1_acc: 0.5781, top5_acc: 0.7922, loss_cls: 1.7964, loss: 2.8839, grad_norm: 5.4487 2021-07-20 17:01:25,257 - mmaction - INFO - Epoch [136][1020/1879] lr: 4.550e-03, eta: 4:55:17, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.1164, top1_acc: 0.5781, top5_acc: 0.7832, loss_cls: 1.8480, loss: 2.9644, grad_norm: 5.3919 2021-07-20 17:01:38,131 - mmaction - INFO - Epoch [136][1040/1879] lr: 4.543e-03, eta: 4:55:04, time: 0.661, data_time: 0.022, memory: 6921, loss_aux: 1.0940, top1_acc: 0.5746, top5_acc: 0.7941, loss_cls: 1.8073, loss: 2.9013, grad_norm: 5.4684 2021-07-20 17:01:50,002 - mmaction - INFO - Epoch [136][1060/1879] lr: 4.536e-03, eta: 4:54:51, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.1430, top1_acc: 0.5625, top5_acc: 0.7812, loss_cls: 1.8896, loss: 3.0326, grad_norm: 5.4667 2021-07-20 17:02:01,692 - mmaction - INFO - Epoch [136][1080/1879] lr: 4.530e-03, eta: 4:54:38, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.1215, top1_acc: 0.5750, top5_acc: 0.7844, loss_cls: 1.8310, loss: 2.9525, grad_norm: 5.3953 2021-07-20 17:02:14,037 - mmaction - INFO - Epoch [136][1100/1879] lr: 4.523e-03, eta: 4:54:25, time: 0.618, data_time: 0.004, memory: 6921, loss_aux: 1.1262, top1_acc: 0.5691, top5_acc: 0.7816, loss_cls: 1.8580, loss: 2.9842, grad_norm: 5.4220 2021-07-20 17:02:27,516 - mmaction - INFO - Epoch [136][1120/1879] lr: 4.516e-03, eta: 4:54:12, time: 0.672, data_time: 0.003, memory: 6921, loss_aux: 1.0850, top1_acc: 0.5887, top5_acc: 0.7879, loss_cls: 1.7857, loss: 2.8707, grad_norm: 5.3190 2021-07-20 17:02:38,639 - mmaction - INFO - Epoch [136][1140/1879] lr: 4.510e-03, eta: 4:53:58, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.0976, top1_acc: 0.5773, top5_acc: 0.7844, loss_cls: 1.8092, loss: 2.9068, grad_norm: 5.3794 2021-07-20 17:02:52,788 - mmaction - INFO - Epoch [136][1160/1879] lr: 4.503e-03, eta: 4:53:46, time: 0.703, data_time: 0.008, memory: 6921, loss_aux: 1.1256, top1_acc: 0.5734, top5_acc: 0.7922, loss_cls: 1.8349, loss: 2.9606, grad_norm: 5.5745 2021-07-20 17:03:04,660 - mmaction - INFO - Epoch [136][1180/1879] lr: 4.496e-03, eta: 4:53:32, time: 0.594, data_time: 0.010, memory: 6921, loss_aux: 1.0797, top1_acc: 0.5734, top5_acc: 0.8012, loss_cls: 1.7978, loss: 2.8775, grad_norm: 5.4800 2021-07-20 17:03:22,377 - mmaction - INFO - Epoch [136][1200/1879] lr: 4.490e-03, eta: 4:53:20, time: 0.887, data_time: 0.012, memory: 6921, loss_aux: 1.1143, top1_acc: 0.5781, top5_acc: 0.7898, loss_cls: 1.8313, loss: 2.9456, grad_norm: 5.4592 2021-07-20 17:03:33,646 - mmaction - INFO - Epoch [136][1220/1879] lr: 4.483e-03, eta: 4:53:07, time: 0.566, data_time: 0.007, memory: 6921, loss_aux: 1.0937, top1_acc: 0.5676, top5_acc: 0.7949, loss_cls: 1.8084, loss: 2.9021, grad_norm: 5.4393 2021-07-20 17:03:47,406 - mmaction - INFO - Epoch [136][1240/1879] lr: 4.477e-03, eta: 4:52:54, time: 0.687, data_time: 0.002, memory: 6921, loss_aux: 1.1092, top1_acc: 0.5664, top5_acc: 0.7953, loss_cls: 1.8329, loss: 2.9422, grad_norm: 5.4000 2021-07-20 17:04:00,606 - mmaction - INFO - Epoch [136][1260/1879] lr: 4.470e-03, eta: 4:52:41, time: 0.660, data_time: 0.005, memory: 6921, loss_aux: 1.0953, top1_acc: 0.5875, top5_acc: 0.7980, loss_cls: 1.7920, loss: 2.8873, grad_norm: 5.3711 2021-07-20 17:04:14,732 - mmaction - INFO - Epoch [136][1280/1879] lr: 4.463e-03, eta: 4:52:28, time: 0.707, data_time: 0.003, memory: 6921, loss_aux: 1.0925, top1_acc: 0.5820, top5_acc: 0.7910, loss_cls: 1.7995, loss: 2.8919, grad_norm: 5.3876 2021-07-20 17:04:32,729 - mmaction - INFO - Epoch [136][1300/1879] lr: 4.457e-03, eta: 4:52:15, time: 0.896, data_time: 0.003, memory: 6921, loss_aux: 1.0655, top1_acc: 0.5875, top5_acc: 0.8027, loss_cls: 1.7553, loss: 2.8208, grad_norm: 5.4400 2021-07-20 17:04:44,074 - mmaction - INFO - Epoch [136][1320/1879] lr: 4.450e-03, eta: 4:52:02, time: 0.562, data_time: 0.007, memory: 6921, loss_aux: 1.1408, top1_acc: 0.5617, top5_acc: 0.7824, loss_cls: 1.8662, loss: 3.0069, grad_norm: 5.4493 2021-07-20 17:05:00,859 - mmaction - INFO - Epoch [136][1340/1879] lr: 4.444e-03, eta: 4:51:49, time: 0.849, data_time: 0.032, memory: 6921, loss_aux: 1.1416, top1_acc: 0.5574, top5_acc: 0.7824, loss_cls: 1.8808, loss: 3.0224, grad_norm: 5.4384 2021-07-20 17:05:15,783 - mmaction - INFO - Epoch [136][1360/1879] lr: 4.437e-03, eta: 4:51:36, time: 0.746, data_time: 0.003, memory: 6921, loss_aux: 1.1252, top1_acc: 0.5633, top5_acc: 0.7781, loss_cls: 1.8545, loss: 2.9797, grad_norm: 5.4350 2021-07-20 17:05:29,025 - mmaction - INFO - Epoch [136][1380/1879] lr: 4.431e-03, eta: 4:51:23, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.1111, top1_acc: 0.5855, top5_acc: 0.7973, loss_cls: 1.7740, loss: 2.8850, grad_norm: 5.4847 2021-07-20 17:05:42,402 - mmaction - INFO - Epoch [136][1400/1879] lr: 4.424e-03, eta: 4:51:10, time: 0.695, data_time: 0.032, memory: 6921, loss_aux: 1.1083, top1_acc: 0.5750, top5_acc: 0.7863, loss_cls: 1.8390, loss: 2.9473, grad_norm: 5.5478 2021-07-20 17:05:58,770 - mmaction - INFO - Epoch [136][1420/1879] lr: 4.418e-03, eta: 4:50:58, time: 0.818, data_time: 0.002, memory: 6921, loss_aux: 1.0992, top1_acc: 0.5848, top5_acc: 0.7910, loss_cls: 1.8159, loss: 2.9151, grad_norm: 5.4957 2021-07-20 17:06:10,144 - mmaction - INFO - Epoch [136][1440/1879] lr: 4.411e-03, eta: 4:50:44, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.1038, top1_acc: 0.5852, top5_acc: 0.7984, loss_cls: 1.7971, loss: 2.9009, grad_norm: 5.5173 2021-07-20 17:06:26,695 - mmaction - INFO - Epoch [136][1460/1879] lr: 4.404e-03, eta: 4:50:32, time: 0.825, data_time: 0.003, memory: 6921, loss_aux: 1.1312, top1_acc: 0.5613, top5_acc: 0.7832, loss_cls: 1.8860, loss: 3.0172, grad_norm: 5.4871 2021-07-20 17:06:39,395 - mmaction - INFO - Epoch [136][1480/1879] lr: 4.398e-03, eta: 4:50:19, time: 0.576, data_time: 0.007, memory: 6921, loss_aux: 1.0873, top1_acc: 0.5914, top5_acc: 0.7902, loss_cls: 1.7828, loss: 2.8702, grad_norm: 5.4161 2021-07-20 17:06:54,264 - mmaction - INFO - Epoch [136][1500/1879] lr: 4.391e-03, eta: 4:50:06, time: 0.804, data_time: 0.063, memory: 6921, loss_aux: 1.0666, top1_acc: 0.5926, top5_acc: 0.7977, loss_cls: 1.7286, loss: 2.7952, grad_norm: 5.3962 2021-07-20 17:07:05,696 - mmaction - INFO - Epoch [136][1520/1879] lr: 4.385e-03, eta: 4:49:53, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.1109, top1_acc: 0.5668, top5_acc: 0.7836, loss_cls: 1.8293, loss: 2.9402, grad_norm: 5.5959 2021-07-20 17:07:18,965 - mmaction - INFO - Epoch [136][1540/1879] lr: 4.378e-03, eta: 4:49:40, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.0949, top1_acc: 0.5750, top5_acc: 0.7902, loss_cls: 1.7829, loss: 2.8779, grad_norm: 5.4185 2021-07-20 17:07:31,164 - mmaction - INFO - Epoch [136][1560/1879] lr: 4.372e-03, eta: 4:49:26, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.0726, top1_acc: 0.5730, top5_acc: 0.7937, loss_cls: 1.8147, loss: 2.8873, grad_norm: 5.4052 2021-07-20 17:07:50,739 - mmaction - INFO - Epoch [136][1580/1879] lr: 4.365e-03, eta: 4:49:14, time: 0.977, data_time: 0.002, memory: 6921, loss_aux: 1.0690, top1_acc: 0.5957, top5_acc: 0.8059, loss_cls: 1.7319, loss: 2.8010, grad_norm: 5.3964 2021-07-20 17:08:14,370 - mmaction - INFO - Epoch [136][1600/1879] lr: 4.359e-03, eta: 4:49:02, time: 1.180, data_time: 0.004, memory: 6921, loss_aux: 1.1151, top1_acc: 0.5813, top5_acc: 0.7832, loss_cls: 1.8200, loss: 2.9351, grad_norm: 5.5556 2021-07-20 17:08:26,050 - mmaction - INFO - Epoch [136][1620/1879] lr: 4.352e-03, eta: 4:48:49, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.0980, top1_acc: 0.5836, top5_acc: 0.7945, loss_cls: 1.8113, loss: 2.9093, grad_norm: 5.5273 2021-07-20 17:08:37,782 - mmaction - INFO - Epoch [136][1640/1879] lr: 4.346e-03, eta: 4:48:36, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.0846, top1_acc: 0.5840, top5_acc: 0.7937, loss_cls: 1.7870, loss: 2.8717, grad_norm: 5.3730 2021-07-20 17:08:53,921 - mmaction - INFO - Epoch [136][1660/1879] lr: 4.339e-03, eta: 4:48:23, time: 0.805, data_time: 0.003, memory: 6921, loss_aux: 1.0949, top1_acc: 0.5703, top5_acc: 0.7773, loss_cls: 1.8306, loss: 2.9254, grad_norm: 5.4593 2021-07-20 17:09:05,123 - mmaction - INFO - Epoch [136][1680/1879] lr: 4.333e-03, eta: 4:48:10, time: 0.563, data_time: 0.004, memory: 6921, loss_aux: 1.0984, top1_acc: 0.5855, top5_acc: 0.7957, loss_cls: 1.8013, loss: 2.8997, grad_norm: 5.4921 2021-07-20 17:09:20,203 - mmaction - INFO - Epoch [136][1700/1879] lr: 4.326e-03, eta: 4:47:57, time: 0.753, data_time: 0.002, memory: 6921, loss_aux: 1.0616, top1_acc: 0.5848, top5_acc: 0.8043, loss_cls: 1.7615, loss: 2.8231, grad_norm: 5.5317 2021-07-20 17:09:33,541 - mmaction - INFO - Epoch [136][1720/1879] lr: 4.320e-03, eta: 4:47:44, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 1.1130, top1_acc: 0.5832, top5_acc: 0.7879, loss_cls: 1.8232, loss: 2.9363, grad_norm: 5.5685 2021-07-20 17:09:45,323 - mmaction - INFO - Epoch [136][1740/1879] lr: 4.313e-03, eta: 4:47:31, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.1427, top1_acc: 0.5695, top5_acc: 0.7871, loss_cls: 1.8637, loss: 3.0064, grad_norm: 5.6317 2021-07-20 17:09:57,589 - mmaction - INFO - Epoch [136][1760/1879] lr: 4.307e-03, eta: 4:47:18, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.0970, top1_acc: 0.5789, top5_acc: 0.7863, loss_cls: 1.8036, loss: 2.9006, grad_norm: 5.4222 2021-07-20 17:10:13,618 - mmaction - INFO - Epoch [136][1780/1879] lr: 4.300e-03, eta: 4:47:05, time: 0.801, data_time: 0.004, memory: 6921, loss_aux: 1.0913, top1_acc: 0.5754, top5_acc: 0.7902, loss_cls: 1.8016, loss: 2.8929, grad_norm: 5.4330 2021-07-20 17:10:26,507 - mmaction - INFO - Epoch [136][1800/1879] lr: 4.294e-03, eta: 4:46:52, time: 0.645, data_time: 0.003, memory: 6921, loss_aux: 1.1438, top1_acc: 0.5676, top5_acc: 0.7684, loss_cls: 1.9141, loss: 3.0579, grad_norm: 5.5806 2021-07-20 17:10:38,899 - mmaction - INFO - Epoch [136][1820/1879] lr: 4.287e-03, eta: 4:46:39, time: 0.620, data_time: 0.003, memory: 6921, loss_aux: 1.0441, top1_acc: 0.6066, top5_acc: 0.8039, loss_cls: 1.7112, loss: 2.7552, grad_norm: 5.3927 2021-07-20 17:10:51,216 - mmaction - INFO - Epoch [136][1840/1879] lr: 4.281e-03, eta: 4:46:26, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.0908, top1_acc: 0.5801, top5_acc: 0.7918, loss_cls: 1.8194, loss: 2.9102, grad_norm: 5.5596 2021-07-20 17:11:02,973 - mmaction - INFO - Epoch [136][1860/1879] lr: 4.274e-03, eta: 4:46:12, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.0791, top1_acc: 0.5813, top5_acc: 0.7973, loss_cls: 1.7714, loss: 2.8505, grad_norm: 5.4097 2021-07-20 17:11:13,314 - mmaction - INFO - Saving checkpoint at 136 epochs 2021-07-20 17:11:41,489 - mmaction - INFO - Epoch [137][20/1879] lr: 4.262e-03, eta: 4:45:47, time: 1.060, data_time: 0.160, memory: 6921, loss_aux: 1.0896, top1_acc: 0.5863, top5_acc: 0.7980, loss_cls: 1.7901, loss: 2.8797, grad_norm: 5.4485 2021-07-20 17:11:52,916 - mmaction - INFO - Epoch [137][40/1879] lr: 4.255e-03, eta: 4:45:33, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.0774, top1_acc: 0.5938, top5_acc: 0.7926, loss_cls: 1.7665, loss: 2.8439, grad_norm: 5.5105 2021-07-20 17:12:10,968 - mmaction - INFO - Epoch [137][60/1879] lr: 4.249e-03, eta: 4:45:21, time: 0.903, data_time: 0.002, memory: 6921, loss_aux: 1.1116, top1_acc: 0.5793, top5_acc: 0.7910, loss_cls: 1.7993, loss: 2.9109, grad_norm: 5.4829 2021-07-20 17:12:23,649 - mmaction - INFO - Epoch [137][80/1879] lr: 4.243e-03, eta: 4:45:08, time: 0.634, data_time: 0.003, memory: 6921, loss_aux: 1.0653, top1_acc: 0.5832, top5_acc: 0.7996, loss_cls: 1.7514, loss: 2.8167, grad_norm: 5.4309 2021-07-20 17:12:35,557 - mmaction - INFO - Epoch [137][100/1879] lr: 4.236e-03, eta: 4:44:55, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.1022, top1_acc: 0.5805, top5_acc: 0.7887, loss_cls: 1.8269, loss: 2.9291, grad_norm: 5.5530 2021-07-20 17:12:50,283 - mmaction - INFO - Epoch [137][120/1879] lr: 4.230e-03, eta: 4:44:42, time: 0.735, data_time: 0.003, memory: 6921, loss_aux: 1.0747, top1_acc: 0.5941, top5_acc: 0.7980, loss_cls: 1.7679, loss: 2.8426, grad_norm: 5.3691 2021-07-20 17:13:02,939 - mmaction - INFO - Epoch [137][140/1879] lr: 4.223e-03, eta: 4:44:29, time: 0.634, data_time: 0.005, memory: 6921, loss_aux: 1.0651, top1_acc: 0.5961, top5_acc: 0.8078, loss_cls: 1.7296, loss: 2.7947, grad_norm: 5.4211 2021-07-20 17:13:14,486 - mmaction - INFO - Epoch [137][160/1879] lr: 4.217e-03, eta: 4:44:15, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.0698, top1_acc: 0.6008, top5_acc: 0.8000, loss_cls: 1.7509, loss: 2.8207, grad_norm: 5.4406 2021-07-20 17:13:27,960 - mmaction - INFO - Epoch [137][180/1879] lr: 4.211e-03, eta: 4:44:02, time: 0.674, data_time: 0.003, memory: 6921, loss_aux: 1.0739, top1_acc: 0.5922, top5_acc: 0.7914, loss_cls: 1.7727, loss: 2.8466, grad_norm: 5.6337 2021-07-20 17:13:39,391 - mmaction - INFO - Epoch [137][200/1879] lr: 4.204e-03, eta: 4:43:49, time: 0.571, data_time: 0.002, memory: 6921, loss_aux: 1.1087, top1_acc: 0.5875, top5_acc: 0.7902, loss_cls: 1.8116, loss: 2.9203, grad_norm: 5.5759 2021-07-20 17:13:52,728 - mmaction - INFO - Epoch [137][220/1879] lr: 4.198e-03, eta: 4:43:36, time: 0.667, data_time: 0.003, memory: 6921, loss_aux: 1.0850, top1_acc: 0.5809, top5_acc: 0.7957, loss_cls: 1.7871, loss: 2.8721, grad_norm: 5.5855 2021-07-20 17:14:05,018 - mmaction - INFO - Epoch [137][240/1879] lr: 4.191e-03, eta: 4:43:23, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.1092, top1_acc: 0.5641, top5_acc: 0.7863, loss_cls: 1.8423, loss: 2.9516, grad_norm: 5.6631 2021-07-20 17:14:16,502 - mmaction - INFO - Epoch [137][260/1879] lr: 4.185e-03, eta: 4:43:10, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.1064, top1_acc: 0.5805, top5_acc: 0.7941, loss_cls: 1.7940, loss: 2.9004, grad_norm: 5.4585 2021-07-20 17:14:28,178 - mmaction - INFO - Epoch [137][280/1879] lr: 4.179e-03, eta: 4:42:57, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.0699, top1_acc: 0.5859, top5_acc: 0.7926, loss_cls: 1.7600, loss: 2.8299, grad_norm: 5.4485 2021-07-20 17:14:39,444 - mmaction - INFO - Epoch [137][300/1879] lr: 4.172e-03, eta: 4:42:43, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.0964, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7928, loss: 2.8893, grad_norm: 5.5157 2021-07-20 17:14:50,982 - mmaction - INFO - Epoch [137][320/1879] lr: 4.166e-03, eta: 4:42:30, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.0995, top1_acc: 0.5770, top5_acc: 0.7891, loss_cls: 1.8119, loss: 2.9114, grad_norm: 5.4914 2021-07-20 17:15:03,757 - mmaction - INFO - Epoch [137][340/1879] lr: 4.160e-03, eta: 4:42:17, time: 0.636, data_time: 0.001, memory: 6921, loss_aux: 1.0724, top1_acc: 0.5844, top5_acc: 0.8090, loss_cls: 1.7389, loss: 2.8113, grad_norm: 5.5275 2021-07-20 17:15:15,272 - mmaction - INFO - Epoch [137][360/1879] lr: 4.153e-03, eta: 4:42:04, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.1057, top1_acc: 0.5879, top5_acc: 0.7906, loss_cls: 1.7913, loss: 2.8970, grad_norm: 5.5887 2021-07-20 17:15:30,097 - mmaction - INFO - Epoch [137][380/1879] lr: 4.147e-03, eta: 4:41:51, time: 0.741, data_time: 0.004, memory: 6921, loss_aux: 1.0863, top1_acc: 0.5996, top5_acc: 0.7945, loss_cls: 1.7432, loss: 2.8295, grad_norm: 5.4938 2021-07-20 17:15:42,887 - mmaction - INFO - Epoch [137][400/1879] lr: 4.140e-03, eta: 4:41:38, time: 0.639, data_time: 0.004, memory: 6921, loss_aux: 1.1022, top1_acc: 0.5797, top5_acc: 0.7949, loss_cls: 1.8104, loss: 2.9126, grad_norm: 5.6069 2021-07-20 17:15:54,315 - mmaction - INFO - Epoch [137][420/1879] lr: 4.134e-03, eta: 4:41:25, time: 0.573, data_time: 0.004, memory: 6921, loss_aux: 1.0888, top1_acc: 0.5844, top5_acc: 0.7957, loss_cls: 1.7733, loss: 2.8621, grad_norm: 5.5390 2021-07-20 17:16:06,448 - mmaction - INFO - Epoch [137][440/1879] lr: 4.128e-03, eta: 4:41:12, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.1185, top1_acc: 0.5730, top5_acc: 0.7785, loss_cls: 1.8412, loss: 2.9597, grad_norm: 5.6190 2021-07-20 17:16:21,306 - mmaction - INFO - Epoch [137][460/1879] lr: 4.121e-03, eta: 4:40:59, time: 0.743, data_time: 0.002, memory: 6921, loss_aux: 1.0991, top1_acc: 0.5813, top5_acc: 0.7844, loss_cls: 1.8170, loss: 2.9161, grad_norm: 5.4649 2021-07-20 17:16:35,115 - mmaction - INFO - Epoch [137][480/1879] lr: 4.115e-03, eta: 4:40:46, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.1261, top1_acc: 0.5680, top5_acc: 0.7832, loss_cls: 1.8781, loss: 3.0042, grad_norm: 5.6028 2021-07-20 17:16:49,588 - mmaction - INFO - Epoch [137][500/1879] lr: 4.109e-03, eta: 4:40:33, time: 0.782, data_time: 0.060, memory: 6921, loss_aux: 1.1043, top1_acc: 0.5789, top5_acc: 0.7812, loss_cls: 1.8369, loss: 2.9412, grad_norm: 5.5364 2021-07-20 17:17:02,352 - mmaction - INFO - Epoch [137][520/1879] lr: 4.102e-03, eta: 4:40:20, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.0664, top1_acc: 0.5969, top5_acc: 0.8023, loss_cls: 1.7546, loss: 2.8210, grad_norm: 5.5868 2021-07-20 17:17:18,294 - mmaction - INFO - Epoch [137][540/1879] lr: 4.096e-03, eta: 4:40:07, time: 0.842, data_time: 0.060, memory: 6921, loss_aux: 1.1018, top1_acc: 0.5813, top5_acc: 0.8004, loss_cls: 1.8104, loss: 2.9122, grad_norm: 5.5514 2021-07-20 17:17:29,416 - mmaction - INFO - Epoch [137][560/1879] lr: 4.090e-03, eta: 4:39:54, time: 0.557, data_time: 0.003, memory: 6921, loss_aux: 1.1099, top1_acc: 0.5828, top5_acc: 0.7984, loss_cls: 1.8173, loss: 2.9272, grad_norm: 5.5371 2021-07-20 17:17:46,614 - mmaction - INFO - Epoch [137][580/1879] lr: 4.084e-03, eta: 4:39:41, time: 0.861, data_time: 0.003, memory: 6921, loss_aux: 1.0744, top1_acc: 0.5785, top5_acc: 0.7984, loss_cls: 1.7721, loss: 2.8465, grad_norm: 5.5747 2021-07-20 17:17:58,497 - mmaction - INFO - Epoch [137][600/1879] lr: 4.077e-03, eta: 4:39:28, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.1011, top1_acc: 0.5715, top5_acc: 0.7875, loss_cls: 1.8477, loss: 2.9487, grad_norm: 5.5769 2021-07-20 17:18:14,633 - mmaction - INFO - Epoch [137][620/1879] lr: 4.071e-03, eta: 4:39:15, time: 0.806, data_time: 0.003, memory: 6921, loss_aux: 1.1020, top1_acc: 0.5840, top5_acc: 0.7937, loss_cls: 1.8103, loss: 2.9123, grad_norm: 5.5921 2021-07-20 17:18:28,954 - mmaction - INFO - Epoch [137][640/1879] lr: 4.065e-03, eta: 4:39:02, time: 0.713, data_time: 0.006, memory: 6921, loss_aux: 1.0767, top1_acc: 0.5922, top5_acc: 0.8000, loss_cls: 1.7473, loss: 2.8240, grad_norm: 5.4210 2021-07-20 17:18:41,722 - mmaction - INFO - Epoch [137][660/1879] lr: 4.058e-03, eta: 4:38:49, time: 0.641, data_time: 0.006, memory: 6921, loss_aux: 1.1133, top1_acc: 0.5680, top5_acc: 0.7906, loss_cls: 1.8289, loss: 2.9422, grad_norm: 5.6279 2021-07-20 17:18:59,057 - mmaction - INFO - Epoch [137][680/1879] lr: 4.052e-03, eta: 4:38:37, time: 0.867, data_time: 0.003, memory: 6921, loss_aux: 1.0984, top1_acc: 0.5883, top5_acc: 0.8012, loss_cls: 1.7874, loss: 2.8858, grad_norm: 5.5590 2021-07-20 17:19:10,964 - mmaction - INFO - Epoch [137][700/1879] lr: 4.046e-03, eta: 4:38:24, time: 0.596, data_time: 0.014, memory: 6921, loss_aux: 1.1350, top1_acc: 0.5676, top5_acc: 0.7797, loss_cls: 1.8753, loss: 3.0103, grad_norm: 5.5210 2021-07-20 17:19:26,500 - mmaction - INFO - Epoch [137][720/1879] lr: 4.039e-03, eta: 4:38:11, time: 0.777, data_time: 0.004, memory: 6921, loss_aux: 1.0681, top1_acc: 0.5883, top5_acc: 0.7934, loss_cls: 1.7491, loss: 2.8172, grad_norm: 5.3748 2021-07-20 17:19:44,302 - mmaction - INFO - Epoch [137][740/1879] lr: 4.033e-03, eta: 4:37:58, time: 0.887, data_time: 0.003, memory: 6921, loss_aux: 1.1099, top1_acc: 0.5777, top5_acc: 0.7945, loss_cls: 1.8095, loss: 2.9195, grad_norm: 5.5813 2021-07-20 17:19:56,956 - mmaction - INFO - Epoch [137][760/1879] lr: 4.027e-03, eta: 4:37:45, time: 0.636, data_time: 0.007, memory: 6921, loss_aux: 1.0894, top1_acc: 0.5723, top5_acc: 0.7977, loss_cls: 1.7929, loss: 2.8823, grad_norm: 5.5259 2021-07-20 17:20:09,168 - mmaction - INFO - Epoch [137][780/1879] lr: 4.021e-03, eta: 4:37:32, time: 0.611, data_time: 0.002, memory: 6921, loss_aux: 1.0977, top1_acc: 0.5938, top5_acc: 0.7914, loss_cls: 1.7873, loss: 2.8850, grad_norm: 5.4342 2021-07-20 17:20:23,611 - mmaction - INFO - Epoch [137][800/1879] lr: 4.014e-03, eta: 4:37:19, time: 0.722, data_time: 0.002, memory: 6921, loss_aux: 1.0927, top1_acc: 0.5855, top5_acc: 0.7992, loss_cls: 1.7971, loss: 2.8898, grad_norm: 5.5283 2021-07-20 17:20:35,928 - mmaction - INFO - Epoch [137][820/1879] lr: 4.008e-03, eta: 4:37:06, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.0892, top1_acc: 0.5840, top5_acc: 0.7934, loss_cls: 1.8013, loss: 2.8905, grad_norm: 5.5264 2021-07-20 17:20:47,568 - mmaction - INFO - Epoch [137][840/1879] lr: 4.002e-03, eta: 4:36:53, time: 0.582, data_time: 0.003, memory: 6921, loss_aux: 1.0794, top1_acc: 0.5988, top5_acc: 0.7988, loss_cls: 1.7519, loss: 2.8313, grad_norm: 5.4540 2021-07-20 17:20:59,388 - mmaction - INFO - Epoch [137][860/1879] lr: 3.996e-03, eta: 4:36:40, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.0984, top1_acc: 0.5883, top5_acc: 0.8035, loss_cls: 1.7659, loss: 2.8644, grad_norm: 5.5229 2021-07-20 17:21:11,051 - mmaction - INFO - Epoch [137][880/1879] lr: 3.989e-03, eta: 4:36:26, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.0698, top1_acc: 0.5742, top5_acc: 0.7926, loss_cls: 1.7730, loss: 2.8429, grad_norm: 5.5198 2021-07-20 17:21:24,809 - mmaction - INFO - Epoch [137][900/1879] lr: 3.983e-03, eta: 4:36:13, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.0818, top1_acc: 0.5816, top5_acc: 0.7902, loss_cls: 1.7828, loss: 2.8646, grad_norm: 5.4448 2021-07-20 17:21:38,283 - mmaction - INFO - Epoch [137][920/1879] lr: 3.977e-03, eta: 4:36:00, time: 0.672, data_time: 0.007, memory: 6921, loss_aux: 1.0574, top1_acc: 0.5918, top5_acc: 0.8098, loss_cls: 1.7285, loss: 2.7859, grad_norm: 5.4127 2021-07-20 17:21:51,425 - mmaction - INFO - Epoch [137][940/1879] lr: 3.971e-03, eta: 4:35:47, time: 0.657, data_time: 0.004, memory: 6921, loss_aux: 1.0903, top1_acc: 0.5777, top5_acc: 0.7824, loss_cls: 1.8149, loss: 2.9052, grad_norm: 5.5393 2021-07-20 17:22:03,386 - mmaction - INFO - Epoch [137][960/1879] lr: 3.965e-03, eta: 4:35:34, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.0756, top1_acc: 0.5914, top5_acc: 0.7945, loss_cls: 1.7588, loss: 2.8344, grad_norm: 5.5075 2021-07-20 17:22:15,568 - mmaction - INFO - Epoch [137][980/1879] lr: 3.958e-03, eta: 4:35:21, time: 0.612, data_time: 0.006, memory: 6921, loss_aux: 1.0642, top1_acc: 0.5898, top5_acc: 0.7926, loss_cls: 1.7682, loss: 2.8325, grad_norm: 5.5552 2021-07-20 17:22:33,652 - mmaction - INFO - Epoch [137][1000/1879] lr: 3.952e-03, eta: 4:35:09, time: 0.903, data_time: 0.004, memory: 6921, loss_aux: 1.0941, top1_acc: 0.5809, top5_acc: 0.7937, loss_cls: 1.7921, loss: 2.8862, grad_norm: 5.5300 2021-07-20 17:22:45,345 - mmaction - INFO - Epoch [137][1020/1879] lr: 3.946e-03, eta: 4:34:55, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.1088, top1_acc: 0.5668, top5_acc: 0.7949, loss_cls: 1.8138, loss: 2.9226, grad_norm: 5.5798 2021-07-20 17:23:00,178 - mmaction - INFO - Epoch [137][1040/1879] lr: 3.940e-03, eta: 4:34:42, time: 0.737, data_time: 0.002, memory: 6921, loss_aux: 1.0856, top1_acc: 0.5848, top5_acc: 0.7910, loss_cls: 1.7815, loss: 2.8672, grad_norm: 5.5133 2021-07-20 17:23:11,756 - mmaction - INFO - Epoch [137][1060/1879] lr: 3.934e-03, eta: 4:34:29, time: 0.583, data_time: 0.008, memory: 6921, loss_aux: 1.0804, top1_acc: 0.5918, top5_acc: 0.7930, loss_cls: 1.7565, loss: 2.8369, grad_norm: 5.4233 2021-07-20 17:23:25,957 - mmaction - INFO - Epoch [137][1080/1879] lr: 3.927e-03, eta: 4:34:16, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.0891, top1_acc: 0.5793, top5_acc: 0.7922, loss_cls: 1.7945, loss: 2.8836, grad_norm: 5.5532 2021-07-20 17:23:40,594 - mmaction - INFO - Epoch [137][1100/1879] lr: 3.921e-03, eta: 4:34:03, time: 0.732, data_time: 0.003, memory: 6921, loss_aux: 1.0547, top1_acc: 0.5957, top5_acc: 0.8016, loss_cls: 1.7236, loss: 2.7783, grad_norm: 5.4883 2021-07-20 17:23:56,396 - mmaction - INFO - Epoch [137][1120/1879] lr: 3.915e-03, eta: 4:33:51, time: 0.790, data_time: 0.003, memory: 6921, loss_aux: 1.0715, top1_acc: 0.5934, top5_acc: 0.7961, loss_cls: 1.7303, loss: 2.8019, grad_norm: 5.5077 2021-07-20 17:24:07,703 - mmaction - INFO - Epoch [137][1140/1879] lr: 3.909e-03, eta: 4:33:37, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.1018, top1_acc: 0.5785, top5_acc: 0.7816, loss_cls: 1.8232, loss: 2.9250, grad_norm: 5.5684 2021-07-20 17:24:19,172 - mmaction - INFO - Epoch [137][1160/1879] lr: 3.903e-03, eta: 4:33:24, time: 0.573, data_time: 0.005, memory: 6921, loss_aux: 1.0650, top1_acc: 0.5941, top5_acc: 0.8023, loss_cls: 1.7320, loss: 2.7971, grad_norm: 5.5135 2021-07-20 17:24:31,109 - mmaction - INFO - Epoch [137][1180/1879] lr: 3.896e-03, eta: 4:33:11, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.1331, top1_acc: 0.5645, top5_acc: 0.7805, loss_cls: 1.8537, loss: 2.9868, grad_norm: 5.5936 2021-07-20 17:24:43,902 - mmaction - INFO - Epoch [137][1200/1879] lr: 3.890e-03, eta: 4:32:58, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.0802, top1_acc: 0.5836, top5_acc: 0.7973, loss_cls: 1.7650, loss: 2.8451, grad_norm: 5.5670 2021-07-20 17:25:00,330 - mmaction - INFO - Epoch [137][1220/1879] lr: 3.884e-03, eta: 4:32:45, time: 0.822, data_time: 0.005, memory: 6921, loss_aux: 1.1242, top1_acc: 0.5777, top5_acc: 0.7746, loss_cls: 1.8839, loss: 3.0082, grad_norm: 5.6037 2021-07-20 17:25:11,747 - mmaction - INFO - Epoch [137][1240/1879] lr: 3.878e-03, eta: 4:32:32, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.0898, top1_acc: 0.5828, top5_acc: 0.8008, loss_cls: 1.7512, loss: 2.8409, grad_norm: 5.5111 2021-07-20 17:25:26,918 - mmaction - INFO - Epoch [137][1260/1879] lr: 3.872e-03, eta: 4:32:19, time: 0.758, data_time: 0.002, memory: 6921, loss_aux: 1.0977, top1_acc: 0.5918, top5_acc: 0.8012, loss_cls: 1.7995, loss: 2.8972, grad_norm: 5.6366 2021-07-20 17:25:39,370 - mmaction - INFO - Epoch [137][1280/1879] lr: 3.866e-03, eta: 4:32:06, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.1045, top1_acc: 0.5824, top5_acc: 0.7875, loss_cls: 1.8143, loss: 2.9188, grad_norm: 5.4937 2021-07-20 17:25:53,238 - mmaction - INFO - Epoch [137][1300/1879] lr: 3.860e-03, eta: 4:31:53, time: 0.691, data_time: 0.002, memory: 6921, loss_aux: 1.0641, top1_acc: 0.5852, top5_acc: 0.8055, loss_cls: 1.7355, loss: 2.7996, grad_norm: 5.5055 2021-07-20 17:26:06,269 - mmaction - INFO - Epoch [137][1320/1879] lr: 3.853e-03, eta: 4:31:40, time: 0.653, data_time: 0.006, memory: 6921, loss_aux: 1.0667, top1_acc: 0.5910, top5_acc: 0.8020, loss_cls: 1.7408, loss: 2.8074, grad_norm: 5.5546 2021-07-20 17:26:18,158 - mmaction - INFO - Epoch [137][1340/1879] lr: 3.847e-03, eta: 4:31:27, time: 0.595, data_time: 0.004, memory: 6921, loss_aux: 1.1148, top1_acc: 0.5684, top5_acc: 0.7840, loss_cls: 1.8225, loss: 2.9373, grad_norm: 5.6129 2021-07-20 17:26:29,415 - mmaction - INFO - Epoch [137][1360/1879] lr: 3.841e-03, eta: 4:31:14, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.1051, top1_acc: 0.5898, top5_acc: 0.7848, loss_cls: 1.7917, loss: 2.8968, grad_norm: 5.4404 2021-07-20 17:26:43,855 - mmaction - INFO - Epoch [137][1380/1879] lr: 3.835e-03, eta: 4:31:01, time: 0.720, data_time: 0.002, memory: 6921, loss_aux: 1.0963, top1_acc: 0.5699, top5_acc: 0.7852, loss_cls: 1.8369, loss: 2.9332, grad_norm: 5.6085 2021-07-20 17:26:56,859 - mmaction - INFO - Epoch [137][1400/1879] lr: 3.829e-03, eta: 4:30:48, time: 0.649, data_time: 0.004, memory: 6921, loss_aux: 1.0666, top1_acc: 0.5941, top5_acc: 0.8027, loss_cls: 1.7345, loss: 2.8011, grad_norm: 5.4635 2021-07-20 17:27:11,870 - mmaction - INFO - Epoch [137][1420/1879] lr: 3.823e-03, eta: 4:30:35, time: 0.752, data_time: 0.006, memory: 6921, loss_aux: 1.0686, top1_acc: 0.5859, top5_acc: 0.8051, loss_cls: 1.7560, loss: 2.8245, grad_norm: 5.4524 2021-07-20 17:27:24,368 - mmaction - INFO - Epoch [137][1440/1879] lr: 3.817e-03, eta: 4:30:22, time: 0.627, data_time: 0.008, memory: 6921, loss_aux: 1.0959, top1_acc: 0.5777, top5_acc: 0.7875, loss_cls: 1.8002, loss: 2.8961, grad_norm: 5.5542 2021-07-20 17:27:39,488 - mmaction - INFO - Epoch [137][1460/1879] lr: 3.811e-03, eta: 4:30:09, time: 0.754, data_time: 0.004, memory: 6921, loss_aux: 1.0971, top1_acc: 0.5746, top5_acc: 0.7895, loss_cls: 1.8072, loss: 2.9043, grad_norm: 5.6088 2021-07-20 17:27:57,056 - mmaction - INFO - Epoch [137][1480/1879] lr: 3.805e-03, eta: 4:29:56, time: 0.879, data_time: 0.004, memory: 6921, loss_aux: 1.0806, top1_acc: 0.5883, top5_acc: 0.7887, loss_cls: 1.7937, loss: 2.8743, grad_norm: 5.5430 2021-07-20 17:28:10,514 - mmaction - INFO - Epoch [137][1500/1879] lr: 3.799e-03, eta: 4:29:43, time: 0.673, data_time: 0.004, memory: 6921, loss_aux: 1.1049, top1_acc: 0.5797, top5_acc: 0.7988, loss_cls: 1.8050, loss: 2.9099, grad_norm: 5.5626 2021-07-20 17:28:23,463 - mmaction - INFO - Epoch [137][1520/1879] lr: 3.792e-03, eta: 4:29:30, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.0790, top1_acc: 0.5859, top5_acc: 0.8000, loss_cls: 1.7535, loss: 2.8325, grad_norm: 5.5596 2021-07-20 17:28:37,096 - mmaction - INFO - Epoch [137][1540/1879] lr: 3.786e-03, eta: 4:29:17, time: 0.681, data_time: 0.002, memory: 6921, loss_aux: 1.0820, top1_acc: 0.5746, top5_acc: 0.7875, loss_cls: 1.7854, loss: 2.8674, grad_norm: 5.6192 2021-07-20 17:28:49,035 - mmaction - INFO - Epoch [137][1560/1879] lr: 3.780e-03, eta: 4:29:04, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.0919, top1_acc: 0.5848, top5_acc: 0.7945, loss_cls: 1.7842, loss: 2.8762, grad_norm: 5.5441 2021-07-20 17:29:00,999 - mmaction - INFO - Epoch [137][1580/1879] lr: 3.774e-03, eta: 4:28:51, time: 0.602, data_time: 0.007, memory: 6921, loss_aux: 1.0671, top1_acc: 0.5941, top5_acc: 0.8012, loss_cls: 1.7402, loss: 2.8073, grad_norm: 5.5023 2021-07-20 17:29:12,974 - mmaction - INFO - Epoch [137][1600/1879] lr: 3.768e-03, eta: 4:28:38, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.0622, top1_acc: 0.5875, top5_acc: 0.8016, loss_cls: 1.7342, loss: 2.7964, grad_norm: 5.4987 2021-07-20 17:29:25,556 - mmaction - INFO - Epoch [137][1620/1879] lr: 3.762e-03, eta: 4:28:25, time: 0.642, data_time: 0.015, memory: 6921, loss_aux: 1.0648, top1_acc: 0.5941, top5_acc: 0.8023, loss_cls: 1.7541, loss: 2.8189, grad_norm: 5.5651 2021-07-20 17:29:38,383 - mmaction - INFO - Epoch [137][1640/1879] lr: 3.756e-03, eta: 4:28:12, time: 0.627, data_time: 0.003, memory: 6921, loss_aux: 1.1018, top1_acc: 0.5820, top5_acc: 0.7965, loss_cls: 1.7960, loss: 2.8977, grad_norm: 5.5727 2021-07-20 17:29:50,174 - mmaction - INFO - Epoch [137][1660/1879] lr: 3.750e-03, eta: 4:27:59, time: 0.604, data_time: 0.016, memory: 6921, loss_aux: 1.1043, top1_acc: 0.5852, top5_acc: 0.7879, loss_cls: 1.8011, loss: 2.9053, grad_norm: 5.5709 2021-07-20 17:30:02,931 - mmaction - INFO - Epoch [137][1680/1879] lr: 3.744e-03, eta: 4:27:45, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.1146, top1_acc: 0.5707, top5_acc: 0.7875, loss_cls: 1.8314, loss: 2.9460, grad_norm: 5.6386 2021-07-20 17:30:18,462 - mmaction - INFO - Epoch [137][1700/1879] lr: 3.738e-03, eta: 4:27:33, time: 0.778, data_time: 0.007, memory: 6921, loss_aux: 1.0647, top1_acc: 0.5902, top5_acc: 0.7988, loss_cls: 1.7493, loss: 2.8141, grad_norm: 5.5091 2021-07-20 17:30:34,148 - mmaction - INFO - Epoch [137][1720/1879] lr: 3.732e-03, eta: 4:27:20, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.1268, top1_acc: 0.5695, top5_acc: 0.7832, loss_cls: 1.8436, loss: 2.9704, grad_norm: 5.5339 2021-07-20 17:30:47,306 - mmaction - INFO - Epoch [137][1740/1879] lr: 3.726e-03, eta: 4:27:07, time: 0.660, data_time: 0.006, memory: 6921, loss_aux: 1.1066, top1_acc: 0.5793, top5_acc: 0.7879, loss_cls: 1.8081, loss: 2.9148, grad_norm: 5.6412 2021-07-20 17:31:01,214 - mmaction - INFO - Epoch [137][1760/1879] lr: 3.720e-03, eta: 4:26:54, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.0958, top1_acc: 0.5930, top5_acc: 0.7992, loss_cls: 1.7494, loss: 2.8453, grad_norm: 5.4832 2021-07-20 17:31:13,000 - mmaction - INFO - Epoch [137][1780/1879] lr: 3.714e-03, eta: 4:26:41, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.0606, top1_acc: 0.6035, top5_acc: 0.7953, loss_cls: 1.7213, loss: 2.7819, grad_norm: 5.4415 2021-07-20 17:31:33,327 - mmaction - INFO - Epoch [137][1800/1879] lr: 3.708e-03, eta: 4:26:28, time: 1.014, data_time: 0.004, memory: 6921, loss_aux: 1.0680, top1_acc: 0.5855, top5_acc: 0.8055, loss_cls: 1.7330, loss: 2.8011, grad_norm: 5.5655 2021-07-20 17:31:45,686 - mmaction - INFO - Epoch [137][1820/1879] lr: 3.702e-03, eta: 4:26:15, time: 0.621, data_time: 0.020, memory: 6921, loss_aux: 1.0741, top1_acc: 0.5910, top5_acc: 0.8023, loss_cls: 1.7318, loss: 2.8059, grad_norm: 5.5659 2021-07-20 17:32:08,798 - mmaction - INFO - Epoch [137][1840/1879] lr: 3.696e-03, eta: 4:26:03, time: 1.152, data_time: 0.001, memory: 6921, loss_aux: 1.1003, top1_acc: 0.5820, top5_acc: 0.7953, loss_cls: 1.7892, loss: 2.8894, grad_norm: 5.5753 2021-07-20 17:32:19,938 - mmaction - INFO - Epoch [137][1860/1879] lr: 3.690e-03, eta: 4:25:50, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.1131, top1_acc: 0.5793, top5_acc: 0.8004, loss_cls: 1.8035, loss: 2.9166, grad_norm: 5.6184 2021-07-20 17:32:30,217 - mmaction - INFO - Saving checkpoint at 137 epochs 2021-07-20 17:32:53,724 - mmaction - INFO - Epoch [138][20/1879] lr: 3.678e-03, eta: 4:25:24, time: 0.786, data_time: 0.178, memory: 6921, loss_aux: 1.0708, top1_acc: 0.5953, top5_acc: 0.8000, loss_cls: 1.7420, loss: 2.8128, grad_norm: 5.5476 2021-07-20 17:33:06,557 - mmaction - INFO - Epoch [138][40/1879] lr: 3.672e-03, eta: 4:25:10, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.0702, top1_acc: 0.5879, top5_acc: 0.8047, loss_cls: 1.7178, loss: 2.7880, grad_norm: 5.3521 2021-07-20 17:33:19,374 - mmaction - INFO - Epoch [138][60/1879] lr: 3.666e-03, eta: 4:24:57, time: 0.645, data_time: 0.006, memory: 6921, loss_aux: 1.0418, top1_acc: 0.6109, top5_acc: 0.8145, loss_cls: 1.6986, loss: 2.7403, grad_norm: 5.3624 2021-07-20 17:33:32,861 - mmaction - INFO - Epoch [138][80/1879] lr: 3.660e-03, eta: 4:24:44, time: 0.673, data_time: 0.003, memory: 6921, loss_aux: 1.0564, top1_acc: 0.6004, top5_acc: 0.8156, loss_cls: 1.7080, loss: 2.7644, grad_norm: 5.5587 2021-07-20 17:33:49,800 - mmaction - INFO - Epoch [138][100/1879] lr: 3.654e-03, eta: 4:24:32, time: 0.847, data_time: 0.006, memory: 6921, loss_aux: 1.0650, top1_acc: 0.5875, top5_acc: 0.8043, loss_cls: 1.7495, loss: 2.8146, grad_norm: 5.6418 2021-07-20 17:34:04,440 - mmaction - INFO - Epoch [138][120/1879] lr: 3.648e-03, eta: 4:24:19, time: 0.731, data_time: 0.007, memory: 6921, loss_aux: 1.0439, top1_acc: 0.5930, top5_acc: 0.8023, loss_cls: 1.6847, loss: 2.7287, grad_norm: 5.4229 2021-07-20 17:34:16,395 - mmaction - INFO - Epoch [138][140/1879] lr: 3.642e-03, eta: 4:24:06, time: 0.601, data_time: 0.006, memory: 6921, loss_aux: 1.0723, top1_acc: 0.6055, top5_acc: 0.8027, loss_cls: 1.7317, loss: 2.8040, grad_norm: 5.5721 2021-07-20 17:34:29,081 - mmaction - INFO - Epoch [138][160/1879] lr: 3.636e-03, eta: 4:23:53, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.0873, top1_acc: 0.5914, top5_acc: 0.7937, loss_cls: 1.7638, loss: 2.8511, grad_norm: 5.6652 2021-07-20 17:34:42,634 - mmaction - INFO - Epoch [138][180/1879] lr: 3.630e-03, eta: 4:23:40, time: 0.654, data_time: 0.006, memory: 6921, loss_aux: 1.0628, top1_acc: 0.5934, top5_acc: 0.8078, loss_cls: 1.7299, loss: 2.7927, grad_norm: 5.5912 2021-07-20 17:34:55,267 - mmaction - INFO - Epoch [138][200/1879] lr: 3.624e-03, eta: 4:23:26, time: 0.657, data_time: 0.031, memory: 6921, loss_aux: 1.1074, top1_acc: 0.5766, top5_acc: 0.7906, loss_cls: 1.7980, loss: 2.9053, grad_norm: 5.6550 2021-07-20 17:35:10,349 - mmaction - INFO - Epoch [138][220/1879] lr: 3.618e-03, eta: 4:23:14, time: 0.754, data_time: 0.007, memory: 6921, loss_aux: 1.0774, top1_acc: 0.5918, top5_acc: 0.8047, loss_cls: 1.7374, loss: 2.8148, grad_norm: 5.5355 2021-07-20 17:35:28,955 - mmaction - INFO - Epoch [138][240/1879] lr: 3.612e-03, eta: 4:23:01, time: 0.928, data_time: 0.004, memory: 6921, loss_aux: 1.0738, top1_acc: 0.5965, top5_acc: 0.8043, loss_cls: 1.7348, loss: 2.8086, grad_norm: 5.5005 2021-07-20 17:35:40,284 - mmaction - INFO - Epoch [138][260/1879] lr: 3.607e-03, eta: 4:22:48, time: 0.568, data_time: 0.005, memory: 6921, loss_aux: 1.0899, top1_acc: 0.5840, top5_acc: 0.7910, loss_cls: 1.7861, loss: 2.8760, grad_norm: 5.6026 2021-07-20 17:36:01,678 - mmaction - INFO - Epoch [138][280/1879] lr: 3.601e-03, eta: 4:22:36, time: 1.065, data_time: 0.013, memory: 6921, loss_aux: 1.1086, top1_acc: 0.5855, top5_acc: 0.7848, loss_cls: 1.8342, loss: 2.9428, grad_norm: 5.6997 2021-07-20 17:36:13,607 - mmaction - INFO - Epoch [138][300/1879] lr: 3.595e-03, eta: 4:22:22, time: 0.600, data_time: 0.007, memory: 6921, loss_aux: 1.0521, top1_acc: 0.5934, top5_acc: 0.8086, loss_cls: 1.7155, loss: 2.7676, grad_norm: 5.5523 2021-07-20 17:36:27,910 - mmaction - INFO - Epoch [138][320/1879] lr: 3.589e-03, eta: 4:22:10, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.1028, top1_acc: 0.5680, top5_acc: 0.7855, loss_cls: 1.8129, loss: 2.9157, grad_norm: 5.6358 2021-07-20 17:36:45,282 - mmaction - INFO - Epoch [138][340/1879] lr: 3.583e-03, eta: 4:21:57, time: 0.866, data_time: 0.006, memory: 6921, loss_aux: 1.0650, top1_acc: 0.5906, top5_acc: 0.8043, loss_cls: 1.7265, loss: 2.7915, grad_norm: 5.5755 2021-07-20 17:36:56,755 - mmaction - INFO - Epoch [138][360/1879] lr: 3.577e-03, eta: 4:21:44, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.0684, top1_acc: 0.5918, top5_acc: 0.7988, loss_cls: 1.7515, loss: 2.8199, grad_norm: 5.5696 2021-07-20 17:37:09,356 - mmaction - INFO - Epoch [138][380/1879] lr: 3.571e-03, eta: 4:21:31, time: 0.629, data_time: 0.002, memory: 6921, loss_aux: 1.0675, top1_acc: 0.5961, top5_acc: 0.8008, loss_cls: 1.7544, loss: 2.8219, grad_norm: 5.6209 2021-07-20 17:37:21,583 - mmaction - INFO - Epoch [138][400/1879] lr: 3.565e-03, eta: 4:21:17, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.1099, top1_acc: 0.5824, top5_acc: 0.7926, loss_cls: 1.8263, loss: 2.9362, grad_norm: 5.7240 2021-07-20 17:37:36,577 - mmaction - INFO - Epoch [138][420/1879] lr: 3.559e-03, eta: 4:21:05, time: 0.749, data_time: 0.002, memory: 6921, loss_aux: 1.1031, top1_acc: 0.5816, top5_acc: 0.8000, loss_cls: 1.7839, loss: 2.8870, grad_norm: 5.6965 2021-07-20 17:38:00,605 - mmaction - INFO - Epoch [138][440/1879] lr: 3.553e-03, eta: 4:20:53, time: 1.199, data_time: 0.002, memory: 6921, loss_aux: 1.0831, top1_acc: 0.6039, top5_acc: 0.8008, loss_cls: 1.7492, loss: 2.8323, grad_norm: 5.7248 2021-07-20 17:38:14,851 - mmaction - INFO - Epoch [138][460/1879] lr: 3.547e-03, eta: 4:20:40, time: 0.715, data_time: 0.006, memory: 6921, loss_aux: 1.0535, top1_acc: 0.6086, top5_acc: 0.8098, loss_cls: 1.6930, loss: 2.7465, grad_norm: 5.5212 2021-07-20 17:38:31,829 - mmaction - INFO - Epoch [138][480/1879] lr: 3.542e-03, eta: 4:20:27, time: 0.849, data_time: 0.003, memory: 6921, loss_aux: 1.1001, top1_acc: 0.5859, top5_acc: 0.7891, loss_cls: 1.7840, loss: 2.8842, grad_norm: 5.5909 2021-07-20 17:38:43,755 - mmaction - INFO - Epoch [138][500/1879] lr: 3.536e-03, eta: 4:20:14, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.0635, top1_acc: 0.5883, top5_acc: 0.7984, loss_cls: 1.7549, loss: 2.8185, grad_norm: 5.5814 2021-07-20 17:38:59,548 - mmaction - INFO - Epoch [138][520/1879] lr: 3.530e-03, eta: 4:20:01, time: 0.788, data_time: 0.004, memory: 6921, loss_aux: 1.0863, top1_acc: 0.5871, top5_acc: 0.7965, loss_cls: 1.7618, loss: 2.8481, grad_norm: 5.6716 2021-07-20 17:39:15,221 - mmaction - INFO - Epoch [138][540/1879] lr: 3.524e-03, eta: 4:19:48, time: 0.658, data_time: 0.006, memory: 6921, loss_aux: 1.0752, top1_acc: 0.5953, top5_acc: 0.8047, loss_cls: 1.7535, loss: 2.8287, grad_norm: 5.5424 2021-07-20 17:39:43,177 - mmaction - INFO - Epoch [138][560/1879] lr: 3.518e-03, eta: 4:19:37, time: 1.524, data_time: 0.131, memory: 6921, loss_aux: 1.0927, top1_acc: 0.5781, top5_acc: 0.7949, loss_cls: 1.7968, loss: 2.8896, grad_norm: 5.6400 2021-07-20 17:39:58,178 - mmaction - INFO - Epoch [138][580/1879] lr: 3.512e-03, eta: 4:19:24, time: 0.749, data_time: 0.004, memory: 6921, loss_aux: 1.0803, top1_acc: 0.5668, top5_acc: 0.7926, loss_cls: 1.8240, loss: 2.9043, grad_norm: 5.7242 2021-07-20 17:40:18,744 - mmaction - INFO - Epoch [138][600/1879] lr: 3.506e-03, eta: 4:19:11, time: 1.031, data_time: 0.004, memory: 6921, loss_aux: 1.0672, top1_acc: 0.5844, top5_acc: 0.7941, loss_cls: 1.7472, loss: 2.8145, grad_norm: 5.5486 2021-07-20 17:40:31,717 - mmaction - INFO - Epoch [138][620/1879] lr: 3.500e-03, eta: 4:18:58, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.0852, top1_acc: 0.5844, top5_acc: 0.7906, loss_cls: 1.7770, loss: 2.8621, grad_norm: 5.6587 2021-07-20 17:40:44,787 - mmaction - INFO - Epoch [138][640/1879] lr: 3.495e-03, eta: 4:18:45, time: 0.650, data_time: 0.006, memory: 6921, loss_aux: 1.1145, top1_acc: 0.5605, top5_acc: 0.7895, loss_cls: 1.8505, loss: 2.9649, grad_norm: 5.6723 2021-07-20 17:40:58,660 - mmaction - INFO - Epoch [138][660/1879] lr: 3.489e-03, eta: 4:18:32, time: 0.700, data_time: 0.009, memory: 6921, loss_aux: 1.1180, top1_acc: 0.5680, top5_acc: 0.7816, loss_cls: 1.8531, loss: 2.9711, grad_norm: 5.6849 2021-07-20 17:41:15,039 - mmaction - INFO - Epoch [138][680/1879] lr: 3.483e-03, eta: 4:18:19, time: 0.816, data_time: 0.002, memory: 6921, loss_aux: 1.0927, top1_acc: 0.5785, top5_acc: 0.7984, loss_cls: 1.7780, loss: 2.8707, grad_norm: 5.5750 2021-07-20 17:41:29,779 - mmaction - INFO - Epoch [138][700/1879] lr: 3.477e-03, eta: 4:18:07, time: 0.739, data_time: 0.006, memory: 6921, loss_aux: 1.0797, top1_acc: 0.5895, top5_acc: 0.7945, loss_cls: 1.7638, loss: 2.8435, grad_norm: 5.6277 2021-07-20 17:41:42,630 - mmaction - INFO - Epoch [138][720/1879] lr: 3.471e-03, eta: 4:17:53, time: 0.643, data_time: 0.004, memory: 6921, loss_aux: 1.0965, top1_acc: 0.5984, top5_acc: 0.7832, loss_cls: 1.8004, loss: 2.8970, grad_norm: 5.6067 2021-07-20 17:41:57,215 - mmaction - INFO - Epoch [138][740/1879] lr: 3.466e-03, eta: 4:17:41, time: 0.727, data_time: 0.002, memory: 6921, loss_aux: 1.0606, top1_acc: 0.6023, top5_acc: 0.8074, loss_cls: 1.7071, loss: 2.7677, grad_norm: 5.5488 2021-07-20 17:42:09,474 - mmaction - INFO - Epoch [138][760/1879] lr: 3.460e-03, eta: 4:17:27, time: 0.615, data_time: 0.004, memory: 6921, loss_aux: 1.0856, top1_acc: 0.5770, top5_acc: 0.7926, loss_cls: 1.7870, loss: 2.8726, grad_norm: 5.6330 2021-07-20 17:42:23,576 - mmaction - INFO - Epoch [138][780/1879] lr: 3.454e-03, eta: 4:17:14, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.0690, top1_acc: 0.5883, top5_acc: 0.7980, loss_cls: 1.7505, loss: 2.8194, grad_norm: 5.6094 2021-07-20 17:42:35,236 - mmaction - INFO - Epoch [138][800/1879] lr: 3.448e-03, eta: 4:17:01, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.0426, top1_acc: 0.5914, top5_acc: 0.8082, loss_cls: 1.7094, loss: 2.7520, grad_norm: 5.6469 2021-07-20 17:42:49,938 - mmaction - INFO - Epoch [138][820/1879] lr: 3.442e-03, eta: 4:16:48, time: 0.735, data_time: 0.003, memory: 6921, loss_aux: 1.0609, top1_acc: 0.5891, top5_acc: 0.8121, loss_cls: 1.7071, loss: 2.7680, grad_norm: 5.5955 2021-07-20 17:43:01,342 - mmaction - INFO - Epoch [138][840/1879] lr: 3.436e-03, eta: 4:16:35, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.0896, top1_acc: 0.5828, top5_acc: 0.7848, loss_cls: 1.7881, loss: 2.8777, grad_norm: 5.6001 2021-07-20 17:43:12,632 - mmaction - INFO - Epoch [138][860/1879] lr: 3.431e-03, eta: 4:16:22, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.0638, top1_acc: 0.5852, top5_acc: 0.8125, loss_cls: 1.7187, loss: 2.7826, grad_norm: 5.5881 2021-07-20 17:43:28,107 - mmaction - INFO - Epoch [138][880/1879] lr: 3.425e-03, eta: 4:16:09, time: 0.780, data_time: 0.008, memory: 6921, loss_aux: 1.0580, top1_acc: 0.6008, top5_acc: 0.7996, loss_cls: 1.7101, loss: 2.7681, grad_norm: 5.6029 2021-07-20 17:43:40,813 - mmaction - INFO - Epoch [138][900/1879] lr: 3.419e-03, eta: 4:15:56, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.0586, top1_acc: 0.5930, top5_acc: 0.8008, loss_cls: 1.7375, loss: 2.7962, grad_norm: 5.6237 2021-07-20 17:43:54,417 - mmaction - INFO - Epoch [138][920/1879] lr: 3.413e-03, eta: 4:15:43, time: 0.680, data_time: 0.002, memory: 6921, loss_aux: 1.1055, top1_acc: 0.5809, top5_acc: 0.7840, loss_cls: 1.8109, loss: 2.9164, grad_norm: 5.6765 2021-07-20 17:44:06,264 - mmaction - INFO - Epoch [138][940/1879] lr: 3.408e-03, eta: 4:15:30, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.0921, top1_acc: 0.5820, top5_acc: 0.7969, loss_cls: 1.7803, loss: 2.8724, grad_norm: 5.6303 2021-07-20 17:44:18,944 - mmaction - INFO - Epoch [138][960/1879] lr: 3.402e-03, eta: 4:15:17, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.0603, top1_acc: 0.5973, top5_acc: 0.8035, loss_cls: 1.7207, loss: 2.7809, grad_norm: 5.4749 2021-07-20 17:44:30,915 - mmaction - INFO - Epoch [138][980/1879] lr: 3.396e-03, eta: 4:15:04, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.0702, top1_acc: 0.5898, top5_acc: 0.7980, loss_cls: 1.7551, loss: 2.8253, grad_norm: 5.5774 2021-07-20 17:44:42,460 - mmaction - INFO - Epoch [138][1000/1879] lr: 3.390e-03, eta: 4:14:50, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.1161, top1_acc: 0.5637, top5_acc: 0.7809, loss_cls: 1.8546, loss: 2.9707, grad_norm: 5.6682 2021-07-20 17:44:54,282 - mmaction - INFO - Epoch [138][1020/1879] lr: 3.385e-03, eta: 4:14:37, time: 0.590, data_time: 0.001, memory: 6921, loss_aux: 1.0619, top1_acc: 0.5930, top5_acc: 0.8066, loss_cls: 1.7489, loss: 2.8108, grad_norm: 5.6321 2021-07-20 17:45:06,768 - mmaction - INFO - Epoch [138][1040/1879] lr: 3.379e-03, eta: 4:14:24, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.0751, top1_acc: 0.6008, top5_acc: 0.7996, loss_cls: 1.7271, loss: 2.8022, grad_norm: 5.6625 2021-07-20 17:45:20,704 - mmaction - INFO - Epoch [138][1060/1879] lr: 3.373e-03, eta: 4:14:11, time: 0.692, data_time: 0.003, memory: 6921, loss_aux: 1.0842, top1_acc: 0.5848, top5_acc: 0.8020, loss_cls: 1.7448, loss: 2.8290, grad_norm: 5.5910 2021-07-20 17:45:32,456 - mmaction - INFO - Epoch [138][1080/1879] lr: 3.367e-03, eta: 4:13:58, time: 0.587, data_time: 0.007, memory: 6921, loss_aux: 1.1138, top1_acc: 0.5777, top5_acc: 0.7898, loss_cls: 1.8173, loss: 2.9311, grad_norm: 5.7023 2021-07-20 17:45:45,273 - mmaction - INFO - Epoch [138][1100/1879] lr: 3.362e-03, eta: 4:13:45, time: 0.644, data_time: 0.007, memory: 6921, loss_aux: 1.0520, top1_acc: 0.5969, top5_acc: 0.8031, loss_cls: 1.7091, loss: 2.7611, grad_norm: 5.5706 2021-07-20 17:45:57,396 - mmaction - INFO - Epoch [138][1120/1879] lr: 3.356e-03, eta: 4:13:32, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.0645, top1_acc: 0.5863, top5_acc: 0.7984, loss_cls: 1.7477, loss: 2.8122, grad_norm: 5.5953 2021-07-20 17:46:09,382 - mmaction - INFO - Epoch [138][1140/1879] lr: 3.350e-03, eta: 4:13:19, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.0901, top1_acc: 0.5730, top5_acc: 0.7930, loss_cls: 1.7745, loss: 2.8646, grad_norm: 5.6256 2021-07-20 17:46:21,793 - mmaction - INFO - Epoch [138][1160/1879] lr: 3.344e-03, eta: 4:13:06, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.0833, top1_acc: 0.5813, top5_acc: 0.7918, loss_cls: 1.7750, loss: 2.8583, grad_norm: 5.6135 2021-07-20 17:46:37,007 - mmaction - INFO - Epoch [138][1180/1879] lr: 3.339e-03, eta: 4:12:53, time: 0.761, data_time: 0.002, memory: 6921, loss_aux: 1.0385, top1_acc: 0.6016, top5_acc: 0.8027, loss_cls: 1.6976, loss: 2.7361, grad_norm: 5.5352 2021-07-20 17:46:48,309 - mmaction - INFO - Epoch [138][1200/1879] lr: 3.333e-03, eta: 4:12:39, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.0692, top1_acc: 0.5844, top5_acc: 0.8066, loss_cls: 1.7277, loss: 2.7970, grad_norm: 5.6752 2021-07-20 17:47:00,711 - mmaction - INFO - Epoch [138][1220/1879] lr: 3.327e-03, eta: 4:12:26, time: 0.621, data_time: 0.001, memory: 6921, loss_aux: 1.0629, top1_acc: 0.5988, top5_acc: 0.8035, loss_cls: 1.7405, loss: 2.8034, grad_norm: 5.6611 2021-07-20 17:47:12,516 - mmaction - INFO - Epoch [138][1240/1879] lr: 3.322e-03, eta: 4:12:13, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.0510, top1_acc: 0.6051, top5_acc: 0.8063, loss_cls: 1.6996, loss: 2.7506, grad_norm: 5.6001 2021-07-20 17:47:26,599 - mmaction - INFO - Epoch [138][1260/1879] lr: 3.316e-03, eta: 4:12:00, time: 0.703, data_time: 0.003, memory: 6921, loss_aux: 1.0550, top1_acc: 0.5953, top5_acc: 0.7980, loss_cls: 1.7311, loss: 2.7862, grad_norm: 5.5798 2021-07-20 17:47:38,712 - mmaction - INFO - Epoch [138][1280/1879] lr: 3.310e-03, eta: 4:11:47, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.0612, top1_acc: 0.6023, top5_acc: 0.7945, loss_cls: 1.7436, loss: 2.8049, grad_norm: 5.6064 2021-07-20 17:47:53,003 - mmaction - INFO - Epoch [138][1300/1879] lr: 3.304e-03, eta: 4:11:34, time: 0.715, data_time: 0.002, memory: 6921, loss_aux: 1.0915, top1_acc: 0.5840, top5_acc: 0.7937, loss_cls: 1.8038, loss: 2.8953, grad_norm: 5.6651 2021-07-20 17:48:13,141 - mmaction - INFO - Epoch [138][1320/1879] lr: 3.299e-03, eta: 4:11:22, time: 1.005, data_time: 0.002, memory: 6921, loss_aux: 1.0772, top1_acc: 0.5918, top5_acc: 0.8078, loss_cls: 1.7294, loss: 2.8067, grad_norm: 5.5680 2021-07-20 17:48:24,337 - mmaction - INFO - Epoch [138][1340/1879] lr: 3.293e-03, eta: 4:11:09, time: 0.561, data_time: 0.005, memory: 6921, loss_aux: 1.0786, top1_acc: 0.5934, top5_acc: 0.8074, loss_cls: 1.7374, loss: 2.8160, grad_norm: 5.6569 2021-07-20 17:48:35,884 - mmaction - INFO - Epoch [138][1360/1879] lr: 3.287e-03, eta: 4:10:55, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.0623, top1_acc: 0.5902, top5_acc: 0.8168, loss_cls: 1.7243, loss: 2.7866, grad_norm: 5.6347 2021-07-20 17:48:48,470 - mmaction - INFO - Epoch [138][1380/1879] lr: 3.282e-03, eta: 4:10:42, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.0889, top1_acc: 0.5828, top5_acc: 0.7910, loss_cls: 1.7818, loss: 2.8707, grad_norm: 5.6580 2021-07-20 17:49:00,321 - mmaction - INFO - Epoch [138][1400/1879] lr: 3.276e-03, eta: 4:10:29, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.0832, top1_acc: 0.5863, top5_acc: 0.7949, loss_cls: 1.7654, loss: 2.8486, grad_norm: 5.7643 2021-07-20 17:49:12,044 - mmaction - INFO - Epoch [138][1420/1879] lr: 3.270e-03, eta: 4:10:16, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.0992, top1_acc: 0.5848, top5_acc: 0.7820, loss_cls: 1.7944, loss: 2.8936, grad_norm: 5.6678 2021-07-20 17:49:23,880 - mmaction - INFO - Epoch [138][1440/1879] lr: 3.265e-03, eta: 4:10:03, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.1032, top1_acc: 0.5734, top5_acc: 0.7930, loss_cls: 1.7960, loss: 2.8992, grad_norm: 5.8868 2021-07-20 17:49:35,388 - mmaction - INFO - Epoch [138][1460/1879] lr: 3.259e-03, eta: 4:09:50, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.0745, top1_acc: 0.5852, top5_acc: 0.7934, loss_cls: 1.7866, loss: 2.8611, grad_norm: 5.6276 2021-07-20 17:49:48,913 - mmaction - INFO - Epoch [138][1480/1879] lr: 3.254e-03, eta: 4:09:37, time: 0.676, data_time: 0.002, memory: 6921, loss_aux: 1.0883, top1_acc: 0.5809, top5_acc: 0.7906, loss_cls: 1.8064, loss: 2.8948, grad_norm: 5.7309 2021-07-20 17:50:08,257 - mmaction - INFO - Epoch [138][1500/1879] lr: 3.248e-03, eta: 4:09:24, time: 0.965, data_time: 0.044, memory: 6921, loss_aux: 1.1196, top1_acc: 0.5727, top5_acc: 0.7855, loss_cls: 1.8291, loss: 2.9487, grad_norm: 5.7160 2021-07-20 17:50:28,786 - mmaction - INFO - Epoch [138][1520/1879] lr: 3.242e-03, eta: 4:09:12, time: 1.028, data_time: 0.005, memory: 6921, loss_aux: 1.0817, top1_acc: 0.5969, top5_acc: 0.8012, loss_cls: 1.7436, loss: 2.8253, grad_norm: 5.6168 2021-07-20 17:50:40,846 - mmaction - INFO - Epoch [138][1540/1879] lr: 3.237e-03, eta: 4:08:58, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.0539, top1_acc: 0.5977, top5_acc: 0.8066, loss_cls: 1.6864, loss: 2.7403, grad_norm: 5.4922 2021-07-20 17:50:53,837 - mmaction - INFO - Epoch [138][1560/1879] lr: 3.231e-03, eta: 4:08:45, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.0538, top1_acc: 0.6082, top5_acc: 0.8059, loss_cls: 1.7099, loss: 2.7637, grad_norm: 5.5893 2021-07-20 17:51:05,080 - mmaction - INFO - Epoch [138][1580/1879] lr: 3.225e-03, eta: 4:08:32, time: 0.565, data_time: 0.006, memory: 6921, loss_aux: 1.0658, top1_acc: 0.5965, top5_acc: 0.7973, loss_cls: 1.7403, loss: 2.8061, grad_norm: 5.6446 2021-07-20 17:51:16,589 - mmaction - INFO - Epoch [138][1600/1879] lr: 3.220e-03, eta: 4:08:19, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.0797, top1_acc: 0.6000, top5_acc: 0.8008, loss_cls: 1.7547, loss: 2.8344, grad_norm: 5.6294 2021-07-20 17:51:34,573 - mmaction - INFO - Epoch [138][1620/1879] lr: 3.214e-03, eta: 4:08:06, time: 0.896, data_time: 0.002, memory: 6921, loss_aux: 1.0453, top1_acc: 0.6082, top5_acc: 0.8059, loss_cls: 1.6869, loss: 2.7321, grad_norm: 5.5201 2021-07-20 17:51:46,101 - mmaction - INFO - Epoch [138][1640/1879] lr: 3.209e-03, eta: 4:07:53, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.0830, top1_acc: 0.5773, top5_acc: 0.7957, loss_cls: 1.7768, loss: 2.8598, grad_norm: 5.6055 2021-07-20 17:52:05,621 - mmaction - INFO - Epoch [138][1660/1879] lr: 3.203e-03, eta: 4:07:41, time: 0.973, data_time: 0.004, memory: 6921, loss_aux: 1.0989, top1_acc: 0.5742, top5_acc: 0.7941, loss_cls: 1.7988, loss: 2.8976, grad_norm: 5.6900 2021-07-20 17:52:17,165 - mmaction - INFO - Epoch [138][1680/1879] lr: 3.197e-03, eta: 4:07:28, time: 0.581, data_time: 0.007, memory: 6921, loss_aux: 1.0841, top1_acc: 0.5980, top5_acc: 0.7941, loss_cls: 1.7564, loss: 2.8404, grad_norm: 5.5910 2021-07-20 17:52:31,455 - mmaction - INFO - Epoch [138][1700/1879] lr: 3.192e-03, eta: 4:07:15, time: 0.714, data_time: 0.002, memory: 6921, loss_aux: 1.1010, top1_acc: 0.5742, top5_acc: 0.7898, loss_cls: 1.7907, loss: 2.8917, grad_norm: 5.7606 2021-07-20 17:52:43,844 - mmaction - INFO - Epoch [138][1720/1879] lr: 3.186e-03, eta: 4:07:01, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 1.1242, top1_acc: 0.5723, top5_acc: 0.7887, loss_cls: 1.8611, loss: 2.9854, grad_norm: 5.8471 2021-07-20 17:52:57,982 - mmaction - INFO - Epoch [138][1740/1879] lr: 3.181e-03, eta: 4:06:49, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.1000, top1_acc: 0.5668, top5_acc: 0.7957, loss_cls: 1.8121, loss: 2.9120, grad_norm: 5.7243 2021-07-20 17:53:09,344 - mmaction - INFO - Epoch [138][1760/1879] lr: 3.175e-03, eta: 4:06:35, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.1036, top1_acc: 0.5898, top5_acc: 0.7945, loss_cls: 1.7979, loss: 2.9014, grad_norm: 5.6989 2021-07-20 17:53:26,989 - mmaction - INFO - Epoch [138][1780/1879] lr: 3.169e-03, eta: 4:06:23, time: 0.881, data_time: 0.003, memory: 6921, loss_aux: 1.0683, top1_acc: 0.5926, top5_acc: 0.8066, loss_cls: 1.7413, loss: 2.8095, grad_norm: 5.6262 2021-07-20 17:53:38,268 - mmaction - INFO - Epoch [138][1800/1879] lr: 3.164e-03, eta: 4:06:09, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.0843, top1_acc: 0.5902, top5_acc: 0.7977, loss_cls: 1.7626, loss: 2.8469, grad_norm: 5.6533 2021-07-20 17:53:50,311 - mmaction - INFO - Epoch [138][1820/1879] lr: 3.158e-03, eta: 4:05:56, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.0713, top1_acc: 0.5992, top5_acc: 0.8098, loss_cls: 1.7351, loss: 2.8064, grad_norm: 5.5436 2021-07-20 17:54:02,111 - mmaction - INFO - Epoch [138][1840/1879] lr: 3.153e-03, eta: 4:05:43, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.0988, top1_acc: 0.5703, top5_acc: 0.8027, loss_cls: 1.7987, loss: 2.8975, grad_norm: 5.8313 2021-07-20 17:54:13,151 - mmaction - INFO - Epoch [138][1860/1879] lr: 3.147e-03, eta: 4:05:30, time: 0.552, data_time: 0.002, memory: 6921, loss_aux: 1.0905, top1_acc: 0.5867, top5_acc: 0.7953, loss_cls: 1.7813, loss: 2.8718, grad_norm: 5.6680 2021-07-20 17:54:23,552 - mmaction - INFO - Saving checkpoint at 138 epochs 2021-07-20 17:54:55,264 - mmaction - INFO - Epoch [139][20/1879] lr: 3.136e-03, eta: 4:05:04, time: 1.203, data_time: 0.187, memory: 6921, loss_aux: 1.0909, top1_acc: 0.5859, top5_acc: 0.7930, loss_cls: 1.7949, loss: 2.8858, grad_norm: 5.6563 2021-07-20 17:55:06,772 - mmaction - INFO - Epoch [139][40/1879] lr: 3.131e-03, eta: 4:04:51, time: 0.580, data_time: 0.008, memory: 6921, loss_aux: 1.0899, top1_acc: 0.5887, top5_acc: 0.7953, loss_cls: 1.7642, loss: 2.8541, grad_norm: 5.7032 2021-07-20 17:55:19,950 - mmaction - INFO - Epoch [139][60/1879] lr: 3.125e-03, eta: 4:04:38, time: 0.657, data_time: 0.001, memory: 6921, loss_aux: 1.0564, top1_acc: 0.5996, top5_acc: 0.8066, loss_cls: 1.6985, loss: 2.7549, grad_norm: 5.5911 2021-07-20 17:55:31,569 - mmaction - INFO - Epoch [139][80/1879] lr: 3.120e-03, eta: 4:04:25, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.0601, top1_acc: 0.5984, top5_acc: 0.8184, loss_cls: 1.6926, loss: 2.7527, grad_norm: 5.7036 2021-07-20 17:55:43,821 - mmaction - INFO - Epoch [139][100/1879] lr: 3.114e-03, eta: 4:04:12, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.0539, top1_acc: 0.5977, top5_acc: 0.8117, loss_cls: 1.6897, loss: 2.7435, grad_norm: 5.5666 2021-07-20 17:55:57,748 - mmaction - INFO - Epoch [139][120/1879] lr: 3.109e-03, eta: 4:03:59, time: 0.694, data_time: 0.001, memory: 6921, loss_aux: 1.0602, top1_acc: 0.6004, top5_acc: 0.7980, loss_cls: 1.7222, loss: 2.7824, grad_norm: 5.7110 2021-07-20 17:56:12,366 - mmaction - INFO - Epoch [139][140/1879] lr: 3.103e-03, eta: 4:03:46, time: 0.730, data_time: 0.004, memory: 6921, loss_aux: 1.0712, top1_acc: 0.6082, top5_acc: 0.8102, loss_cls: 1.7119, loss: 2.7831, grad_norm: 5.5888 2021-07-20 17:56:23,722 - mmaction - INFO - Epoch [139][160/1879] lr: 3.098e-03, eta: 4:03:33, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.0983, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.7745, loss: 2.8728, grad_norm: 5.7853 2021-07-20 17:56:36,332 - mmaction - INFO - Epoch [139][180/1879] lr: 3.092e-03, eta: 4:03:20, time: 0.627, data_time: 0.002, memory: 6921, loss_aux: 1.0713, top1_acc: 0.5906, top5_acc: 0.8023, loss_cls: 1.7478, loss: 2.8192, grad_norm: 5.6422 2021-07-20 17:56:47,943 - mmaction - INFO - Epoch [139][200/1879] lr: 3.087e-03, eta: 4:03:06, time: 0.585, data_time: 0.007, memory: 6921, loss_aux: 1.0802, top1_acc: 0.5910, top5_acc: 0.7922, loss_cls: 1.7647, loss: 2.8449, grad_norm: 5.6846 2021-07-20 17:56:59,264 - mmaction - INFO - Epoch [139][220/1879] lr: 3.081e-03, eta: 4:02:53, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.0720, top1_acc: 0.6008, top5_acc: 0.8090, loss_cls: 1.7359, loss: 2.8079, grad_norm: 5.7014 2021-07-20 17:57:11,085 - mmaction - INFO - Epoch [139][240/1879] lr: 3.076e-03, eta: 4:02:40, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.0783, top1_acc: 0.5910, top5_acc: 0.7980, loss_cls: 1.7582, loss: 2.8365, grad_norm: 5.6365 2021-07-20 17:57:25,681 - mmaction - INFO - Epoch [139][260/1879] lr: 3.070e-03, eta: 4:02:27, time: 0.730, data_time: 0.004, memory: 6921, loss_aux: 1.0748, top1_acc: 0.5926, top5_acc: 0.8012, loss_cls: 1.7439, loss: 2.8186, grad_norm: 5.7165 2021-07-20 17:57:37,170 - mmaction - INFO - Epoch [139][280/1879] lr: 3.065e-03, eta: 4:02:14, time: 0.576, data_time: 0.006, memory: 6921, loss_aux: 1.0675, top1_acc: 0.5852, top5_acc: 0.8020, loss_cls: 1.7572, loss: 2.8247, grad_norm: 5.6270 2021-07-20 17:57:55,621 - mmaction - INFO - Epoch [139][300/1879] lr: 3.059e-03, eta: 4:02:01, time: 0.920, data_time: 0.003, memory: 6921, loss_aux: 1.0607, top1_acc: 0.6098, top5_acc: 0.8004, loss_cls: 1.7189, loss: 2.7795, grad_norm: 5.6718 2021-07-20 17:58:06,924 - mmaction - INFO - Epoch [139][320/1879] lr: 3.054e-03, eta: 4:01:48, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.0599, top1_acc: 0.5902, top5_acc: 0.8102, loss_cls: 1.7016, loss: 2.7616, grad_norm: 5.7561 2021-07-20 17:58:18,100 - mmaction - INFO - Epoch [139][340/1879] lr: 3.048e-03, eta: 4:01:35, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.0472, top1_acc: 0.6016, top5_acc: 0.8137, loss_cls: 1.6974, loss: 2.7446, grad_norm: 5.6886 2021-07-20 17:58:30,176 - mmaction - INFO - Epoch [139][360/1879] lr: 3.043e-03, eta: 4:01:22, time: 0.600, data_time: 0.001, memory: 6921, loss_aux: 1.0681, top1_acc: 0.5914, top5_acc: 0.7992, loss_cls: 1.7573, loss: 2.8254, grad_norm: 5.6143 2021-07-20 17:58:47,994 - mmaction - INFO - Epoch [139][380/1879] lr: 3.037e-03, eta: 4:01:09, time: 0.891, data_time: 0.006, memory: 6921, loss_aux: 1.0802, top1_acc: 0.5840, top5_acc: 0.8008, loss_cls: 1.7580, loss: 2.8382, grad_norm: 5.6604 2021-07-20 17:58:59,549 - mmaction - INFO - Epoch [139][400/1879] lr: 3.032e-03, eta: 4:00:56, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.0599, top1_acc: 0.5957, top5_acc: 0.8133, loss_cls: 1.7021, loss: 2.7620, grad_norm: 5.7247 2021-07-20 17:59:13,754 - mmaction - INFO - Epoch [139][420/1879] lr: 3.027e-03, eta: 4:00:43, time: 0.709, data_time: 0.002, memory: 6921, loss_aux: 1.0422, top1_acc: 0.6129, top5_acc: 0.8043, loss_cls: 1.6705, loss: 2.7128, grad_norm: 5.4993 2021-07-20 17:59:26,153 - mmaction - INFO - Epoch [139][440/1879] lr: 3.021e-03, eta: 4:00:30, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.0944, top1_acc: 0.5852, top5_acc: 0.7922, loss_cls: 1.8141, loss: 2.9086, grad_norm: 5.7593 2021-07-20 17:59:39,423 - mmaction - INFO - Epoch [139][460/1879] lr: 3.016e-03, eta: 4:00:17, time: 0.663, data_time: 0.020, memory: 6921, loss_aux: 1.0670, top1_acc: 0.5957, top5_acc: 0.7965, loss_cls: 1.7184, loss: 2.7854, grad_norm: 5.6908 2021-07-20 17:59:51,571 - mmaction - INFO - Epoch [139][480/1879] lr: 3.010e-03, eta: 4:00:04, time: 0.608, data_time: 0.009, memory: 6921, loss_aux: 1.0637, top1_acc: 0.5883, top5_acc: 0.8008, loss_cls: 1.7508, loss: 2.8145, grad_norm: 5.7500 2021-07-20 18:00:03,634 - mmaction - INFO - Epoch [139][500/1879] lr: 3.005e-03, eta: 3:59:51, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.0971, top1_acc: 0.5863, top5_acc: 0.7883, loss_cls: 1.7914, loss: 2.8884, grad_norm: 5.7460 2021-07-20 18:00:18,017 - mmaction - INFO - Epoch [139][520/1879] lr: 2.999e-03, eta: 3:59:38, time: 0.719, data_time: 0.001, memory: 6921, loss_aux: 1.0769, top1_acc: 0.5930, top5_acc: 0.7922, loss_cls: 1.7630, loss: 2.8399, grad_norm: 5.6442 2021-07-20 18:00:35,602 - mmaction - INFO - Epoch [139][540/1879] lr: 2.994e-03, eta: 3:59:25, time: 0.879, data_time: 0.002, memory: 6921, loss_aux: 1.1127, top1_acc: 0.5852, top5_acc: 0.7891, loss_cls: 1.8174, loss: 2.9300, grad_norm: 5.7357 2021-07-20 18:00:51,384 - mmaction - INFO - Epoch [139][560/1879] lr: 2.989e-03, eta: 3:59:12, time: 0.787, data_time: 0.006, memory: 6921, loss_aux: 1.0846, top1_acc: 0.5863, top5_acc: 0.7957, loss_cls: 1.7802, loss: 2.8648, grad_norm: 5.6960 2021-07-20 18:01:11,312 - mmaction - INFO - Epoch [139][580/1879] lr: 2.983e-03, eta: 3:59:00, time: 0.998, data_time: 0.006, memory: 6921, loss_aux: 1.0740, top1_acc: 0.5855, top5_acc: 0.7992, loss_cls: 1.7655, loss: 2.8395, grad_norm: 5.7263 2021-07-20 18:01:23,208 - mmaction - INFO - Epoch [139][600/1879] lr: 2.978e-03, eta: 3:58:47, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.0819, top1_acc: 0.5949, top5_acc: 0.7934, loss_cls: 1.7669, loss: 2.8488, grad_norm: 5.6996 2021-07-20 18:01:37,835 - mmaction - INFO - Epoch [139][620/1879] lr: 2.972e-03, eta: 3:58:34, time: 0.729, data_time: 0.004, memory: 6921, loss_aux: 1.0807, top1_acc: 0.5852, top5_acc: 0.8004, loss_cls: 1.7541, loss: 2.8348, grad_norm: 5.6436 2021-07-20 18:01:49,525 - mmaction - INFO - Epoch [139][640/1879] lr: 2.967e-03, eta: 3:58:20, time: 0.589, data_time: 0.010, memory: 6921, loss_aux: 1.1022, top1_acc: 0.5914, top5_acc: 0.7973, loss_cls: 1.7833, loss: 2.8856, grad_norm: 5.7198 2021-07-20 18:02:03,413 - mmaction - INFO - Epoch [139][660/1879] lr: 2.962e-03, eta: 3:58:07, time: 0.694, data_time: 0.002, memory: 6921, loss_aux: 1.1090, top1_acc: 0.5809, top5_acc: 0.7840, loss_cls: 1.8214, loss: 2.9304, grad_norm: 5.7411 2021-07-20 18:02:23,650 - mmaction - INFO - Epoch [139][680/1879] lr: 2.956e-03, eta: 3:57:55, time: 1.009, data_time: 0.002, memory: 6921, loss_aux: 1.1007, top1_acc: 0.5871, top5_acc: 0.7895, loss_cls: 1.7956, loss: 2.8964, grad_norm: 5.6183 2021-07-20 18:02:35,892 - mmaction - INFO - Epoch [139][700/1879] lr: 2.951e-03, eta: 3:57:42, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.0640, top1_acc: 0.5973, top5_acc: 0.7980, loss_cls: 1.7223, loss: 2.7863, grad_norm: 5.6035 2021-07-20 18:02:48,161 - mmaction - INFO - Epoch [139][720/1879] lr: 2.945e-03, eta: 3:57:29, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.0630, top1_acc: 0.6004, top5_acc: 0.8059, loss_cls: 1.7245, loss: 2.7875, grad_norm: 5.6520 2021-07-20 18:02:59,687 - mmaction - INFO - Epoch [139][740/1879] lr: 2.940e-03, eta: 3:57:16, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.0936, top1_acc: 0.5699, top5_acc: 0.7918, loss_cls: 1.7837, loss: 2.8773, grad_norm: 5.7465 2021-07-20 18:03:11,799 - mmaction - INFO - Epoch [139][760/1879] lr: 2.935e-03, eta: 3:57:02, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.0815, top1_acc: 0.5922, top5_acc: 0.8031, loss_cls: 1.7529, loss: 2.8345, grad_norm: 5.7301 2021-07-20 18:03:25,379 - mmaction - INFO - Epoch [139][780/1879] lr: 2.929e-03, eta: 3:56:49, time: 0.679, data_time: 0.004, memory: 6921, loss_aux: 1.0682, top1_acc: 0.5957, top5_acc: 0.8059, loss_cls: 1.7382, loss: 2.8064, grad_norm: 5.7106 2021-07-20 18:03:38,412 - mmaction - INFO - Epoch [139][800/1879] lr: 2.924e-03, eta: 3:56:36, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.1040, top1_acc: 0.5816, top5_acc: 0.7965, loss_cls: 1.7806, loss: 2.8846, grad_norm: 5.7750 2021-07-20 18:03:50,172 - mmaction - INFO - Epoch [139][820/1879] lr: 2.919e-03, eta: 3:56:23, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.0495, top1_acc: 0.6148, top5_acc: 0.8063, loss_cls: 1.6749, loss: 2.7244, grad_norm: 5.5595 2021-07-20 18:04:01,821 - mmaction - INFO - Epoch [139][840/1879] lr: 2.913e-03, eta: 3:56:10, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.1285, top1_acc: 0.5656, top5_acc: 0.7801, loss_cls: 1.8645, loss: 2.9930, grad_norm: 5.8575 2021-07-20 18:04:16,052 - mmaction - INFO - Epoch [139][860/1879] lr: 2.908e-03, eta: 3:55:57, time: 0.710, data_time: 0.002, memory: 6921, loss_aux: 1.1007, top1_acc: 0.5824, top5_acc: 0.7820, loss_cls: 1.8108, loss: 2.9115, grad_norm: 5.7964 2021-07-20 18:04:27,427 - mmaction - INFO - Epoch [139][880/1879] lr: 2.903e-03, eta: 3:55:44, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.0787, top1_acc: 0.5941, top5_acc: 0.8059, loss_cls: 1.7574, loss: 2.8362, grad_norm: 5.8151 2021-07-20 18:04:42,444 - mmaction - INFO - Epoch [139][900/1879] lr: 2.897e-03, eta: 3:55:31, time: 0.746, data_time: 0.006, memory: 6921, loss_aux: 1.0650, top1_acc: 0.5902, top5_acc: 0.8078, loss_cls: 1.7442, loss: 2.8092, grad_norm: 5.8580 2021-07-20 18:04:53,751 - mmaction - INFO - Epoch [139][920/1879] lr: 2.892e-03, eta: 3:55:18, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.0556, top1_acc: 0.5949, top5_acc: 0.8039, loss_cls: 1.6975, loss: 2.7531, grad_norm: 5.6851 2021-07-20 18:05:09,669 - mmaction - INFO - Epoch [139][940/1879] lr: 2.887e-03, eta: 3:55:05, time: 0.792, data_time: 0.002, memory: 6921, loss_aux: 1.0762, top1_acc: 0.5941, top5_acc: 0.7879, loss_cls: 1.7685, loss: 2.8447, grad_norm: 5.6500 2021-07-20 18:05:21,751 - mmaction - INFO - Epoch [139][960/1879] lr: 2.881e-03, eta: 3:54:52, time: 0.607, data_time: 0.006, memory: 6921, loss_aux: 1.0881, top1_acc: 0.5770, top5_acc: 0.7969, loss_cls: 1.7802, loss: 2.8683, grad_norm: 5.7331 2021-07-20 18:05:33,402 - mmaction - INFO - Epoch [139][980/1879] lr: 2.876e-03, eta: 3:54:39, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.0723, top1_acc: 0.5867, top5_acc: 0.8047, loss_cls: 1.7269, loss: 2.7992, grad_norm: 5.6829 2021-07-20 18:05:46,241 - mmaction - INFO - Epoch [139][1000/1879] lr: 2.871e-03, eta: 3:54:26, time: 0.641, data_time: 0.001, memory: 6921, loss_aux: 1.0845, top1_acc: 0.5867, top5_acc: 0.7996, loss_cls: 1.7784, loss: 2.8629, grad_norm: 5.6961 2021-07-20 18:05:58,074 - mmaction - INFO - Epoch [139][1020/1879] lr: 2.865e-03, eta: 3:54:12, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.0684, top1_acc: 0.6039, top5_acc: 0.7910, loss_cls: 1.7492, loss: 2.8175, grad_norm: 5.6889 2021-07-20 18:06:11,057 - mmaction - INFO - Epoch [139][1040/1879] lr: 2.860e-03, eta: 3:53:59, time: 0.647, data_time: 0.001, memory: 6921, loss_aux: 1.0524, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.7091, loss: 2.7615, grad_norm: 5.6531 2021-07-20 18:06:22,554 - mmaction - INFO - Epoch [139][1060/1879] lr: 2.855e-03, eta: 3:53:46, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.0911, top1_acc: 0.5781, top5_acc: 0.7988, loss_cls: 1.7678, loss: 2.8589, grad_norm: 5.8297 2021-07-20 18:06:34,356 - mmaction - INFO - Epoch [139][1080/1879] lr: 2.850e-03, eta: 3:53:33, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.0346, top1_acc: 0.6066, top5_acc: 0.8090, loss_cls: 1.7051, loss: 2.7397, grad_norm: 5.6661 2021-07-20 18:06:48,411 - mmaction - INFO - Epoch [139][1100/1879] lr: 2.844e-03, eta: 3:53:20, time: 0.703, data_time: 0.003, memory: 6921, loss_aux: 1.0627, top1_acc: 0.5980, top5_acc: 0.8078, loss_cls: 1.7094, loss: 2.7721, grad_norm: 5.6880 2021-07-20 18:06:59,983 - mmaction - INFO - Epoch [139][1120/1879] lr: 2.839e-03, eta: 3:53:07, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.1114, top1_acc: 0.5684, top5_acc: 0.7988, loss_cls: 1.7896, loss: 2.9011, grad_norm: 5.8329 2021-07-20 18:07:11,366 - mmaction - INFO - Epoch [139][1140/1879] lr: 2.834e-03, eta: 3:52:54, time: 0.577, data_time: 0.009, memory: 6921, loss_aux: 1.0233, top1_acc: 0.6098, top5_acc: 0.8273, loss_cls: 1.6171, loss: 2.6404, grad_norm: 5.6089 2021-07-20 18:07:25,656 - mmaction - INFO - Epoch [139][1160/1879] lr: 2.829e-03, eta: 3:52:41, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.0720, top1_acc: 0.5867, top5_acc: 0.8027, loss_cls: 1.7388, loss: 2.8108, grad_norm: 5.7538 2021-07-20 18:07:37,063 - mmaction - INFO - Epoch [139][1180/1879] lr: 2.823e-03, eta: 3:52:28, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.0626, top1_acc: 0.6035, top5_acc: 0.8016, loss_cls: 1.7059, loss: 2.7685, grad_norm: 5.7141 2021-07-20 18:07:48,568 - mmaction - INFO - Epoch [139][1200/1879] lr: 2.818e-03, eta: 3:52:14, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.0669, top1_acc: 0.6004, top5_acc: 0.7965, loss_cls: 1.7202, loss: 2.7870, grad_norm: 5.5993 2021-07-20 18:07:59,960 - mmaction - INFO - Epoch [139][1220/1879] lr: 2.813e-03, eta: 3:52:01, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.0470, top1_acc: 0.6086, top5_acc: 0.8141, loss_cls: 1.6660, loss: 2.7130, grad_norm: 5.6712 2021-07-20 18:08:13,278 - mmaction - INFO - Epoch [139][1240/1879] lr: 2.807e-03, eta: 3:51:48, time: 0.666, data_time: 0.004, memory: 6921, loss_aux: 1.1178, top1_acc: 0.5746, top5_acc: 0.7914, loss_cls: 1.8171, loss: 2.9349, grad_norm: 5.7666 2021-07-20 18:08:24,839 - mmaction - INFO - Epoch [139][1260/1879] lr: 2.802e-03, eta: 3:51:35, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.0704, top1_acc: 0.5902, top5_acc: 0.8043, loss_cls: 1.7305, loss: 2.8008, grad_norm: 5.8894 2021-07-20 18:08:37,032 - mmaction - INFO - Epoch [139][1280/1879] lr: 2.797e-03, eta: 3:51:22, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.0919, top1_acc: 0.5848, top5_acc: 0.7961, loss_cls: 1.7879, loss: 2.8797, grad_norm: 5.9006 2021-07-20 18:08:48,668 - mmaction - INFO - Epoch [139][1300/1879] lr: 2.792e-03, eta: 3:51:09, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.0796, top1_acc: 0.5945, top5_acc: 0.7980, loss_cls: 1.7417, loss: 2.8213, grad_norm: 5.7628 2021-07-20 18:09:08,282 - mmaction - INFO - Epoch [139][1320/1879] lr: 2.787e-03, eta: 3:50:56, time: 0.979, data_time: 0.002, memory: 6921, loss_aux: 1.0481, top1_acc: 0.6008, top5_acc: 0.8035, loss_cls: 1.7014, loss: 2.7495, grad_norm: 5.6877 2021-07-20 18:09:20,006 - mmaction - INFO - Epoch [139][1340/1879] lr: 2.781e-03, eta: 3:50:43, time: 0.587, data_time: 0.010, memory: 6921, loss_aux: 1.0544, top1_acc: 0.6031, top5_acc: 0.8066, loss_cls: 1.6803, loss: 2.7347, grad_norm: 5.6212 2021-07-20 18:09:34,399 - mmaction - INFO - Epoch [139][1360/1879] lr: 2.776e-03, eta: 3:50:30, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.0777, top1_acc: 0.5898, top5_acc: 0.7977, loss_cls: 1.7751, loss: 2.8528, grad_norm: 5.7278 2021-07-20 18:09:47,610 - mmaction - INFO - Epoch [139][1380/1879] lr: 2.771e-03, eta: 3:50:17, time: 0.669, data_time: 0.010, memory: 6921, loss_aux: 1.0928, top1_acc: 0.5859, top5_acc: 0.7945, loss_cls: 1.7807, loss: 2.8735, grad_norm: 5.7958 2021-07-20 18:09:58,814 - mmaction - INFO - Epoch [139][1400/1879] lr: 2.766e-03, eta: 3:50:04, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.0695, top1_acc: 0.5898, top5_acc: 0.8094, loss_cls: 1.7441, loss: 2.8136, grad_norm: 5.6757 2021-07-20 18:10:11,142 - mmaction - INFO - Epoch [139][1420/1879] lr: 2.760e-03, eta: 3:49:51, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.0626, top1_acc: 0.5984, top5_acc: 0.7973, loss_cls: 1.7237, loss: 2.7863, grad_norm: 5.8016 2021-07-20 18:10:23,771 - mmaction - INFO - Epoch [139][1440/1879] lr: 2.755e-03, eta: 3:49:38, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.0447, top1_acc: 0.5992, top5_acc: 0.8121, loss_cls: 1.6942, loss: 2.7389, grad_norm: 5.7024 2021-07-20 18:10:41,947 - mmaction - INFO - Epoch [139][1460/1879] lr: 2.750e-03, eta: 3:49:25, time: 0.907, data_time: 0.003, memory: 6921, loss_aux: 1.0515, top1_acc: 0.5957, top5_acc: 0.8078, loss_cls: 1.7134, loss: 2.7649, grad_norm: 5.7391 2021-07-20 18:10:58,658 - mmaction - INFO - Epoch [139][1480/1879] lr: 2.745e-03, eta: 3:49:12, time: 0.837, data_time: 0.003, memory: 6921, loss_aux: 1.1021, top1_acc: 0.5820, top5_acc: 0.7988, loss_cls: 1.8005, loss: 2.9027, grad_norm: 5.9270 2021-07-20 18:11:10,220 - mmaction - INFO - Epoch [139][1500/1879] lr: 2.740e-03, eta: 3:48:59, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.0597, top1_acc: 0.6031, top5_acc: 0.8086, loss_cls: 1.7178, loss: 2.7774, grad_norm: 5.7862 2021-07-20 18:11:23,780 - mmaction - INFO - Epoch [139][1520/1879] lr: 2.735e-03, eta: 3:48:46, time: 0.677, data_time: 0.002, memory: 6921, loss_aux: 1.0747, top1_acc: 0.5953, top5_acc: 0.8020, loss_cls: 1.7494, loss: 2.8240, grad_norm: 5.6400 2021-07-20 18:11:36,602 - mmaction - INFO - Epoch [139][1540/1879] lr: 2.729e-03, eta: 3:48:33, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 1.0593, top1_acc: 0.6105, top5_acc: 0.8098, loss_cls: 1.6579, loss: 2.7171, grad_norm: 5.6369 2021-07-20 18:11:48,254 - mmaction - INFO - Epoch [139][1560/1879] lr: 2.724e-03, eta: 3:48:20, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.0990, top1_acc: 0.5871, top5_acc: 0.7809, loss_cls: 1.8248, loss: 2.9238, grad_norm: 5.6662 2021-07-20 18:11:59,866 - mmaction - INFO - Epoch [139][1580/1879] lr: 2.719e-03, eta: 3:48:07, time: 0.580, data_time: 0.001, memory: 6921, loss_aux: 1.0660, top1_acc: 0.6148, top5_acc: 0.7957, loss_cls: 1.7172, loss: 2.7833, grad_norm: 5.6282 2021-07-20 18:12:11,377 - mmaction - INFO - Epoch [139][1600/1879] lr: 2.714e-03, eta: 3:47:53, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.0677, top1_acc: 0.6000, top5_acc: 0.8020, loss_cls: 1.7471, loss: 2.8148, grad_norm: 5.6615 2021-07-20 18:12:23,596 - mmaction - INFO - Epoch [139][1620/1879] lr: 2.709e-03, eta: 3:47:40, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.0619, top1_acc: 0.6012, top5_acc: 0.8066, loss_cls: 1.7073, loss: 2.7691, grad_norm: 5.6676 2021-07-20 18:12:37,908 - mmaction - INFO - Epoch [139][1640/1879] lr: 2.704e-03, eta: 3:47:27, time: 0.716, data_time: 0.003, memory: 6921, loss_aux: 1.0828, top1_acc: 0.5781, top5_acc: 0.7895, loss_cls: 1.7944, loss: 2.8772, grad_norm: 5.8185 2021-07-20 18:12:56,440 - mmaction - INFO - Epoch [139][1660/1879] lr: 2.698e-03, eta: 3:47:15, time: 0.924, data_time: 0.003, memory: 6921, loss_aux: 1.0752, top1_acc: 0.5758, top5_acc: 0.7934, loss_cls: 1.7458, loss: 2.8209, grad_norm: 5.7719 2021-07-20 18:13:08,386 - mmaction - INFO - Epoch [139][1680/1879] lr: 2.693e-03, eta: 3:47:02, time: 0.600, data_time: 0.005, memory: 6921, loss_aux: 1.0651, top1_acc: 0.5977, top5_acc: 0.8098, loss_cls: 1.7241, loss: 2.7892, grad_norm: 5.7910 2021-07-20 18:13:20,897 - mmaction - INFO - Epoch [139][1700/1879] lr: 2.688e-03, eta: 3:46:48, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.0972, top1_acc: 0.5746, top5_acc: 0.7984, loss_cls: 1.7797, loss: 2.8770, grad_norm: 5.8236 2021-07-20 18:13:32,998 - mmaction - INFO - Epoch [139][1720/1879] lr: 2.683e-03, eta: 3:46:35, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.0576, top1_acc: 0.5980, top5_acc: 0.7996, loss_cls: 1.7035, loss: 2.7612, grad_norm: 5.6250 2021-07-20 18:13:47,673 - mmaction - INFO - Epoch [139][1740/1879] lr: 2.678e-03, eta: 3:46:22, time: 0.738, data_time: 0.006, memory: 6921, loss_aux: 1.0639, top1_acc: 0.6000, top5_acc: 0.8016, loss_cls: 1.7265, loss: 2.7904, grad_norm: 5.6861 2021-07-20 18:14:02,862 - mmaction - INFO - Epoch [139][1760/1879] lr: 2.673e-03, eta: 3:46:10, time: 0.748, data_time: 0.005, memory: 6921, loss_aux: 1.0577, top1_acc: 0.6012, top5_acc: 0.8047, loss_cls: 1.7057, loss: 2.7633, grad_norm: 5.6855 2021-07-20 18:14:16,431 - mmaction - INFO - Epoch [139][1780/1879] lr: 2.668e-03, eta: 3:45:56, time: 0.647, data_time: 0.017, memory: 6921, loss_aux: 1.1039, top1_acc: 0.5805, top5_acc: 0.7867, loss_cls: 1.8261, loss: 2.9300, grad_norm: 5.7679 2021-07-20 18:14:27,885 - mmaction - INFO - Epoch [139][1800/1879] lr: 2.663e-03, eta: 3:45:43, time: 0.616, data_time: 0.044, memory: 6921, loss_aux: 1.0788, top1_acc: 0.5934, top5_acc: 0.8012, loss_cls: 1.7676, loss: 2.8463, grad_norm: 5.7056 2021-07-20 18:14:39,515 - mmaction - INFO - Epoch [139][1820/1879] lr: 2.657e-03, eta: 3:45:30, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.0552, top1_acc: 0.5977, top5_acc: 0.7965, loss_cls: 1.7299, loss: 2.7851, grad_norm: 5.7581 2021-07-20 18:15:02,744 - mmaction - INFO - Epoch [139][1840/1879] lr: 2.652e-03, eta: 3:45:18, time: 1.159, data_time: 0.003, memory: 6921, loss_aux: 1.1162, top1_acc: 0.5707, top5_acc: 0.7941, loss_cls: 1.8404, loss: 2.9566, grad_norm: 5.9217 2021-07-20 18:15:17,004 - mmaction - INFO - Epoch [139][1860/1879] lr: 2.647e-03, eta: 3:45:05, time: 0.716, data_time: 0.005, memory: 6921, loss_aux: 1.0746, top1_acc: 0.5867, top5_acc: 0.8000, loss_cls: 1.7411, loss: 2.8158, grad_norm: 5.6754 2021-07-20 18:15:29,685 - mmaction - INFO - Saving checkpoint at 139 epochs 2021-07-20 18:16:00,795 - mmaction - INFO - Epoch [140][20/1879] lr: 2.637e-03, eta: 3:44:39, time: 1.168, data_time: 0.194, memory: 6921, loss_aux: 1.0425, top1_acc: 0.6082, top5_acc: 0.8086, loss_cls: 1.6813, loss: 2.7238, grad_norm: 5.5572 2021-07-20 18:16:16,613 - mmaction - INFO - Epoch [140][40/1879] lr: 2.632e-03, eta: 3:44:26, time: 0.793, data_time: 0.008, memory: 6921, loss_aux: 1.0831, top1_acc: 0.5922, top5_acc: 0.7992, loss_cls: 1.7581, loss: 2.8412, grad_norm: 5.7229 2021-07-20 18:16:27,816 - mmaction - INFO - Epoch [140][60/1879] lr: 2.627e-03, eta: 3:44:13, time: 0.560, data_time: 0.005, memory: 6921, loss_aux: 1.0722, top1_acc: 0.6035, top5_acc: 0.8027, loss_cls: 1.7195, loss: 2.7917, grad_norm: 5.8218 2021-07-20 18:16:41,572 - mmaction - INFO - Epoch [140][80/1879] lr: 2.622e-03, eta: 3:44:00, time: 0.689, data_time: 0.006, memory: 6921, loss_aux: 1.0770, top1_acc: 0.5980, top5_acc: 0.8105, loss_cls: 1.7093, loss: 2.7863, grad_norm: 5.7735 2021-07-20 18:16:53,344 - mmaction - INFO - Epoch [140][100/1879] lr: 2.617e-03, eta: 3:43:47, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.0802, top1_acc: 0.5840, top5_acc: 0.8074, loss_cls: 1.7471, loss: 2.8273, grad_norm: 5.8743 2021-07-20 18:17:06,118 - mmaction - INFO - Epoch [140][120/1879] lr: 2.612e-03, eta: 3:43:34, time: 0.638, data_time: 0.003, memory: 6921, loss_aux: 1.0772, top1_acc: 0.6008, top5_acc: 0.8016, loss_cls: 1.7333, loss: 2.8105, grad_norm: 5.8594 2021-07-20 18:17:19,041 - mmaction - INFO - Epoch [140][140/1879] lr: 2.607e-03, eta: 3:43:21, time: 0.648, data_time: 0.004, memory: 6921, loss_aux: 1.0612, top1_acc: 0.5984, top5_acc: 0.7969, loss_cls: 1.7264, loss: 2.7876, grad_norm: 5.7605 2021-07-20 18:17:30,773 - mmaction - INFO - Epoch [140][160/1879] lr: 2.602e-03, eta: 3:43:08, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.0394, top1_acc: 0.5934, top5_acc: 0.8035, loss_cls: 1.7139, loss: 2.7533, grad_norm: 5.7076 2021-07-20 18:17:41,938 - mmaction - INFO - Epoch [140][180/1879] lr: 2.597e-03, eta: 3:42:55, time: 0.558, data_time: 0.002, memory: 6921, loss_aux: 1.0525, top1_acc: 0.5918, top5_acc: 0.7996, loss_cls: 1.7396, loss: 2.7921, grad_norm: 5.6701 2021-07-20 18:17:56,537 - mmaction - INFO - Epoch [140][200/1879] lr: 2.592e-03, eta: 3:42:42, time: 0.729, data_time: 0.002, memory: 6921, loss_aux: 1.0484, top1_acc: 0.6047, top5_acc: 0.8066, loss_cls: 1.7041, loss: 2.7525, grad_norm: 5.6475 2021-07-20 18:18:07,805 - mmaction - INFO - Epoch [140][220/1879] lr: 2.587e-03, eta: 3:42:28, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.0467, top1_acc: 0.6004, top5_acc: 0.8109, loss_cls: 1.6783, loss: 2.7250, grad_norm: 5.8162 2021-07-20 18:18:21,880 - mmaction - INFO - Epoch [140][240/1879] lr: 2.582e-03, eta: 3:42:16, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.0640, top1_acc: 0.5945, top5_acc: 0.8102, loss_cls: 1.7116, loss: 2.7756, grad_norm: 5.7730 2021-07-20 18:18:34,068 - mmaction - INFO - Epoch [140][260/1879] lr: 2.577e-03, eta: 3:42:02, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.0317, top1_acc: 0.6113, top5_acc: 0.8039, loss_cls: 1.6627, loss: 2.6944, grad_norm: 5.6594 2021-07-20 18:18:45,669 - mmaction - INFO - Epoch [140][280/1879] lr: 2.572e-03, eta: 3:41:49, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.0098, top1_acc: 0.6148, top5_acc: 0.8168, loss_cls: 1.6407, loss: 2.6505, grad_norm: 5.6710 2021-07-20 18:19:00,186 - mmaction - INFO - Epoch [140][300/1879] lr: 2.567e-03, eta: 3:41:36, time: 0.725, data_time: 0.004, memory: 6921, loss_aux: 1.0470, top1_acc: 0.5996, top5_acc: 0.8098, loss_cls: 1.6834, loss: 2.7303, grad_norm: 5.7420 2021-07-20 18:19:14,584 - mmaction - INFO - Epoch [140][320/1879] lr: 2.562e-03, eta: 3:41:23, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.0875, top1_acc: 0.5891, top5_acc: 0.7953, loss_cls: 1.7766, loss: 2.8641, grad_norm: 5.8307 2021-07-20 18:19:28,572 - mmaction - INFO - Epoch [140][340/1879] lr: 2.557e-03, eta: 3:41:10, time: 0.656, data_time: 0.001, memory: 6921, loss_aux: 1.0750, top1_acc: 0.5969, top5_acc: 0.8055, loss_cls: 1.7413, loss: 2.8164, grad_norm: 5.7488 2021-07-20 18:19:40,832 - mmaction - INFO - Epoch [140][360/1879] lr: 2.552e-03, eta: 3:40:57, time: 0.655, data_time: 0.045, memory: 6921, loss_aux: 1.0389, top1_acc: 0.6090, top5_acc: 0.8082, loss_cls: 1.6701, loss: 2.7090, grad_norm: 5.6285 2021-07-20 18:20:01,170 - mmaction - INFO - Epoch [140][380/1879] lr: 2.547e-03, eta: 3:40:45, time: 1.018, data_time: 0.003, memory: 6921, loss_aux: 1.0719, top1_acc: 0.5836, top5_acc: 0.8043, loss_cls: 1.7339, loss: 2.8057, grad_norm: 5.8828 2021-07-20 18:20:18,799 - mmaction - INFO - Epoch [140][400/1879] lr: 2.542e-03, eta: 3:40:32, time: 0.877, data_time: 0.003, memory: 6921, loss_aux: 1.0612, top1_acc: 0.5953, top5_acc: 0.8141, loss_cls: 1.6833, loss: 2.7445, grad_norm: 5.7599 2021-07-20 18:20:30,567 - mmaction - INFO - Epoch [140][420/1879] lr: 2.537e-03, eta: 3:40:19, time: 0.594, data_time: 0.008, memory: 6921, loss_aux: 1.0743, top1_acc: 0.5949, top5_acc: 0.8020, loss_cls: 1.7124, loss: 2.7867, grad_norm: 5.8251 2021-07-20 18:20:43,554 - mmaction - INFO - Epoch [140][440/1879] lr: 2.532e-03, eta: 3:40:06, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.0926, top1_acc: 0.5852, top5_acc: 0.7934, loss_cls: 1.7884, loss: 2.8810, grad_norm: 5.7517 2021-07-20 18:20:57,868 - mmaction - INFO - Epoch [140][460/1879] lr: 2.527e-03, eta: 3:39:53, time: 0.746, data_time: 0.036, memory: 6921, loss_aux: 1.0488, top1_acc: 0.6047, top5_acc: 0.8105, loss_cls: 1.6804, loss: 2.7293, grad_norm: 5.8214 2021-07-20 18:21:10,779 - mmaction - INFO - Epoch [140][480/1879] lr: 2.522e-03, eta: 3:39:40, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.1016, top1_acc: 0.5754, top5_acc: 0.7984, loss_cls: 1.7647, loss: 2.8662, grad_norm: 5.9886 2021-07-20 18:21:27,508 - mmaction - INFO - Epoch [140][500/1879] lr: 2.517e-03, eta: 3:39:27, time: 0.835, data_time: 0.004, memory: 6921, loss_aux: 1.0326, top1_acc: 0.6180, top5_acc: 0.8090, loss_cls: 1.6551, loss: 2.6877, grad_norm: 5.7150 2021-07-20 18:21:38,532 - mmaction - INFO - Epoch [140][520/1879] lr: 2.512e-03, eta: 3:39:14, time: 0.552, data_time: 0.004, memory: 6921, loss_aux: 1.0625, top1_acc: 0.5957, top5_acc: 0.8051, loss_cls: 1.7078, loss: 2.7703, grad_norm: 5.7160 2021-07-20 18:21:51,128 - mmaction - INFO - Epoch [140][540/1879] lr: 2.507e-03, eta: 3:39:01, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.0604, top1_acc: 0.5988, top5_acc: 0.7922, loss_cls: 1.7282, loss: 2.7886, grad_norm: 5.7471 2021-07-20 18:22:07,301 - mmaction - INFO - Epoch [140][560/1879] lr: 2.502e-03, eta: 3:38:48, time: 0.806, data_time: 0.003, memory: 6921, loss_aux: 1.0712, top1_acc: 0.5996, top5_acc: 0.8102, loss_cls: 1.7095, loss: 2.7806, grad_norm: 5.8509 2021-07-20 18:22:19,202 - mmaction - INFO - Epoch [140][580/1879] lr: 2.497e-03, eta: 3:38:35, time: 0.598, data_time: 0.006, memory: 6921, loss_aux: 1.0456, top1_acc: 0.6105, top5_acc: 0.8055, loss_cls: 1.6750, loss: 2.7207, grad_norm: 5.7605 2021-07-20 18:22:30,785 - mmaction - INFO - Epoch [140][600/1879] lr: 2.492e-03, eta: 3:38:22, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.0589, top1_acc: 0.6102, top5_acc: 0.8043, loss_cls: 1.7127, loss: 2.7717, grad_norm: 5.8873 2021-07-20 18:22:44,929 - mmaction - INFO - Epoch [140][620/1879] lr: 2.487e-03, eta: 3:38:09, time: 0.707, data_time: 0.003, memory: 6921, loss_aux: 1.0602, top1_acc: 0.6039, top5_acc: 0.7984, loss_cls: 1.7401, loss: 2.8003, grad_norm: 5.7438 2021-07-20 18:22:56,536 - mmaction - INFO - Epoch [140][640/1879] lr: 2.482e-03, eta: 3:37:55, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.0359, top1_acc: 0.6121, top5_acc: 0.8113, loss_cls: 1.6793, loss: 2.7152, grad_norm: 5.6934 2021-07-20 18:23:11,260 - mmaction - INFO - Epoch [140][660/1879] lr: 2.477e-03, eta: 3:37:43, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.0792, top1_acc: 0.5902, top5_acc: 0.7984, loss_cls: 1.7606, loss: 2.8398, grad_norm: 5.7547 2021-07-20 18:23:29,496 - mmaction - INFO - Epoch [140][680/1879] lr: 2.472e-03, eta: 3:37:30, time: 0.905, data_time: 0.003, memory: 6921, loss_aux: 1.0854, top1_acc: 0.5793, top5_acc: 0.8109, loss_cls: 1.7267, loss: 2.8121, grad_norm: 5.8747 2021-07-20 18:23:42,768 - mmaction - INFO - Epoch [140][700/1879] lr: 2.467e-03, eta: 3:37:17, time: 0.671, data_time: 0.010, memory: 6921, loss_aux: 1.1243, top1_acc: 0.5793, top5_acc: 0.7871, loss_cls: 1.8229, loss: 2.9472, grad_norm: 5.9298 2021-07-20 18:23:57,019 - mmaction - INFO - Epoch [140][720/1879] lr: 2.462e-03, eta: 3:37:04, time: 0.712, data_time: 0.002, memory: 6921, loss_aux: 1.0666, top1_acc: 0.5926, top5_acc: 0.8027, loss_cls: 1.7322, loss: 2.7988, grad_norm: 5.8637 2021-07-20 18:24:19,926 - mmaction - INFO - Epoch [140][740/1879] lr: 2.457e-03, eta: 3:36:52, time: 1.144, data_time: 0.007, memory: 6921, loss_aux: 1.0441, top1_acc: 0.5941, top5_acc: 0.8156, loss_cls: 1.7200, loss: 2.7640, grad_norm: 5.7530 2021-07-20 18:24:31,682 - mmaction - INFO - Epoch [140][760/1879] lr: 2.452e-03, eta: 3:36:38, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.0111, top1_acc: 0.6250, top5_acc: 0.8117, loss_cls: 1.6232, loss: 2.6343, grad_norm: 5.5712 2021-07-20 18:24:45,042 - mmaction - INFO - Epoch [140][780/1879] lr: 2.448e-03, eta: 3:36:25, time: 0.668, data_time: 0.002, memory: 6921, loss_aux: 1.0221, top1_acc: 0.6094, top5_acc: 0.8063, loss_cls: 1.6518, loss: 2.6739, grad_norm: 5.6699 2021-07-20 18:24:57,629 - mmaction - INFO - Epoch [140][800/1879] lr: 2.443e-03, eta: 3:36:12, time: 0.629, data_time: 0.003, memory: 6921, loss_aux: 1.0784, top1_acc: 0.5934, top5_acc: 0.8023, loss_cls: 1.7305, loss: 2.8088, grad_norm: 5.7883 2021-07-20 18:25:12,338 - mmaction - INFO - Epoch [140][820/1879] lr: 2.438e-03, eta: 3:35:59, time: 0.735, data_time: 0.007, memory: 6921, loss_aux: 1.0867, top1_acc: 0.5883, top5_acc: 0.8055, loss_cls: 1.7348, loss: 2.8215, grad_norm: 5.7744 2021-07-20 18:25:24,127 - mmaction - INFO - Epoch [140][840/1879] lr: 2.433e-03, eta: 3:35:46, time: 0.592, data_time: 0.004, memory: 6921, loss_aux: 1.0801, top1_acc: 0.5750, top5_acc: 0.7887, loss_cls: 1.7742, loss: 2.8543, grad_norm: 5.7413 2021-07-20 18:25:35,098 - mmaction - INFO - Epoch [140][860/1879] lr: 2.428e-03, eta: 3:35:33, time: 0.547, data_time: 0.001, memory: 6921, loss_aux: 1.0473, top1_acc: 0.6145, top5_acc: 0.8141, loss_cls: 1.6672, loss: 2.7146, grad_norm: 5.6083 2021-07-20 18:25:47,128 - mmaction - INFO - Epoch [140][880/1879] lr: 2.423e-03, eta: 3:35:20, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.0513, top1_acc: 0.6090, top5_acc: 0.8051, loss_cls: 1.6989, loss: 2.7502, grad_norm: 5.7520 2021-07-20 18:25:58,929 - mmaction - INFO - Epoch [140][900/1879] lr: 2.418e-03, eta: 3:35:07, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.1003, top1_acc: 0.5813, top5_acc: 0.8074, loss_cls: 1.7629, loss: 2.8633, grad_norm: 5.8819 2021-07-20 18:26:12,799 - mmaction - INFO - Epoch [140][920/1879] lr: 2.413e-03, eta: 3:34:54, time: 0.692, data_time: 0.002, memory: 6921, loss_aux: 1.0811, top1_acc: 0.5980, top5_acc: 0.8016, loss_cls: 1.7317, loss: 2.8128, grad_norm: 5.7861 2021-07-20 18:26:28,389 - mmaction - INFO - Epoch [140][940/1879] lr: 2.408e-03, eta: 3:34:41, time: 0.780, data_time: 0.003, memory: 6921, loss_aux: 1.0890, top1_acc: 0.5980, top5_acc: 0.7973, loss_cls: 1.7172, loss: 2.8062, grad_norm: 5.7035 2021-07-20 18:26:45,188 - mmaction - INFO - Epoch [140][960/1879] lr: 2.404e-03, eta: 3:34:28, time: 0.842, data_time: 0.004, memory: 6921, loss_aux: 1.0648, top1_acc: 0.5969, top5_acc: 0.8102, loss_cls: 1.7116, loss: 2.7764, grad_norm: 5.8587 2021-07-20 18:26:58,268 - mmaction - INFO - Epoch [140][980/1879] lr: 2.399e-03, eta: 3:34:15, time: 0.653, data_time: 0.001, memory: 6921, loss_aux: 1.0665, top1_acc: 0.5949, top5_acc: 0.7937, loss_cls: 1.7208, loss: 2.7873, grad_norm: 5.7478 2021-07-20 18:27:09,734 - mmaction - INFO - Epoch [140][1000/1879] lr: 2.394e-03, eta: 3:34:02, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.0986, top1_acc: 0.5926, top5_acc: 0.7855, loss_cls: 1.7778, loss: 2.8764, grad_norm: 5.7910 2021-07-20 18:27:21,834 - mmaction - INFO - Epoch [140][1020/1879] lr: 2.389e-03, eta: 3:33:49, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.0670, top1_acc: 0.5953, top5_acc: 0.7980, loss_cls: 1.7451, loss: 2.8121, grad_norm: 5.7299 2021-07-20 18:27:33,579 - mmaction - INFO - Epoch [140][1040/1879] lr: 2.384e-03, eta: 3:33:35, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.0541, top1_acc: 0.6113, top5_acc: 0.8008, loss_cls: 1.6941, loss: 2.7482, grad_norm: 5.6502 2021-07-20 18:27:50,256 - mmaction - INFO - Epoch [140][1060/1879] lr: 2.379e-03, eta: 3:33:23, time: 0.831, data_time: 0.002, memory: 6921, loss_aux: 1.0952, top1_acc: 0.5875, top5_acc: 0.7902, loss_cls: 1.7887, loss: 2.8839, grad_norm: 5.8174 2021-07-20 18:28:02,126 - mmaction - INFO - Epoch [140][1080/1879] lr: 2.375e-03, eta: 3:33:10, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 1.0462, top1_acc: 0.6094, top5_acc: 0.8055, loss_cls: 1.6696, loss: 2.7158, grad_norm: 5.6633 2021-07-20 18:28:14,073 - mmaction - INFO - Epoch [140][1100/1879] lr: 2.370e-03, eta: 3:32:56, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.0847, top1_acc: 0.5941, top5_acc: 0.7969, loss_cls: 1.7371, loss: 2.8219, grad_norm: 5.8481 2021-07-20 18:28:25,497 - mmaction - INFO - Epoch [140][1120/1879] lr: 2.365e-03, eta: 3:32:43, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.0834, top1_acc: 0.5895, top5_acc: 0.8027, loss_cls: 1.7460, loss: 2.8294, grad_norm: 5.8283 2021-07-20 18:28:37,046 - mmaction - INFO - Epoch [140][1140/1879] lr: 2.360e-03, eta: 3:32:30, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.0822, top1_acc: 0.5805, top5_acc: 0.7941, loss_cls: 1.7668, loss: 2.8490, grad_norm: 5.8513 2021-07-20 18:28:48,845 - mmaction - INFO - Epoch [140][1160/1879] lr: 2.355e-03, eta: 3:32:17, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.0495, top1_acc: 0.5934, top5_acc: 0.8047, loss_cls: 1.6911, loss: 2.7405, grad_norm: 5.8334 2021-07-20 18:29:04,302 - mmaction - INFO - Epoch [140][1180/1879] lr: 2.350e-03, eta: 3:32:04, time: 0.772, data_time: 0.003, memory: 6921, loss_aux: 1.0404, top1_acc: 0.6105, top5_acc: 0.8043, loss_cls: 1.6744, loss: 2.7148, grad_norm: 5.7814 2021-07-20 18:29:23,909 - mmaction - INFO - Epoch [140][1200/1879] lr: 2.346e-03, eta: 3:31:51, time: 0.978, data_time: 0.005, memory: 6921, loss_aux: 1.0626, top1_acc: 0.6066, top5_acc: 0.8137, loss_cls: 1.6930, loss: 2.7555, grad_norm: 5.8194 2021-07-20 18:29:35,326 - mmaction - INFO - Epoch [140][1220/1879] lr: 2.341e-03, eta: 3:31:38, time: 0.574, data_time: 0.007, memory: 6921, loss_aux: 1.0254, top1_acc: 0.6121, top5_acc: 0.8148, loss_cls: 1.6461, loss: 2.6715, grad_norm: 5.6801 2021-07-20 18:29:51,859 - mmaction - INFO - Epoch [140][1240/1879] lr: 2.336e-03, eta: 3:31:25, time: 0.825, data_time: 0.004, memory: 6921, loss_aux: 1.0249, top1_acc: 0.6051, top5_acc: 0.8063, loss_cls: 1.6639, loss: 2.6887, grad_norm: 5.6683 2021-07-20 18:30:04,607 - mmaction - INFO - Epoch [140][1260/1879] lr: 2.331e-03, eta: 3:31:12, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.0672, top1_acc: 0.5945, top5_acc: 0.8031, loss_cls: 1.7303, loss: 2.7975, grad_norm: 5.7846 2021-07-20 18:30:16,498 - mmaction - INFO - Epoch [140][1280/1879] lr: 2.326e-03, eta: 3:30:59, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.0578, top1_acc: 0.6035, top5_acc: 0.8109, loss_cls: 1.6889, loss: 2.7467, grad_norm: 5.7573 2021-07-20 18:30:28,419 - mmaction - INFO - Epoch [140][1300/1879] lr: 2.322e-03, eta: 3:30:46, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0722, top1_acc: 0.5969, top5_acc: 0.8023, loss_cls: 1.7530, loss: 2.8252, grad_norm: 5.8752 2021-07-20 18:30:42,530 - mmaction - INFO - Epoch [140][1320/1879] lr: 2.317e-03, eta: 3:30:33, time: 0.707, data_time: 0.003, memory: 6921, loss_aux: 1.0482, top1_acc: 0.5910, top5_acc: 0.8102, loss_cls: 1.7230, loss: 2.7713, grad_norm: 5.8928 2021-07-20 18:30:54,104 - mmaction - INFO - Epoch [140][1340/1879] lr: 2.312e-03, eta: 3:30:20, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.0721, top1_acc: 0.5816, top5_acc: 0.7930, loss_cls: 1.7665, loss: 2.8387, grad_norm: 5.8384 2021-07-20 18:31:06,005 - mmaction - INFO - Epoch [140][1360/1879] lr: 2.307e-03, eta: 3:30:07, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.0942, top1_acc: 0.5883, top5_acc: 0.7969, loss_cls: 1.7739, loss: 2.8681, grad_norm: 5.8720 2021-07-20 18:31:20,780 - mmaction - INFO - Epoch [140][1380/1879] lr: 2.303e-03, eta: 3:29:54, time: 0.740, data_time: 0.002, memory: 6921, loss_aux: 1.0696, top1_acc: 0.6012, top5_acc: 0.8074, loss_cls: 1.7152, loss: 2.7848, grad_norm: 5.8834 2021-07-20 18:31:39,080 - mmaction - INFO - Epoch [140][1400/1879] lr: 2.298e-03, eta: 3:29:41, time: 0.912, data_time: 0.002, memory: 6921, loss_aux: 1.1018, top1_acc: 0.5871, top5_acc: 0.7906, loss_cls: 1.7965, loss: 2.8983, grad_norm: 5.8708 2021-07-20 18:31:51,004 - mmaction - INFO - Epoch [140][1420/1879] lr: 2.293e-03, eta: 3:29:28, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.0049, top1_acc: 0.6117, top5_acc: 0.8250, loss_cls: 1.6048, loss: 2.6098, grad_norm: 5.7078 2021-07-20 18:32:03,422 - mmaction - INFO - Epoch [140][1440/1879] lr: 2.288e-03, eta: 3:29:15, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.0329, top1_acc: 0.6090, top5_acc: 0.8133, loss_cls: 1.6668, loss: 2.6997, grad_norm: 5.8677 2021-07-20 18:32:15,641 - mmaction - INFO - Epoch [140][1460/1879] lr: 2.284e-03, eta: 3:29:02, time: 0.612, data_time: 0.002, memory: 6921, loss_aux: 1.0489, top1_acc: 0.6074, top5_acc: 0.8078, loss_cls: 1.6896, loss: 2.7385, grad_norm: 5.8313 2021-07-20 18:32:28,041 - mmaction - INFO - Epoch [140][1480/1879] lr: 2.279e-03, eta: 3:28:49, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.0731, top1_acc: 0.6008, top5_acc: 0.7984, loss_cls: 1.7289, loss: 2.8019, grad_norm: 5.8088 2021-07-20 18:32:39,301 - mmaction - INFO - Epoch [140][1500/1879] lr: 2.274e-03, eta: 3:28:36, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.0731, top1_acc: 0.5836, top5_acc: 0.8063, loss_cls: 1.7341, loss: 2.8072, grad_norm: 5.8138 2021-07-20 18:32:50,963 - mmaction - INFO - Epoch [140][1520/1879] lr: 2.269e-03, eta: 3:28:22, time: 0.571, data_time: 0.001, memory: 6921, loss_aux: 1.0784, top1_acc: 0.5828, top5_acc: 0.8023, loss_cls: 1.7585, loss: 2.8370, grad_norm: 5.9037 2021-07-20 18:33:06,335 - mmaction - INFO - Epoch [140][1540/1879] lr: 2.265e-03, eta: 3:28:09, time: 0.777, data_time: 0.014, memory: 6921, loss_aux: 1.0632, top1_acc: 0.6027, top5_acc: 0.8023, loss_cls: 1.7211, loss: 2.7843, grad_norm: 5.8666 2021-07-20 18:33:19,118 - mmaction - INFO - Epoch [140][1560/1879] lr: 2.260e-03, eta: 3:27:56, time: 0.643, data_time: 0.005, memory: 6921, loss_aux: 1.0729, top1_acc: 0.5945, top5_acc: 0.8066, loss_cls: 1.7377, loss: 2.8106, grad_norm: 5.8782 2021-07-20 18:33:38,880 - mmaction - INFO - Epoch [140][1580/1879] lr: 2.255e-03, eta: 3:27:44, time: 0.984, data_time: 0.002, memory: 6921, loss_aux: 1.0168, top1_acc: 0.6191, top5_acc: 0.8148, loss_cls: 1.6607, loss: 2.6775, grad_norm: 5.6573 2021-07-20 18:33:55,010 - mmaction - INFO - Epoch [140][1600/1879] lr: 2.251e-03, eta: 3:27:31, time: 0.810, data_time: 0.007, memory: 6921, loss_aux: 1.0385, top1_acc: 0.6062, top5_acc: 0.8035, loss_cls: 1.6874, loss: 2.7259, grad_norm: 5.8051 2021-07-20 18:34:06,475 - mmaction - INFO - Epoch [140][1620/1879] lr: 2.246e-03, eta: 3:27:18, time: 0.571, data_time: 0.006, memory: 6921, loss_aux: 1.0776, top1_acc: 0.5898, top5_acc: 0.8039, loss_cls: 1.7471, loss: 2.8246, grad_norm: 5.7692 2021-07-20 18:34:18,188 - mmaction - INFO - Epoch [140][1640/1879] lr: 2.241e-03, eta: 3:27:05, time: 0.588, data_time: 0.006, memory: 6921, loss_aux: 1.0770, top1_acc: 0.5965, top5_acc: 0.8047, loss_cls: 1.7127, loss: 2.7896, grad_norm: 5.7102 2021-07-20 18:34:31,968 - mmaction - INFO - Epoch [140][1660/1879] lr: 2.237e-03, eta: 3:26:52, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.0983, top1_acc: 0.5871, top5_acc: 0.7930, loss_cls: 1.7684, loss: 2.8668, grad_norm: 5.8738 2021-07-20 18:34:45,258 - mmaction - INFO - Epoch [140][1680/1879] lr: 2.232e-03, eta: 3:26:39, time: 0.666, data_time: 0.004, memory: 6921, loss_aux: 1.0782, top1_acc: 0.6012, top5_acc: 0.7926, loss_cls: 1.7454, loss: 2.8236, grad_norm: 5.8277 2021-07-20 18:34:58,007 - mmaction - INFO - Epoch [140][1700/1879] lr: 2.227e-03, eta: 3:26:26, time: 0.637, data_time: 0.004, memory: 6921, loss_aux: 1.0651, top1_acc: 0.5902, top5_acc: 0.8043, loss_cls: 1.6998, loss: 2.7649, grad_norm: 5.8659 2021-07-20 18:35:10,135 - mmaction - INFO - Epoch [140][1720/1879] lr: 2.222e-03, eta: 3:26:12, time: 0.608, data_time: 0.004, memory: 6921, loss_aux: 1.0863, top1_acc: 0.5871, top5_acc: 0.7957, loss_cls: 1.7584, loss: 2.8447, grad_norm: 5.8204 2021-07-20 18:35:26,387 - mmaction - INFO - Epoch [140][1740/1879] lr: 2.218e-03, eta: 3:26:00, time: 0.811, data_time: 0.001, memory: 6921, loss_aux: 1.0278, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6593, loss: 2.6871, grad_norm: 5.7439 2021-07-20 18:35:38,799 - mmaction - INFO - Epoch [140][1760/1879] lr: 2.213e-03, eta: 3:25:46, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 1.0584, top1_acc: 0.6004, top5_acc: 0.8059, loss_cls: 1.6933, loss: 2.7517, grad_norm: 5.8342 2021-07-20 18:35:51,509 - mmaction - INFO - Epoch [140][1780/1879] lr: 2.208e-03, eta: 3:25:33, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.0480, top1_acc: 0.6098, top5_acc: 0.8035, loss_cls: 1.6877, loss: 2.7357, grad_norm: 5.7491 2021-07-20 18:36:06,830 - mmaction - INFO - Epoch [140][1800/1879] lr: 2.204e-03, eta: 3:25:20, time: 0.767, data_time: 0.003, memory: 6921, loss_aux: 1.0484, top1_acc: 0.5914, top5_acc: 0.8121, loss_cls: 1.7009, loss: 2.7493, grad_norm: 5.7604 2021-07-20 18:36:20,124 - mmaction - INFO - Epoch [140][1820/1879] lr: 2.199e-03, eta: 3:25:07, time: 0.655, data_time: 0.002, memory: 6921, loss_aux: 1.0812, top1_acc: 0.5938, top5_acc: 0.7953, loss_cls: 1.7486, loss: 2.8297, grad_norm: 5.8705 2021-07-20 18:36:33,639 - mmaction - INFO - Epoch [140][1840/1879] lr: 2.195e-03, eta: 3:24:54, time: 0.683, data_time: 0.018, memory: 6921, loss_aux: 1.0531, top1_acc: 0.5887, top5_acc: 0.8070, loss_cls: 1.7187, loss: 2.7718, grad_norm: 5.9025 2021-07-20 18:36:45,242 - mmaction - INFO - Epoch [140][1860/1879] lr: 2.190e-03, eta: 3:24:41, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.0569, top1_acc: 0.5852, top5_acc: 0.8090, loss_cls: 1.7060, loss: 2.7629, grad_norm: 5.8704 2021-07-20 18:36:55,577 - mmaction - INFO - Saving checkpoint at 140 epochs 2021-07-20 18:37:18,689 - mmaction - INFO - Epoch [141][20/1879] lr: 2.181e-03, eta: 3:24:15, time: 0.792, data_time: 0.190, memory: 6921, loss_aux: 1.0683, top1_acc: 0.6004, top5_acc: 0.8031, loss_cls: 1.7087, loss: 2.7770, grad_norm: 5.7232 2021-07-20 18:37:30,176 - mmaction - INFO - Epoch [141][40/1879] lr: 2.176e-03, eta: 3:24:02, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.0456, top1_acc: 0.6082, top5_acc: 0.8180, loss_cls: 1.6826, loss: 2.7282, grad_norm: 5.8228 2021-07-20 18:37:42,257 - mmaction - INFO - Epoch [141][60/1879] lr: 2.172e-03, eta: 3:23:49, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.0664, top1_acc: 0.5898, top5_acc: 0.7953, loss_cls: 1.7322, loss: 2.7986, grad_norm: 5.7399 2021-07-20 18:37:54,342 - mmaction - INFO - Epoch [141][80/1879] lr: 2.167e-03, eta: 3:23:36, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.0661, top1_acc: 0.6047, top5_acc: 0.8063, loss_cls: 1.6923, loss: 2.7584, grad_norm: 5.6662 2021-07-20 18:38:05,843 - mmaction - INFO - Epoch [141][100/1879] lr: 2.162e-03, eta: 3:23:23, time: 0.580, data_time: 0.007, memory: 6921, loss_aux: 1.0435, top1_acc: 0.6031, top5_acc: 0.8113, loss_cls: 1.6753, loss: 2.7188, grad_norm: 5.7739 2021-07-20 18:38:19,123 - mmaction - INFO - Epoch [141][120/1879] lr: 2.158e-03, eta: 3:23:09, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.0437, top1_acc: 0.6160, top5_acc: 0.8152, loss_cls: 1.6606, loss: 2.7043, grad_norm: 5.6783 2021-07-20 18:38:35,413 - mmaction - INFO - Epoch [141][140/1879] lr: 2.153e-03, eta: 3:22:57, time: 0.813, data_time: 0.003, memory: 6921, loss_aux: 1.0488, top1_acc: 0.6000, top5_acc: 0.8086, loss_cls: 1.7006, loss: 2.7494, grad_norm: 5.7393 2021-07-20 18:38:46,801 - mmaction - INFO - Epoch [141][160/1879] lr: 2.149e-03, eta: 3:22:43, time: 0.571, data_time: 0.005, memory: 6921, loss_aux: 1.0419, top1_acc: 0.6020, top5_acc: 0.8141, loss_cls: 1.6792, loss: 2.7211, grad_norm: 5.7548 2021-07-20 18:38:59,242 - mmaction - INFO - Epoch [141][180/1879] lr: 2.144e-03, eta: 3:22:30, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.0607, top1_acc: 0.6066, top5_acc: 0.8039, loss_cls: 1.7031, loss: 2.7638, grad_norm: 5.7709 2021-07-20 18:39:12,172 - mmaction - INFO - Epoch [141][200/1879] lr: 2.139e-03, eta: 3:22:17, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.0426, top1_acc: 0.6125, top5_acc: 0.8102, loss_cls: 1.6659, loss: 2.7085, grad_norm: 5.7335 2021-07-20 18:39:39,324 - mmaction - INFO - Epoch [141][220/1879] lr: 2.135e-03, eta: 3:22:05, time: 1.379, data_time: 0.029, memory: 6921, loss_aux: 1.0757, top1_acc: 0.5879, top5_acc: 0.7969, loss_cls: 1.7494, loss: 2.8251, grad_norm: 5.8619 2021-07-20 18:39:54,054 - mmaction - INFO - Epoch [141][240/1879] lr: 2.130e-03, eta: 3:21:52, time: 0.739, data_time: 0.005, memory: 6921, loss_aux: 1.0489, top1_acc: 0.6059, top5_acc: 0.8074, loss_cls: 1.6901, loss: 2.7390, grad_norm: 5.6612 2021-07-20 18:40:06,983 - mmaction - INFO - Epoch [141][260/1879] lr: 2.126e-03, eta: 3:21:39, time: 0.643, data_time: 0.003, memory: 6921, loss_aux: 1.0733, top1_acc: 0.5941, top5_acc: 0.7980, loss_cls: 1.7302, loss: 2.8035, grad_norm: 5.8000 2021-07-20 18:40:26,308 - mmaction - INFO - Epoch [141][280/1879] lr: 2.121e-03, eta: 3:21:27, time: 0.967, data_time: 0.005, memory: 6921, loss_aux: 1.0446, top1_acc: 0.6027, top5_acc: 0.8059, loss_cls: 1.6862, loss: 2.7308, grad_norm: 5.7485 2021-07-20 18:40:38,185 - mmaction - INFO - Epoch [141][300/1879] lr: 2.116e-03, eta: 3:21:13, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.0927, top1_acc: 0.5914, top5_acc: 0.7930, loss_cls: 1.7677, loss: 2.8604, grad_norm: 5.8290 2021-07-20 18:40:50,187 - mmaction - INFO - Epoch [141][320/1879] lr: 2.112e-03, eta: 3:21:00, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.0896, top1_acc: 0.5918, top5_acc: 0.7930, loss_cls: 1.7792, loss: 2.8688, grad_norm: 5.8300 2021-07-20 18:41:02,063 - mmaction - INFO - Epoch [141][340/1879] lr: 2.107e-03, eta: 3:20:47, time: 0.602, data_time: 0.010, memory: 6921, loss_aux: 1.0606, top1_acc: 0.5953, top5_acc: 0.8063, loss_cls: 1.7016, loss: 2.7622, grad_norm: 5.8318 2021-07-20 18:41:13,631 - mmaction - INFO - Epoch [141][360/1879] lr: 2.103e-03, eta: 3:20:34, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.0904, top1_acc: 0.5781, top5_acc: 0.7945, loss_cls: 1.7708, loss: 2.8612, grad_norm: 5.9329 2021-07-20 18:41:28,302 - mmaction - INFO - Epoch [141][380/1879] lr: 2.098e-03, eta: 3:20:21, time: 0.733, data_time: 0.002, memory: 6921, loss_aux: 1.0522, top1_acc: 0.5938, top5_acc: 0.8086, loss_cls: 1.6985, loss: 2.7507, grad_norm: 5.8560 2021-07-20 18:41:40,693 - mmaction - INFO - Epoch [141][400/1879] lr: 2.094e-03, eta: 3:20:08, time: 0.619, data_time: 0.003, memory: 6921, loss_aux: 1.0444, top1_acc: 0.5977, top5_acc: 0.8059, loss_cls: 1.6920, loss: 2.7364, grad_norm: 5.6763 2021-07-20 18:41:55,182 - mmaction - INFO - Epoch [141][420/1879] lr: 2.089e-03, eta: 3:19:55, time: 0.724, data_time: 0.003, memory: 6921, loss_aux: 1.0587, top1_acc: 0.5879, top5_acc: 0.8051, loss_cls: 1.7205, loss: 2.7792, grad_norm: 5.8542 2021-07-20 18:42:10,572 - mmaction - INFO - Epoch [141][440/1879] lr: 2.085e-03, eta: 3:19:42, time: 0.769, data_time: 0.004, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6195, top5_acc: 0.8102, loss_cls: 1.6376, loss: 2.6747, grad_norm: 5.6653 2021-07-20 18:42:23,710 - mmaction - INFO - Epoch [141][460/1879] lr: 2.080e-03, eta: 3:19:29, time: 0.659, data_time: 0.004, memory: 6921, loss_aux: 1.0683, top1_acc: 0.5969, top5_acc: 0.7980, loss_cls: 1.7483, loss: 2.8166, grad_norm: 5.8926 2021-07-20 18:42:35,708 - mmaction - INFO - Epoch [141][480/1879] lr: 2.076e-03, eta: 3:19:16, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.0394, top1_acc: 0.6078, top5_acc: 0.8090, loss_cls: 1.6717, loss: 2.7111, grad_norm: 5.7910 2021-07-20 18:42:51,325 - mmaction - INFO - Epoch [141][500/1879] lr: 2.071e-03, eta: 3:19:03, time: 0.779, data_time: 0.003, memory: 6921, loss_aux: 1.0488, top1_acc: 0.5977, top5_acc: 0.8176, loss_cls: 1.6634, loss: 2.7121, grad_norm: 5.8618 2021-07-20 18:43:03,239 - mmaction - INFO - Epoch [141][520/1879] lr: 2.067e-03, eta: 3:18:50, time: 0.597, data_time: 0.005, memory: 6921, loss_aux: 1.0575, top1_acc: 0.5992, top5_acc: 0.8070, loss_cls: 1.7154, loss: 2.7729, grad_norm: 5.9250 2021-07-20 18:43:17,868 - mmaction - INFO - Epoch [141][540/1879] lr: 2.062e-03, eta: 3:18:37, time: 0.733, data_time: 0.009, memory: 6921, loss_aux: 1.0471, top1_acc: 0.6109, top5_acc: 0.8184, loss_cls: 1.6842, loss: 2.7312, grad_norm: 5.9200 2021-07-20 18:43:30,082 - mmaction - INFO - Epoch [141][560/1879] lr: 2.058e-03, eta: 3:18:24, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.0598, top1_acc: 0.6094, top5_acc: 0.8129, loss_cls: 1.6609, loss: 2.7207, grad_norm: 5.8193 2021-07-20 18:43:42,263 - mmaction - INFO - Epoch [141][580/1879] lr: 2.053e-03, eta: 3:18:11, time: 0.609, data_time: 0.005, memory: 6921, loss_aux: 1.0748, top1_acc: 0.6008, top5_acc: 0.8078, loss_cls: 1.7095, loss: 2.7842, grad_norm: 5.9234 2021-07-20 18:43:57,905 - mmaction - INFO - Epoch [141][600/1879] lr: 2.049e-03, eta: 3:17:58, time: 0.781, data_time: 0.002, memory: 6921, loss_aux: 1.0752, top1_acc: 0.5801, top5_acc: 0.7996, loss_cls: 1.7441, loss: 2.8192, grad_norm: 5.8727 2021-07-20 18:44:10,639 - mmaction - INFO - Epoch [141][620/1879] lr: 2.044e-03, eta: 3:17:45, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.0338, top1_acc: 0.6156, top5_acc: 0.8254, loss_cls: 1.6069, loss: 2.6407, grad_norm: 5.7917 2021-07-20 18:44:22,678 - mmaction - INFO - Epoch [141][640/1879] lr: 2.040e-03, eta: 3:17:32, time: 0.606, data_time: 0.007, memory: 6921, loss_aux: 1.0577, top1_acc: 0.5898, top5_acc: 0.8059, loss_cls: 1.7117, loss: 2.7694, grad_norm: 5.8521 2021-07-20 18:44:34,567 - mmaction - INFO - Epoch [141][660/1879] lr: 2.035e-03, eta: 3:17:18, time: 0.594, data_time: 0.003, memory: 6921, loss_aux: 1.0369, top1_acc: 0.5953, top5_acc: 0.8109, loss_cls: 1.6781, loss: 2.7150, grad_norm: 5.8166 2021-07-20 18:44:47,001 - mmaction - INFO - Epoch [141][680/1879] lr: 2.031e-03, eta: 3:17:05, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.0279, top1_acc: 0.6012, top5_acc: 0.8199, loss_cls: 1.6374, loss: 2.6653, grad_norm: 5.7490 2021-07-20 18:44:59,021 - mmaction - INFO - Epoch [141][700/1879] lr: 2.026e-03, eta: 3:16:52, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.0412, top1_acc: 0.6066, top5_acc: 0.8145, loss_cls: 1.6765, loss: 2.7177, grad_norm: 5.7395 2021-07-20 18:45:13,403 - mmaction - INFO - Epoch [141][720/1879] lr: 2.022e-03, eta: 3:16:39, time: 0.720, data_time: 0.008, memory: 6921, loss_aux: 1.0768, top1_acc: 0.5957, top5_acc: 0.8066, loss_cls: 1.7032, loss: 2.7800, grad_norm: 5.8517 2021-07-20 18:45:25,499 - mmaction - INFO - Epoch [141][740/1879] lr: 2.017e-03, eta: 3:16:26, time: 0.610, data_time: 0.008, memory: 6921, loss_aux: 1.0772, top1_acc: 0.5965, top5_acc: 0.8039, loss_cls: 1.7302, loss: 2.8074, grad_norm: 5.8105 2021-07-20 18:45:37,474 - mmaction - INFO - Epoch [141][760/1879] lr: 2.013e-03, eta: 3:16:13, time: 0.597, data_time: 0.013, memory: 6921, loss_aux: 1.0362, top1_acc: 0.6117, top5_acc: 0.8125, loss_cls: 1.6757, loss: 2.7119, grad_norm: 5.9324 2021-07-20 18:45:53,351 - mmaction - INFO - Epoch [141][780/1879] lr: 2.008e-03, eta: 3:16:00, time: 0.791, data_time: 0.003, memory: 6921, loss_aux: 1.0780, top1_acc: 0.6039, top5_acc: 0.7953, loss_cls: 1.7234, loss: 2.8014, grad_norm: 5.8646 2021-07-20 18:46:05,237 - mmaction - INFO - Epoch [141][800/1879] lr: 2.004e-03, eta: 3:15:47, time: 0.598, data_time: 0.008, memory: 6921, loss_aux: 1.0823, top1_acc: 0.6082, top5_acc: 0.8094, loss_cls: 1.7185, loss: 2.8009, grad_norm: 5.8938 2021-07-20 18:46:16,682 - mmaction - INFO - Epoch [141][820/1879] lr: 2.000e-03, eta: 3:15:34, time: 0.556, data_time: 0.003, memory: 6921, loss_aux: 1.0335, top1_acc: 0.6051, top5_acc: 0.8219, loss_cls: 1.6381, loss: 2.6716, grad_norm: 5.8877 2021-07-20 18:46:33,297 - mmaction - INFO - Epoch [141][840/1879] lr: 1.995e-03, eta: 3:15:21, time: 0.845, data_time: 0.018, memory: 6921, loss_aux: 1.0499, top1_acc: 0.6133, top5_acc: 0.8090, loss_cls: 1.6819, loss: 2.7318, grad_norm: 5.7467 2021-07-20 18:46:49,201 - mmaction - INFO - Epoch [141][860/1879] lr: 1.991e-03, eta: 3:15:08, time: 0.795, data_time: 0.005, memory: 6921, loss_aux: 1.0768, top1_acc: 0.5988, top5_acc: 0.8035, loss_cls: 1.7203, loss: 2.7970, grad_norm: 5.9360 2021-07-20 18:47:05,688 - mmaction - INFO - Epoch [141][880/1879] lr: 1.986e-03, eta: 3:14:55, time: 0.826, data_time: 0.005, memory: 6921, loss_aux: 1.0270, top1_acc: 0.6281, top5_acc: 0.8102, loss_cls: 1.6550, loss: 2.6821, grad_norm: 5.6733 2021-07-20 18:47:17,828 - mmaction - INFO - Epoch [141][900/1879] lr: 1.982e-03, eta: 3:14:42, time: 0.606, data_time: 0.002, memory: 6921, loss_aux: 1.0387, top1_acc: 0.6090, top5_acc: 0.8063, loss_cls: 1.6765, loss: 2.7152, grad_norm: 5.8651 2021-07-20 18:47:28,978 - mmaction - INFO - Epoch [141][920/1879] lr: 1.977e-03, eta: 3:14:29, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.1008, top1_acc: 0.5777, top5_acc: 0.7996, loss_cls: 1.7899, loss: 2.8907, grad_norm: 5.9390 2021-07-20 18:47:41,542 - mmaction - INFO - Epoch [141][940/1879] lr: 1.973e-03, eta: 3:14:16, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.0579, top1_acc: 0.6016, top5_acc: 0.8031, loss_cls: 1.6990, loss: 2.7569, grad_norm: 5.8332 2021-07-20 18:47:53,933 - mmaction - INFO - Epoch [141][960/1879] lr: 1.969e-03, eta: 3:14:03, time: 0.652, data_time: 0.036, memory: 6921, loss_aux: 1.0609, top1_acc: 0.5945, top5_acc: 0.8020, loss_cls: 1.7018, loss: 2.7627, grad_norm: 5.8338 2021-07-20 18:48:05,887 - mmaction - INFO - Epoch [141][980/1879] lr: 1.964e-03, eta: 3:13:50, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.0636, top1_acc: 0.6051, top5_acc: 0.8070, loss_cls: 1.6822, loss: 2.7458, grad_norm: 5.8377 2021-07-20 18:48:22,224 - mmaction - INFO - Epoch [141][1000/1879] lr: 1.960e-03, eta: 3:13:37, time: 0.812, data_time: 0.003, memory: 6921, loss_aux: 1.0867, top1_acc: 0.5969, top5_acc: 0.8027, loss_cls: 1.7284, loss: 2.8151, grad_norm: 5.9041 2021-07-20 18:48:33,910 - mmaction - INFO - Epoch [141][1020/1879] lr: 1.955e-03, eta: 3:13:24, time: 0.589, data_time: 0.010, memory: 6921, loss_aux: 1.0490, top1_acc: 0.6078, top5_acc: 0.8137, loss_cls: 1.6664, loss: 2.7153, grad_norm: 5.7424 2021-07-20 18:48:45,125 - mmaction - INFO - Epoch [141][1040/1879] lr: 1.951e-03, eta: 3:13:10, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.0703, top1_acc: 0.5941, top5_acc: 0.8051, loss_cls: 1.7000, loss: 2.7702, grad_norm: 5.9371 2021-07-20 18:48:56,358 - mmaction - INFO - Epoch [141][1060/1879] lr: 1.947e-03, eta: 3:12:57, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.0515, top1_acc: 0.5926, top5_acc: 0.8090, loss_cls: 1.7025, loss: 2.7540, grad_norm: 5.9040 2021-07-20 18:49:08,293 - mmaction - INFO - Epoch [141][1080/1879] lr: 1.942e-03, eta: 3:12:44, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.0326, top1_acc: 0.6055, top5_acc: 0.8125, loss_cls: 1.6535, loss: 2.6861, grad_norm: 5.7460 2021-07-20 18:49:19,722 - mmaction - INFO - Epoch [141][1100/1879] lr: 1.938e-03, eta: 3:12:31, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.0480, top1_acc: 0.6055, top5_acc: 0.8086, loss_cls: 1.6842, loss: 2.7322, grad_norm: 5.7797 2021-07-20 18:49:39,946 - mmaction - INFO - Epoch [141][1120/1879] lr: 1.934e-03, eta: 3:12:18, time: 1.009, data_time: 0.002, memory: 6921, loss_aux: 1.0597, top1_acc: 0.6027, top5_acc: 0.7980, loss_cls: 1.7291, loss: 2.7888, grad_norm: 5.9292 2021-07-20 18:49:51,494 - mmaction - INFO - Epoch [141][1140/1879] lr: 1.929e-03, eta: 3:12:05, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.0799, top1_acc: 0.5922, top5_acc: 0.8066, loss_cls: 1.7260, loss: 2.8058, grad_norm: 5.9228 2021-07-20 18:50:03,113 - mmaction - INFO - Epoch [141][1160/1879] lr: 1.925e-03, eta: 3:11:52, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.0615, top1_acc: 0.5969, top5_acc: 0.8066, loss_cls: 1.6973, loss: 2.7588, grad_norm: 5.8853 2021-07-20 18:50:14,456 - mmaction - INFO - Epoch [141][1180/1879] lr: 1.920e-03, eta: 3:11:39, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.0494, top1_acc: 0.5984, top5_acc: 0.8109, loss_cls: 1.6890, loss: 2.7383, grad_norm: 5.8504 2021-07-20 18:50:26,967 - mmaction - INFO - Epoch [141][1200/1879] lr: 1.916e-03, eta: 3:11:26, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.0664, top1_acc: 0.5906, top5_acc: 0.8109, loss_cls: 1.7232, loss: 2.7896, grad_norm: 5.9499 2021-07-20 18:50:44,840 - mmaction - INFO - Epoch [141][1220/1879] lr: 1.912e-03, eta: 3:11:13, time: 0.893, data_time: 0.002, memory: 6921, loss_aux: 1.0508, top1_acc: 0.5992, top5_acc: 0.8059, loss_cls: 1.6966, loss: 2.7474, grad_norm: 5.8767 2021-07-20 18:50:56,436 - mmaction - INFO - Epoch [141][1240/1879] lr: 1.907e-03, eta: 3:11:00, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.0840, top1_acc: 0.5883, top5_acc: 0.8008, loss_cls: 1.7345, loss: 2.8185, grad_norm: 5.9253 2021-07-20 18:51:10,469 - mmaction - INFO - Epoch [141][1260/1879] lr: 1.903e-03, eta: 3:10:47, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.0863, top1_acc: 0.5879, top5_acc: 0.7887, loss_cls: 1.7776, loss: 2.8639, grad_norm: 5.9254 2021-07-20 18:51:22,384 - mmaction - INFO - Epoch [141][1280/1879] lr: 1.899e-03, eta: 3:10:34, time: 0.601, data_time: 0.008, memory: 6921, loss_aux: 1.0657, top1_acc: 0.6035, top5_acc: 0.8066, loss_cls: 1.7058, loss: 2.7716, grad_norm: 5.7524 2021-07-20 18:51:40,397 - mmaction - INFO - Epoch [141][1300/1879] lr: 1.894e-03, eta: 3:10:21, time: 0.898, data_time: 0.002, memory: 6921, loss_aux: 1.0280, top1_acc: 0.6164, top5_acc: 0.8270, loss_cls: 1.6198, loss: 2.6478, grad_norm: 5.6187 2021-07-20 18:51:52,489 - mmaction - INFO - Epoch [141][1320/1879] lr: 1.890e-03, eta: 3:10:08, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.0628, top1_acc: 0.6102, top5_acc: 0.8078, loss_cls: 1.7056, loss: 2.7684, grad_norm: 5.8882 2021-07-20 18:52:03,764 - mmaction - INFO - Epoch [141][1340/1879] lr: 1.886e-03, eta: 3:09:55, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.0429, top1_acc: 0.5988, top5_acc: 0.8078, loss_cls: 1.6924, loss: 2.7353, grad_norm: 5.7993 2021-07-20 18:52:15,446 - mmaction - INFO - Epoch [141][1360/1879] lr: 1.882e-03, eta: 3:09:42, time: 0.584, data_time: 0.008, memory: 6921, loss_aux: 1.0908, top1_acc: 0.5797, top5_acc: 0.7980, loss_cls: 1.7800, loss: 2.8708, grad_norm: 6.0431 2021-07-20 18:52:27,431 - mmaction - INFO - Epoch [141][1380/1879] lr: 1.877e-03, eta: 3:09:28, time: 0.604, data_time: 0.007, memory: 6921, loss_aux: 1.0346, top1_acc: 0.6141, top5_acc: 0.8133, loss_cls: 1.6604, loss: 2.6950, grad_norm: 5.8623 2021-07-20 18:52:40,379 - mmaction - INFO - Epoch [141][1400/1879] lr: 1.873e-03, eta: 3:09:15, time: 0.646, data_time: 0.004, memory: 6921, loss_aux: 1.0635, top1_acc: 0.6000, top5_acc: 0.8051, loss_cls: 1.7066, loss: 2.7701, grad_norm: 5.7080 2021-07-20 18:52:54,668 - mmaction - INFO - Epoch [141][1420/1879] lr: 1.869e-03, eta: 3:09:02, time: 0.714, data_time: 0.004, memory: 6921, loss_aux: 1.1027, top1_acc: 0.5840, top5_acc: 0.7977, loss_cls: 1.7829, loss: 2.8856, grad_norm: 5.8912 2021-07-20 18:53:06,336 - mmaction - INFO - Epoch [141][1440/1879] lr: 1.864e-03, eta: 3:08:49, time: 0.587, data_time: 0.006, memory: 6921, loss_aux: 1.0707, top1_acc: 0.5996, top5_acc: 0.7945, loss_cls: 1.7215, loss: 2.7921, grad_norm: 5.9140 2021-07-20 18:53:19,100 - mmaction - INFO - Epoch [141][1460/1879] lr: 1.860e-03, eta: 3:08:36, time: 0.636, data_time: 0.001, memory: 6921, loss_aux: 1.0614, top1_acc: 0.5965, top5_acc: 0.8090, loss_cls: 1.6926, loss: 2.7540, grad_norm: 5.9049 2021-07-20 18:53:31,630 - mmaction - INFO - Epoch [141][1480/1879] lr: 1.856e-03, eta: 3:08:23, time: 0.626, data_time: 0.003, memory: 6921, loss_aux: 1.0720, top1_acc: 0.5992, top5_acc: 0.8039, loss_cls: 1.7178, loss: 2.7897, grad_norm: 5.8986 2021-07-20 18:53:43,906 - mmaction - INFO - Epoch [141][1500/1879] lr: 1.852e-03, eta: 3:08:10, time: 0.615, data_time: 0.005, memory: 6921, loss_aux: 1.0940, top1_acc: 0.5832, top5_acc: 0.7949, loss_cls: 1.7741, loss: 2.8682, grad_norm: 5.9848 2021-07-20 18:53:59,564 - mmaction - INFO - Epoch [141][1520/1879] lr: 1.847e-03, eta: 3:07:57, time: 0.783, data_time: 0.002, memory: 6921, loss_aux: 1.0521, top1_acc: 0.6129, top5_acc: 0.8031, loss_cls: 1.7074, loss: 2.7596, grad_norm: 5.8984 2021-07-20 18:54:10,607 - mmaction - INFO - Epoch [141][1540/1879] lr: 1.843e-03, eta: 3:07:44, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.0390, top1_acc: 0.6074, top5_acc: 0.8125, loss_cls: 1.6644, loss: 2.7033, grad_norm: 5.8673 2021-07-20 18:54:31,423 - mmaction - INFO - Epoch [141][1560/1879] lr: 1.839e-03, eta: 3:07:31, time: 1.037, data_time: 0.001, memory: 6921, loss_aux: 1.0674, top1_acc: 0.5949, top5_acc: 0.8016, loss_cls: 1.7252, loss: 2.7926, grad_norm: 5.9444 2021-07-20 18:54:48,747 - mmaction - INFO - Epoch [141][1580/1879] lr: 1.834e-03, eta: 3:07:19, time: 0.867, data_time: 0.007, memory: 6921, loss_aux: 1.0331, top1_acc: 0.6129, top5_acc: 0.8148, loss_cls: 1.6566, loss: 2.6897, grad_norm: 5.8153 2021-07-20 18:55:04,745 - mmaction - INFO - Epoch [141][1600/1879] lr: 1.830e-03, eta: 3:07:06, time: 0.801, data_time: 0.005, memory: 6921, loss_aux: 1.0438, top1_acc: 0.6012, top5_acc: 0.8105, loss_cls: 1.6837, loss: 2.7275, grad_norm: 5.9318 2021-07-20 18:55:18,006 - mmaction - INFO - Epoch [141][1620/1879] lr: 1.826e-03, eta: 3:06:53, time: 0.663, data_time: 0.006, memory: 6921, loss_aux: 1.0486, top1_acc: 0.5961, top5_acc: 0.7992, loss_cls: 1.7200, loss: 2.7685, grad_norm: 5.8919 2021-07-20 18:55:31,859 - mmaction - INFO - Epoch [141][1640/1879] lr: 1.822e-03, eta: 3:06:40, time: 0.693, data_time: 0.010, memory: 6921, loss_aux: 1.0217, top1_acc: 0.6070, top5_acc: 0.8152, loss_cls: 1.6447, loss: 2.6664, grad_norm: 5.9388 2021-07-20 18:55:44,308 - mmaction - INFO - Epoch [141][1660/1879] lr: 1.818e-03, eta: 3:06:27, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 0.9975, top1_acc: 0.6172, top5_acc: 0.8203, loss_cls: 1.6225, loss: 2.6200, grad_norm: 5.7707 2021-07-20 18:55:57,997 - mmaction - INFO - Epoch [141][1680/1879] lr: 1.813e-03, eta: 3:06:14, time: 0.682, data_time: 0.004, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6195, top5_acc: 0.8156, loss_cls: 1.6606, loss: 2.6977, grad_norm: 5.7619 2021-07-20 18:56:11,941 - mmaction - INFO - Epoch [141][1700/1879] lr: 1.809e-03, eta: 3:06:01, time: 0.698, data_time: 0.005, memory: 6921, loss_aux: 1.0583, top1_acc: 0.6051, top5_acc: 0.8074, loss_cls: 1.6928, loss: 2.7511, grad_norm: 5.8850 2021-07-20 18:56:26,662 - mmaction - INFO - Epoch [141][1720/1879] lr: 1.805e-03, eta: 3:05:48, time: 0.738, data_time: 0.004, memory: 6921, loss_aux: 1.0483, top1_acc: 0.6094, top5_acc: 0.8098, loss_cls: 1.6791, loss: 2.7274, grad_norm: 5.9150 2021-07-20 18:56:38,475 - mmaction - INFO - Epoch [141][1740/1879] lr: 1.801e-03, eta: 3:05:34, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.0491, top1_acc: 0.6047, top5_acc: 0.8145, loss_cls: 1.6725, loss: 2.7215, grad_norm: 5.8688 2021-07-20 18:56:49,740 - mmaction - INFO - Epoch [141][1760/1879] lr: 1.796e-03, eta: 3:05:21, time: 0.566, data_time: 0.004, memory: 6921, loss_aux: 1.0612, top1_acc: 0.6039, top5_acc: 0.8043, loss_cls: 1.7093, loss: 2.7706, grad_norm: 5.8816 2021-07-20 18:57:04,000 - mmaction - INFO - Epoch [141][1780/1879] lr: 1.792e-03, eta: 3:05:08, time: 0.712, data_time: 0.002, memory: 6921, loss_aux: 1.0061, top1_acc: 0.6172, top5_acc: 0.8180, loss_cls: 1.6179, loss: 2.6240, grad_norm: 5.8198 2021-07-20 18:57:18,338 - mmaction - INFO - Epoch [141][1800/1879] lr: 1.788e-03, eta: 3:04:55, time: 0.716, data_time: 0.005, memory: 6921, loss_aux: 1.0601, top1_acc: 0.6027, top5_acc: 0.8187, loss_cls: 1.6870, loss: 2.7471, grad_norm: 5.9264 2021-07-20 18:57:31,299 - mmaction - INFO - Epoch [141][1820/1879] lr: 1.784e-03, eta: 3:04:42, time: 0.650, data_time: 0.003, memory: 6921, loss_aux: 1.0513, top1_acc: 0.6078, top5_acc: 0.8035, loss_cls: 1.6825, loss: 2.7338, grad_norm: 5.9247 2021-07-20 18:57:46,717 - mmaction - INFO - Epoch [141][1840/1879] lr: 1.780e-03, eta: 3:04:29, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 1.0405, top1_acc: 0.5996, top5_acc: 0.8113, loss_cls: 1.6853, loss: 2.7258, grad_norm: 5.8465 2021-07-20 18:57:58,204 - mmaction - INFO - Epoch [141][1860/1879] lr: 1.775e-03, eta: 3:04:16, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.0460, top1_acc: 0.5965, top5_acc: 0.8090, loss_cls: 1.6967, loss: 2.7426, grad_norm: 5.9900 2021-07-20 18:58:11,000 - mmaction - INFO - Saving checkpoint at 141 epochs 2021-07-20 18:58:36,053 - mmaction - INFO - Epoch [142][20/1879] lr: 1.767e-03, eta: 3:03:50, time: 0.884, data_time: 0.209, memory: 6921, loss_aux: 1.0593, top1_acc: 0.6023, top5_acc: 0.8086, loss_cls: 1.6817, loss: 2.7411, grad_norm: 5.8870 2021-07-20 18:58:47,802 - mmaction - INFO - Epoch [142][40/1879] lr: 1.763e-03, eta: 3:03:37, time: 0.591, data_time: 0.006, memory: 6921, loss_aux: 1.0172, top1_acc: 0.6176, top5_acc: 0.8219, loss_cls: 1.6085, loss: 2.6257, grad_norm: 5.7302 2021-07-20 18:59:04,894 - mmaction - INFO - Epoch [142][60/1879] lr: 1.759e-03, eta: 3:03:24, time: 0.853, data_time: 0.005, memory: 6921, loss_aux: 1.0812, top1_acc: 0.6020, top5_acc: 0.7973, loss_cls: 1.7245, loss: 2.8057, grad_norm: 5.8294 2021-07-20 18:59:16,091 - mmaction - INFO - Epoch [142][80/1879] lr: 1.755e-03, eta: 3:03:11, time: 0.563, data_time: 0.006, memory: 6921, loss_aux: 1.0685, top1_acc: 0.6055, top5_acc: 0.8047, loss_cls: 1.7137, loss: 2.7822, grad_norm: 5.8014 2021-07-20 18:59:27,628 - mmaction - INFO - Epoch [142][100/1879] lr: 1.751e-03, eta: 3:02:58, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.0808, top1_acc: 0.5895, top5_acc: 0.8098, loss_cls: 1.7302, loss: 2.8110, grad_norm: 5.9372 2021-07-20 18:59:41,012 - mmaction - INFO - Epoch [142][120/1879] lr: 1.747e-03, eta: 3:02:45, time: 0.669, data_time: 0.004, memory: 6921, loss_aux: 1.0601, top1_acc: 0.5969, top5_acc: 0.7969, loss_cls: 1.7327, loss: 2.7928, grad_norm: 5.9288 2021-07-20 18:59:52,593 - mmaction - INFO - Epoch [142][140/1879] lr: 1.742e-03, eta: 3:02:32, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.0526, top1_acc: 0.5914, top5_acc: 0.8055, loss_cls: 1.6974, loss: 2.7500, grad_norm: 5.9977 2021-07-20 19:00:07,393 - mmaction - INFO - Epoch [142][160/1879] lr: 1.738e-03, eta: 3:02:19, time: 0.740, data_time: 0.002, memory: 6921, loss_aux: 1.0364, top1_acc: 0.6312, top5_acc: 0.8273, loss_cls: 1.6010, loss: 2.6374, grad_norm: 5.8476 2021-07-20 19:00:20,870 - mmaction - INFO - Epoch [142][180/1879] lr: 1.734e-03, eta: 3:02:06, time: 0.674, data_time: 0.002, memory: 6921, loss_aux: 1.0379, top1_acc: 0.6211, top5_acc: 0.8105, loss_cls: 1.6298, loss: 2.6677, grad_norm: 5.7982 2021-07-20 19:00:33,972 - mmaction - INFO - Epoch [142][200/1879] lr: 1.730e-03, eta: 3:01:53, time: 0.652, data_time: 0.004, memory: 6921, loss_aux: 1.0381, top1_acc: 0.6070, top5_acc: 0.8141, loss_cls: 1.6845, loss: 2.7226, grad_norm: 5.8734 2021-07-20 19:00:48,211 - mmaction - INFO - Epoch [142][220/1879] lr: 1.726e-03, eta: 3:01:40, time: 0.714, data_time: 0.006, memory: 6921, loss_aux: 1.0413, top1_acc: 0.6102, top5_acc: 0.8133, loss_cls: 1.6763, loss: 2.7175, grad_norm: 5.9791 2021-07-20 19:01:05,327 - mmaction - INFO - Epoch [142][240/1879] lr: 1.722e-03, eta: 3:01:27, time: 0.853, data_time: 0.002, memory: 6921, loss_aux: 1.0506, top1_acc: 0.6074, top5_acc: 0.7957, loss_cls: 1.6821, loss: 2.7327, grad_norm: 5.8786 2021-07-20 19:01:21,218 - mmaction - INFO - Epoch [142][260/1879] lr: 1.718e-03, eta: 3:01:14, time: 0.797, data_time: 0.006, memory: 6921, loss_aux: 1.0367, top1_acc: 0.6152, top5_acc: 0.8172, loss_cls: 1.6417, loss: 2.6784, grad_norm: 5.8333 2021-07-20 19:01:34,236 - mmaction - INFO - Epoch [142][280/1879] lr: 1.713e-03, eta: 3:01:01, time: 0.651, data_time: 0.003, memory: 6921, loss_aux: 1.0726, top1_acc: 0.6004, top5_acc: 0.8074, loss_cls: 1.7103, loss: 2.7829, grad_norm: 5.9569 2021-07-20 19:01:46,107 - mmaction - INFO - Epoch [142][300/1879] lr: 1.709e-03, eta: 3:00:48, time: 0.595, data_time: 0.003, memory: 6921, loss_aux: 1.0644, top1_acc: 0.5902, top5_acc: 0.8086, loss_cls: 1.7112, loss: 2.7756, grad_norm: 5.9465 2021-07-20 19:01:57,694 - mmaction - INFO - Epoch [142][320/1879] lr: 1.705e-03, eta: 3:00:35, time: 0.565, data_time: 0.004, memory: 6921, loss_aux: 1.0460, top1_acc: 0.6227, top5_acc: 0.8195, loss_cls: 1.6380, loss: 2.6840, grad_norm: 5.7951 2021-07-20 19:02:09,073 - mmaction - INFO - Epoch [142][340/1879] lr: 1.701e-03, eta: 3:00:21, time: 0.583, data_time: 0.015, memory: 6921, loss_aux: 1.0844, top1_acc: 0.5875, top5_acc: 0.8008, loss_cls: 1.7791, loss: 2.8636, grad_norm: 6.1265 2021-07-20 19:02:20,844 - mmaction - INFO - Epoch [142][360/1879] lr: 1.697e-03, eta: 3:00:08, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.0466, top1_acc: 0.5961, top5_acc: 0.8098, loss_cls: 1.6783, loss: 2.7249, grad_norm: 5.8908 2021-07-20 19:02:32,820 - mmaction - INFO - Epoch [142][380/1879] lr: 1.693e-03, eta: 2:59:55, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.0420, top1_acc: 0.6051, top5_acc: 0.8145, loss_cls: 1.6535, loss: 2.6955, grad_norm: 5.8415 2021-07-20 19:02:44,043 - mmaction - INFO - Epoch [142][400/1879] lr: 1.689e-03, eta: 2:59:42, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.0568, top1_acc: 0.5988, top5_acc: 0.8043, loss_cls: 1.7064, loss: 2.7632, grad_norm: 5.9818 2021-07-20 19:02:55,792 - mmaction - INFO - Epoch [142][420/1879] lr: 1.685e-03, eta: 2:59:29, time: 0.587, data_time: 0.001, memory: 6921, loss_aux: 1.0448, top1_acc: 0.6086, top5_acc: 0.8125, loss_cls: 1.6557, loss: 2.7005, grad_norm: 5.9818 2021-07-20 19:03:10,193 - mmaction - INFO - Epoch [142][440/1879] lr: 1.681e-03, eta: 2:59:16, time: 0.717, data_time: 0.002, memory: 6921, loss_aux: 1.0571, top1_acc: 0.6070, top5_acc: 0.8180, loss_cls: 1.6855, loss: 2.7426, grad_norm: 5.9537 2021-07-20 19:03:27,517 - mmaction - INFO - Epoch [142][460/1879] lr: 1.677e-03, eta: 2:59:03, time: 0.867, data_time: 0.004, memory: 6921, loss_aux: 1.0449, top1_acc: 0.5949, top5_acc: 0.8082, loss_cls: 1.6893, loss: 2.7342, grad_norm: 5.9292 2021-07-20 19:03:44,353 - mmaction - INFO - Epoch [142][480/1879] lr: 1.673e-03, eta: 2:58:50, time: 0.841, data_time: 0.004, memory: 6921, loss_aux: 1.0824, top1_acc: 0.5945, top5_acc: 0.7965, loss_cls: 1.7300, loss: 2.8124, grad_norm: 6.0718 2021-07-20 19:03:57,879 - mmaction - INFO - Epoch [142][500/1879] lr: 1.669e-03, eta: 2:58:37, time: 0.673, data_time: 0.007, memory: 6921, loss_aux: 1.0540, top1_acc: 0.6070, top5_acc: 0.8105, loss_cls: 1.6834, loss: 2.7374, grad_norm: 5.9852 2021-07-20 19:04:09,662 - mmaction - INFO - Epoch [142][520/1879] lr: 1.665e-03, eta: 2:58:24, time: 0.595, data_time: 0.009, memory: 6921, loss_aux: 1.0294, top1_acc: 0.6094, top5_acc: 0.8156, loss_cls: 1.6648, loss: 2.6942, grad_norm: 5.9370 2021-07-20 19:04:23,335 - mmaction - INFO - Epoch [142][540/1879] lr: 1.660e-03, eta: 2:58:11, time: 0.683, data_time: 0.003, memory: 6921, loss_aux: 1.0361, top1_acc: 0.6082, top5_acc: 0.8012, loss_cls: 1.6726, loss: 2.7087, grad_norm: 5.8747 2021-07-20 19:04:35,277 - mmaction - INFO - Epoch [142][560/1879] lr: 1.656e-03, eta: 2:57:58, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.0358, top1_acc: 0.6164, top5_acc: 0.8156, loss_cls: 1.6535, loss: 2.6893, grad_norm: 5.8548 2021-07-20 19:04:48,882 - mmaction - INFO - Epoch [142][580/1879] lr: 1.652e-03, eta: 2:57:45, time: 0.675, data_time: 0.002, memory: 6921, loss_aux: 1.0336, top1_acc: 0.6086, top5_acc: 0.8207, loss_cls: 1.6364, loss: 2.6701, grad_norm: 5.7543 2021-07-20 19:05:09,386 - mmaction - INFO - Epoch [142][600/1879] lr: 1.648e-03, eta: 2:57:32, time: 1.029, data_time: 0.007, memory: 6921, loss_aux: 1.0400, top1_acc: 0.6039, top5_acc: 0.8152, loss_cls: 1.6474, loss: 2.6875, grad_norm: 5.8193 2021-07-20 19:05:20,480 - mmaction - INFO - Epoch [142][620/1879] lr: 1.644e-03, eta: 2:57:19, time: 0.557, data_time: 0.005, memory: 6921, loss_aux: 1.0525, top1_acc: 0.6059, top5_acc: 0.7984, loss_cls: 1.6978, loss: 2.7503, grad_norm: 5.8777 2021-07-20 19:05:44,358 - mmaction - INFO - Epoch [142][640/1879] lr: 1.640e-03, eta: 2:57:07, time: 1.192, data_time: 0.001, memory: 6921, loss_aux: 1.0394, top1_acc: 0.6039, top5_acc: 0.8168, loss_cls: 1.6650, loss: 2.7044, grad_norm: 5.9494 2021-07-20 19:06:05,642 - mmaction - INFO - Epoch [142][660/1879] lr: 1.636e-03, eta: 2:56:54, time: 0.898, data_time: 0.003, memory: 6921, loss_aux: 1.0085, top1_acc: 0.6141, top5_acc: 0.8160, loss_cls: 1.6300, loss: 2.6385, grad_norm: 5.8331 2021-07-20 19:06:18,407 - mmaction - INFO - Epoch [142][680/1879] lr: 1.632e-03, eta: 2:56:41, time: 0.805, data_time: 0.169, memory: 6921, loss_aux: 1.0540, top1_acc: 0.6035, top5_acc: 0.8121, loss_cls: 1.6885, loss: 2.7425, grad_norm: 5.9879 2021-07-20 19:06:34,679 - mmaction - INFO - Epoch [142][700/1879] lr: 1.628e-03, eta: 2:56:28, time: 0.814, data_time: 0.004, memory: 6921, loss_aux: 1.0067, top1_acc: 0.6281, top5_acc: 0.8258, loss_cls: 1.5694, loss: 2.5761, grad_norm: 5.6635 2021-07-20 19:06:46,161 - mmaction - INFO - Epoch [142][720/1879] lr: 1.624e-03, eta: 2:56:15, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.0943, top1_acc: 0.5969, top5_acc: 0.8023, loss_cls: 1.7561, loss: 2.8504, grad_norm: 6.0571 2021-07-20 19:06:58,437 - mmaction - INFO - Epoch [142][740/1879] lr: 1.620e-03, eta: 2:56:02, time: 0.616, data_time: 0.005, memory: 6921, loss_aux: 1.0587, top1_acc: 0.5918, top5_acc: 0.8027, loss_cls: 1.7267, loss: 2.7854, grad_norm: 6.0306 2021-07-20 19:07:15,136 - mmaction - INFO - Epoch [142][760/1879] lr: 1.616e-03, eta: 2:55:49, time: 0.834, data_time: 0.002, memory: 6921, loss_aux: 1.0285, top1_acc: 0.6188, top5_acc: 0.8191, loss_cls: 1.6291, loss: 2.6576, grad_norm: 5.8442 2021-07-20 19:07:27,090 - mmaction - INFO - Epoch [142][780/1879] lr: 1.612e-03, eta: 2:55:36, time: 0.599, data_time: 0.005, memory: 6921, loss_aux: 1.0095, top1_acc: 0.6230, top5_acc: 0.8254, loss_cls: 1.5915, loss: 2.6010, grad_norm: 5.8669 2021-07-20 19:07:43,941 - mmaction - INFO - Epoch [142][800/1879] lr: 1.608e-03, eta: 2:55:23, time: 0.841, data_time: 0.004, memory: 6921, loss_aux: 1.0339, top1_acc: 0.5965, top5_acc: 0.8121, loss_cls: 1.6550, loss: 2.6889, grad_norm: 5.9137 2021-07-20 19:07:56,219 - mmaction - INFO - Epoch [142][820/1879] lr: 1.604e-03, eta: 2:55:10, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.0746, top1_acc: 0.5875, top5_acc: 0.8016, loss_cls: 1.7305, loss: 2.8052, grad_norm: 6.0439 2021-07-20 19:08:07,883 - mmaction - INFO - Epoch [142][840/1879] lr: 1.600e-03, eta: 2:54:57, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.0778, top1_acc: 0.5875, top5_acc: 0.8008, loss_cls: 1.7110, loss: 2.7888, grad_norm: 6.0631 2021-07-20 19:08:19,171 - mmaction - INFO - Epoch [142][860/1879] lr: 1.596e-03, eta: 2:54:44, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.0088, top1_acc: 0.6121, top5_acc: 0.8176, loss_cls: 1.6361, loss: 2.6449, grad_norm: 5.8559 2021-07-20 19:08:31,808 - mmaction - INFO - Epoch [142][880/1879] lr: 1.592e-03, eta: 2:54:31, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.0801, top1_acc: 0.5992, top5_acc: 0.8012, loss_cls: 1.7193, loss: 2.7994, grad_norm: 5.8922 2021-07-20 19:08:44,208 - mmaction - INFO - Epoch [142][900/1879] lr: 1.588e-03, eta: 2:54:18, time: 0.620, data_time: 0.004, memory: 6921, loss_aux: 1.0494, top1_acc: 0.6109, top5_acc: 0.8098, loss_cls: 1.6697, loss: 2.7191, grad_norm: 5.9094 2021-07-20 19:09:01,556 - mmaction - INFO - Epoch [142][920/1879] lr: 1.584e-03, eta: 2:54:05, time: 0.867, data_time: 0.003, memory: 6921, loss_aux: 1.0706, top1_acc: 0.5992, top5_acc: 0.7984, loss_cls: 1.7390, loss: 2.8095, grad_norm: 6.0022 2021-07-20 19:09:14,027 - mmaction - INFO - Epoch [142][940/1879] lr: 1.581e-03, eta: 2:53:52, time: 0.624, data_time: 0.004, memory: 6921, loss_aux: 1.0472, top1_acc: 0.6145, top5_acc: 0.8094, loss_cls: 1.6726, loss: 2.7198, grad_norm: 5.9159 2021-07-20 19:09:34,675 - mmaction - INFO - Epoch [142][960/1879] lr: 1.577e-03, eta: 2:53:39, time: 1.029, data_time: 0.023, memory: 6921, loss_aux: 1.0574, top1_acc: 0.6051, top5_acc: 0.8113, loss_cls: 1.6892, loss: 2.7466, grad_norm: 5.9257 2021-07-20 19:09:46,649 - mmaction - INFO - Epoch [142][980/1879] lr: 1.573e-03, eta: 2:53:26, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.0405, top1_acc: 0.6141, top5_acc: 0.8102, loss_cls: 1.6606, loss: 2.7011, grad_norm: 5.8384 2021-07-20 19:09:58,417 - mmaction - INFO - Epoch [142][1000/1879] lr: 1.569e-03, eta: 2:53:13, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.0375, top1_acc: 0.6105, top5_acc: 0.8074, loss_cls: 1.6765, loss: 2.7140, grad_norm: 5.8942 2021-07-20 19:10:10,045 - mmaction - INFO - Epoch [142][1020/1879] lr: 1.565e-03, eta: 2:53:00, time: 0.581, data_time: 0.001, memory: 6921, loss_aux: 1.0534, top1_acc: 0.5961, top5_acc: 0.8117, loss_cls: 1.6878, loss: 2.7411, grad_norm: 5.9726 2021-07-20 19:10:21,345 - mmaction - INFO - Epoch [142][1040/1879] lr: 1.561e-03, eta: 2:52:46, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 1.0217, top1_acc: 0.5957, top5_acc: 0.8098, loss_cls: 1.6652, loss: 2.6869, grad_norm: 5.8831 2021-07-20 19:10:33,441 - mmaction - INFO - Epoch [142][1060/1879] lr: 1.557e-03, eta: 2:52:33, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.0438, top1_acc: 0.6000, top5_acc: 0.8051, loss_cls: 1.7005, loss: 2.7443, grad_norm: 5.9149 2021-07-20 19:10:47,093 - mmaction - INFO - Epoch [142][1080/1879] lr: 1.553e-03, eta: 2:52:20, time: 0.675, data_time: 0.003, memory: 6921, loss_aux: 1.0471, top1_acc: 0.5961, top5_acc: 0.8105, loss_cls: 1.6826, loss: 2.7297, grad_norm: 6.0236 2021-07-20 19:10:58,982 - mmaction - INFO - Epoch [142][1100/1879] lr: 1.549e-03, eta: 2:52:07, time: 0.601, data_time: 0.009, memory: 6921, loss_aux: 1.0284, top1_acc: 0.6246, top5_acc: 0.8184, loss_cls: 1.6218, loss: 2.6502, grad_norm: 5.8734 2021-07-20 19:11:18,389 - mmaction - INFO - Epoch [142][1120/1879] lr: 1.545e-03, eta: 2:51:54, time: 0.969, data_time: 0.003, memory: 6921, loss_aux: 1.0842, top1_acc: 0.5863, top5_acc: 0.8105, loss_cls: 1.7545, loss: 2.8387, grad_norm: 6.0454 2021-07-20 19:11:30,170 - mmaction - INFO - Epoch [142][1140/1879] lr: 1.541e-03, eta: 2:51:41, time: 0.592, data_time: 0.006, memory: 6921, loss_aux: 1.0732, top1_acc: 0.5988, top5_acc: 0.8055, loss_cls: 1.7342, loss: 2.8075, grad_norm: 5.9761 2021-07-20 19:11:41,399 - mmaction - INFO - Epoch [142][1160/1879] lr: 1.537e-03, eta: 2:51:28, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.0477, top1_acc: 0.5992, top5_acc: 0.8074, loss_cls: 1.6623, loss: 2.7101, grad_norm: 6.0406 2021-07-20 19:11:52,442 - mmaction - INFO - Epoch [142][1180/1879] lr: 1.534e-03, eta: 2:51:15, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.0399, top1_acc: 0.6188, top5_acc: 0.8105, loss_cls: 1.6542, loss: 2.6940, grad_norm: 5.8517 2021-07-20 19:12:04,760 - mmaction - INFO - Epoch [142][1200/1879] lr: 1.530e-03, eta: 2:51:02, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.0218, top1_acc: 0.6070, top5_acc: 0.8133, loss_cls: 1.6565, loss: 2.6783, grad_norm: 6.0248 2021-07-20 19:12:15,976 - mmaction - INFO - Epoch [142][1220/1879] lr: 1.526e-03, eta: 2:50:49, time: 0.572, data_time: 0.014, memory: 6921, loss_aux: 1.0582, top1_acc: 0.6059, top5_acc: 0.8066, loss_cls: 1.7026, loss: 2.7608, grad_norm: 5.8663 2021-07-20 19:12:27,871 - mmaction - INFO - Epoch [142][1240/1879] lr: 1.522e-03, eta: 2:50:36, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.0472, top1_acc: 0.6078, top5_acc: 0.8023, loss_cls: 1.6748, loss: 2.7221, grad_norm: 5.9549 2021-07-20 19:12:39,265 - mmaction - INFO - Epoch [142][1260/1879] lr: 1.518e-03, eta: 2:50:22, time: 0.569, data_time: 0.003, memory: 6921, loss_aux: 1.0189, top1_acc: 0.6141, top5_acc: 0.8074, loss_cls: 1.6251, loss: 2.6440, grad_norm: 5.8458 2021-07-20 19:12:50,847 - mmaction - INFO - Epoch [142][1280/1879] lr: 1.514e-03, eta: 2:50:09, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.0558, top1_acc: 0.6043, top5_acc: 0.8063, loss_cls: 1.6857, loss: 2.7416, grad_norm: 5.9031 2021-07-20 19:13:05,813 - mmaction - INFO - Epoch [142][1300/1879] lr: 1.510e-03, eta: 2:49:56, time: 0.743, data_time: 0.004, memory: 6921, loss_aux: 1.0380, top1_acc: 0.6121, top5_acc: 0.8098, loss_cls: 1.6539, loss: 2.6919, grad_norm: 5.8442 2021-07-20 19:13:17,912 - mmaction - INFO - Epoch [142][1320/1879] lr: 1.506e-03, eta: 2:49:43, time: 0.609, data_time: 0.008, memory: 6921, loss_aux: 1.0260, top1_acc: 0.6184, top5_acc: 0.8129, loss_cls: 1.6408, loss: 2.6668, grad_norm: 5.9392 2021-07-20 19:13:40,336 - mmaction - INFO - Epoch [142][1340/1879] lr: 1.503e-03, eta: 2:49:31, time: 1.118, data_time: 0.003, memory: 6921, loss_aux: 1.0465, top1_acc: 0.6125, top5_acc: 0.8148, loss_cls: 1.6836, loss: 2.7302, grad_norm: 5.9721 2021-07-20 19:13:52,222 - mmaction - INFO - Epoch [142][1360/1879] lr: 1.499e-03, eta: 2:49:17, time: 0.598, data_time: 0.007, memory: 6921, loss_aux: 1.0296, top1_acc: 0.6188, top5_acc: 0.8090, loss_cls: 1.6490, loss: 2.6785, grad_norm: 5.8128 2021-07-20 19:14:04,670 - mmaction - INFO - Epoch [142][1380/1879] lr: 1.495e-03, eta: 2:49:04, time: 0.621, data_time: 0.003, memory: 6921, loss_aux: 0.9993, top1_acc: 0.6234, top5_acc: 0.8246, loss_cls: 1.6125, loss: 2.6118, grad_norm: 5.8773 2021-07-20 19:14:16,430 - mmaction - INFO - Epoch [142][1400/1879] lr: 1.491e-03, eta: 2:48:51, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.0838, top1_acc: 0.5918, top5_acc: 0.7988, loss_cls: 1.7551, loss: 2.8389, grad_norm: 6.0439 2021-07-20 19:14:31,172 - mmaction - INFO - Epoch [142][1420/1879] lr: 1.487e-03, eta: 2:48:38, time: 0.731, data_time: 0.002, memory: 6921, loss_aux: 1.0425, top1_acc: 0.6031, top5_acc: 0.8176, loss_cls: 1.6753, loss: 2.7178, grad_norm: 5.9057 2021-07-20 19:14:42,416 - mmaction - INFO - Epoch [142][1440/1879] lr: 1.483e-03, eta: 2:48:25, time: 0.566, data_time: 0.009, memory: 6921, loss_aux: 1.0333, top1_acc: 0.6059, top5_acc: 0.8156, loss_cls: 1.6502, loss: 2.6835, grad_norm: 5.9801 2021-07-20 19:14:57,929 - mmaction - INFO - Epoch [142][1460/1879] lr: 1.480e-03, eta: 2:48:12, time: 0.777, data_time: 0.004, memory: 6921, loss_aux: 1.0514, top1_acc: 0.6129, top5_acc: 0.8086, loss_cls: 1.6987, loss: 2.7501, grad_norm: 5.9874 2021-07-20 19:15:18,661 - mmaction - INFO - Epoch [142][1480/1879] lr: 1.476e-03, eta: 2:48:00, time: 1.036, data_time: 0.003, memory: 6921, loss_aux: 1.0395, top1_acc: 0.6066, top5_acc: 0.8172, loss_cls: 1.6564, loss: 2.6959, grad_norm: 6.0252 2021-07-20 19:15:37,728 - mmaction - INFO - Epoch [142][1500/1879] lr: 1.472e-03, eta: 2:47:47, time: 0.953, data_time: 0.002, memory: 6921, loss_aux: 1.0587, top1_acc: 0.6016, top5_acc: 0.8023, loss_cls: 1.6721, loss: 2.7308, grad_norm: 6.0572 2021-07-20 19:15:49,478 - mmaction - INFO - Epoch [142][1520/1879] lr: 1.468e-03, eta: 2:47:34, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.0383, top1_acc: 0.6055, top5_acc: 0.8191, loss_cls: 1.6502, loss: 2.6885, grad_norm: 5.8949 2021-07-20 19:16:01,696 - mmaction - INFO - Epoch [142][1540/1879] lr: 1.464e-03, eta: 2:47:21, time: 0.610, data_time: 0.003, memory: 6921, loss_aux: 1.0365, top1_acc: 0.6094, top5_acc: 0.8105, loss_cls: 1.6706, loss: 2.7071, grad_norm: 5.9097 2021-07-20 19:16:13,293 - mmaction - INFO - Epoch [142][1560/1879] lr: 1.461e-03, eta: 2:47:07, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.0355, top1_acc: 0.6078, top5_acc: 0.8070, loss_cls: 1.6663, loss: 2.7018, grad_norm: 5.8443 2021-07-20 19:16:24,864 - mmaction - INFO - Epoch [142][1580/1879] lr: 1.457e-03, eta: 2:46:54, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.0153, top1_acc: 0.6191, top5_acc: 0.8125, loss_cls: 1.6278, loss: 2.6431, grad_norm: 5.8679 2021-07-20 19:16:36,217 - mmaction - INFO - Epoch [142][1600/1879] lr: 1.453e-03, eta: 2:46:41, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.0383, top1_acc: 0.6039, top5_acc: 0.8160, loss_cls: 1.6592, loss: 2.6975, grad_norm: 5.9417 2021-07-20 19:16:50,806 - mmaction - INFO - Epoch [142][1620/1879] lr: 1.449e-03, eta: 2:46:28, time: 0.730, data_time: 0.004, memory: 6921, loss_aux: 1.0557, top1_acc: 0.6074, top5_acc: 0.8109, loss_cls: 1.6852, loss: 2.7409, grad_norm: 5.9152 2021-07-20 19:17:05,703 - mmaction - INFO - Epoch [142][1640/1879] lr: 1.445e-03, eta: 2:46:15, time: 0.746, data_time: 0.005, memory: 6921, loss_aux: 1.0594, top1_acc: 0.6121, top5_acc: 0.7977, loss_cls: 1.7187, loss: 2.7781, grad_norm: 5.9546 2021-07-20 19:17:18,428 - mmaction - INFO - Epoch [142][1660/1879] lr: 1.442e-03, eta: 2:46:02, time: 0.635, data_time: 0.002, memory: 6921, loss_aux: 1.0632, top1_acc: 0.6012, top5_acc: 0.8137, loss_cls: 1.7031, loss: 2.7663, grad_norm: 5.9676 2021-07-20 19:17:33,402 - mmaction - INFO - Epoch [142][1680/1879] lr: 1.438e-03, eta: 2:45:49, time: 0.750, data_time: 0.006, memory: 6921, loss_aux: 1.0612, top1_acc: 0.5906, top5_acc: 0.8055, loss_cls: 1.7210, loss: 2.7821, grad_norm: 6.0138 2021-07-20 19:17:51,280 - mmaction - INFO - Epoch [142][1700/1879] lr: 1.434e-03, eta: 2:45:36, time: 0.894, data_time: 0.002, memory: 6921, loss_aux: 1.0531, top1_acc: 0.6055, top5_acc: 0.8059, loss_cls: 1.6886, loss: 2.7417, grad_norm: 5.9773 2021-07-20 19:18:07,104 - mmaction - INFO - Epoch [142][1720/1879] lr: 1.430e-03, eta: 2:45:23, time: 0.790, data_time: 0.003, memory: 6921, loss_aux: 1.0079, top1_acc: 0.6297, top5_acc: 0.8176, loss_cls: 1.5890, loss: 2.5970, grad_norm: 5.7122 2021-07-20 19:18:19,804 - mmaction - INFO - Epoch [142][1740/1879] lr: 1.427e-03, eta: 2:45:10, time: 0.635, data_time: 0.006, memory: 6921, loss_aux: 0.9772, top1_acc: 0.6340, top5_acc: 0.8289, loss_cls: 1.5428, loss: 2.5200, grad_norm: 5.7165 2021-07-20 19:18:31,696 - mmaction - INFO - Epoch [142][1760/1879] lr: 1.423e-03, eta: 2:44:57, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.0164, top1_acc: 0.6090, top5_acc: 0.8164, loss_cls: 1.6342, loss: 2.6506, grad_norm: 5.9363 2021-07-20 19:18:47,756 - mmaction - INFO - Epoch [142][1780/1879] lr: 1.419e-03, eta: 2:44:44, time: 0.800, data_time: 0.003, memory: 6921, loss_aux: 1.0135, top1_acc: 0.6262, top5_acc: 0.8215, loss_cls: 1.5998, loss: 2.6133, grad_norm: 5.9290 2021-07-20 19:18:59,458 - mmaction - INFO - Epoch [142][1800/1879] lr: 1.415e-03, eta: 2:44:31, time: 0.586, data_time: 0.007, memory: 6921, loss_aux: 1.0950, top1_acc: 0.5863, top5_acc: 0.7988, loss_cls: 1.7491, loss: 2.8441, grad_norm: 6.1202 2021-07-20 19:19:14,041 - mmaction - INFO - Epoch [142][1820/1879] lr: 1.412e-03, eta: 2:44:18, time: 0.731, data_time: 0.003, memory: 6921, loss_aux: 1.0315, top1_acc: 0.6055, top5_acc: 0.8160, loss_cls: 1.6693, loss: 2.7008, grad_norm: 6.0354 2021-07-20 19:19:31,493 - mmaction - INFO - Epoch [142][1840/1879] lr: 1.408e-03, eta: 2:44:05, time: 0.869, data_time: 0.001, memory: 6921, loss_aux: 1.0490, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.6912, loss: 2.7402, grad_norm: 6.1781 2021-07-20 19:19:43,123 - mmaction - INFO - Epoch [142][1860/1879] lr: 1.404e-03, eta: 2:43:52, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.0836, top1_acc: 0.5816, top5_acc: 0.8082, loss_cls: 1.7223, loss: 2.8059, grad_norm: 6.1511 2021-07-20 19:19:53,512 - mmaction - INFO - Saving checkpoint at 142 epochs 2021-07-20 19:20:12,679 - mmaction - INFO - Epoch [143][20/1879] lr: 1.397e-03, eta: 2:43:26, time: 0.865, data_time: 0.256, memory: 6921, loss_aux: 1.0323, top1_acc: 0.6039, top5_acc: 0.8223, loss_cls: 1.6434, loss: 2.6756, grad_norm: 6.0462 2021-07-20 19:20:28,366 - mmaction - INFO - Epoch [143][40/1879] lr: 1.393e-03, eta: 2:43:13, time: 0.787, data_time: 0.012, memory: 6921, loss_aux: 1.0421, top1_acc: 0.6094, top5_acc: 0.8078, loss_cls: 1.6575, loss: 2.6996, grad_norm: 5.9132 2021-07-20 19:20:42,402 - mmaction - INFO - Epoch [143][60/1879] lr: 1.389e-03, eta: 2:43:00, time: 0.702, data_time: 0.002, memory: 6921, loss_aux: 1.0261, top1_acc: 0.6113, top5_acc: 0.8125, loss_cls: 1.6296, loss: 2.6557, grad_norm: 5.9204 2021-07-20 19:20:55,853 - mmaction - INFO - Epoch [143][80/1879] lr: 1.386e-03, eta: 2:42:47, time: 0.671, data_time: 0.004, memory: 6921, loss_aux: 1.0437, top1_acc: 0.6043, top5_acc: 0.8121, loss_cls: 1.6635, loss: 2.7072, grad_norm: 5.8438 2021-07-20 19:21:08,496 - mmaction - INFO - Epoch [143][100/1879] lr: 1.382e-03, eta: 2:42:34, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.0248, top1_acc: 0.6129, top5_acc: 0.8199, loss_cls: 1.6314, loss: 2.6561, grad_norm: 5.9037 2021-07-20 19:21:20,613 - mmaction - INFO - Epoch [143][120/1879] lr: 1.378e-03, eta: 2:42:21, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.0389, top1_acc: 0.6070, top5_acc: 0.8160, loss_cls: 1.6660, loss: 2.7049, grad_norm: 5.9973 2021-07-20 19:21:32,177 - mmaction - INFO - Epoch [143][140/1879] lr: 1.375e-03, eta: 2:42:08, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.0339, top1_acc: 0.5996, top5_acc: 0.8145, loss_cls: 1.6725, loss: 2.7064, grad_norm: 5.9579 2021-07-20 19:21:44,315 - mmaction - INFO - Epoch [143][160/1879] lr: 1.371e-03, eta: 2:41:55, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.0569, top1_acc: 0.5918, top5_acc: 0.8082, loss_cls: 1.7146, loss: 2.7716, grad_norm: 5.9820 2021-07-20 19:21:58,408 - mmaction - INFO - Epoch [143][180/1879] lr: 1.367e-03, eta: 2:41:42, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.0099, top1_acc: 0.6234, top5_acc: 0.8211, loss_cls: 1.5632, loss: 2.5731, grad_norm: 5.7227 2021-07-20 19:22:17,036 - mmaction - INFO - Epoch [143][200/1879] lr: 1.364e-03, eta: 2:41:29, time: 0.934, data_time: 0.004, memory: 6921, loss_aux: 1.0545, top1_acc: 0.6062, top5_acc: 0.8168, loss_cls: 1.6613, loss: 2.7158, grad_norm: 5.9511 2021-07-20 19:22:30,105 - mmaction - INFO - Epoch [143][220/1879] lr: 1.360e-03, eta: 2:41:16, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.0089, top1_acc: 0.6219, top5_acc: 0.8199, loss_cls: 1.5908, loss: 2.5997, grad_norm: 5.8311 2021-07-20 19:22:43,360 - mmaction - INFO - Epoch [143][240/1879] lr: 1.356e-03, eta: 2:41:03, time: 0.664, data_time: 0.005, memory: 6921, loss_aux: 1.0471, top1_acc: 0.5938, top5_acc: 0.8105, loss_cls: 1.6933, loss: 2.7403, grad_norm: 6.0444 2021-07-20 19:22:54,621 - mmaction - INFO - Epoch [143][260/1879] lr: 1.353e-03, eta: 2:40:50, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.0633, top1_acc: 0.6078, top5_acc: 0.8145, loss_cls: 1.6799, loss: 2.7432, grad_norm: 5.9338 2021-07-20 19:23:06,156 - mmaction - INFO - Epoch [143][280/1879] lr: 1.349e-03, eta: 2:40:37, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.0656, top1_acc: 0.5949, top5_acc: 0.8031, loss_cls: 1.6934, loss: 2.7590, grad_norm: 5.8832 2021-07-20 19:23:17,752 - mmaction - INFO - Epoch [143][300/1879] lr: 1.345e-03, eta: 2:40:24, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.0611, top1_acc: 0.6004, top5_acc: 0.8074, loss_cls: 1.6758, loss: 2.7368, grad_norm: 6.0129 2021-07-20 19:23:30,083 - mmaction - INFO - Epoch [143][320/1879] lr: 1.342e-03, eta: 2:40:10, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.0476, top1_acc: 0.6129, top5_acc: 0.8187, loss_cls: 1.6660, loss: 2.7137, grad_norm: 6.0039 2021-07-20 19:23:45,451 - mmaction - INFO - Epoch [143][340/1879] lr: 1.338e-03, eta: 2:39:57, time: 0.768, data_time: 0.010, memory: 6921, loss_aux: 1.0702, top1_acc: 0.6074, top5_acc: 0.8020, loss_cls: 1.6987, loss: 2.7689, grad_norm: 5.8905 2021-07-20 19:23:58,429 - mmaction - INFO - Epoch [143][360/1879] lr: 1.334e-03, eta: 2:39:44, time: 0.647, data_time: 0.006, memory: 6921, loss_aux: 1.0444, top1_acc: 0.6062, top5_acc: 0.8160, loss_cls: 1.6439, loss: 2.6884, grad_norm: 5.9535 2021-07-20 19:24:09,501 - mmaction - INFO - Epoch [143][380/1879] lr: 1.331e-03, eta: 2:39:31, time: 0.556, data_time: 0.005, memory: 6921, loss_aux: 1.0490, top1_acc: 0.6172, top5_acc: 0.8047, loss_cls: 1.6682, loss: 2.7172, grad_norm: 5.9823 2021-07-20 19:24:22,681 - mmaction - INFO - Epoch [143][400/1879] lr: 1.327e-03, eta: 2:39:18, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 0.9973, top1_acc: 0.6301, top5_acc: 0.8250, loss_cls: 1.5736, loss: 2.5708, grad_norm: 5.9068 2021-07-20 19:24:34,877 - mmaction - INFO - Epoch [143][420/1879] lr: 1.324e-03, eta: 2:39:05, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.0440, top1_acc: 0.6082, top5_acc: 0.8125, loss_cls: 1.6603, loss: 2.7043, grad_norm: 5.9509 2021-07-20 19:24:49,768 - mmaction - INFO - Epoch [143][440/1879] lr: 1.320e-03, eta: 2:38:52, time: 0.745, data_time: 0.001, memory: 6921, loss_aux: 1.0654, top1_acc: 0.6023, top5_acc: 0.8000, loss_cls: 1.7120, loss: 2.7774, grad_norm: 5.8790 2021-07-20 19:25:01,475 - mmaction - INFO - Epoch [143][460/1879] lr: 1.316e-03, eta: 2:38:39, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.0238, top1_acc: 0.6234, top5_acc: 0.8250, loss_cls: 1.6061, loss: 2.6299, grad_norm: 5.9621 2021-07-20 19:25:13,921 - mmaction - INFO - Epoch [143][480/1879] lr: 1.313e-03, eta: 2:38:26, time: 0.622, data_time: 0.004, memory: 6921, loss_aux: 1.0577, top1_acc: 0.5980, top5_acc: 0.8027, loss_cls: 1.6985, loss: 2.7563, grad_norm: 5.9876 2021-07-20 19:25:26,237 - mmaction - INFO - Epoch [143][500/1879] lr: 1.309e-03, eta: 2:38:13, time: 0.617, data_time: 0.003, memory: 6921, loss_aux: 1.0554, top1_acc: 0.6000, top5_acc: 0.8090, loss_cls: 1.6729, loss: 2.7283, grad_norm: 5.9437 2021-07-20 19:25:38,995 - mmaction - INFO - Epoch [143][520/1879] lr: 1.306e-03, eta: 2:38:00, time: 0.638, data_time: 0.002, memory: 6921, loss_aux: 1.0248, top1_acc: 0.6156, top5_acc: 0.8199, loss_cls: 1.6130, loss: 2.6378, grad_norm: 5.8752 2021-07-20 19:25:50,843 - mmaction - INFO - Epoch [143][540/1879] lr: 1.302e-03, eta: 2:37:47, time: 0.593, data_time: 0.005, memory: 6921, loss_aux: 1.0501, top1_acc: 0.6000, top5_acc: 0.8016, loss_cls: 1.7090, loss: 2.7590, grad_norm: 6.0048 2021-07-20 19:26:03,767 - mmaction - INFO - Epoch [143][560/1879] lr: 1.298e-03, eta: 2:37:33, time: 0.646, data_time: 0.001, memory: 6921, loss_aux: 1.0517, top1_acc: 0.5992, top5_acc: 0.8059, loss_cls: 1.6757, loss: 2.7273, grad_norm: 6.0311 2021-07-20 19:26:15,562 - mmaction - INFO - Epoch [143][580/1879] lr: 1.295e-03, eta: 2:37:20, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.0466, top1_acc: 0.6023, top5_acc: 0.8125, loss_cls: 1.6682, loss: 2.7148, grad_norm: 6.0473 2021-07-20 19:26:27,639 - mmaction - INFO - Epoch [143][600/1879] lr: 1.291e-03, eta: 2:37:07, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.0277, top1_acc: 0.6094, top5_acc: 0.8262, loss_cls: 1.6234, loss: 2.6510, grad_norm: 6.0822 2021-07-20 19:26:39,281 - mmaction - INFO - Epoch [143][620/1879] lr: 1.288e-03, eta: 2:36:54, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 0.9899, top1_acc: 0.6273, top5_acc: 0.8184, loss_cls: 1.5746, loss: 2.5645, grad_norm: 5.8000 2021-07-20 19:26:51,778 - mmaction - INFO - Epoch [143][640/1879] lr: 1.284e-03, eta: 2:36:41, time: 0.624, data_time: 0.003, memory: 6921, loss_aux: 1.0602, top1_acc: 0.6070, top5_acc: 0.8059, loss_cls: 1.6999, loss: 2.7601, grad_norm: 5.9616 2021-07-20 19:27:03,843 - mmaction - INFO - Epoch [143][660/1879] lr: 1.281e-03, eta: 2:36:28, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.0420, top1_acc: 0.6191, top5_acc: 0.8176, loss_cls: 1.6189, loss: 2.6609, grad_norm: 5.8994 2021-07-20 19:27:15,883 - mmaction - INFO - Epoch [143][680/1879] lr: 1.277e-03, eta: 2:36:15, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.0382, top1_acc: 0.5953, top5_acc: 0.8109, loss_cls: 1.6874, loss: 2.7257, grad_norm: 6.0549 2021-07-20 19:27:27,309 - mmaction - INFO - Epoch [143][700/1879] lr: 1.273e-03, eta: 2:36:02, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.0225, top1_acc: 0.6262, top5_acc: 0.8141, loss_cls: 1.6168, loss: 2.6392, grad_norm: 5.8847 2021-07-20 19:27:43,864 - mmaction - INFO - Epoch [143][720/1879] lr: 1.270e-03, eta: 2:35:49, time: 0.825, data_time: 0.002, memory: 6921, loss_aux: 1.0048, top1_acc: 0.6102, top5_acc: 0.8180, loss_cls: 1.6015, loss: 2.6062, grad_norm: 5.8401 2021-07-20 19:27:55,732 - mmaction - INFO - Epoch [143][740/1879] lr: 1.266e-03, eta: 2:35:36, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.0433, top1_acc: 0.6133, top5_acc: 0.8117, loss_cls: 1.6647, loss: 2.7080, grad_norm: 6.0665 2021-07-20 19:28:08,780 - mmaction - INFO - Epoch [143][760/1879] lr: 1.263e-03, eta: 2:35:23, time: 0.663, data_time: 0.014, memory: 6921, loss_aux: 1.0641, top1_acc: 0.6020, top5_acc: 0.7937, loss_cls: 1.7325, loss: 2.7967, grad_norm: 6.1597 2021-07-20 19:28:20,449 - mmaction - INFO - Epoch [143][780/1879] lr: 1.259e-03, eta: 2:35:09, time: 0.585, data_time: 0.003, memory: 6921, loss_aux: 1.0801, top1_acc: 0.6012, top5_acc: 0.7902, loss_cls: 1.7633, loss: 2.8434, grad_norm: 6.0302 2021-07-20 19:28:34,101 - mmaction - INFO - Epoch [143][800/1879] lr: 1.256e-03, eta: 2:34:56, time: 0.681, data_time: 0.002, memory: 6921, loss_aux: 1.0771, top1_acc: 0.6027, top5_acc: 0.7957, loss_cls: 1.7470, loss: 2.8242, grad_norm: 6.0349 2021-07-20 19:28:45,772 - mmaction - INFO - Epoch [143][820/1879] lr: 1.252e-03, eta: 2:34:43, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.0374, top1_acc: 0.6145, top5_acc: 0.8160, loss_cls: 1.6429, loss: 2.6804, grad_norm: 5.9456 2021-07-20 19:28:57,207 - mmaction - INFO - Epoch [143][840/1879] lr: 1.249e-03, eta: 2:34:30, time: 0.570, data_time: 0.001, memory: 6921, loss_aux: 1.0524, top1_acc: 0.6047, top5_acc: 0.8070, loss_cls: 1.6701, loss: 2.7225, grad_norm: 6.0031 2021-07-20 19:29:18,457 - mmaction - INFO - Epoch [143][860/1879] lr: 1.245e-03, eta: 2:34:17, time: 1.005, data_time: 0.004, memory: 6921, loss_aux: 1.0829, top1_acc: 0.5883, top5_acc: 0.8086, loss_cls: 1.7430, loss: 2.8259, grad_norm: 6.1207 2021-07-20 19:29:32,669 - mmaction - INFO - Epoch [143][880/1879] lr: 1.242e-03, eta: 2:34:04, time: 0.769, data_time: 0.117, memory: 6921, loss_aux: 1.0593, top1_acc: 0.5973, top5_acc: 0.8086, loss_cls: 1.6985, loss: 2.7579, grad_norm: 6.1218 2021-07-20 19:29:44,496 - mmaction - INFO - Epoch [143][900/1879] lr: 1.238e-03, eta: 2:33:51, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.0482, top1_acc: 0.6148, top5_acc: 0.8168, loss_cls: 1.6792, loss: 2.7274, grad_norm: 6.0272 2021-07-20 19:30:00,677 - mmaction - INFO - Epoch [143][920/1879] lr: 1.235e-03, eta: 2:33:38, time: 0.808, data_time: 0.002, memory: 6921, loss_aux: 1.0427, top1_acc: 0.6141, top5_acc: 0.8137, loss_cls: 1.6612, loss: 2.7038, grad_norm: 6.0143 2021-07-20 19:30:12,331 - mmaction - INFO - Epoch [143][940/1879] lr: 1.231e-03, eta: 2:33:25, time: 0.583, data_time: 0.003, memory: 6921, loss_aux: 1.0450, top1_acc: 0.6152, top5_acc: 0.8148, loss_cls: 1.6599, loss: 2.7049, grad_norm: 6.0408 2021-07-20 19:30:24,044 - mmaction - INFO - Epoch [143][960/1879] lr: 1.228e-03, eta: 2:33:12, time: 0.586, data_time: 0.003, memory: 6921, loss_aux: 1.0285, top1_acc: 0.6145, top5_acc: 0.8246, loss_cls: 1.6212, loss: 2.6497, grad_norm: 5.9985 2021-07-20 19:30:35,678 - mmaction - INFO - Epoch [143][980/1879] lr: 1.224e-03, eta: 2:32:59, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 0.9989, top1_acc: 0.6203, top5_acc: 0.8055, loss_cls: 1.6407, loss: 2.6395, grad_norm: 5.8349 2021-07-20 19:30:48,817 - mmaction - INFO - Epoch [143][1000/1879] lr: 1.221e-03, eta: 2:32:46, time: 0.656, data_time: 0.003, memory: 6921, loss_aux: 1.0018, top1_acc: 0.6188, top5_acc: 0.8164, loss_cls: 1.6074, loss: 2.6092, grad_norm: 5.8173 2021-07-20 19:31:00,104 - mmaction - INFO - Epoch [143][1020/1879] lr: 1.217e-03, eta: 2:32:33, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.0412, top1_acc: 0.6004, top5_acc: 0.8133, loss_cls: 1.6682, loss: 2.7094, grad_norm: 5.9192 2021-07-20 19:31:12,002 - mmaction - INFO - Epoch [143][1040/1879] lr: 1.214e-03, eta: 2:32:20, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0526, top1_acc: 0.6035, top5_acc: 0.8078, loss_cls: 1.6946, loss: 2.7472, grad_norm: 6.0346 2021-07-20 19:31:24,441 - mmaction - INFO - Epoch [143][1060/1879] lr: 1.210e-03, eta: 2:32:07, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 0.9968, top1_acc: 0.6289, top5_acc: 0.8242, loss_cls: 1.5703, loss: 2.5671, grad_norm: 5.7661 2021-07-20 19:31:36,037 - mmaction - INFO - Epoch [143][1080/1879] lr: 1.207e-03, eta: 2:31:53, time: 0.566, data_time: 0.002, memory: 6921, loss_aux: 1.0425, top1_acc: 0.6070, top5_acc: 0.8230, loss_cls: 1.6419, loss: 2.6844, grad_norm: 6.0065 2021-07-20 19:31:50,851 - mmaction - INFO - Epoch [143][1100/1879] lr: 1.204e-03, eta: 2:31:40, time: 0.754, data_time: 0.019, memory: 6921, loss_aux: 1.0283, top1_acc: 0.6188, top5_acc: 0.8137, loss_cls: 1.6516, loss: 2.6799, grad_norm: 6.0146 2021-07-20 19:32:06,045 - mmaction - INFO - Epoch [143][1120/1879] lr: 1.200e-03, eta: 2:31:27, time: 0.758, data_time: 0.002, memory: 6921, loss_aux: 1.0547, top1_acc: 0.6008, top5_acc: 0.8035, loss_cls: 1.7007, loss: 2.7554, grad_norm: 6.0371 2021-07-20 19:32:17,168 - mmaction - INFO - Epoch [143][1140/1879] lr: 1.197e-03, eta: 2:31:14, time: 0.558, data_time: 0.004, memory: 6921, loss_aux: 1.0500, top1_acc: 0.6102, top5_acc: 0.8121, loss_cls: 1.6722, loss: 2.7222, grad_norm: 5.9756 2021-07-20 19:32:29,780 - mmaction - INFO - Epoch [143][1160/1879] lr: 1.193e-03, eta: 2:31:01, time: 0.630, data_time: 0.005, memory: 6921, loss_aux: 1.0339, top1_acc: 0.6098, top5_acc: 0.8160, loss_cls: 1.6505, loss: 2.6844, grad_norm: 6.0062 2021-07-20 19:32:44,529 - mmaction - INFO - Epoch [143][1180/1879] lr: 1.190e-03, eta: 2:30:48, time: 0.737, data_time: 0.020, memory: 6921, loss_aux: 1.0700, top1_acc: 0.5992, top5_acc: 0.7953, loss_cls: 1.7342, loss: 2.8041, grad_norm: 5.9339 2021-07-20 19:32:55,930 - mmaction - INFO - Epoch [143][1200/1879] lr: 1.186e-03, eta: 2:30:35, time: 0.570, data_time: 0.005, memory: 6921, loss_aux: 1.0653, top1_acc: 0.6121, top5_acc: 0.8187, loss_cls: 1.6788, loss: 2.7441, grad_norm: 6.0633 2021-07-20 19:33:08,086 - mmaction - INFO - Epoch [143][1220/1879] lr: 1.183e-03, eta: 2:30:22, time: 0.608, data_time: 0.005, memory: 6921, loss_aux: 1.0679, top1_acc: 0.6059, top5_acc: 0.8070, loss_cls: 1.6985, loss: 2.7664, grad_norm: 5.9274 2021-07-20 19:33:22,651 - mmaction - INFO - Epoch [143][1240/1879] lr: 1.179e-03, eta: 2:30:09, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.0076, top1_acc: 0.6207, top5_acc: 0.8246, loss_cls: 1.6155, loss: 2.6231, grad_norm: 5.9620 2021-07-20 19:33:34,395 - mmaction - INFO - Epoch [143][1260/1879] lr: 1.176e-03, eta: 2:29:56, time: 0.590, data_time: 0.006, memory: 6921, loss_aux: 1.0278, top1_acc: 0.6293, top5_acc: 0.8187, loss_cls: 1.6241, loss: 2.6519, grad_norm: 5.9826 2021-07-20 19:33:46,010 - mmaction - INFO - Epoch [143][1280/1879] lr: 1.173e-03, eta: 2:29:43, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.0358, top1_acc: 0.6062, top5_acc: 0.8129, loss_cls: 1.6427, loss: 2.6784, grad_norm: 5.9248 2021-07-20 19:33:57,771 - mmaction - INFO - Epoch [143][1300/1879] lr: 1.169e-03, eta: 2:29:30, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.0726, top1_acc: 0.5977, top5_acc: 0.7992, loss_cls: 1.7332, loss: 2.8058, grad_norm: 6.1496 2021-07-20 19:34:10,218 - mmaction - INFO - Epoch [143][1320/1879] lr: 1.166e-03, eta: 2:29:16, time: 0.622, data_time: 0.002, memory: 6921, loss_aux: 1.0558, top1_acc: 0.6094, top5_acc: 0.8160, loss_cls: 1.6681, loss: 2.7239, grad_norm: 5.9065 2021-07-20 19:34:21,757 - mmaction - INFO - Epoch [143][1340/1879] lr: 1.162e-03, eta: 2:29:03, time: 0.577, data_time: 0.002, memory: 6921, loss_aux: 1.0458, top1_acc: 0.6051, top5_acc: 0.8141, loss_cls: 1.6839, loss: 2.7297, grad_norm: 6.0807 2021-07-20 19:34:35,068 - mmaction - INFO - Epoch [143][1360/1879] lr: 1.159e-03, eta: 2:28:50, time: 0.662, data_time: 0.002, memory: 6921, loss_aux: 1.0295, top1_acc: 0.6285, top5_acc: 0.8148, loss_cls: 1.6198, loss: 2.6492, grad_norm: 5.8454 2021-07-20 19:34:50,845 - mmaction - INFO - Epoch [143][1380/1879] lr: 1.156e-03, eta: 2:28:37, time: 0.792, data_time: 0.009, memory: 6921, loss_aux: 1.0243, top1_acc: 0.6039, top5_acc: 0.8078, loss_cls: 1.6337, loss: 2.6580, grad_norm: 6.0246 2021-07-20 19:35:02,959 - mmaction - INFO - Epoch [143][1400/1879] lr: 1.152e-03, eta: 2:28:24, time: 0.607, data_time: 0.003, memory: 6921, loss_aux: 1.0229, top1_acc: 0.6227, top5_acc: 0.8313, loss_cls: 1.5984, loss: 2.6213, grad_norm: 5.9458 2021-07-20 19:35:18,641 - mmaction - INFO - Epoch [143][1420/1879] lr: 1.149e-03, eta: 2:28:11, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.0266, top1_acc: 0.6082, top5_acc: 0.8180, loss_cls: 1.6550, loss: 2.6816, grad_norm: 6.0160 2021-07-20 19:35:36,789 - mmaction - INFO - Epoch [143][1440/1879] lr: 1.146e-03, eta: 2:27:59, time: 0.907, data_time: 0.010, memory: 6921, loss_aux: 1.0392, top1_acc: 0.6176, top5_acc: 0.8047, loss_cls: 1.6767, loss: 2.7159, grad_norm: 5.9321 2021-07-20 19:35:48,398 - mmaction - INFO - Epoch [143][1460/1879] lr: 1.142e-03, eta: 2:27:45, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.0409, top1_acc: 0.6137, top5_acc: 0.8102, loss_cls: 1.6794, loss: 2.7202, grad_norm: 5.9989 2021-07-20 19:36:02,489 - mmaction - INFO - Epoch [143][1480/1879] lr: 1.139e-03, eta: 2:27:32, time: 0.703, data_time: 0.003, memory: 6921, loss_aux: 1.0401, top1_acc: 0.6141, top5_acc: 0.8117, loss_cls: 1.6610, loss: 2.7011, grad_norm: 5.8709 2021-07-20 19:36:14,038 - mmaction - INFO - Epoch [143][1500/1879] lr: 1.136e-03, eta: 2:27:19, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.0251, top1_acc: 0.6062, top5_acc: 0.8172, loss_cls: 1.6329, loss: 2.6580, grad_norm: 5.9150 2021-07-20 19:36:25,655 - mmaction - INFO - Epoch [143][1520/1879] lr: 1.132e-03, eta: 2:27:06, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.0457, top1_acc: 0.6098, top5_acc: 0.8086, loss_cls: 1.6664, loss: 2.7121, grad_norm: 6.0003 2021-07-20 19:36:37,380 - mmaction - INFO - Epoch [143][1540/1879] lr: 1.129e-03, eta: 2:26:53, time: 0.585, data_time: 0.002, memory: 6921, loss_aux: 1.0390, top1_acc: 0.6246, top5_acc: 0.8008, loss_cls: 1.6523, loss: 2.6913, grad_norm: 5.8624 2021-07-20 19:36:51,122 - mmaction - INFO - Epoch [143][1560/1879] lr: 1.126e-03, eta: 2:26:40, time: 0.688, data_time: 0.005, memory: 6921, loss_aux: 1.0640, top1_acc: 0.6023, top5_acc: 0.8102, loss_cls: 1.7191, loss: 2.7831, grad_norm: 6.2471 2021-07-20 19:37:06,233 - mmaction - INFO - Epoch [143][1580/1879] lr: 1.122e-03, eta: 2:26:27, time: 0.756, data_time: 0.004, memory: 6921, loss_aux: 1.0216, top1_acc: 0.6086, top5_acc: 0.8117, loss_cls: 1.6472, loss: 2.6688, grad_norm: 5.9622 2021-07-20 19:37:18,116 - mmaction - INFO - Epoch [143][1600/1879] lr: 1.119e-03, eta: 2:26:14, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.0669, top1_acc: 0.5992, top5_acc: 0.7941, loss_cls: 1.7104, loss: 2.7773, grad_norm: 6.0177 2021-07-20 19:37:29,847 - mmaction - INFO - Epoch [143][1620/1879] lr: 1.116e-03, eta: 2:26:01, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.0543, top1_acc: 0.6055, top5_acc: 0.8098, loss_cls: 1.6691, loss: 2.7235, grad_norm: 6.0219 2021-07-20 19:37:41,256 - mmaction - INFO - Epoch [143][1640/1879] lr: 1.112e-03, eta: 2:25:48, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.0439, top1_acc: 0.6125, top5_acc: 0.8191, loss_cls: 1.6504, loss: 2.6943, grad_norm: 6.1059 2021-07-20 19:37:53,102 - mmaction - INFO - Epoch [143][1660/1879] lr: 1.109e-03, eta: 2:25:34, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.0290, top1_acc: 0.6152, top5_acc: 0.8148, loss_cls: 1.6381, loss: 2.6671, grad_norm: 6.0106 2021-07-20 19:38:05,087 - mmaction - INFO - Epoch [143][1680/1879] lr: 1.106e-03, eta: 2:25:21, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.0462, top1_acc: 0.6160, top5_acc: 0.8113, loss_cls: 1.6918, loss: 2.7380, grad_norm: 6.0801 2021-07-20 19:38:16,520 - mmaction - INFO - Epoch [143][1700/1879] lr: 1.102e-03, eta: 2:25:08, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.0517, top1_acc: 0.6070, top5_acc: 0.8184, loss_cls: 1.6711, loss: 2.7227, grad_norm: 5.9977 2021-07-20 19:38:29,821 - mmaction - INFO - Epoch [143][1720/1879] lr: 1.099e-03, eta: 2:24:55, time: 0.663, data_time: 0.001, memory: 6921, loss_aux: 1.0501, top1_acc: 0.6070, top5_acc: 0.8121, loss_cls: 1.6886, loss: 2.7387, grad_norm: 5.9821 2021-07-20 19:38:44,528 - mmaction - INFO - Epoch [143][1740/1879] lr: 1.096e-03, eta: 2:24:42, time: 0.736, data_time: 0.003, memory: 6921, loss_aux: 1.0481, top1_acc: 0.6164, top5_acc: 0.8094, loss_cls: 1.6829, loss: 2.7309, grad_norm: 5.9758 2021-07-20 19:38:56,177 - mmaction - INFO - Epoch [143][1760/1879] lr: 1.092e-03, eta: 2:24:29, time: 0.584, data_time: 0.009, memory: 6921, loss_aux: 1.0039, top1_acc: 0.6195, top5_acc: 0.8285, loss_cls: 1.6007, loss: 2.6046, grad_norm: 5.9199 2021-07-20 19:39:13,025 - mmaction - INFO - Epoch [143][1780/1879] lr: 1.089e-03, eta: 2:24:16, time: 0.841, data_time: 0.001, memory: 6921, loss_aux: 1.0264, top1_acc: 0.6281, top5_acc: 0.8145, loss_cls: 1.6086, loss: 2.6350, grad_norm: 5.8442 2021-07-20 19:39:40,361 - mmaction - INFO - Epoch [143][1800/1879] lr: 1.086e-03, eta: 2:24:04, time: 1.366, data_time: 0.003, memory: 6921, loss_aux: 0.9848, top1_acc: 0.6309, top5_acc: 0.8270, loss_cls: 1.5486, loss: 2.5334, grad_norm: 5.8999 2021-07-20 19:39:51,443 - mmaction - INFO - Epoch [143][1820/1879] lr: 1.083e-03, eta: 2:23:51, time: 0.557, data_time: 0.005, memory: 6921, loss_aux: 1.0278, top1_acc: 0.6102, top5_acc: 0.8176, loss_cls: 1.6373, loss: 2.6652, grad_norm: 5.9166 2021-07-20 19:40:06,864 - mmaction - INFO - Epoch [143][1840/1879] lr: 1.079e-03, eta: 2:23:38, time: 0.770, data_time: 0.002, memory: 6921, loss_aux: 0.9802, top1_acc: 0.6367, top5_acc: 0.8344, loss_cls: 1.5388, loss: 2.5190, grad_norm: 5.8326 2021-07-20 19:40:19,476 - mmaction - INFO - Epoch [143][1860/1879] lr: 1.076e-03, eta: 2:23:25, time: 0.631, data_time: 0.004, memory: 6921, loss_aux: 1.0395, top1_acc: 0.6145, top5_acc: 0.8164, loss_cls: 1.6409, loss: 2.6804, grad_norm: 5.9138 2021-07-20 19:40:29,616 - mmaction - INFO - Saving checkpoint at 143 epochs 2021-07-20 19:40:51,741 - mmaction - INFO - Epoch [144][20/1879] lr: 1.070e-03, eta: 2:22:59, time: 0.758, data_time: 0.164, memory: 6921, loss_aux: 1.0679, top1_acc: 0.6070, top5_acc: 0.8078, loss_cls: 1.6785, loss: 2.7464, grad_norm: 6.0828 2021-07-20 19:41:06,157 - mmaction - INFO - Epoch [144][40/1879] lr: 1.066e-03, eta: 2:22:46, time: 0.721, data_time: 0.004, memory: 6921, loss_aux: 1.0341, top1_acc: 0.6160, top5_acc: 0.8176, loss_cls: 1.6007, loss: 2.6348, grad_norm: 5.9300 2021-07-20 19:41:20,656 - mmaction - INFO - Epoch [144][60/1879] lr: 1.063e-03, eta: 2:22:33, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.0513, top1_acc: 0.6070, top5_acc: 0.8066, loss_cls: 1.6805, loss: 2.7317, grad_norm: 6.0140 2021-07-20 19:41:34,043 - mmaction - INFO - Epoch [144][80/1879] lr: 1.060e-03, eta: 2:22:20, time: 0.672, data_time: 0.006, memory: 6921, loss_aux: 0.9698, top1_acc: 0.6449, top5_acc: 0.8375, loss_cls: 1.5070, loss: 2.4768, grad_norm: 5.8504 2021-07-20 19:41:45,873 - mmaction - INFO - Epoch [144][100/1879] lr: 1.057e-03, eta: 2:22:06, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.0262, top1_acc: 0.6164, top5_acc: 0.8289, loss_cls: 1.5995, loss: 2.6257, grad_norm: 6.0643 2021-07-20 19:42:04,640 - mmaction - INFO - Epoch [144][120/1879] lr: 1.053e-03, eta: 2:21:54, time: 0.940, data_time: 0.004, memory: 6921, loss_aux: 1.0348, top1_acc: 0.6059, top5_acc: 0.8148, loss_cls: 1.6283, loss: 2.6632, grad_norm: 6.0214 2021-07-20 19:42:16,138 - mmaction - INFO - Epoch [144][140/1879] lr: 1.050e-03, eta: 2:21:40, time: 0.575, data_time: 0.002, memory: 6921, loss_aux: 1.0398, top1_acc: 0.5984, top5_acc: 0.8074, loss_cls: 1.6902, loss: 2.7300, grad_norm: 6.0802 2021-07-20 19:42:27,946 - mmaction - INFO - Epoch [144][160/1879] lr: 1.047e-03, eta: 2:21:27, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.0784, top1_acc: 0.5914, top5_acc: 0.7969, loss_cls: 1.7539, loss: 2.8323, grad_norm: 6.1394 2021-07-20 19:42:43,904 - mmaction - INFO - Epoch [144][180/1879] lr: 1.044e-03, eta: 2:21:14, time: 0.818, data_time: 0.022, memory: 6921, loss_aux: 1.0455, top1_acc: 0.5977, top5_acc: 0.8008, loss_cls: 1.6883, loss: 2.7337, grad_norm: 6.0394 2021-07-20 19:43:02,780 - mmaction - INFO - Epoch [144][200/1879] lr: 1.041e-03, eta: 2:21:02, time: 0.941, data_time: 0.002, memory: 6921, loss_aux: 1.0253, top1_acc: 0.6199, top5_acc: 0.8129, loss_cls: 1.6363, loss: 2.6616, grad_norm: 5.9964 2021-07-20 19:43:14,104 - mmaction - INFO - Epoch [144][220/1879] lr: 1.037e-03, eta: 2:20:48, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 0.9981, top1_acc: 0.6320, top5_acc: 0.8320, loss_cls: 1.5473, loss: 2.5454, grad_norm: 5.7939 2021-07-20 19:43:30,800 - mmaction - INFO - Epoch [144][240/1879] lr: 1.034e-03, eta: 2:20:36, time: 0.834, data_time: 0.003, memory: 6921, loss_aux: 1.0623, top1_acc: 0.6121, top5_acc: 0.8078, loss_cls: 1.6679, loss: 2.7302, grad_norm: 6.0612 2021-07-20 19:43:42,873 - mmaction - INFO - Epoch [144][260/1879] lr: 1.031e-03, eta: 2:20:22, time: 0.604, data_time: 0.003, memory: 6921, loss_aux: 1.0405, top1_acc: 0.6074, top5_acc: 0.8168, loss_cls: 1.6631, loss: 2.7035, grad_norm: 6.0108 2021-07-20 19:43:55,495 - mmaction - INFO - Epoch [144][280/1879] lr: 1.028e-03, eta: 2:20:09, time: 0.630, data_time: 0.003, memory: 6921, loss_aux: 1.0141, top1_acc: 0.6242, top5_acc: 0.8098, loss_cls: 1.6266, loss: 2.6407, grad_norm: 5.9906 2021-07-20 19:44:06,531 - mmaction - INFO - Epoch [144][300/1879] lr: 1.025e-03, eta: 2:19:56, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.0416, top1_acc: 0.6098, top5_acc: 0.8051, loss_cls: 1.6767, loss: 2.7182, grad_norm: 6.1250 2021-07-20 19:44:18,228 - mmaction - INFO - Epoch [144][320/1879] lr: 1.021e-03, eta: 2:19:43, time: 0.584, data_time: 0.001, memory: 6921, loss_aux: 1.0463, top1_acc: 0.6031, top5_acc: 0.8098, loss_cls: 1.6455, loss: 2.6919, grad_norm: 5.9912 2021-07-20 19:44:30,578 - mmaction - INFO - Epoch [144][340/1879] lr: 1.018e-03, eta: 2:19:30, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 0.9875, top1_acc: 0.6355, top5_acc: 0.8301, loss_cls: 1.5765, loss: 2.5641, grad_norm: 5.9625 2021-07-20 19:44:43,279 - mmaction - INFO - Epoch [144][360/1879] lr: 1.015e-03, eta: 2:19:17, time: 0.636, data_time: 0.003, memory: 6921, loss_aux: 1.0593, top1_acc: 0.6000, top5_acc: 0.8031, loss_cls: 1.6858, loss: 2.7451, grad_norm: 5.9862 2021-07-20 19:44:54,797 - mmaction - INFO - Epoch [144][380/1879] lr: 1.012e-03, eta: 2:19:04, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.0464, top1_acc: 0.6230, top5_acc: 0.8125, loss_cls: 1.6365, loss: 2.6829, grad_norm: 6.0018 2021-07-20 19:45:07,257 - mmaction - INFO - Epoch [144][400/1879] lr: 1.009e-03, eta: 2:18:51, time: 0.623, data_time: 0.003, memory: 6921, loss_aux: 1.0368, top1_acc: 0.6082, top5_acc: 0.8168, loss_cls: 1.6784, loss: 2.7151, grad_norm: 6.0983 2021-07-20 19:45:22,901 - mmaction - INFO - Epoch [144][420/1879] lr: 1.006e-03, eta: 2:18:38, time: 0.782, data_time: 0.002, memory: 6921, loss_aux: 1.0798, top1_acc: 0.6062, top5_acc: 0.8160, loss_cls: 1.6972, loss: 2.7770, grad_norm: 6.1078 2021-07-20 19:45:35,103 - mmaction - INFO - Epoch [144][440/1879] lr: 1.002e-03, eta: 2:18:25, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.0422, top1_acc: 0.6082, top5_acc: 0.8102, loss_cls: 1.6525, loss: 2.6947, grad_norm: 6.0330 2021-07-20 19:45:51,093 - mmaction - INFO - Epoch [144][460/1879] lr: 9.993e-04, eta: 2:18:12, time: 0.799, data_time: 0.002, memory: 6921, loss_aux: 1.0523, top1_acc: 0.6109, top5_acc: 0.7996, loss_cls: 1.7068, loss: 2.7591, grad_norm: 5.9889 2021-07-20 19:46:07,808 - mmaction - INFO - Epoch [144][480/1879] lr: 9.962e-04, eta: 2:17:59, time: 0.836, data_time: 0.003, memory: 6921, loss_aux: 1.0332, top1_acc: 0.6086, top5_acc: 0.8207, loss_cls: 1.6356, loss: 2.6688, grad_norm: 6.0328 2021-07-20 19:46:24,470 - mmaction - INFO - Epoch [144][500/1879] lr: 9.930e-04, eta: 2:17:46, time: 0.832, data_time: 0.003, memory: 6921, loss_aux: 1.0249, top1_acc: 0.6059, top5_acc: 0.8176, loss_cls: 1.6327, loss: 2.6577, grad_norm: 6.0046 2021-07-20 19:46:35,895 - mmaction - INFO - Epoch [144][520/1879] lr: 9.899e-04, eta: 2:17:33, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.0401, top1_acc: 0.6039, top5_acc: 0.8023, loss_cls: 1.6755, loss: 2.7156, grad_norm: 6.0991 2021-07-20 19:46:47,449 - mmaction - INFO - Epoch [144][540/1879] lr: 9.868e-04, eta: 2:17:20, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.0245, top1_acc: 0.6266, top5_acc: 0.8270, loss_cls: 1.5867, loss: 2.6112, grad_norm: 6.0625 2021-07-20 19:47:03,080 - mmaction - INFO - Epoch [144][560/1879] lr: 9.837e-04, eta: 2:17:07, time: 0.781, data_time: 0.016, memory: 6921, loss_aux: 1.0493, top1_acc: 0.6109, top5_acc: 0.8145, loss_cls: 1.6576, loss: 2.7068, grad_norm: 5.9641 2021-07-20 19:47:16,128 - mmaction - INFO - Epoch [144][580/1879] lr: 9.805e-04, eta: 2:16:54, time: 0.653, data_time: 0.007, memory: 6921, loss_aux: 1.0368, top1_acc: 0.6062, top5_acc: 0.8180, loss_cls: 1.6631, loss: 2.6999, grad_norm: 6.0362 2021-07-20 19:47:29,072 - mmaction - INFO - Epoch [144][600/1879] lr: 9.774e-04, eta: 2:16:41, time: 0.646, data_time: 0.003, memory: 6921, loss_aux: 1.0397, top1_acc: 0.6047, top5_acc: 0.8125, loss_cls: 1.6636, loss: 2.7034, grad_norm: 6.1495 2021-07-20 19:47:41,145 - mmaction - INFO - Epoch [144][620/1879] lr: 9.743e-04, eta: 2:16:27, time: 0.605, data_time: 0.005, memory: 6921, loss_aux: 1.0390, top1_acc: 0.6098, top5_acc: 0.8133, loss_cls: 1.6531, loss: 2.6921, grad_norm: 6.1457 2021-07-20 19:47:52,374 - mmaction - INFO - Epoch [144][640/1879] lr: 9.712e-04, eta: 2:16:14, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.0638, top1_acc: 0.5926, top5_acc: 0.7965, loss_cls: 1.7104, loss: 2.7742, grad_norm: 6.1002 2021-07-20 19:48:03,517 - mmaction - INFO - Epoch [144][660/1879] lr: 9.681e-04, eta: 2:16:01, time: 0.557, data_time: 0.004, memory: 6921, loss_aux: 1.0352, top1_acc: 0.6082, top5_acc: 0.8113, loss_cls: 1.6494, loss: 2.6846, grad_norm: 6.0288 2021-07-20 19:48:15,879 - mmaction - INFO - Epoch [144][680/1879] lr: 9.650e-04, eta: 2:15:48, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 0.9905, top1_acc: 0.6234, top5_acc: 0.8246, loss_cls: 1.5535, loss: 2.5440, grad_norm: 5.7868 2021-07-20 19:48:27,309 - mmaction - INFO - Epoch [144][700/1879] lr: 9.620e-04, eta: 2:15:35, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.0735, top1_acc: 0.5977, top5_acc: 0.8055, loss_cls: 1.7131, loss: 2.7866, grad_norm: 6.1684 2021-07-20 19:48:44,751 - mmaction - INFO - Epoch [144][720/1879] lr: 9.589e-04, eta: 2:15:22, time: 0.872, data_time: 0.004, memory: 6921, loss_aux: 1.0501, top1_acc: 0.6137, top5_acc: 0.8074, loss_cls: 1.6807, loss: 2.7308, grad_norm: 6.0375 2021-07-20 19:49:00,423 - mmaction - INFO - Epoch [144][740/1879] lr: 9.558e-04, eta: 2:15:09, time: 0.782, data_time: 0.003, memory: 6921, loss_aux: 1.0313, top1_acc: 0.6035, top5_acc: 0.8133, loss_cls: 1.6481, loss: 2.6793, grad_norm: 5.9331 2021-07-20 19:49:14,854 - mmaction - INFO - Epoch [144][760/1879] lr: 9.527e-04, eta: 2:14:56, time: 0.722, data_time: 0.005, memory: 6921, loss_aux: 1.0321, top1_acc: 0.6023, top5_acc: 0.8117, loss_cls: 1.6660, loss: 2.6980, grad_norm: 5.9555 2021-07-20 19:49:27,762 - mmaction - INFO - Epoch [144][780/1879] lr: 9.497e-04, eta: 2:14:43, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.0444, top1_acc: 0.6012, top5_acc: 0.8070, loss_cls: 1.7075, loss: 2.7519, grad_norm: 6.0030 2021-07-20 19:49:40,641 - mmaction - INFO - Epoch [144][800/1879] lr: 9.466e-04, eta: 2:14:30, time: 0.715, data_time: 0.073, memory: 6921, loss_aux: 1.0433, top1_acc: 0.6066, top5_acc: 0.8102, loss_cls: 1.6573, loss: 2.7006, grad_norm: 6.0433 2021-07-20 19:49:55,281 - mmaction - INFO - Epoch [144][820/1879] lr: 9.435e-04, eta: 2:14:17, time: 0.730, data_time: 0.002, memory: 6921, loss_aux: 1.0827, top1_acc: 0.5977, top5_acc: 0.7965, loss_cls: 1.7406, loss: 2.8233, grad_norm: 6.1280 2021-07-20 19:50:06,956 - mmaction - INFO - Epoch [144][840/1879] lr: 9.405e-04, eta: 2:14:04, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.0050, top1_acc: 0.6309, top5_acc: 0.8277, loss_cls: 1.5940, loss: 2.5990, grad_norm: 5.9181 2021-07-20 19:50:26,013 - mmaction - INFO - Epoch [144][860/1879] lr: 9.374e-04, eta: 2:13:51, time: 0.951, data_time: 0.005, memory: 6921, loss_aux: 1.0426, top1_acc: 0.6113, top5_acc: 0.8070, loss_cls: 1.6658, loss: 2.7084, grad_norm: 6.0430 2021-07-20 19:50:37,893 - mmaction - INFO - Epoch [144][880/1879] lr: 9.344e-04, eta: 2:13:38, time: 0.596, data_time: 0.009, memory: 6921, loss_aux: 1.0218, top1_acc: 0.6234, top5_acc: 0.8230, loss_cls: 1.5823, loss: 2.6041, grad_norm: 5.9042 2021-07-20 19:50:56,710 - mmaction - INFO - Epoch [144][900/1879] lr: 9.314e-04, eta: 2:13:25, time: 0.941, data_time: 0.005, memory: 6921, loss_aux: 1.0466, top1_acc: 0.6035, top5_acc: 0.8102, loss_cls: 1.6659, loss: 2.7125, grad_norm: 6.0139 2021-07-20 19:51:09,071 - mmaction - INFO - Epoch [144][920/1879] lr: 9.283e-04, eta: 2:13:12, time: 0.617, data_time: 0.002, memory: 6921, loss_aux: 1.0550, top1_acc: 0.6020, top5_acc: 0.8102, loss_cls: 1.6844, loss: 2.7394, grad_norm: 6.1309 2021-07-20 19:51:22,355 - mmaction - INFO - Epoch [144][940/1879] lr: 9.253e-04, eta: 2:12:59, time: 0.661, data_time: 0.002, memory: 6921, loss_aux: 1.0699, top1_acc: 0.5898, top5_acc: 0.7875, loss_cls: 1.7225, loss: 2.7924, grad_norm: 6.1644 2021-07-20 19:51:43,123 - mmaction - INFO - Epoch [144][960/1879] lr: 9.223e-04, eta: 2:12:46, time: 1.040, data_time: 0.005, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6164, top5_acc: 0.8199, loss_cls: 1.6487, loss: 2.6858, grad_norm: 6.0177 2021-07-20 19:51:58,433 - mmaction - INFO - Epoch [144][980/1879] lr: 9.193e-04, eta: 2:12:33, time: 0.758, data_time: 0.006, memory: 6921, loss_aux: 1.0321, top1_acc: 0.6262, top5_acc: 0.8187, loss_cls: 1.6182, loss: 2.6503, grad_norm: 5.9466 2021-07-20 19:52:12,594 - mmaction - INFO - Epoch [144][1000/1879] lr: 9.162e-04, eta: 2:12:20, time: 0.718, data_time: 0.014, memory: 6921, loss_aux: 1.0085, top1_acc: 0.6078, top5_acc: 0.8250, loss_cls: 1.6198, loss: 2.6283, grad_norm: 6.0260 2021-07-20 19:52:28,930 - mmaction - INFO - Epoch [144][1020/1879] lr: 9.132e-04, eta: 2:12:07, time: 0.816, data_time: 0.003, memory: 6921, loss_aux: 1.0121, top1_acc: 0.6098, top5_acc: 0.8137, loss_cls: 1.6211, loss: 2.6332, grad_norm: 5.9211 2021-07-20 19:52:41,038 - mmaction - INFO - Epoch [144][1040/1879] lr: 9.102e-04, eta: 2:11:54, time: 0.604, data_time: 0.004, memory: 6921, loss_aux: 1.0087, top1_acc: 0.6172, top5_acc: 0.8187, loss_cls: 1.6016, loss: 2.6103, grad_norm: 5.9782 2021-07-20 19:52:52,594 - mmaction - INFO - Epoch [144][1060/1879] lr: 9.072e-04, eta: 2:11:41, time: 0.580, data_time: 0.004, memory: 6921, loss_aux: 1.0347, top1_acc: 0.5910, top5_acc: 0.8059, loss_cls: 1.6784, loss: 2.7131, grad_norm: 6.0744 2021-07-20 19:53:04,670 - mmaction - INFO - Epoch [144][1080/1879] lr: 9.042e-04, eta: 2:11:28, time: 0.605, data_time: 0.004, memory: 6921, loss_aux: 1.0440, top1_acc: 0.6125, top5_acc: 0.8145, loss_cls: 1.6724, loss: 2.7165, grad_norm: 5.9515 2021-07-20 19:53:16,149 - mmaction - INFO - Epoch [144][1100/1879] lr: 9.012e-04, eta: 2:11:15, time: 0.573, data_time: 0.008, memory: 6921, loss_aux: 1.0480, top1_acc: 0.6129, top5_acc: 0.8055, loss_cls: 1.6716, loss: 2.7195, grad_norm: 5.9696 2021-07-20 19:53:31,055 - mmaction - INFO - Epoch [144][1120/1879] lr: 8.983e-04, eta: 2:11:02, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.0261, top1_acc: 0.6141, top5_acc: 0.8227, loss_cls: 1.6031, loss: 2.6292, grad_norm: 5.9805 2021-07-20 19:53:42,517 - mmaction - INFO - Epoch [144][1140/1879] lr: 8.953e-04, eta: 2:10:49, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.0231, top1_acc: 0.6148, top5_acc: 0.8176, loss_cls: 1.6288, loss: 2.6519, grad_norm: 6.0003 2021-07-20 19:53:54,175 - mmaction - INFO - Epoch [144][1160/1879] lr: 8.923e-04, eta: 2:10:36, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.0221, top1_acc: 0.6121, top5_acc: 0.8234, loss_cls: 1.6404, loss: 2.6624, grad_norm: 6.0650 2021-07-20 19:54:07,692 - mmaction - INFO - Epoch [144][1180/1879] lr: 8.893e-04, eta: 2:10:22, time: 0.655, data_time: 0.001, memory: 6921, loss_aux: 1.0551, top1_acc: 0.6086, top5_acc: 0.8063, loss_cls: 1.6707, loss: 2.7258, grad_norm: 5.9927 2021-07-20 19:54:19,485 - mmaction - INFO - Epoch [144][1200/1879] lr: 8.864e-04, eta: 2:10:09, time: 0.610, data_time: 0.023, memory: 6921, loss_aux: 1.0467, top1_acc: 0.6090, top5_acc: 0.8191, loss_cls: 1.6515, loss: 2.6982, grad_norm: 6.1120 2021-07-20 19:54:30,945 - mmaction - INFO - Epoch [144][1220/1879] lr: 8.834e-04, eta: 2:09:56, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.0169, top1_acc: 0.6215, top5_acc: 0.8176, loss_cls: 1.6272, loss: 2.6441, grad_norm: 5.9904 2021-07-20 19:54:42,556 - mmaction - INFO - Epoch [144][1240/1879] lr: 8.805e-04, eta: 2:09:43, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.0431, top1_acc: 0.6148, top5_acc: 0.8094, loss_cls: 1.6583, loss: 2.7014, grad_norm: 6.1024 2021-07-20 19:54:54,243 - mmaction - INFO - Epoch [144][1260/1879] lr: 8.775e-04, eta: 2:09:30, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 1.0324, top1_acc: 0.6148, top5_acc: 0.8148, loss_cls: 1.6519, loss: 2.6842, grad_norm: 6.0052 2021-07-20 19:55:06,848 - mmaction - INFO - Epoch [144][1280/1879] lr: 8.746e-04, eta: 2:09:17, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.0535, top1_acc: 0.5988, top5_acc: 0.8113, loss_cls: 1.6811, loss: 2.7346, grad_norm: 6.1197 2021-07-20 19:55:18,468 - mmaction - INFO - Epoch [144][1300/1879] lr: 8.716e-04, eta: 2:09:04, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.0362, top1_acc: 0.6191, top5_acc: 0.8148, loss_cls: 1.6405, loss: 2.6766, grad_norm: 6.0149 2021-07-20 19:55:30,582 - mmaction - INFO - Epoch [144][1320/1879] lr: 8.687e-04, eta: 2:08:51, time: 0.606, data_time: 0.003, memory: 6921, loss_aux: 1.0012, top1_acc: 0.6242, top5_acc: 0.8254, loss_cls: 1.5990, loss: 2.6002, grad_norm: 6.0176 2021-07-20 19:55:45,344 - mmaction - INFO - Epoch [144][1340/1879] lr: 8.658e-04, eta: 2:08:38, time: 0.736, data_time: 0.003, memory: 6921, loss_aux: 1.0414, top1_acc: 0.6023, top5_acc: 0.8063, loss_cls: 1.6707, loss: 2.7121, grad_norm: 6.0725 2021-07-20 19:55:57,444 - mmaction - INFO - Epoch [144][1360/1879] lr: 8.628e-04, eta: 2:08:25, time: 0.607, data_time: 0.004, memory: 6921, loss_aux: 1.0419, top1_acc: 0.6160, top5_acc: 0.8164, loss_cls: 1.6210, loss: 2.6629, grad_norm: 5.9542 2021-07-20 19:56:12,007 - mmaction - INFO - Epoch [144][1380/1879] lr: 8.599e-04, eta: 2:08:12, time: 0.729, data_time: 0.003, memory: 6921, loss_aux: 1.0468, top1_acc: 0.6055, top5_acc: 0.8098, loss_cls: 1.6372, loss: 2.6840, grad_norm: 6.0571 2021-07-20 19:56:23,841 - mmaction - INFO - Epoch [144][1400/1879] lr: 8.570e-04, eta: 2:07:58, time: 0.591, data_time: 0.003, memory: 6921, loss_aux: 1.0146, top1_acc: 0.6160, top5_acc: 0.8203, loss_cls: 1.6212, loss: 2.6359, grad_norm: 6.0919 2021-07-20 19:56:35,279 - mmaction - INFO - Epoch [144][1420/1879] lr: 8.541e-04, eta: 2:07:45, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.0372, top1_acc: 0.6098, top5_acc: 0.8098, loss_cls: 1.6373, loss: 2.6745, grad_norm: 6.0503 2021-07-20 19:56:47,203 - mmaction - INFO - Epoch [144][1440/1879] lr: 8.512e-04, eta: 2:07:32, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.0308, top1_acc: 0.6195, top5_acc: 0.8219, loss_cls: 1.6074, loss: 2.6382, grad_norm: 5.9127 2021-07-20 19:57:00,618 - mmaction - INFO - Epoch [144][1460/1879] lr: 8.483e-04, eta: 2:07:19, time: 0.671, data_time: 0.003, memory: 6921, loss_aux: 1.0343, top1_acc: 0.6047, top5_acc: 0.8227, loss_cls: 1.6338, loss: 2.6680, grad_norm: 6.0942 2021-07-20 19:57:11,745 - mmaction - INFO - Epoch [144][1480/1879] lr: 8.454e-04, eta: 2:07:06, time: 0.555, data_time: 0.003, memory: 6921, loss_aux: 1.0281, top1_acc: 0.6215, top5_acc: 0.8109, loss_cls: 1.6408, loss: 2.6690, grad_norm: 6.1227 2021-07-20 19:57:26,260 - mmaction - INFO - Epoch [144][1500/1879] lr: 8.425e-04, eta: 2:06:53, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.0163, top1_acc: 0.6035, top5_acc: 0.8152, loss_cls: 1.6376, loss: 2.6539, grad_norm: 6.0343 2021-07-20 19:57:40,449 - mmaction - INFO - Epoch [144][1520/1879] lr: 8.396e-04, eta: 2:06:40, time: 0.705, data_time: 0.002, memory: 6921, loss_aux: 0.9936, top1_acc: 0.6332, top5_acc: 0.8258, loss_cls: 1.5430, loss: 2.5366, grad_norm: 5.8581 2021-07-20 19:57:55,395 - mmaction - INFO - Epoch [144][1540/1879] lr: 8.367e-04, eta: 2:06:27, time: 0.750, data_time: 0.009, memory: 6921, loss_aux: 1.0614, top1_acc: 0.6051, top5_acc: 0.7973, loss_cls: 1.7107, loss: 2.7721, grad_norm: 6.0761 2021-07-20 19:58:07,176 - mmaction - INFO - Epoch [144][1560/1879] lr: 8.339e-04, eta: 2:06:14, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.0560, top1_acc: 0.6000, top5_acc: 0.8199, loss_cls: 1.6934, loss: 2.7495, grad_norm: 6.2514 2021-07-20 19:58:19,977 - mmaction - INFO - Epoch [144][1580/1879] lr: 8.310e-04, eta: 2:06:01, time: 0.640, data_time: 0.001, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6145, top5_acc: 0.8055, loss_cls: 1.6686, loss: 2.7056, grad_norm: 5.9977 2021-07-20 19:58:31,859 - mmaction - INFO - Epoch [144][1600/1879] lr: 8.281e-04, eta: 2:05:48, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.0338, top1_acc: 0.6016, top5_acc: 0.8066, loss_cls: 1.6749, loss: 2.7087, grad_norm: 6.1775 2021-07-20 19:58:43,239 - mmaction - INFO - Epoch [144][1620/1879] lr: 8.253e-04, eta: 2:05:34, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.0264, top1_acc: 0.6234, top5_acc: 0.8070, loss_cls: 1.6449, loss: 2.6713, grad_norm: 6.0819 2021-07-20 19:58:54,625 - mmaction - INFO - Epoch [144][1640/1879] lr: 8.224e-04, eta: 2:05:21, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.0391, top1_acc: 0.6082, top5_acc: 0.8156, loss_cls: 1.6463, loss: 2.6854, grad_norm: 5.9551 2021-07-20 19:59:06,244 - mmaction - INFO - Epoch [144][1660/1879] lr: 8.196e-04, eta: 2:05:08, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.0452, top1_acc: 0.6020, top5_acc: 0.8133, loss_cls: 1.6864, loss: 2.7317, grad_norm: 6.1505 2021-07-20 19:59:18,138 - mmaction - INFO - Epoch [144][1680/1879] lr: 8.167e-04, eta: 2:04:55, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0570, top1_acc: 0.6109, top5_acc: 0.8109, loss_cls: 1.6762, loss: 2.7332, grad_norm: 5.9797 2021-07-20 19:59:37,095 - mmaction - INFO - Epoch [144][1700/1879] lr: 8.139e-04, eta: 2:04:42, time: 0.945, data_time: 0.003, memory: 6921, loss_aux: 1.0194, top1_acc: 0.6133, top5_acc: 0.8156, loss_cls: 1.6307, loss: 2.6501, grad_norm: 6.0002 2021-07-20 19:59:49,975 - mmaction - INFO - Epoch [144][1720/1879] lr: 8.110e-04, eta: 2:04:29, time: 0.642, data_time: 0.005, memory: 6921, loss_aux: 1.0416, top1_acc: 0.6090, top5_acc: 0.8012, loss_cls: 1.6973, loss: 2.7390, grad_norm: 6.0608 2021-07-20 20:00:05,966 - mmaction - INFO - Epoch [144][1740/1879] lr: 8.082e-04, eta: 2:04:16, time: 0.796, data_time: 0.010, memory: 6921, loss_aux: 1.0301, top1_acc: 0.6277, top5_acc: 0.8145, loss_cls: 1.6356, loss: 2.6657, grad_norm: 6.0867 2021-07-20 20:00:17,213 - mmaction - INFO - Epoch [144][1760/1879] lr: 8.054e-04, eta: 2:04:03, time: 0.570, data_time: 0.009, memory: 6921, loss_aux: 1.0173, top1_acc: 0.6230, top5_acc: 0.8227, loss_cls: 1.5965, loss: 2.6138, grad_norm: 5.9358 2021-07-20 20:00:30,399 - mmaction - INFO - Epoch [144][1780/1879] lr: 8.026e-04, eta: 2:03:50, time: 0.655, data_time: 0.001, memory: 6921, loss_aux: 1.0552, top1_acc: 0.6043, top5_acc: 0.8063, loss_cls: 1.6910, loss: 2.7462, grad_norm: 6.1036 2021-07-20 20:00:47,447 - mmaction - INFO - Epoch [144][1800/1879] lr: 7.997e-04, eta: 2:03:37, time: 0.856, data_time: 0.006, memory: 6921, loss_aux: 1.0281, top1_acc: 0.6004, top5_acc: 0.8160, loss_cls: 1.6320, loss: 2.6601, grad_norm: 6.1358 2021-07-20 20:01:03,471 - mmaction - INFO - Epoch [144][1820/1879] lr: 7.969e-04, eta: 2:03:24, time: 0.801, data_time: 0.003, memory: 6921, loss_aux: 1.0375, top1_acc: 0.6023, top5_acc: 0.8156, loss_cls: 1.6537, loss: 2.6912, grad_norm: 6.0834 2021-07-20 20:01:20,160 - mmaction - INFO - Epoch [144][1840/1879] lr: 7.941e-04, eta: 2:03:11, time: 0.834, data_time: 0.004, memory: 6921, loss_aux: 1.0491, top1_acc: 0.5996, top5_acc: 0.8145, loss_cls: 1.6961, loss: 2.7452, grad_norm: 6.1802 2021-07-20 20:01:39,199 - mmaction - INFO - Epoch [144][1860/1879] lr: 7.913e-04, eta: 2:02:58, time: 0.950, data_time: 0.005, memory: 6921, loss_aux: 1.0205, top1_acc: 0.6137, top5_acc: 0.8262, loss_cls: 1.6018, loss: 2.6223, grad_norm: 6.0053 2021-07-20 20:01:50,218 - mmaction - INFO - Saving checkpoint at 144 epochs 2021-07-20 20:02:16,453 - mmaction - INFO - Epoch [145][20/1879] lr: 7.859e-04, eta: 2:02:33, time: 0.939, data_time: 0.188, memory: 6921, loss_aux: 1.0045, top1_acc: 0.6195, top5_acc: 0.8246, loss_cls: 1.5925, loss: 2.5969, grad_norm: 6.0551 2021-07-20 20:02:27,782 - mmaction - INFO - Epoch [145][40/1879] lr: 7.831e-04, eta: 2:02:20, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.0721, top1_acc: 0.6117, top5_acc: 0.8078, loss_cls: 1.6762, loss: 2.7484, grad_norm: 5.9793 2021-07-20 20:02:42,739 - mmaction - INFO - Epoch [145][60/1879] lr: 7.803e-04, eta: 2:02:07, time: 0.747, data_time: 0.003, memory: 6921, loss_aux: 1.0718, top1_acc: 0.6027, top5_acc: 0.8043, loss_cls: 1.7149, loss: 2.7867, grad_norm: 6.0307 2021-07-20 20:02:54,182 - mmaction - INFO - Epoch [145][80/1879] lr: 7.775e-04, eta: 2:01:53, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.0348, top1_acc: 0.6172, top5_acc: 0.8133, loss_cls: 1.6504, loss: 2.6851, grad_norm: 6.0791 2021-07-20 20:03:09,579 - mmaction - INFO - Epoch [145][100/1879] lr: 7.748e-04, eta: 2:01:40, time: 0.766, data_time: 0.013, memory: 6921, loss_aux: 1.0220, top1_acc: 0.6035, top5_acc: 0.8191, loss_cls: 1.6348, loss: 2.6568, grad_norm: 6.0648 2021-07-20 20:03:24,214 - mmaction - INFO - Epoch [145][120/1879] lr: 7.720e-04, eta: 2:01:27, time: 0.735, data_time: 0.010, memory: 6921, loss_aux: 1.0224, top1_acc: 0.6184, top5_acc: 0.8164, loss_cls: 1.6265, loss: 2.6489, grad_norm: 6.0215 2021-07-20 20:03:36,162 - mmaction - INFO - Epoch [145][140/1879] lr: 7.692e-04, eta: 2:01:14, time: 0.597, data_time: 0.002, memory: 6921, loss_aux: 1.0374, top1_acc: 0.6156, top5_acc: 0.8273, loss_cls: 1.6229, loss: 2.6602, grad_norm: 6.0850 2021-07-20 20:03:50,241 - mmaction - INFO - Epoch [145][160/1879] lr: 7.665e-04, eta: 2:01:01, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.0395, top1_acc: 0.6160, top5_acc: 0.8066, loss_cls: 1.6578, loss: 2.6973, grad_norm: 6.0604 2021-07-20 20:04:01,637 - mmaction - INFO - Epoch [145][180/1879] lr: 7.637e-04, eta: 2:00:48, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.0318, top1_acc: 0.6277, top5_acc: 0.8137, loss_cls: 1.6311, loss: 2.6628, grad_norm: 5.9601 2021-07-20 20:04:14,501 - mmaction - INFO - Epoch [145][200/1879] lr: 7.610e-04, eta: 2:00:35, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.0269, top1_acc: 0.6109, top5_acc: 0.8160, loss_cls: 1.6258, loss: 2.6527, grad_norm: 5.9859 2021-07-20 20:04:26,300 - mmaction - INFO - Epoch [145][220/1879] lr: 7.582e-04, eta: 2:00:22, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.0250, top1_acc: 0.6078, top5_acc: 0.8129, loss_cls: 1.6426, loss: 2.6675, grad_norm: 5.9955 2021-07-20 20:04:39,422 - mmaction - INFO - Epoch [145][240/1879] lr: 7.555e-04, eta: 2:00:09, time: 0.656, data_time: 0.002, memory: 6921, loss_aux: 0.9967, top1_acc: 0.6277, top5_acc: 0.8250, loss_cls: 1.5472, loss: 2.5440, grad_norm: 5.8671 2021-07-20 20:04:51,321 - mmaction - INFO - Epoch [145][260/1879] lr: 7.528e-04, eta: 1:59:56, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.0446, top1_acc: 0.6051, top5_acc: 0.8203, loss_cls: 1.6328, loss: 2.6774, grad_norm: 6.0818 2021-07-20 20:05:10,338 - mmaction - INFO - Epoch [145][280/1879] lr: 7.500e-04, eta: 1:59:43, time: 0.955, data_time: 0.007, memory: 6921, loss_aux: 1.0114, top1_acc: 0.6191, top5_acc: 0.8176, loss_cls: 1.5813, loss: 2.5928, grad_norm: 5.9703 2021-07-20 20:05:26,191 - mmaction - INFO - Epoch [145][300/1879] lr: 7.473e-04, eta: 1:59:30, time: 0.789, data_time: 0.005, memory: 6921, loss_aux: 1.0374, top1_acc: 0.6230, top5_acc: 0.8258, loss_cls: 1.6101, loss: 2.6474, grad_norm: 6.0673 2021-07-20 20:05:39,564 - mmaction - INFO - Epoch [145][320/1879] lr: 7.446e-04, eta: 1:59:17, time: 0.671, data_time: 0.009, memory: 6921, loss_aux: 1.0678, top1_acc: 0.6012, top5_acc: 0.7988, loss_cls: 1.7301, loss: 2.7979, grad_norm: 6.1004 2021-07-20 20:05:54,495 - mmaction - INFO - Epoch [145][340/1879] lr: 7.419e-04, eta: 1:59:04, time: 0.748, data_time: 0.006, memory: 6921, loss_aux: 1.0494, top1_acc: 0.6145, top5_acc: 0.8133, loss_cls: 1.6654, loss: 2.7149, grad_norm: 6.0737 2021-07-20 20:06:08,263 - mmaction - INFO - Epoch [145][360/1879] lr: 7.392e-04, eta: 1:58:51, time: 0.686, data_time: 0.003, memory: 6921, loss_aux: 1.0059, top1_acc: 0.6184, top5_acc: 0.8195, loss_cls: 1.6014, loss: 2.6073, grad_norm: 5.9702 2021-07-20 20:06:24,981 - mmaction - INFO - Epoch [145][380/1879] lr: 7.365e-04, eta: 1:58:38, time: 0.840, data_time: 0.008, memory: 6921, loss_aux: 1.0347, top1_acc: 0.6082, top5_acc: 0.8168, loss_cls: 1.6357, loss: 2.6703, grad_norm: 6.0361 2021-07-20 20:06:36,485 - mmaction - INFO - Epoch [145][400/1879] lr: 7.338e-04, eta: 1:58:25, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.0554, top1_acc: 0.6117, top5_acc: 0.8211, loss_cls: 1.6451, loss: 2.7005, grad_norm: 6.0309 2021-07-20 20:06:51,436 - mmaction - INFO - Epoch [145][420/1879] lr: 7.311e-04, eta: 1:58:12, time: 0.745, data_time: 0.001, memory: 6921, loss_aux: 1.0271, top1_acc: 0.6137, top5_acc: 0.8199, loss_cls: 1.6313, loss: 2.6584, grad_norm: 6.1645 2021-07-20 20:07:06,189 - mmaction - INFO - Epoch [145][440/1879] lr: 7.284e-04, eta: 1:57:59, time: 0.740, data_time: 0.004, memory: 6921, loss_aux: 1.0424, top1_acc: 0.6070, top5_acc: 0.8148, loss_cls: 1.6358, loss: 2.6782, grad_norm: 6.1829 2021-07-20 20:07:18,947 - mmaction - INFO - Epoch [145][460/1879] lr: 7.257e-04, eta: 1:57:46, time: 0.637, data_time: 0.001, memory: 6921, loss_aux: 1.0319, top1_acc: 0.6180, top5_acc: 0.8164, loss_cls: 1.6243, loss: 2.6562, grad_norm: 6.0198 2021-07-20 20:07:30,189 - mmaction - INFO - Epoch [145][480/1879] lr: 7.230e-04, eta: 1:57:33, time: 0.563, data_time: 0.002, memory: 6921, loss_aux: 1.0412, top1_acc: 0.6168, top5_acc: 0.8266, loss_cls: 1.6329, loss: 2.6742, grad_norm: 6.0855 2021-07-20 20:07:41,382 - mmaction - INFO - Epoch [145][500/1879] lr: 7.204e-04, eta: 1:57:20, time: 0.560, data_time: 0.003, memory: 6921, loss_aux: 1.0573, top1_acc: 0.5992, top5_acc: 0.8027, loss_cls: 1.6801, loss: 2.7374, grad_norm: 6.2208 2021-07-20 20:07:55,923 - mmaction - INFO - Epoch [145][520/1879] lr: 7.177e-04, eta: 1:57:07, time: 0.726, data_time: 0.004, memory: 6921, loss_aux: 1.0328, top1_acc: 0.6262, top5_acc: 0.8238, loss_cls: 1.6031, loss: 2.6359, grad_norm: 5.9862 2021-07-20 20:08:07,686 - mmaction - INFO - Epoch [145][540/1879] lr: 7.150e-04, eta: 1:56:53, time: 0.589, data_time: 0.003, memory: 6921, loss_aux: 1.0258, top1_acc: 0.6137, top5_acc: 0.8164, loss_cls: 1.6509, loss: 2.6767, grad_norm: 6.1651 2021-07-20 20:08:19,727 - mmaction - INFO - Epoch [145][560/1879] lr: 7.124e-04, eta: 1:56:40, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.0395, top1_acc: 0.6199, top5_acc: 0.8207, loss_cls: 1.6172, loss: 2.6567, grad_norm: 6.0492 2021-07-20 20:08:31,236 - mmaction - INFO - Epoch [145][580/1879] lr: 7.097e-04, eta: 1:56:27, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.0540, top1_acc: 0.6066, top5_acc: 0.8105, loss_cls: 1.6894, loss: 2.7434, grad_norm: 6.2287 2021-07-20 20:08:46,211 - mmaction - INFO - Epoch [145][600/1879] lr: 7.071e-04, eta: 1:56:14, time: 0.748, data_time: 0.001, memory: 6921, loss_aux: 1.0131, top1_acc: 0.6242, top5_acc: 0.8207, loss_cls: 1.6120, loss: 2.6252, grad_norm: 5.9211 2021-07-20 20:08:58,203 - mmaction - INFO - Epoch [145][620/1879] lr: 7.044e-04, eta: 1:56:01, time: 0.598, data_time: 0.003, memory: 6921, loss_aux: 1.0347, top1_acc: 0.6184, top5_acc: 0.8070, loss_cls: 1.6702, loss: 2.7049, grad_norm: 5.9533 2021-07-20 20:09:09,923 - mmaction - INFO - Epoch [145][640/1879] lr: 7.018e-04, eta: 1:55:48, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.0243, top1_acc: 0.6164, top5_acc: 0.8137, loss_cls: 1.5914, loss: 2.6157, grad_norm: 5.9055 2021-07-20 20:09:36,059 - mmaction - INFO - Epoch [145][660/1879] lr: 6.991e-04, eta: 1:55:35, time: 1.305, data_time: 0.002, memory: 6921, loss_aux: 1.0122, top1_acc: 0.6242, top5_acc: 0.8301, loss_cls: 1.5924, loss: 2.6046, grad_norm: 6.0328 2021-07-20 20:09:48,205 - mmaction - INFO - Epoch [145][680/1879] lr: 6.965e-04, eta: 1:55:22, time: 0.606, data_time: 0.004, memory: 6921, loss_aux: 1.0122, top1_acc: 0.6215, top5_acc: 0.8227, loss_cls: 1.5963, loss: 2.6086, grad_norm: 6.0593 2021-07-20 20:10:02,897 - mmaction - INFO - Epoch [145][700/1879] lr: 6.939e-04, eta: 1:55:09, time: 0.735, data_time: 0.006, memory: 6921, loss_aux: 1.0033, top1_acc: 0.6277, top5_acc: 0.8305, loss_cls: 1.5815, loss: 2.5848, grad_norm: 6.0819 2021-07-20 20:10:17,613 - mmaction - INFO - Epoch [145][720/1879] lr: 6.913e-04, eta: 1:54:56, time: 0.732, data_time: 0.005, memory: 6921, loss_aux: 1.0162, top1_acc: 0.6336, top5_acc: 0.8219, loss_cls: 1.5960, loss: 2.6122, grad_norm: 6.0348 2021-07-20 20:10:30,328 - mmaction - INFO - Epoch [145][740/1879] lr: 6.887e-04, eta: 1:54:43, time: 0.641, data_time: 0.009, memory: 6921, loss_aux: 0.9940, top1_acc: 0.6227, top5_acc: 0.8156, loss_cls: 1.5977, loss: 2.5917, grad_norm: 6.0685 2021-07-20 20:10:43,846 - mmaction - INFO - Epoch [145][760/1879] lr: 6.860e-04, eta: 1:54:30, time: 0.677, data_time: 0.005, memory: 6921, loss_aux: 1.0449, top1_acc: 0.6203, top5_acc: 0.8148, loss_cls: 1.6417, loss: 2.6866, grad_norm: 5.9299 2021-07-20 20:10:56,455 - mmaction - INFO - Epoch [145][780/1879] lr: 6.834e-04, eta: 1:54:17, time: 0.629, data_time: 0.005, memory: 6921, loss_aux: 1.0361, top1_acc: 0.6125, top5_acc: 0.8227, loss_cls: 1.6177, loss: 2.6539, grad_norm: 6.0297 2021-07-20 20:11:09,583 - mmaction - INFO - Epoch [145][800/1879] lr: 6.808e-04, eta: 1:54:04, time: 0.657, data_time: 0.005, memory: 6921, loss_aux: 1.0520, top1_acc: 0.6051, top5_acc: 0.8066, loss_cls: 1.6584, loss: 2.7103, grad_norm: 6.0555 2021-07-20 20:11:24,470 - mmaction - INFO - Epoch [145][820/1879] lr: 6.783e-04, eta: 1:53:51, time: 0.744, data_time: 0.005, memory: 6921, loss_aux: 0.9932, top1_acc: 0.6289, top5_acc: 0.8230, loss_cls: 1.5752, loss: 2.5685, grad_norm: 5.9101 2021-07-20 20:11:42,963 - mmaction - INFO - Epoch [145][840/1879] lr: 6.757e-04, eta: 1:53:38, time: 0.927, data_time: 0.004, memory: 6921, loss_aux: 1.0406, top1_acc: 0.5992, top5_acc: 0.7996, loss_cls: 1.6880, loss: 2.7286, grad_norm: 6.1784 2021-07-20 20:11:54,222 - mmaction - INFO - Epoch [145][860/1879] lr: 6.731e-04, eta: 1:53:25, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.0396, top1_acc: 0.6082, top5_acc: 0.8109, loss_cls: 1.6613, loss: 2.7009, grad_norm: 6.2159 2021-07-20 20:12:07,283 - mmaction - INFO - Epoch [145][880/1879] lr: 6.705e-04, eta: 1:53:12, time: 0.653, data_time: 0.003, memory: 6921, loss_aux: 1.0338, top1_acc: 0.6234, top5_acc: 0.8176, loss_cls: 1.6335, loss: 2.6673, grad_norm: 6.0294 2021-07-20 20:12:19,595 - mmaction - INFO - Epoch [145][900/1879] lr: 6.679e-04, eta: 1:52:59, time: 0.614, data_time: 0.003, memory: 6921, loss_aux: 1.0188, top1_acc: 0.6238, top5_acc: 0.8035, loss_cls: 1.6487, loss: 2.6675, grad_norm: 6.0651 2021-07-20 20:12:35,890 - mmaction - INFO - Epoch [145][920/1879] lr: 6.654e-04, eta: 1:52:46, time: 0.813, data_time: 0.003, memory: 6921, loss_aux: 1.0290, top1_acc: 0.6125, top5_acc: 0.8105, loss_cls: 1.6183, loss: 2.6474, grad_norm: 6.0582 2021-07-20 20:12:47,308 - mmaction - INFO - Epoch [145][940/1879] lr: 6.628e-04, eta: 1:52:33, time: 0.574, data_time: 0.009, memory: 6921, loss_aux: 1.0183, top1_acc: 0.6102, top5_acc: 0.8168, loss_cls: 1.6165, loss: 2.6349, grad_norm: 6.0894 2021-07-20 20:13:03,287 - mmaction - INFO - Epoch [145][960/1879] lr: 6.602e-04, eta: 1:52:20, time: 0.797, data_time: 0.002, memory: 6921, loss_aux: 1.0238, top1_acc: 0.5996, top5_acc: 0.8168, loss_cls: 1.6384, loss: 2.6622, grad_norm: 6.0350 2021-07-20 20:13:17,383 - mmaction - INFO - Epoch [145][980/1879] lr: 6.577e-04, eta: 1:52:07, time: 0.707, data_time: 0.005, memory: 6921, loss_aux: 1.0002, top1_acc: 0.6188, top5_acc: 0.8285, loss_cls: 1.5791, loss: 2.5793, grad_norm: 6.0720 2021-07-20 20:13:33,464 - mmaction - INFO - Epoch [145][1000/1879] lr: 6.551e-04, eta: 1:51:54, time: 0.801, data_time: 0.004, memory: 6921, loss_aux: 1.0254, top1_acc: 0.6336, top5_acc: 0.8145, loss_cls: 1.6002, loss: 2.6256, grad_norm: 5.9103 2021-07-20 20:13:45,226 - mmaction - INFO - Epoch [145][1020/1879] lr: 6.526e-04, eta: 1:51:41, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.0240, top1_acc: 0.6242, top5_acc: 0.8238, loss_cls: 1.6124, loss: 2.6363, grad_norm: 6.0479 2021-07-20 20:14:00,863 - mmaction - INFO - Epoch [145][1040/1879] lr: 6.500e-04, eta: 1:51:28, time: 0.778, data_time: 0.002, memory: 6921, loss_aux: 1.0555, top1_acc: 0.6055, top5_acc: 0.8148, loss_cls: 1.6552, loss: 2.7107, grad_norm: 6.0463 2021-07-20 20:14:13,219 - mmaction - INFO - Epoch [145][1060/1879] lr: 6.475e-04, eta: 1:51:15, time: 0.621, data_time: 0.055, memory: 6921, loss_aux: 1.0566, top1_acc: 0.5938, top5_acc: 0.8090, loss_cls: 1.6939, loss: 2.7505, grad_norm: 6.1629 2021-07-20 20:14:24,909 - mmaction - INFO - Epoch [145][1080/1879] lr: 6.450e-04, eta: 1:51:01, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.0656, top1_acc: 0.6059, top5_acc: 0.8094, loss_cls: 1.6828, loss: 2.7484, grad_norm: 6.1847 2021-07-20 20:14:38,334 - mmaction - INFO - Epoch [145][1100/1879] lr: 6.424e-04, eta: 1:50:48, time: 0.668, data_time: 0.004, memory: 6921, loss_aux: 1.0266, top1_acc: 0.6188, top5_acc: 0.8180, loss_cls: 1.6205, loss: 2.6471, grad_norm: 6.0724 2021-07-20 20:14:49,554 - mmaction - INFO - Epoch [145][1120/1879] lr: 6.399e-04, eta: 1:50:35, time: 0.563, data_time: 0.006, memory: 6921, loss_aux: 1.0121, top1_acc: 0.6230, top5_acc: 0.8215, loss_cls: 1.6089, loss: 2.6210, grad_norm: 5.9472 2021-07-20 20:15:00,888 - mmaction - INFO - Epoch [145][1140/1879] lr: 6.374e-04, eta: 1:50:22, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.0594, top1_acc: 0.6035, top5_acc: 0.8094, loss_cls: 1.6815, loss: 2.7409, grad_norm: 6.1651 2021-07-20 20:15:24,049 - mmaction - INFO - Epoch [145][1160/1879] lr: 6.349e-04, eta: 1:50:09, time: 1.148, data_time: 0.002, memory: 6921, loss_aux: 1.0336, top1_acc: 0.6090, top5_acc: 0.8211, loss_cls: 1.6315, loss: 2.6651, grad_norm: 6.0945 2021-07-20 20:15:36,214 - mmaction - INFO - Epoch [145][1180/1879] lr: 6.324e-04, eta: 1:49:56, time: 0.619, data_time: 0.013, memory: 6921, loss_aux: 1.0195, top1_acc: 0.6164, top5_acc: 0.8141, loss_cls: 1.6331, loss: 2.6527, grad_norm: 5.9469 2021-07-20 20:15:47,799 - mmaction - INFO - Epoch [145][1200/1879] lr: 6.299e-04, eta: 1:49:43, time: 0.579, data_time: 0.001, memory: 6921, loss_aux: 1.0509, top1_acc: 0.6152, top5_acc: 0.8090, loss_cls: 1.6546, loss: 2.7055, grad_norm: 6.0458 2021-07-20 20:16:04,267 - mmaction - INFO - Epoch [145][1220/1879] lr: 6.274e-04, eta: 1:49:30, time: 0.819, data_time: 0.003, memory: 6921, loss_aux: 1.0501, top1_acc: 0.6184, top5_acc: 0.8109, loss_cls: 1.6582, loss: 2.7083, grad_norm: 6.0862 2021-07-20 20:16:19,946 - mmaction - INFO - Epoch [145][1240/1879] lr: 6.249e-04, eta: 1:49:17, time: 0.788, data_time: 0.006, memory: 6921, loss_aux: 0.9876, top1_acc: 0.6293, top5_acc: 0.8297, loss_cls: 1.5402, loss: 2.5278, grad_norm: 5.8750 2021-07-20 20:16:31,271 - mmaction - INFO - Epoch [145][1260/1879] lr: 6.224e-04, eta: 1:49:04, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.0329, top1_acc: 0.6246, top5_acc: 0.8246, loss_cls: 1.6146, loss: 2.6475, grad_norm: 6.0432 2021-07-20 20:16:43,404 - mmaction - INFO - Epoch [145][1280/1879] lr: 6.199e-04, eta: 1:48:51, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.0581, top1_acc: 0.6117, top5_acc: 0.8105, loss_cls: 1.6721, loss: 2.7302, grad_norm: 6.1531 2021-07-20 20:16:56,047 - mmaction - INFO - Epoch [145][1300/1879] lr: 6.175e-04, eta: 1:48:38, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.0233, top1_acc: 0.6234, top5_acc: 0.8164, loss_cls: 1.6345, loss: 2.6578, grad_norm: 6.0677 2021-07-20 20:17:08,558 - mmaction - INFO - Epoch [145][1320/1879] lr: 6.150e-04, eta: 1:48:25, time: 0.627, data_time: 0.005, memory: 6921, loss_aux: 1.0341, top1_acc: 0.6141, top5_acc: 0.8187, loss_cls: 1.6536, loss: 2.6877, grad_norm: 6.1581 2021-07-20 20:17:20,468 - mmaction - INFO - Epoch [145][1340/1879] lr: 6.125e-04, eta: 1:48:12, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0181, top1_acc: 0.6164, top5_acc: 0.8277, loss_cls: 1.5946, loss: 2.6127, grad_norm: 6.1072 2021-07-20 20:17:32,164 - mmaction - INFO - Epoch [145][1360/1879] lr: 6.101e-04, eta: 1:47:59, time: 0.586, data_time: 0.007, memory: 6921, loss_aux: 1.0526, top1_acc: 0.6172, top5_acc: 0.8016, loss_cls: 1.6726, loss: 2.7251, grad_norm: 6.0251 2021-07-20 20:17:46,496 - mmaction - INFO - Epoch [145][1380/1879] lr: 6.076e-04, eta: 1:47:46, time: 0.711, data_time: 0.002, memory: 6921, loss_aux: 1.0113, top1_acc: 0.6359, top5_acc: 0.8207, loss_cls: 1.5882, loss: 2.5995, grad_norm: 6.0509 2021-07-20 20:17:58,018 - mmaction - INFO - Epoch [145][1400/1879] lr: 6.052e-04, eta: 1:47:32, time: 0.581, data_time: 0.008, memory: 6921, loss_aux: 1.0647, top1_acc: 0.6059, top5_acc: 0.8070, loss_cls: 1.6925, loss: 2.7571, grad_norm: 6.1322 2021-07-20 20:18:10,264 - mmaction - INFO - Epoch [145][1420/1879] lr: 6.027e-04, eta: 1:47:19, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.0178, top1_acc: 0.6148, top5_acc: 0.8199, loss_cls: 1.6233, loss: 2.6411, grad_norm: 6.1350 2021-07-20 20:18:21,629 - mmaction - INFO - Epoch [145][1440/1879] lr: 6.003e-04, eta: 1:47:06, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.0360, top1_acc: 0.6141, top5_acc: 0.8160, loss_cls: 1.6387, loss: 2.6746, grad_norm: 6.1031 2021-07-20 20:18:33,213 - mmaction - INFO - Epoch [145][1460/1879] lr: 5.978e-04, eta: 1:46:53, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.0375, top1_acc: 0.6160, top5_acc: 0.8137, loss_cls: 1.6438, loss: 2.6813, grad_norm: 6.2025 2021-07-20 20:18:45,494 - mmaction - INFO - Epoch [145][1480/1879] lr: 5.954e-04, eta: 1:46:40, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.0103, top1_acc: 0.6250, top5_acc: 0.8113, loss_cls: 1.6107, loss: 2.6210, grad_norm: 5.9869 2021-07-20 20:18:58,540 - mmaction - INFO - Epoch [145][1500/1879] lr: 5.930e-04, eta: 1:46:27, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.0496, top1_acc: 0.5957, top5_acc: 0.8133, loss_cls: 1.6719, loss: 2.7215, grad_norm: 6.0736 2021-07-20 20:19:10,053 - mmaction - INFO - Epoch [145][1520/1879] lr: 5.906e-04, eta: 1:46:14, time: 0.594, data_time: 0.021, memory: 6921, loss_aux: 1.0358, top1_acc: 0.6121, top5_acc: 0.8137, loss_cls: 1.6645, loss: 2.7003, grad_norm: 6.1421 2021-07-20 20:19:22,721 - mmaction - INFO - Epoch [145][1540/1879] lr: 5.881e-04, eta: 1:46:01, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.0326, top1_acc: 0.6066, top5_acc: 0.8105, loss_cls: 1.6595, loss: 2.6921, grad_norm: 6.0582 2021-07-20 20:19:33,925 - mmaction - INFO - Epoch [145][1560/1879] lr: 5.857e-04, eta: 1:45:48, time: 0.560, data_time: 0.001, memory: 6921, loss_aux: 1.0762, top1_acc: 0.6066, top5_acc: 0.8027, loss_cls: 1.6961, loss: 2.7724, grad_norm: 6.2250 2021-07-20 20:19:48,673 - mmaction - INFO - Epoch [145][1580/1879] lr: 5.833e-04, eta: 1:45:35, time: 0.737, data_time: 0.004, memory: 6921, loss_aux: 1.0588, top1_acc: 0.6039, top5_acc: 0.8090, loss_cls: 1.6957, loss: 2.7546, grad_norm: 6.1368 2021-07-20 20:20:01,567 - mmaction - INFO - Epoch [145][1600/1879] lr: 5.809e-04, eta: 1:45:22, time: 0.644, data_time: 0.004, memory: 6921, loss_aux: 1.0410, top1_acc: 0.6059, top5_acc: 0.8047, loss_cls: 1.6602, loss: 2.7012, grad_norm: 6.0166 2021-07-20 20:20:14,490 - mmaction - INFO - Epoch [145][1620/1879] lr: 5.785e-04, eta: 1:45:08, time: 0.643, data_time: 0.006, memory: 6921, loss_aux: 1.0284, top1_acc: 0.6270, top5_acc: 0.8262, loss_cls: 1.6008, loss: 2.6292, grad_norm: 5.9974 2021-07-20 20:20:25,945 - mmaction - INFO - Epoch [145][1640/1879] lr: 5.761e-04, eta: 1:44:55, time: 0.577, data_time: 0.006, memory: 6921, loss_aux: 1.0284, top1_acc: 0.6316, top5_acc: 0.8215, loss_cls: 1.6043, loss: 2.6328, grad_norm: 5.9696 2021-07-20 20:20:37,952 - mmaction - INFO - Epoch [145][1660/1879] lr: 5.737e-04, eta: 1:44:42, time: 0.600, data_time: 0.004, memory: 6921, loss_aux: 1.0275, top1_acc: 0.6082, top5_acc: 0.8063, loss_cls: 1.6311, loss: 2.6586, grad_norm: 6.0071 2021-07-20 20:20:50,216 - mmaction - INFO - Epoch [145][1680/1879] lr: 5.714e-04, eta: 1:44:29, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.0511, top1_acc: 0.6102, top5_acc: 0.8156, loss_cls: 1.6609, loss: 2.7120, grad_norm: 6.2285 2021-07-20 20:21:04,353 - mmaction - INFO - Epoch [145][1700/1879] lr: 5.690e-04, eta: 1:44:16, time: 0.704, data_time: 0.002, memory: 6921, loss_aux: 1.0117, top1_acc: 0.6359, top5_acc: 0.8199, loss_cls: 1.5961, loss: 2.6078, grad_norm: 6.0645 2021-07-20 20:21:15,313 - mmaction - INFO - Epoch [145][1720/1879] lr: 5.666e-04, eta: 1:44:03, time: 0.552, data_time: 0.005, memory: 6921, loss_aux: 1.0197, top1_acc: 0.6223, top5_acc: 0.8156, loss_cls: 1.6423, loss: 2.6620, grad_norm: 6.1236 2021-07-20 20:21:28,468 - mmaction - INFO - Epoch [145][1740/1879] lr: 5.642e-04, eta: 1:43:50, time: 0.655, data_time: 0.003, memory: 6921, loss_aux: 1.0044, top1_acc: 0.6289, top5_acc: 0.8332, loss_cls: 1.5516, loss: 2.5560, grad_norm: 6.0299 2021-07-20 20:21:43,648 - mmaction - INFO - Epoch [145][1760/1879] lr: 5.619e-04, eta: 1:43:37, time: 0.760, data_time: 0.004, memory: 6921, loss_aux: 1.0288, top1_acc: 0.6160, top5_acc: 0.8219, loss_cls: 1.6197, loss: 2.6484, grad_norm: 5.9684 2021-07-20 20:21:57,604 - mmaction - INFO - Epoch [145][1780/1879] lr: 5.595e-04, eta: 1:43:24, time: 0.696, data_time: 0.003, memory: 6921, loss_aux: 1.0158, top1_acc: 0.6137, top5_acc: 0.8250, loss_cls: 1.6059, loss: 2.6217, grad_norm: 6.0662 2021-07-20 20:22:09,671 - mmaction - INFO - Epoch [145][1800/1879] lr: 5.572e-04, eta: 1:43:11, time: 0.606, data_time: 0.005, memory: 6921, loss_aux: 1.0200, top1_acc: 0.6297, top5_acc: 0.8211, loss_cls: 1.5989, loss: 2.6189, grad_norm: 6.0409 2021-07-20 20:22:22,350 - mmaction - INFO - Epoch [145][1820/1879] lr: 5.548e-04, eta: 1:42:58, time: 0.635, data_time: 0.003, memory: 6921, loss_aux: 1.0451, top1_acc: 0.6074, top5_acc: 0.8219, loss_cls: 1.6503, loss: 2.6954, grad_norm: 6.2558 2021-07-20 20:22:36,624 - mmaction - INFO - Epoch [145][1840/1879] lr: 5.525e-04, eta: 1:42:45, time: 0.712, data_time: 0.001, memory: 6921, loss_aux: 1.0183, top1_acc: 0.6316, top5_acc: 0.8309, loss_cls: 1.5731, loss: 2.5913, grad_norm: 6.0186 2021-07-20 20:22:49,045 - mmaction - INFO - Epoch [145][1860/1879] lr: 5.501e-04, eta: 1:42:32, time: 0.622, data_time: 0.003, memory: 6921, loss_aux: 1.0416, top1_acc: 0.6137, top5_acc: 0.8109, loss_cls: 1.6352, loss: 2.6767, grad_norm: 6.2284 2021-07-20 20:22:59,596 - mmaction - INFO - Saving checkpoint at 145 epochs 2021-07-20 20:23:27,508 - mmaction - INFO - Epoch [146][20/1879] lr: 5.456e-04, eta: 1:42:06, time: 0.935, data_time: 0.163, memory: 6921, loss_aux: 1.0281, top1_acc: 0.6309, top5_acc: 0.8230, loss_cls: 1.5843, loss: 2.6123, grad_norm: 6.0536 2021-07-20 20:23:39,723 - mmaction - INFO - Epoch [146][40/1879] lr: 5.433e-04, eta: 1:41:53, time: 0.631, data_time: 0.027, memory: 6921, loss_aux: 1.0503, top1_acc: 0.6121, top5_acc: 0.8125, loss_cls: 1.6500, loss: 2.7003, grad_norm: 6.1792 2021-07-20 20:23:55,192 - mmaction - INFO - Epoch [146][60/1879] lr: 5.410e-04, eta: 1:41:40, time: 0.773, data_time: 0.006, memory: 6921, loss_aux: 1.0281, top1_acc: 0.6070, top5_acc: 0.8039, loss_cls: 1.6397, loss: 2.6678, grad_norm: 6.0875 2021-07-20 20:24:06,460 - mmaction - INFO - Epoch [146][80/1879] lr: 5.386e-04, eta: 1:41:27, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 1.0304, top1_acc: 0.6258, top5_acc: 0.8168, loss_cls: 1.6043, loss: 2.6347, grad_norm: 6.1662 2021-07-20 20:24:19,684 - mmaction - INFO - Epoch [146][100/1879] lr: 5.363e-04, eta: 1:41:14, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.0339, top1_acc: 0.6074, top5_acc: 0.8086, loss_cls: 1.6694, loss: 2.7033, grad_norm: 6.1750 2021-07-20 20:24:32,276 - mmaction - INFO - Epoch [146][120/1879] lr: 5.340e-04, eta: 1:41:00, time: 0.626, data_time: 0.002, memory: 6921, loss_aux: 1.0054, top1_acc: 0.6223, top5_acc: 0.8242, loss_cls: 1.5849, loss: 2.5903, grad_norm: 5.9732 2021-07-20 20:24:43,931 - mmaction - INFO - Epoch [146][140/1879] lr: 5.317e-04, eta: 1:40:47, time: 0.587, data_time: 0.005, memory: 6921, loss_aux: 1.0462, top1_acc: 0.6117, top5_acc: 0.8078, loss_cls: 1.6510, loss: 2.6972, grad_norm: 6.0859 2021-07-20 20:24:59,061 - mmaction - INFO - Epoch [146][160/1879] lr: 5.294e-04, eta: 1:40:34, time: 0.755, data_time: 0.002, memory: 6921, loss_aux: 1.0672, top1_acc: 0.5996, top5_acc: 0.8098, loss_cls: 1.7092, loss: 2.7763, grad_norm: 6.2405 2021-07-20 20:25:10,653 - mmaction - INFO - Epoch [146][180/1879] lr: 5.272e-04, eta: 1:40:21, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 1.0210, top1_acc: 0.6102, top5_acc: 0.8156, loss_cls: 1.6264, loss: 2.6474, grad_norm: 6.1675 2021-07-20 20:25:21,834 - mmaction - INFO - Epoch [146][200/1879] lr: 5.249e-04, eta: 1:40:08, time: 0.558, data_time: 0.001, memory: 6921, loss_aux: 0.9892, top1_acc: 0.6344, top5_acc: 0.8293, loss_cls: 1.5297, loss: 2.5189, grad_norm: 5.9016 2021-07-20 20:25:33,767 - mmaction - INFO - Epoch [146][220/1879] lr: 5.226e-04, eta: 1:39:55, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.0321, top1_acc: 0.6086, top5_acc: 0.8203, loss_cls: 1.6475, loss: 2.6797, grad_norm: 6.0972 2021-07-20 20:25:46,328 - mmaction - INFO - Epoch [146][240/1879] lr: 5.203e-04, eta: 1:39:42, time: 0.629, data_time: 0.004, memory: 6921, loss_aux: 1.0163, top1_acc: 0.6168, top5_acc: 0.8242, loss_cls: 1.5997, loss: 2.6160, grad_norm: 6.0058 2021-07-20 20:25:58,041 - mmaction - INFO - Epoch [146][260/1879] lr: 5.180e-04, eta: 1:39:29, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.0524, top1_acc: 0.6055, top5_acc: 0.8121, loss_cls: 1.6792, loss: 2.7316, grad_norm: 6.2370 2021-07-20 20:26:16,494 - mmaction - INFO - Epoch [146][280/1879] lr: 5.158e-04, eta: 1:39:16, time: 0.923, data_time: 0.004, memory: 6921, loss_aux: 1.0414, top1_acc: 0.6055, top5_acc: 0.8160, loss_cls: 1.6532, loss: 2.6946, grad_norm: 6.1813 2021-07-20 20:26:33,203 - mmaction - INFO - Epoch [146][300/1879] lr: 5.135e-04, eta: 1:39:03, time: 0.829, data_time: 0.015, memory: 6921, loss_aux: 1.0043, top1_acc: 0.6270, top5_acc: 0.8293, loss_cls: 1.5636, loss: 2.5679, grad_norm: 6.0048 2021-07-20 20:26:46,205 - mmaction - INFO - Epoch [146][320/1879] lr: 5.113e-04, eta: 1:38:50, time: 0.656, data_time: 0.011, memory: 6921, loss_aux: 1.0179, top1_acc: 0.6215, top5_acc: 0.8160, loss_cls: 1.6084, loss: 2.6262, grad_norm: 6.0610 2021-07-20 20:26:57,881 - mmaction - INFO - Epoch [146][340/1879] lr: 5.090e-04, eta: 1:38:37, time: 0.586, data_time: 0.005, memory: 6921, loss_aux: 1.0127, top1_acc: 0.6074, top5_acc: 0.8117, loss_cls: 1.6374, loss: 2.6501, grad_norm: 6.0977 2021-07-20 20:27:09,368 - mmaction - INFO - Epoch [146][360/1879] lr: 5.068e-04, eta: 1:38:24, time: 0.574, data_time: 0.005, memory: 6921, loss_aux: 0.9950, top1_acc: 0.6258, top5_acc: 0.8355, loss_cls: 1.5450, loss: 2.5400, grad_norm: 6.0007 2021-07-20 20:27:21,072 - mmaction - INFO - Epoch [146][380/1879] lr: 5.045e-04, eta: 1:38:11, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.0016, top1_acc: 0.6273, top5_acc: 0.8184, loss_cls: 1.5947, loss: 2.5963, grad_norm: 5.9542 2021-07-20 20:27:32,380 - mmaction - INFO - Epoch [146][400/1879] lr: 5.023e-04, eta: 1:37:57, time: 0.566, data_time: 0.003, memory: 6921, loss_aux: 1.0337, top1_acc: 0.6090, top5_acc: 0.8125, loss_cls: 1.6369, loss: 2.6706, grad_norm: 6.0738 2021-07-20 20:27:44,294 - mmaction - INFO - Epoch [146][420/1879] lr: 5.001e-04, eta: 1:37:44, time: 0.595, data_time: 0.001, memory: 6921, loss_aux: 1.0234, top1_acc: 0.6227, top5_acc: 0.8184, loss_cls: 1.5862, loss: 2.6096, grad_norm: 6.1448 2021-07-20 20:27:55,920 - mmaction - INFO - Epoch [146][440/1879] lr: 4.979e-04, eta: 1:37:31, time: 0.582, data_time: 0.002, memory: 6921, loss_aux: 1.0423, top1_acc: 0.6074, top5_acc: 0.8109, loss_cls: 1.6474, loss: 2.6897, grad_norm: 6.1201 2021-07-20 20:28:07,411 - mmaction - INFO - Epoch [146][460/1879] lr: 4.956e-04, eta: 1:37:18, time: 0.575, data_time: 0.001, memory: 6921, loss_aux: 1.0217, top1_acc: 0.6160, top5_acc: 0.8164, loss_cls: 1.6248, loss: 2.6465, grad_norm: 6.1105 2021-07-20 20:28:20,600 - mmaction - INFO - Epoch [146][480/1879] lr: 4.934e-04, eta: 1:37:05, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.0634, top1_acc: 0.6059, top5_acc: 0.7988, loss_cls: 1.6950, loss: 2.7584, grad_norm: 6.1691 2021-07-20 20:28:35,161 - mmaction - INFO - Epoch [146][500/1879] lr: 4.912e-04, eta: 1:36:52, time: 0.729, data_time: 0.003, memory: 6921, loss_aux: 1.0161, top1_acc: 0.6203, top5_acc: 0.8230, loss_cls: 1.6139, loss: 2.6300, grad_norm: 6.1072 2021-07-20 20:28:47,180 - mmaction - INFO - Epoch [146][520/1879] lr: 4.890e-04, eta: 1:36:39, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.0094, top1_acc: 0.6152, top5_acc: 0.8230, loss_cls: 1.5928, loss: 2.6022, grad_norm: 6.0096 2021-07-20 20:28:58,832 - mmaction - INFO - Epoch [146][540/1879] lr: 4.868e-04, eta: 1:36:26, time: 0.584, data_time: 0.003, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6066, top5_acc: 0.8137, loss_cls: 1.6563, loss: 2.6934, grad_norm: 6.1764 2021-07-20 20:29:13,722 - mmaction - INFO - Epoch [146][560/1879] lr: 4.846e-04, eta: 1:36:13, time: 0.744, data_time: 0.001, memory: 6921, loss_aux: 1.0263, top1_acc: 0.6211, top5_acc: 0.8234, loss_cls: 1.6052, loss: 2.6315, grad_norm: 6.1395 2021-07-20 20:29:27,379 - mmaction - INFO - Epoch [146][580/1879] lr: 4.824e-04, eta: 1:36:00, time: 0.683, data_time: 0.004, memory: 6921, loss_aux: 1.0252, top1_acc: 0.6066, top5_acc: 0.8238, loss_cls: 1.6268, loss: 2.6521, grad_norm: 6.1137 2021-07-20 20:29:39,024 - mmaction - INFO - Epoch [146][600/1879] lr: 4.802e-04, eta: 1:35:47, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 0.9876, top1_acc: 0.6352, top5_acc: 0.8297, loss_cls: 1.5647, loss: 2.5523, grad_norm: 6.0546 2021-07-20 20:29:51,333 - mmaction - INFO - Epoch [146][620/1879] lr: 4.781e-04, eta: 1:35:33, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.0199, top1_acc: 0.6207, top5_acc: 0.8176, loss_cls: 1.6046, loss: 2.6245, grad_norm: 6.2608 2021-07-20 20:30:03,128 - mmaction - INFO - Epoch [146][640/1879] lr: 4.759e-04, eta: 1:35:20, time: 0.594, data_time: 0.013, memory: 6921, loss_aux: 1.0277, top1_acc: 0.6184, top5_acc: 0.8152, loss_cls: 1.6409, loss: 2.6686, grad_norm: 6.0496 2021-07-20 20:30:18,105 - mmaction - INFO - Epoch [146][660/1879] lr: 4.737e-04, eta: 1:35:07, time: 0.749, data_time: 0.002, memory: 6921, loss_aux: 1.0374, top1_acc: 0.6059, top5_acc: 0.8125, loss_cls: 1.6496, loss: 2.6870, grad_norm: 6.0961 2021-07-20 20:30:31,093 - mmaction - INFO - Epoch [146][680/1879] lr: 4.715e-04, eta: 1:34:54, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.0297, top1_acc: 0.6320, top5_acc: 0.8238, loss_cls: 1.6053, loss: 2.6351, grad_norm: 5.9938 2021-07-20 20:30:45,843 - mmaction - INFO - Epoch [146][700/1879] lr: 4.694e-04, eta: 1:34:41, time: 0.783, data_time: 0.047, memory: 6921, loss_aux: 1.0529, top1_acc: 0.6027, top5_acc: 0.8184, loss_cls: 1.6580, loss: 2.7109, grad_norm: 6.1784 2021-07-20 20:30:57,040 - mmaction - INFO - Epoch [146][720/1879] lr: 4.672e-04, eta: 1:34:28, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.0173, top1_acc: 0.6129, top5_acc: 0.8176, loss_cls: 1.6235, loss: 2.6408, grad_norm: 6.0790 2021-07-20 20:31:08,927 - mmaction - INFO - Epoch [146][740/1879] lr: 4.651e-04, eta: 1:34:15, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.0105, top1_acc: 0.6277, top5_acc: 0.8266, loss_cls: 1.5716, loss: 2.5821, grad_norm: 6.0120 2021-07-20 20:31:21,166 - mmaction - INFO - Epoch [146][760/1879] lr: 4.629e-04, eta: 1:34:02, time: 0.613, data_time: 0.005, memory: 6921, loss_aux: 1.0535, top1_acc: 0.6164, top5_acc: 0.8133, loss_cls: 1.6504, loss: 2.7040, grad_norm: 6.1686 2021-07-20 20:31:32,603 - mmaction - INFO - Epoch [146][780/1879] lr: 4.608e-04, eta: 1:33:49, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.0108, top1_acc: 0.6168, top5_acc: 0.8215, loss_cls: 1.6191, loss: 2.6300, grad_norm: 5.9931 2021-07-20 20:31:44,904 - mmaction - INFO - Epoch [146][800/1879] lr: 4.587e-04, eta: 1:33:36, time: 0.609, data_time: 0.005, memory: 6921, loss_aux: 1.0378, top1_acc: 0.6254, top5_acc: 0.8168, loss_cls: 1.6169, loss: 2.6548, grad_norm: 6.0628 2021-07-20 20:31:59,835 - mmaction - INFO - Epoch [146][820/1879] lr: 4.565e-04, eta: 1:33:23, time: 0.753, data_time: 0.010, memory: 6921, loss_aux: 1.0292, top1_acc: 0.6145, top5_acc: 0.8215, loss_cls: 1.6133, loss: 2.6425, grad_norm: 6.1320 2021-07-20 20:32:11,773 - mmaction - INFO - Epoch [146][840/1879] lr: 4.544e-04, eta: 1:33:10, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.0218, top1_acc: 0.6312, top5_acc: 0.8172, loss_cls: 1.6183, loss: 2.6401, grad_norm: 6.1281 2021-07-20 20:32:25,232 - mmaction - INFO - Epoch [146][860/1879] lr: 4.523e-04, eta: 1:32:57, time: 0.673, data_time: 0.004, memory: 6921, loss_aux: 1.0335, top1_acc: 0.6184, top5_acc: 0.8156, loss_cls: 1.6347, loss: 2.6681, grad_norm: 6.1149 2021-07-20 20:32:37,027 - mmaction - INFO - Epoch [146][880/1879] lr: 4.502e-04, eta: 1:32:43, time: 0.590, data_time: 0.004, memory: 6921, loss_aux: 1.0514, top1_acc: 0.6066, top5_acc: 0.8129, loss_cls: 1.6701, loss: 2.7215, grad_norm: 6.1870 2021-07-20 20:32:51,471 - mmaction - INFO - Epoch [146][900/1879] lr: 4.481e-04, eta: 1:32:30, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 1.0283, top1_acc: 0.6266, top5_acc: 0.8121, loss_cls: 1.6050, loss: 2.6333, grad_norm: 5.9660 2021-07-20 20:33:03,071 - mmaction - INFO - Epoch [146][920/1879] lr: 4.460e-04, eta: 1:32:17, time: 0.585, data_time: 0.013, memory: 6921, loss_aux: 1.0260, top1_acc: 0.6340, top5_acc: 0.8242, loss_cls: 1.5846, loss: 2.6106, grad_norm: 6.1001 2021-07-20 20:33:14,772 - mmaction - INFO - Epoch [146][940/1879] lr: 4.439e-04, eta: 1:32:04, time: 0.590, data_time: 0.007, memory: 6921, loss_aux: 1.0235, top1_acc: 0.6273, top5_acc: 0.8184, loss_cls: 1.6099, loss: 2.6334, grad_norm: 6.1292 2021-07-20 20:33:26,976 - mmaction - INFO - Epoch [146][960/1879] lr: 4.418e-04, eta: 1:31:51, time: 0.608, data_time: 0.003, memory: 6921, loss_aux: 1.0008, top1_acc: 0.6301, top5_acc: 0.8270, loss_cls: 1.5716, loss: 2.5724, grad_norm: 6.0014 2021-07-20 20:33:38,471 - mmaction - INFO - Epoch [146][980/1879] lr: 4.397e-04, eta: 1:31:38, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.0121, top1_acc: 0.6148, top5_acc: 0.8129, loss_cls: 1.6176, loss: 2.6297, grad_norm: 6.0939 2021-07-20 20:33:53,569 - mmaction - INFO - Epoch [146][1000/1879] lr: 4.376e-04, eta: 1:31:25, time: 0.755, data_time: 0.004, memory: 6921, loss_aux: 1.0354, top1_acc: 0.6152, top5_acc: 0.8141, loss_cls: 1.6336, loss: 2.6690, grad_norm: 6.0817 2021-07-20 20:34:04,640 - mmaction - INFO - Epoch [146][1020/1879] lr: 4.355e-04, eta: 1:31:12, time: 0.555, data_time: 0.004, memory: 6921, loss_aux: 1.0338, top1_acc: 0.6195, top5_acc: 0.8070, loss_cls: 1.6430, loss: 2.6768, grad_norm: 6.1017 2021-07-20 20:34:16,747 - mmaction - INFO - Epoch [146][1040/1879] lr: 4.334e-04, eta: 1:30:59, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.0092, top1_acc: 0.6145, top5_acc: 0.8129, loss_cls: 1.6206, loss: 2.6298, grad_norm: 6.0862 2021-07-20 20:34:28,228 - mmaction - INFO - Epoch [146][1060/1879] lr: 4.314e-04, eta: 1:30:46, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.0255, top1_acc: 0.6125, top5_acc: 0.8168, loss_cls: 1.6350, loss: 2.6605, grad_norm: 6.1732 2021-07-20 20:34:43,168 - mmaction - INFO - Epoch [146][1080/1879] lr: 4.293e-04, eta: 1:30:33, time: 0.747, data_time: 0.003, memory: 6921, loss_aux: 1.0439, top1_acc: 0.6145, top5_acc: 0.8070, loss_cls: 1.6407, loss: 2.6846, grad_norm: 6.0864 2021-07-20 20:34:57,309 - mmaction - INFO - Epoch [146][1100/1879] lr: 4.272e-04, eta: 1:30:20, time: 0.706, data_time: 0.002, memory: 6921, loss_aux: 1.0140, top1_acc: 0.6277, top5_acc: 0.8234, loss_cls: 1.5992, loss: 2.6132, grad_norm: 6.0411 2021-07-20 20:35:08,847 - mmaction - INFO - Epoch [146][1120/1879] lr: 4.252e-04, eta: 1:30:06, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.0417, top1_acc: 0.6102, top5_acc: 0.8148, loss_cls: 1.6315, loss: 2.6732, grad_norm: 6.1306 2021-07-20 20:35:20,551 - mmaction - INFO - Epoch [146][1140/1879] lr: 4.231e-04, eta: 1:29:53, time: 0.581, data_time: 0.003, memory: 6921, loss_aux: 1.0083, top1_acc: 0.6223, top5_acc: 0.8164, loss_cls: 1.5956, loss: 2.6039, grad_norm: 6.0827 2021-07-20 20:35:32,788 - mmaction - INFO - Epoch [146][1160/1879] lr: 4.211e-04, eta: 1:29:40, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.0322, top1_acc: 0.6211, top5_acc: 0.8215, loss_cls: 1.6028, loss: 2.6350, grad_norm: 6.0919 2021-07-20 20:35:44,221 - mmaction - INFO - Epoch [146][1180/1879] lr: 4.190e-04, eta: 1:29:27, time: 0.571, data_time: 0.003, memory: 6921, loss_aux: 1.0295, top1_acc: 0.6121, top5_acc: 0.8086, loss_cls: 1.6336, loss: 2.6631, grad_norm: 6.2115 2021-07-20 20:35:55,627 - mmaction - INFO - Epoch [146][1200/1879] lr: 4.170e-04, eta: 1:29:14, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.0264, top1_acc: 0.6160, top5_acc: 0.8160, loss_cls: 1.6380, loss: 2.6644, grad_norm: 6.1939 2021-07-20 20:36:07,820 - mmaction - INFO - Epoch [146][1220/1879] lr: 4.150e-04, eta: 1:29:01, time: 0.609, data_time: 0.002, memory: 6921, loss_aux: 1.0303, top1_acc: 0.6199, top5_acc: 0.8191, loss_cls: 1.6120, loss: 2.6423, grad_norm: 6.1280 2021-07-20 20:36:20,303 - mmaction - INFO - Epoch [146][1240/1879] lr: 4.129e-04, eta: 1:28:48, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.0527, top1_acc: 0.6098, top5_acc: 0.8070, loss_cls: 1.6581, loss: 2.7107, grad_norm: 6.2430 2021-07-20 20:36:33,612 - mmaction - INFO - Epoch [146][1260/1879] lr: 4.109e-04, eta: 1:28:35, time: 0.666, data_time: 0.005, memory: 6921, loss_aux: 0.9936, top1_acc: 0.6406, top5_acc: 0.8316, loss_cls: 1.5406, loss: 2.5342, grad_norm: 6.1033 2021-07-20 20:36:49,376 - mmaction - INFO - Epoch [146][1280/1879] lr: 4.089e-04, eta: 1:28:22, time: 0.789, data_time: 0.003, memory: 6921, loss_aux: 1.0036, top1_acc: 0.6305, top5_acc: 0.8266, loss_cls: 1.5735, loss: 2.5771, grad_norm: 6.0209 2021-07-20 20:37:01,527 - mmaction - INFO - Epoch [146][1300/1879] lr: 4.069e-04, eta: 1:28:09, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.0247, top1_acc: 0.6285, top5_acc: 0.8203, loss_cls: 1.6162, loss: 2.6410, grad_norm: 6.0396 2021-07-20 20:37:13,160 - mmaction - INFO - Epoch [146][1320/1879] lr: 4.049e-04, eta: 1:27:56, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 1.0026, top1_acc: 0.6293, top5_acc: 0.8266, loss_cls: 1.5665, loss: 2.5691, grad_norm: 6.0917 2021-07-20 20:37:25,173 - mmaction - INFO - Epoch [146][1340/1879] lr: 4.029e-04, eta: 1:27:43, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 1.0243, top1_acc: 0.6254, top5_acc: 0.8168, loss_cls: 1.6120, loss: 2.6363, grad_norm: 6.1520 2021-07-20 20:37:40,796 - mmaction - INFO - Epoch [146][1360/1879] lr: 4.009e-04, eta: 1:27:30, time: 0.782, data_time: 0.004, memory: 6921, loss_aux: 1.0235, top1_acc: 0.6289, top5_acc: 0.8211, loss_cls: 1.5833, loss: 2.6068, grad_norm: 6.0664 2021-07-20 20:37:53,889 - mmaction - INFO - Epoch [146][1380/1879] lr: 3.989e-04, eta: 1:27:16, time: 0.641, data_time: 0.003, memory: 6921, loss_aux: 1.0486, top1_acc: 0.6012, top5_acc: 0.8105, loss_cls: 1.6553, loss: 2.7039, grad_norm: 6.1759 2021-07-20 20:38:07,797 - mmaction - INFO - Epoch [146][1400/1879] lr: 3.969e-04, eta: 1:27:03, time: 0.649, data_time: 0.016, memory: 6921, loss_aux: 1.0204, top1_acc: 0.6238, top5_acc: 0.8172, loss_cls: 1.6029, loss: 2.6233, grad_norm: 6.1142 2021-07-20 20:38:25,146 - mmaction - INFO - Epoch [146][1420/1879] lr: 3.949e-04, eta: 1:26:50, time: 0.924, data_time: 0.065, memory: 6921, loss_aux: 1.0279, top1_acc: 0.6180, top5_acc: 0.8227, loss_cls: 1.6097, loss: 2.6375, grad_norm: 6.2710 2021-07-20 20:38:37,959 - mmaction - INFO - Epoch [146][1440/1879] lr: 3.930e-04, eta: 1:26:37, time: 0.644, data_time: 0.011, memory: 6921, loss_aux: 1.0074, top1_acc: 0.6266, top5_acc: 0.8234, loss_cls: 1.5735, loss: 2.5809, grad_norm: 6.0282 2021-07-20 20:38:49,773 - mmaction - INFO - Epoch [146][1460/1879] lr: 3.910e-04, eta: 1:26:24, time: 0.591, data_time: 0.004, memory: 6921, loss_aux: 1.0514, top1_acc: 0.6016, top5_acc: 0.8098, loss_cls: 1.6796, loss: 2.7310, grad_norm: 6.2350 2021-07-20 20:39:02,096 - mmaction - INFO - Epoch [146][1480/1879] lr: 3.890e-04, eta: 1:26:11, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 0.9927, top1_acc: 0.6375, top5_acc: 0.8184, loss_cls: 1.5648, loss: 2.5575, grad_norm: 6.0817 2021-07-20 20:39:14,591 - mmaction - INFO - Epoch [146][1500/1879] lr: 3.871e-04, eta: 1:25:58, time: 0.626, data_time: 0.004, memory: 6921, loss_aux: 1.0425, top1_acc: 0.6156, top5_acc: 0.8125, loss_cls: 1.6448, loss: 2.6873, grad_norm: 6.2638 2021-07-20 20:39:29,361 - mmaction - INFO - Epoch [146][1520/1879] lr: 3.851e-04, eta: 1:25:45, time: 0.734, data_time: 0.003, memory: 6921, loss_aux: 1.0429, top1_acc: 0.6109, top5_acc: 0.8086, loss_cls: 1.6515, loss: 2.6944, grad_norm: 6.2139 2021-07-20 20:39:42,757 - mmaction - INFO - Epoch [146][1540/1879] lr: 3.831e-04, eta: 1:25:32, time: 0.671, data_time: 0.005, memory: 6921, loss_aux: 1.0001, top1_acc: 0.6391, top5_acc: 0.8285, loss_cls: 1.5731, loss: 2.5732, grad_norm: 6.0671 2021-07-20 20:39:55,033 - mmaction - INFO - Epoch [146][1560/1879] lr: 3.812e-04, eta: 1:25:19, time: 0.615, data_time: 0.006, memory: 6921, loss_aux: 1.0542, top1_acc: 0.6145, top5_acc: 0.8102, loss_cls: 1.6742, loss: 2.7284, grad_norm: 6.2321 2021-07-20 20:40:06,450 - mmaction - INFO - Epoch [146][1580/1879] lr: 3.793e-04, eta: 1:25:06, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 1.0392, top1_acc: 0.6094, top5_acc: 0.8168, loss_cls: 1.6295, loss: 2.6687, grad_norm: 6.1572 2021-07-20 20:40:18,322 - mmaction - INFO - Epoch [146][1600/1879] lr: 3.773e-04, eta: 1:24:53, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.0026, top1_acc: 0.6320, top5_acc: 0.8305, loss_cls: 1.5629, loss: 2.5655, grad_norm: 6.0009 2021-07-20 20:40:30,446 - mmaction - INFO - Epoch [146][1620/1879] lr: 3.754e-04, eta: 1:24:40, time: 0.605, data_time: 0.001, memory: 6921, loss_aux: 1.0439, top1_acc: 0.6199, top5_acc: 0.8066, loss_cls: 1.6674, loss: 2.7113, grad_norm: 6.1677 2021-07-20 20:40:42,715 - mmaction - INFO - Epoch [146][1640/1879] lr: 3.735e-04, eta: 1:24:27, time: 0.614, data_time: 0.005, memory: 6921, loss_aux: 1.0428, top1_acc: 0.6203, top5_acc: 0.8199, loss_cls: 1.6246, loss: 2.6673, grad_norm: 6.1974 2021-07-20 20:40:55,947 - mmaction - INFO - Epoch [146][1660/1879] lr: 3.715e-04, eta: 1:24:13, time: 0.661, data_time: 0.003, memory: 6921, loss_aux: 1.0430, top1_acc: 0.6145, top5_acc: 0.8129, loss_cls: 1.6538, loss: 2.6968, grad_norm: 6.1203 2021-07-20 20:41:07,888 - mmaction - INFO - Epoch [146][1680/1879] lr: 3.696e-04, eta: 1:24:00, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.0056, top1_acc: 0.6219, top5_acc: 0.8219, loss_cls: 1.5777, loss: 2.5833, grad_norm: 6.0302 2021-07-20 20:41:19,821 - mmaction - INFO - Epoch [146][1700/1879] lr: 3.677e-04, eta: 1:23:47, time: 0.603, data_time: 0.008, memory: 6921, loss_aux: 0.9973, top1_acc: 0.6305, top5_acc: 0.8230, loss_cls: 1.5679, loss: 2.5652, grad_norm: 6.0891 2021-07-20 20:41:33,763 - mmaction - INFO - Epoch [146][1720/1879] lr: 3.658e-04, eta: 1:23:34, time: 0.697, data_time: 0.002, memory: 6921, loss_aux: 1.0110, top1_acc: 0.6270, top5_acc: 0.8238, loss_cls: 1.5958, loss: 2.6069, grad_norm: 5.9902 2021-07-20 20:41:49,338 - mmaction - INFO - Epoch [146][1740/1879] lr: 3.639e-04, eta: 1:23:21, time: 0.774, data_time: 0.006, memory: 6921, loss_aux: 1.0808, top1_acc: 0.5949, top5_acc: 0.8090, loss_cls: 1.7044, loss: 2.7852, grad_norm: 6.3513 2021-07-20 20:42:01,561 - mmaction - INFO - Epoch [146][1760/1879] lr: 3.620e-04, eta: 1:23:08, time: 0.617, data_time: 0.010, memory: 6921, loss_aux: 1.0472, top1_acc: 0.6152, top5_acc: 0.8090, loss_cls: 1.6499, loss: 2.6971, grad_norm: 6.1115 2021-07-20 20:42:15,140 - mmaction - INFO - Epoch [146][1780/1879] lr: 3.601e-04, eta: 1:22:55, time: 0.678, data_time: 0.004, memory: 6921, loss_aux: 1.0642, top1_acc: 0.6070, top5_acc: 0.8012, loss_cls: 1.6759, loss: 2.7401, grad_norm: 6.0993 2021-07-20 20:42:27,129 - mmaction - INFO - Epoch [146][1800/1879] lr: 3.582e-04, eta: 1:22:42, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.0497, top1_acc: 0.6141, top5_acc: 0.8078, loss_cls: 1.6624, loss: 2.7121, grad_norm: 6.2586 2021-07-20 20:42:38,874 - mmaction - INFO - Epoch [146][1820/1879] lr: 3.563e-04, eta: 1:22:29, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.0089, top1_acc: 0.6133, top5_acc: 0.8223, loss_cls: 1.6035, loss: 2.6123, grad_norm: 6.0736 2021-07-20 20:42:53,656 - mmaction - INFO - Epoch [146][1840/1879] lr: 3.545e-04, eta: 1:22:16, time: 0.738, data_time: 0.001, memory: 6921, loss_aux: 1.0454, top1_acc: 0.6137, top5_acc: 0.8117, loss_cls: 1.6447, loss: 2.6901, grad_norm: 6.1414 2021-07-20 20:43:14,381 - mmaction - INFO - Epoch [146][1860/1879] lr: 3.526e-04, eta: 1:22:03, time: 1.033, data_time: 0.002, memory: 6921, loss_aux: 1.0058, top1_acc: 0.6297, top5_acc: 0.8238, loss_cls: 1.5888, loss: 2.5946, grad_norm: 5.9673 2021-07-20 20:43:24,523 - mmaction - INFO - Saving checkpoint at 146 epochs 2021-07-20 20:43:51,396 - mmaction - INFO - Epoch [147][20/1879] lr: 3.489e-04, eta: 1:21:37, time: 0.988, data_time: 0.165, memory: 6921, loss_aux: 1.0247, top1_acc: 0.6172, top5_acc: 0.8180, loss_cls: 1.6172, loss: 2.6420, grad_norm: 6.2226 2021-07-20 20:44:11,116 - mmaction - INFO - Epoch [147][40/1879] lr: 3.471e-04, eta: 1:21:24, time: 0.986, data_time: 0.008, memory: 6921, loss_aux: 1.0531, top1_acc: 0.6129, top5_acc: 0.8066, loss_cls: 1.6690, loss: 2.7221, grad_norm: 6.1166 2021-07-20 20:44:23,407 - mmaction - INFO - Epoch [147][60/1879] lr: 3.452e-04, eta: 1:21:11, time: 0.618, data_time: 0.016, memory: 6921, loss_aux: 0.9938, top1_acc: 0.6332, top5_acc: 0.8199, loss_cls: 1.5925, loss: 2.5863, grad_norm: 6.1528 2021-07-20 20:44:37,386 - mmaction - INFO - Epoch [147][80/1879] lr: 3.434e-04, eta: 1:20:58, time: 0.648, data_time: 0.001, memory: 6921, loss_aux: 1.0250, top1_acc: 0.6246, top5_acc: 0.8305, loss_cls: 1.5968, loss: 2.6218, grad_norm: 6.0932 2021-07-20 20:44:54,550 - mmaction - INFO - Epoch [147][100/1879] lr: 3.415e-04, eta: 1:20:45, time: 0.905, data_time: 0.051, memory: 6921, loss_aux: 1.0125, top1_acc: 0.6094, top5_acc: 0.8234, loss_cls: 1.5997, loss: 2.6122, grad_norm: 6.1546 2021-07-20 20:45:14,512 - mmaction - INFO - Epoch [147][120/1879] lr: 3.397e-04, eta: 1:20:33, time: 0.999, data_time: 0.006, memory: 6921, loss_aux: 0.9822, top1_acc: 0.6449, top5_acc: 0.8406, loss_cls: 1.5047, loss: 2.4869, grad_norm: 5.9133 2021-07-20 20:45:27,156 - mmaction - INFO - Epoch [147][140/1879] lr: 3.379e-04, eta: 1:20:19, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.0016, top1_acc: 0.6285, top5_acc: 0.8211, loss_cls: 1.5989, loss: 2.6005, grad_norm: 5.9284 2021-07-20 20:45:42,874 - mmaction - INFO - Epoch [147][160/1879] lr: 3.360e-04, eta: 1:20:06, time: 0.784, data_time: 0.001, memory: 6921, loss_aux: 1.0728, top1_acc: 0.6000, top5_acc: 0.8117, loss_cls: 1.6742, loss: 2.7470, grad_norm: 6.3582 2021-07-20 20:45:54,169 - mmaction - INFO - Epoch [147][180/1879] lr: 3.342e-04, eta: 1:19:53, time: 0.566, data_time: 0.006, memory: 6921, loss_aux: 1.0574, top1_acc: 0.6012, top5_acc: 0.8066, loss_cls: 1.6621, loss: 2.7195, grad_norm: 6.1562 2021-07-20 20:46:05,570 - mmaction - INFO - Epoch [147][200/1879] lr: 3.324e-04, eta: 1:19:40, time: 0.553, data_time: 0.002, memory: 6921, loss_aux: 1.0238, top1_acc: 0.6160, top5_acc: 0.8199, loss_cls: 1.6095, loss: 2.6333, grad_norm: 6.0874 2021-07-20 20:46:19,220 - mmaction - INFO - Epoch [147][220/1879] lr: 3.306e-04, eta: 1:19:27, time: 0.692, data_time: 0.019, memory: 6921, loss_aux: 1.0229, top1_acc: 0.6219, top5_acc: 0.8078, loss_cls: 1.6287, loss: 2.6517, grad_norm: 6.1146 2021-07-20 20:46:34,278 - mmaction - INFO - Epoch [147][240/1879] lr: 3.288e-04, eta: 1:19:14, time: 0.759, data_time: 0.013, memory: 6921, loss_aux: 0.9991, top1_acc: 0.6316, top5_acc: 0.8199, loss_cls: 1.5787, loss: 2.5779, grad_norm: 6.1533 2021-07-20 20:46:46,265 - mmaction - INFO - Epoch [147][260/1879] lr: 3.270e-04, eta: 1:19:01, time: 0.601, data_time: 0.004, memory: 6921, loss_aux: 1.0113, top1_acc: 0.6129, top5_acc: 0.8195, loss_cls: 1.6077, loss: 2.6190, grad_norm: 6.0253 2021-07-20 20:46:58,101 - mmaction - INFO - Epoch [147][280/1879] lr: 3.252e-04, eta: 1:18:48, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.0062, top1_acc: 0.6293, top5_acc: 0.8309, loss_cls: 1.5564, loss: 2.5626, grad_norm: 6.0876 2021-07-20 20:47:10,720 - mmaction - INFO - Epoch [147][300/1879] lr: 3.234e-04, eta: 1:18:35, time: 0.631, data_time: 0.006, memory: 6921, loss_aux: 1.0200, top1_acc: 0.6363, top5_acc: 0.8176, loss_cls: 1.5911, loss: 2.6111, grad_norm: 6.0612 2021-07-20 20:47:22,160 - mmaction - INFO - Epoch [147][320/1879] lr: 3.216e-04, eta: 1:18:22, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.0497, top1_acc: 0.6227, top5_acc: 0.8098, loss_cls: 1.6511, loss: 2.7008, grad_norm: 6.1302 2021-07-20 20:47:34,473 - mmaction - INFO - Epoch [147][340/1879] lr: 3.198e-04, eta: 1:18:09, time: 0.615, data_time: 0.001, memory: 6921, loss_aux: 1.0703, top1_acc: 0.6020, top5_acc: 0.7988, loss_cls: 1.6871, loss: 2.7574, grad_norm: 6.2419 2021-07-20 20:47:47,390 - mmaction - INFO - Epoch [147][360/1879] lr: 3.180e-04, eta: 1:17:56, time: 0.647, data_time: 0.002, memory: 6921, loss_aux: 1.0293, top1_acc: 0.6258, top5_acc: 0.8203, loss_cls: 1.6183, loss: 2.6476, grad_norm: 6.0858 2021-07-20 20:47:58,792 - mmaction - INFO - Epoch [147][380/1879] lr: 3.163e-04, eta: 1:17:42, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.0324, top1_acc: 0.6121, top5_acc: 0.8145, loss_cls: 1.6536, loss: 2.6860, grad_norm: 6.1316 2021-07-20 20:48:10,534 - mmaction - INFO - Epoch [147][400/1879] lr: 3.145e-04, eta: 1:17:29, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 0.9869, top1_acc: 0.6258, top5_acc: 0.8258, loss_cls: 1.5594, loss: 2.5463, grad_norm: 6.0887 2021-07-20 20:48:22,282 - mmaction - INFO - Epoch [147][420/1879] lr: 3.127e-04, eta: 1:17:16, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.0217, top1_acc: 0.6062, top5_acc: 0.8145, loss_cls: 1.6465, loss: 2.6682, grad_norm: 6.2293 2021-07-20 20:48:34,533 - mmaction - INFO - Epoch [147][440/1879] lr: 3.110e-04, eta: 1:17:03, time: 0.612, data_time: 0.003, memory: 6921, loss_aux: 1.0200, top1_acc: 0.6219, top5_acc: 0.8250, loss_cls: 1.6061, loss: 2.6262, grad_norm: 6.1487 2021-07-20 20:48:46,152 - mmaction - INFO - Epoch [147][460/1879] lr: 3.092e-04, eta: 1:16:50, time: 0.581, data_time: 0.004, memory: 6921, loss_aux: 0.9940, top1_acc: 0.6211, top5_acc: 0.8246, loss_cls: 1.5670, loss: 2.5610, grad_norm: 6.0939 2021-07-20 20:48:57,675 - mmaction - INFO - Epoch [147][480/1879] lr: 3.075e-04, eta: 1:16:37, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.0243, top1_acc: 0.6207, top5_acc: 0.8195, loss_cls: 1.6259, loss: 2.6503, grad_norm: 6.1052 2021-07-20 20:49:09,700 - mmaction - INFO - Epoch [147][500/1879] lr: 3.057e-04, eta: 1:16:24, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0305, top1_acc: 0.6176, top5_acc: 0.8246, loss_cls: 1.6180, loss: 2.6485, grad_norm: 6.2474 2021-07-20 20:49:24,905 - mmaction - INFO - Epoch [147][520/1879] lr: 3.040e-04, eta: 1:16:11, time: 0.767, data_time: 0.059, memory: 6921, loss_aux: 1.0225, top1_acc: 0.6184, top5_acc: 0.8121, loss_cls: 1.6237, loss: 2.6462, grad_norm: 6.1008 2021-07-20 20:49:42,998 - mmaction - INFO - Epoch [147][540/1879] lr: 3.022e-04, eta: 1:15:58, time: 0.903, data_time: 0.084, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6152, top5_acc: 0.8109, loss_cls: 1.6572, loss: 2.6943, grad_norm: 6.1350 2021-07-20 20:49:54,833 - mmaction - INFO - Epoch [147][560/1879] lr: 3.005e-04, eta: 1:15:45, time: 0.593, data_time: 0.004, memory: 6921, loss_aux: 1.0095, top1_acc: 0.6312, top5_acc: 0.8316, loss_cls: 1.5640, loss: 2.5736, grad_norm: 6.1220 2021-07-20 20:50:09,429 - mmaction - INFO - Epoch [147][580/1879] lr: 2.988e-04, eta: 1:15:32, time: 0.729, data_time: 0.002, memory: 6921, loss_aux: 1.0184, top1_acc: 0.6191, top5_acc: 0.8109, loss_cls: 1.6036, loss: 2.6220, grad_norm: 6.0614 2021-07-20 20:50:20,951 - mmaction - INFO - Epoch [147][600/1879] lr: 2.971e-04, eta: 1:15:19, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.0025, top1_acc: 0.6297, top5_acc: 0.8164, loss_cls: 1.5991, loss: 2.6016, grad_norm: 5.9570 2021-07-20 20:50:35,261 - mmaction - INFO - Epoch [147][620/1879] lr: 2.954e-04, eta: 1:15:06, time: 0.703, data_time: 0.002, memory: 6921, loss_aux: 1.0399, top1_acc: 0.6117, top5_acc: 0.8145, loss_cls: 1.6449, loss: 2.6849, grad_norm: 6.3071 2021-07-20 20:50:49,105 - mmaction - INFO - Epoch [147][640/1879] lr: 2.936e-04, eta: 1:14:53, time: 0.705, data_time: 0.015, memory: 6921, loss_aux: 1.0219, top1_acc: 0.6203, top5_acc: 0.8219, loss_cls: 1.6049, loss: 2.6268, grad_norm: 6.2521 2021-07-20 20:51:00,653 - mmaction - INFO - Epoch [147][660/1879] lr: 2.919e-04, eta: 1:14:39, time: 0.576, data_time: 0.004, memory: 6921, loss_aux: 1.0594, top1_acc: 0.5922, top5_acc: 0.8039, loss_cls: 1.6753, loss: 2.7346, grad_norm: 6.2096 2021-07-20 20:51:22,159 - mmaction - INFO - Epoch [147][680/1879] lr: 2.902e-04, eta: 1:14:27, time: 1.074, data_time: 0.005, memory: 6921, loss_aux: 1.0028, top1_acc: 0.6297, top5_acc: 0.8250, loss_cls: 1.5817, loss: 2.5844, grad_norm: 6.0241 2021-07-20 20:51:40,548 - mmaction - INFO - Epoch [147][700/1879] lr: 2.885e-04, eta: 1:14:14, time: 0.921, data_time: 0.006, memory: 6921, loss_aux: 1.0252, top1_acc: 0.6105, top5_acc: 0.8211, loss_cls: 1.6261, loss: 2.6513, grad_norm: 6.2014 2021-07-20 20:51:54,767 - mmaction - INFO - Epoch [147][720/1879] lr: 2.869e-04, eta: 1:14:01, time: 0.712, data_time: 0.003, memory: 6921, loss_aux: 0.9978, top1_acc: 0.6281, top5_acc: 0.8223, loss_cls: 1.5734, loss: 2.5712, grad_norm: 6.0514 2021-07-20 20:52:08,669 - mmaction - INFO - Epoch [147][740/1879] lr: 2.852e-04, eta: 1:13:48, time: 0.695, data_time: 0.002, memory: 6921, loss_aux: 1.0107, top1_acc: 0.6301, top5_acc: 0.8250, loss_cls: 1.5763, loss: 2.5869, grad_norm: 6.0642 2021-07-20 20:52:21,052 - mmaction - INFO - Epoch [147][760/1879] lr: 2.835e-04, eta: 1:13:35, time: 0.618, data_time: 0.002, memory: 6921, loss_aux: 0.9810, top1_acc: 0.6363, top5_acc: 0.8348, loss_cls: 1.5362, loss: 2.5171, grad_norm: 6.0821 2021-07-20 20:52:33,737 - mmaction - INFO - Epoch [147][780/1879] lr: 2.818e-04, eta: 1:13:21, time: 0.635, data_time: 0.004, memory: 6921, loss_aux: 1.0212, top1_acc: 0.6203, top5_acc: 0.8187, loss_cls: 1.6123, loss: 2.6335, grad_norm: 6.2145 2021-07-20 20:52:47,385 - mmaction - INFO - Epoch [147][800/1879] lr: 2.801e-04, eta: 1:13:08, time: 0.681, data_time: 0.003, memory: 6921, loss_aux: 1.0381, top1_acc: 0.6023, top5_acc: 0.8168, loss_cls: 1.6325, loss: 2.6706, grad_norm: 6.1546 2021-07-20 20:53:01,907 - mmaction - INFO - Epoch [147][820/1879] lr: 2.785e-04, eta: 1:12:55, time: 0.727, data_time: 0.003, memory: 6921, loss_aux: 1.0254, top1_acc: 0.6098, top5_acc: 0.8199, loss_cls: 1.6200, loss: 2.6453, grad_norm: 6.1539 2021-07-20 20:53:15,622 - mmaction - INFO - Epoch [147][840/1879] lr: 2.768e-04, eta: 1:12:42, time: 0.687, data_time: 0.003, memory: 6921, loss_aux: 1.0303, top1_acc: 0.6133, top5_acc: 0.8184, loss_cls: 1.6071, loss: 2.6373, grad_norm: 6.0843 2021-07-20 20:53:27,381 - mmaction - INFO - Epoch [147][860/1879] lr: 2.752e-04, eta: 1:12:29, time: 0.587, data_time: 0.004, memory: 6921, loss_aux: 1.0183, top1_acc: 0.6191, top5_acc: 0.8203, loss_cls: 1.5878, loss: 2.6061, grad_norm: 6.0995 2021-07-20 20:53:41,048 - mmaction - INFO - Epoch [147][880/1879] lr: 2.735e-04, eta: 1:12:16, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 1.0088, top1_acc: 0.6176, top5_acc: 0.8262, loss_cls: 1.5780, loss: 2.5868, grad_norm: 6.0972 2021-07-20 20:53:52,960 - mmaction - INFO - Epoch [147][900/1879] lr: 2.719e-04, eta: 1:12:03, time: 0.607, data_time: 0.015, memory: 6921, loss_aux: 1.0229, top1_acc: 0.6062, top5_acc: 0.8168, loss_cls: 1.6364, loss: 2.6593, grad_norm: 6.1591 2021-07-20 20:54:05,932 - mmaction - INFO - Epoch [147][920/1879] lr: 2.702e-04, eta: 1:11:50, time: 0.649, data_time: 0.003, memory: 6921, loss_aux: 1.0240, top1_acc: 0.6059, top5_acc: 0.8172, loss_cls: 1.6413, loss: 2.6653, grad_norm: 6.2250 2021-07-20 20:54:19,986 - mmaction - INFO - Epoch [147][940/1879] lr: 2.686e-04, eta: 1:11:37, time: 0.701, data_time: 0.004, memory: 6921, loss_aux: 1.0293, top1_acc: 0.6137, top5_acc: 0.8074, loss_cls: 1.6143, loss: 2.6437, grad_norm: 6.0617 2021-07-20 20:54:32,572 - mmaction - INFO - Epoch [147][960/1879] lr: 2.670e-04, eta: 1:11:24, time: 0.631, data_time: 0.007, memory: 6921, loss_aux: 1.0423, top1_acc: 0.6094, top5_acc: 0.8086, loss_cls: 1.6520, loss: 2.6943, grad_norm: 6.1517 2021-07-20 20:54:44,023 - mmaction - INFO - Epoch [147][980/1879] lr: 2.653e-04, eta: 1:11:11, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 1.0133, top1_acc: 0.6402, top5_acc: 0.8266, loss_cls: 1.5696, loss: 2.5829, grad_norm: 6.1241 2021-07-20 20:54:57,313 - mmaction - INFO - Epoch [147][1000/1879] lr: 2.637e-04, eta: 1:10:58, time: 0.663, data_time: 0.002, memory: 6921, loss_aux: 1.0097, top1_acc: 0.6336, top5_acc: 0.8277, loss_cls: 1.5709, loss: 2.5806, grad_norm: 6.0561 2021-07-20 20:55:13,219 - mmaction - INFO - Epoch [147][1020/1879] lr: 2.621e-04, eta: 1:10:45, time: 0.795, data_time: 0.004, memory: 6921, loss_aux: 1.0138, top1_acc: 0.6152, top5_acc: 0.8164, loss_cls: 1.5881, loss: 2.6019, grad_norm: 6.1601 2021-07-20 20:55:27,759 - mmaction - INFO - Epoch [147][1040/1879] lr: 2.605e-04, eta: 1:10:32, time: 0.729, data_time: 0.005, memory: 6921, loss_aux: 1.0332, top1_acc: 0.6172, top5_acc: 0.8164, loss_cls: 1.6366, loss: 2.6699, grad_norm: 6.2108 2021-07-20 20:55:39,514 - mmaction - INFO - Epoch [147][1060/1879] lr: 2.589e-04, eta: 1:10:19, time: 0.582, data_time: 0.004, memory: 6921, loss_aux: 0.9948, top1_acc: 0.6207, top5_acc: 0.8230, loss_cls: 1.5770, loss: 2.5718, grad_norm: 6.1056 2021-07-20 20:55:50,818 - mmaction - INFO - Epoch [147][1080/1879] lr: 2.573e-04, eta: 1:10:05, time: 0.572, data_time: 0.010, memory: 6921, loss_aux: 1.0390, top1_acc: 0.6148, top5_acc: 0.8113, loss_cls: 1.6572, loss: 2.6962, grad_norm: 6.2321 2021-07-20 20:56:03,659 - mmaction - INFO - Epoch [147][1100/1879] lr: 2.557e-04, eta: 1:09:52, time: 0.642, data_time: 0.002, memory: 6921, loss_aux: 1.0310, top1_acc: 0.6176, top5_acc: 0.8191, loss_cls: 1.6202, loss: 2.6513, grad_norm: 6.1104 2021-07-20 20:56:16,121 - mmaction - INFO - Epoch [147][1120/1879] lr: 2.541e-04, eta: 1:09:39, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.0403, top1_acc: 0.6082, top5_acc: 0.8148, loss_cls: 1.6357, loss: 2.6760, grad_norm: 6.0432 2021-07-20 20:56:28,192 - mmaction - INFO - Epoch [147][1140/1879] lr: 2.525e-04, eta: 1:09:26, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.0306, top1_acc: 0.6254, top5_acc: 0.8203, loss_cls: 1.6113, loss: 2.6419, grad_norm: 6.1033 2021-07-20 20:56:40,828 - mmaction - INFO - Epoch [147][1160/1879] lr: 2.509e-04, eta: 1:09:13, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.0258, top1_acc: 0.6238, top5_acc: 0.8160, loss_cls: 1.6322, loss: 2.6580, grad_norm: 6.2035 2021-07-20 20:56:53,080 - mmaction - INFO - Epoch [147][1180/1879] lr: 2.494e-04, eta: 1:09:00, time: 0.613, data_time: 0.005, memory: 6921, loss_aux: 1.0292, top1_acc: 0.6242, top5_acc: 0.8145, loss_cls: 1.6395, loss: 2.6688, grad_norm: 6.1419 2021-07-20 20:57:05,538 - mmaction - INFO - Epoch [147][1200/1879] lr: 2.478e-04, eta: 1:08:47, time: 0.623, data_time: 0.002, memory: 6921, loss_aux: 1.0148, top1_acc: 0.6078, top5_acc: 0.8187, loss_cls: 1.6359, loss: 2.6507, grad_norm: 6.1987 2021-07-20 20:57:17,134 - mmaction - INFO - Epoch [147][1220/1879] lr: 2.462e-04, eta: 1:08:34, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 0.9916, top1_acc: 0.6352, top5_acc: 0.8262, loss_cls: 1.5476, loss: 2.5392, grad_norm: 6.0269 2021-07-20 20:57:28,682 - mmaction - INFO - Epoch [147][1240/1879] lr: 2.447e-04, eta: 1:08:21, time: 0.578, data_time: 0.002, memory: 6921, loss_aux: 1.0537, top1_acc: 0.6055, top5_acc: 0.8187, loss_cls: 1.6579, loss: 2.7116, grad_norm: 6.2505 2021-07-20 20:57:39,848 - mmaction - INFO - Epoch [147][1260/1879] lr: 2.431e-04, eta: 1:08:08, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 1.0303, top1_acc: 0.6023, top5_acc: 0.8141, loss_cls: 1.6539, loss: 2.6841, grad_norm: 6.1997 2021-07-20 20:57:58,862 - mmaction - INFO - Epoch [147][1280/1879] lr: 2.416e-04, eta: 1:07:55, time: 0.949, data_time: 0.001, memory: 6921, loss_aux: 1.0248, top1_acc: 0.6180, top5_acc: 0.8238, loss_cls: 1.6056, loss: 2.6304, grad_norm: 6.2347 2021-07-20 20:58:19,819 - mmaction - INFO - Epoch [147][1300/1879] lr: 2.400e-04, eta: 1:07:42, time: 1.047, data_time: 0.004, memory: 6921, loss_aux: 1.0053, top1_acc: 0.6176, top5_acc: 0.8238, loss_cls: 1.5979, loss: 2.6032, grad_norm: 6.1329 2021-07-20 20:58:31,164 - mmaction - INFO - Epoch [147][1320/1879] lr: 2.385e-04, eta: 1:07:29, time: 0.569, data_time: 0.005, memory: 6921, loss_aux: 1.0044, top1_acc: 0.6375, top5_acc: 0.8285, loss_cls: 1.5820, loss: 2.5865, grad_norm: 6.0633 2021-07-20 20:58:42,359 - mmaction - INFO - Epoch [147][1340/1879] lr: 2.369e-04, eta: 1:07:16, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.0849, top1_acc: 0.5996, top5_acc: 0.8055, loss_cls: 1.7000, loss: 2.7849, grad_norm: 6.3635 2021-07-20 20:58:55,476 - mmaction - INFO - Epoch [147][1360/1879] lr: 2.354e-04, eta: 1:07:02, time: 0.629, data_time: 0.001, memory: 6921, loss_aux: 1.0333, top1_acc: 0.6023, top5_acc: 0.8070, loss_cls: 1.6713, loss: 2.7047, grad_norm: 6.2093 2021-07-20 20:59:09,702 - mmaction - INFO - Epoch [147][1380/1879] lr: 2.339e-04, eta: 1:06:49, time: 0.737, data_time: 0.029, memory: 6921, loss_aux: 1.0463, top1_acc: 0.6125, top5_acc: 0.8160, loss_cls: 1.6513, loss: 2.6975, grad_norm: 6.2635 2021-07-20 20:59:29,725 - mmaction - INFO - Epoch [147][1400/1879] lr: 2.323e-04, eta: 1:06:36, time: 0.978, data_time: 0.002, memory: 6921, loss_aux: 1.0184, top1_acc: 0.6285, top5_acc: 0.8203, loss_cls: 1.5883, loss: 2.6068, grad_norm: 6.1455 2021-07-20 20:59:41,379 - mmaction - INFO - Epoch [147][1420/1879] lr: 2.308e-04, eta: 1:06:23, time: 0.607, data_time: 0.032, memory: 6921, loss_aux: 1.0106, top1_acc: 0.6156, top5_acc: 0.8242, loss_cls: 1.5932, loss: 2.6038, grad_norm: 6.1200 2021-07-20 20:59:53,994 - mmaction - INFO - Epoch [147][1440/1879] lr: 2.293e-04, eta: 1:06:10, time: 0.630, data_time: 0.002, memory: 6921, loss_aux: 1.0145, top1_acc: 0.6078, top5_acc: 0.8156, loss_cls: 1.6153, loss: 2.6298, grad_norm: 6.1369 2021-07-20 21:00:05,432 - mmaction - INFO - Epoch [147][1460/1879] lr: 2.278e-04, eta: 1:05:57, time: 0.572, data_time: 0.002, memory: 6921, loss_aux: 1.0090, top1_acc: 0.6230, top5_acc: 0.8223, loss_cls: 1.5651, loss: 2.5740, grad_norm: 6.0689 2021-07-20 21:00:17,215 - mmaction - INFO - Epoch [147][1480/1879] lr: 2.263e-04, eta: 1:05:44, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.0195, top1_acc: 0.6172, top5_acc: 0.8117, loss_cls: 1.6322, loss: 2.6516, grad_norm: 6.1888 2021-07-20 21:00:30,094 - mmaction - INFO - Epoch [147][1500/1879] lr: 2.248e-04, eta: 1:05:31, time: 0.641, data_time: 0.002, memory: 6921, loss_aux: 1.0078, top1_acc: 0.6129, top5_acc: 0.8219, loss_cls: 1.6169, loss: 2.6247, grad_norm: 6.2651 2021-07-20 21:00:44,204 - mmaction - INFO - Epoch [147][1520/1879] lr: 2.233e-04, eta: 1:05:18, time: 0.708, data_time: 0.005, memory: 6921, loss_aux: 0.9986, top1_acc: 0.6277, top5_acc: 0.8195, loss_cls: 1.5696, loss: 2.5682, grad_norm: 6.0395 2021-07-20 21:00:57,737 - mmaction - INFO - Epoch [147][1540/1879] lr: 2.218e-04, eta: 1:05:05, time: 0.677, data_time: 0.004, memory: 6921, loss_aux: 1.0045, top1_acc: 0.6262, top5_acc: 0.8285, loss_cls: 1.5674, loss: 2.5720, grad_norm: 6.0456 2021-07-20 21:01:13,415 - mmaction - INFO - Epoch [147][1560/1879] lr: 2.204e-04, eta: 1:04:52, time: 0.782, data_time: 0.011, memory: 6921, loss_aux: 1.0223, top1_acc: 0.6176, top5_acc: 0.8160, loss_cls: 1.6135, loss: 2.6358, grad_norm: 6.1485 2021-07-20 21:01:25,817 - mmaction - INFO - Epoch [147][1580/1879] lr: 2.189e-04, eta: 1:04:39, time: 0.621, data_time: 0.010, memory: 6921, loss_aux: 1.0609, top1_acc: 0.6168, top5_acc: 0.8059, loss_cls: 1.6729, loss: 2.7338, grad_norm: 6.2190 2021-07-20 21:01:37,160 - mmaction - INFO - Epoch [147][1600/1879] lr: 2.174e-04, eta: 1:04:26, time: 0.569, data_time: 0.006, memory: 6921, loss_aux: 1.0295, top1_acc: 0.6137, top5_acc: 0.8137, loss_cls: 1.6220, loss: 2.6515, grad_norm: 6.3189 2021-07-20 21:01:48,858 - mmaction - INFO - Epoch [147][1620/1879] lr: 2.159e-04, eta: 1:04:13, time: 0.584, data_time: 0.002, memory: 6921, loss_aux: 0.9526, top1_acc: 0.6387, top5_acc: 0.8430, loss_cls: 1.4749, loss: 2.4275, grad_norm: 6.0137 2021-07-20 21:02:00,331 - mmaction - INFO - Epoch [147][1640/1879] lr: 2.145e-04, eta: 1:04:00, time: 0.574, data_time: 0.004, memory: 6921, loss_aux: 1.0305, top1_acc: 0.6328, top5_acc: 0.8187, loss_cls: 1.5967, loss: 2.6272, grad_norm: 6.0502 2021-07-20 21:02:11,584 - mmaction - INFO - Epoch [147][1660/1879] lr: 2.130e-04, eta: 1:03:46, time: 0.564, data_time: 0.004, memory: 6921, loss_aux: 1.0323, top1_acc: 0.6250, top5_acc: 0.8211, loss_cls: 1.5970, loss: 2.6293, grad_norm: 6.0538 2021-07-20 21:02:23,397 - mmaction - INFO - Epoch [147][1680/1879] lr: 2.116e-04, eta: 1:03:33, time: 0.590, data_time: 0.002, memory: 6921, loss_aux: 1.0617, top1_acc: 0.6004, top5_acc: 0.8160, loss_cls: 1.6627, loss: 2.7244, grad_norm: 6.2033 2021-07-20 21:02:37,403 - mmaction - INFO - Epoch [147][1700/1879] lr: 2.101e-04, eta: 1:03:20, time: 0.697, data_time: 0.003, memory: 6921, loss_aux: 1.0258, top1_acc: 0.6125, top5_acc: 0.8109, loss_cls: 1.6174, loss: 2.6432, grad_norm: 6.1101 2021-07-20 21:02:49,448 - mmaction - INFO - Epoch [147][1720/1879] lr: 2.087e-04, eta: 1:03:07, time: 0.602, data_time: 0.005, memory: 6921, loss_aux: 1.0170, top1_acc: 0.6246, top5_acc: 0.8215, loss_cls: 1.5769, loss: 2.5940, grad_norm: 6.0372 2021-07-20 21:03:08,474 - mmaction - INFO - Epoch [147][1740/1879] lr: 2.072e-04, eta: 1:02:54, time: 0.950, data_time: 0.005, memory: 6921, loss_aux: 1.0089, top1_acc: 0.6207, top5_acc: 0.8266, loss_cls: 1.5778, loss: 2.5867, grad_norm: 6.0715 2021-07-20 21:03:19,843 - mmaction - INFO - Epoch [147][1760/1879] lr: 2.058e-04, eta: 1:02:41, time: 0.569, data_time: 0.009, memory: 6921, loss_aux: 1.0025, top1_acc: 0.6242, top5_acc: 0.8207, loss_cls: 1.5842, loss: 2.5867, grad_norm: 6.0568 2021-07-20 21:03:31,858 - mmaction - INFO - Epoch [147][1780/1879] lr: 2.044e-04, eta: 1:02:28, time: 0.605, data_time: 0.006, memory: 6921, loss_aux: 1.0106, top1_acc: 0.6227, top5_acc: 0.8234, loss_cls: 1.5813, loss: 2.5919, grad_norm: 6.0974 2021-07-20 21:03:43,865 - mmaction - INFO - Epoch [147][1800/1879] lr: 2.030e-04, eta: 1:02:15, time: 0.598, data_time: 0.002, memory: 6921, loss_aux: 1.0200, top1_acc: 0.6203, top5_acc: 0.8219, loss_cls: 1.6011, loss: 2.6211, grad_norm: 6.1602 2021-07-20 21:03:55,514 - mmaction - INFO - Epoch [147][1820/1879] lr: 2.015e-04, eta: 1:02:02, time: 0.584, data_time: 0.004, memory: 6921, loss_aux: 1.0431, top1_acc: 0.6273, top5_acc: 0.8191, loss_cls: 1.6185, loss: 2.6616, grad_norm: 6.0900 2021-07-20 21:04:07,088 - mmaction - INFO - Epoch [147][1840/1879] lr: 2.001e-04, eta: 1:01:49, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.0303, top1_acc: 0.6250, top5_acc: 0.8227, loss_cls: 1.6252, loss: 2.6555, grad_norm: 6.1188 2021-07-20 21:04:18,788 - mmaction - INFO - Epoch [147][1860/1879] lr: 1.987e-04, eta: 1:01:36, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.0048, top1_acc: 0.6242, top5_acc: 0.8234, loss_cls: 1.5728, loss: 2.5776, grad_norm: 6.0860 2021-07-20 21:04:29,110 - mmaction - INFO - Saving checkpoint at 147 epochs 2021-07-20 21:04:50,407 - mmaction - INFO - Epoch [148][20/1879] lr: 1.960e-04, eta: 1:01:10, time: 0.710, data_time: 0.155, memory: 6921, loss_aux: 1.0521, top1_acc: 0.6121, top5_acc: 0.8004, loss_cls: 1.6781, loss: 2.7302, grad_norm: 6.2395 2021-07-20 21:05:02,709 - mmaction - INFO - Epoch [148][40/1879] lr: 1.946e-04, eta: 1:00:57, time: 0.616, data_time: 0.005, memory: 6921, loss_aux: 1.0127, top1_acc: 0.6215, top5_acc: 0.8258, loss_cls: 1.5812, loss: 2.5939, grad_norm: 6.1420 2021-07-20 21:05:18,300 - mmaction - INFO - Epoch [148][60/1879] lr: 1.932e-04, eta: 1:00:44, time: 0.778, data_time: 0.002, memory: 6921, loss_aux: 1.0230, top1_acc: 0.6254, top5_acc: 0.8195, loss_cls: 1.5946, loss: 2.6176, grad_norm: 6.0894 2021-07-20 21:05:31,189 - mmaction - INFO - Epoch [148][80/1879] lr: 1.918e-04, eta: 1:00:31, time: 0.641, data_time: 0.004, memory: 6921, loss_aux: 0.9977, top1_acc: 0.6312, top5_acc: 0.8262, loss_cls: 1.5716, loss: 2.5693, grad_norm: 6.0820 2021-07-20 21:05:43,083 - mmaction - INFO - Epoch [148][100/1879] lr: 1.905e-04, eta: 1:00:18, time: 0.600, data_time: 0.007, memory: 6921, loss_aux: 1.0121, top1_acc: 0.6227, top5_acc: 0.8219, loss_cls: 1.6075, loss: 2.6196, grad_norm: 6.1726 2021-07-20 21:05:54,287 - mmaction - INFO - Epoch [148][120/1879] lr: 1.891e-04, eta: 1:00:05, time: 0.560, data_time: 0.002, memory: 6921, loss_aux: 1.0589, top1_acc: 0.6105, top5_acc: 0.8129, loss_cls: 1.6679, loss: 2.7268, grad_norm: 6.1697 2021-07-20 21:06:06,142 - mmaction - INFO - Epoch [148][140/1879] lr: 1.877e-04, eta: 0:59:51, time: 0.593, data_time: 0.002, memory: 6921, loss_aux: 1.0164, top1_acc: 0.6250, top5_acc: 0.8121, loss_cls: 1.6071, loss: 2.6235, grad_norm: 6.1092 2021-07-20 21:06:18,799 - mmaction - INFO - Epoch [148][160/1879] lr: 1.864e-04, eta: 0:59:38, time: 0.632, data_time: 0.002, memory: 6921, loss_aux: 1.0249, top1_acc: 0.6172, top5_acc: 0.8168, loss_cls: 1.6093, loss: 2.6342, grad_norm: 6.1790 2021-07-20 21:06:30,224 - mmaction - INFO - Epoch [148][180/1879] lr: 1.850e-04, eta: 0:59:25, time: 0.572, data_time: 0.003, memory: 6921, loss_aux: 1.0063, top1_acc: 0.6152, top5_acc: 0.8254, loss_cls: 1.5944, loss: 2.6008, grad_norm: 6.2572 2021-07-20 21:06:41,558 - mmaction - INFO - Epoch [148][200/1879] lr: 1.836e-04, eta: 0:59:12, time: 0.566, data_time: 0.001, memory: 6921, loss_aux: 1.0290, top1_acc: 0.6211, top5_acc: 0.8168, loss_cls: 1.6199, loss: 2.6489, grad_norm: 6.2293 2021-07-20 21:06:53,823 - mmaction - INFO - Epoch [148][220/1879] lr: 1.823e-04, eta: 0:58:59, time: 0.613, data_time: 0.002, memory: 6921, loss_aux: 1.0343, top1_acc: 0.6234, top5_acc: 0.8254, loss_cls: 1.5951, loss: 2.6294, grad_norm: 6.1386 2021-07-20 21:07:05,434 - mmaction - INFO - Epoch [148][240/1879] lr: 1.810e-04, eta: 0:58:46, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 1.0279, top1_acc: 0.6176, top5_acc: 0.8082, loss_cls: 1.6277, loss: 2.6556, grad_norm: 6.1443 2021-07-20 21:07:16,744 - mmaction - INFO - Epoch [148][260/1879] lr: 1.796e-04, eta: 0:58:33, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.0063, top1_acc: 0.6238, top5_acc: 0.8168, loss_cls: 1.5914, loss: 2.5978, grad_norm: 6.0873 2021-07-20 21:07:28,482 - mmaction - INFO - Epoch [148][280/1879] lr: 1.783e-04, eta: 0:58:20, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.0166, top1_acc: 0.6312, top5_acc: 0.8184, loss_cls: 1.5893, loss: 2.6058, grad_norm: 6.0492 2021-07-20 21:07:40,017 - mmaction - INFO - Epoch [148][300/1879] lr: 1.770e-04, eta: 0:58:07, time: 0.578, data_time: 0.005, memory: 6921, loss_aux: 1.0270, top1_acc: 0.6035, top5_acc: 0.8109, loss_cls: 1.6421, loss: 2.6691, grad_norm: 6.1816 2021-07-20 21:07:51,728 - mmaction - INFO - Epoch [148][320/1879] lr: 1.756e-04, eta: 0:57:54, time: 0.585, data_time: 0.001, memory: 6921, loss_aux: 1.0071, top1_acc: 0.6219, top5_acc: 0.8305, loss_cls: 1.5620, loss: 2.5691, grad_norm: 6.1861 2021-07-20 21:08:06,515 - mmaction - INFO - Epoch [148][340/1879] lr: 1.743e-04, eta: 0:57:41, time: 0.739, data_time: 0.012, memory: 6921, loss_aux: 0.9918, top1_acc: 0.6238, top5_acc: 0.8242, loss_cls: 1.5796, loss: 2.5714, grad_norm: 6.0367 2021-07-20 21:08:18,084 - mmaction - INFO - Epoch [148][360/1879] lr: 1.730e-04, eta: 0:57:27, time: 0.579, data_time: 0.004, memory: 6921, loss_aux: 1.0313, top1_acc: 0.6266, top5_acc: 0.8191, loss_cls: 1.6072, loss: 2.6385, grad_norm: 6.2490 2021-07-20 21:08:29,725 - mmaction - INFO - Epoch [148][380/1879] lr: 1.717e-04, eta: 0:57:14, time: 0.581, data_time: 0.006, memory: 6921, loss_aux: 1.0264, top1_acc: 0.6227, top5_acc: 0.8105, loss_cls: 1.6329, loss: 2.6593, grad_norm: 6.1243 2021-07-20 21:08:42,434 - mmaction - INFO - Epoch [148][400/1879] lr: 1.704e-04, eta: 0:57:01, time: 0.634, data_time: 0.004, memory: 6921, loss_aux: 1.0206, top1_acc: 0.6262, top5_acc: 0.8160, loss_cls: 1.6234, loss: 2.6439, grad_norm: 6.1721 2021-07-20 21:08:53,944 - mmaction - INFO - Epoch [148][420/1879] lr: 1.691e-04, eta: 0:56:48, time: 0.578, data_time: 0.007, memory: 6921, loss_aux: 1.0299, top1_acc: 0.6129, top5_acc: 0.8219, loss_cls: 1.6273, loss: 2.6572, grad_norm: 6.1288 2021-07-20 21:09:08,393 - mmaction - INFO - Epoch [148][440/1879] lr: 1.678e-04, eta: 0:56:35, time: 0.722, data_time: 0.003, memory: 6921, loss_aux: 1.0443, top1_acc: 0.6133, top5_acc: 0.8074, loss_cls: 1.6362, loss: 2.6805, grad_norm: 6.1830 2021-07-20 21:09:21,275 - mmaction - INFO - Epoch [148][460/1879] lr: 1.665e-04, eta: 0:56:22, time: 0.644, data_time: 0.002, memory: 6921, loss_aux: 1.0290, top1_acc: 0.6254, top5_acc: 0.8187, loss_cls: 1.6295, loss: 2.6585, grad_norm: 6.2046 2021-07-20 21:09:33,194 - mmaction - INFO - Epoch [148][480/1879] lr: 1.652e-04, eta: 0:56:09, time: 0.597, data_time: 0.003, memory: 6921, loss_aux: 1.0596, top1_acc: 0.6023, top5_acc: 0.8047, loss_cls: 1.6731, loss: 2.7327, grad_norm: 6.1706 2021-07-20 21:09:44,935 - mmaction - INFO - Epoch [148][500/1879] lr: 1.639e-04, eta: 0:55:56, time: 0.587, data_time: 0.002, memory: 6921, loss_aux: 1.0372, top1_acc: 0.6176, top5_acc: 0.8219, loss_cls: 1.6219, loss: 2.6592, grad_norm: 6.1705 2021-07-20 21:09:59,985 - mmaction - INFO - Epoch [148][520/1879] lr: 1.627e-04, eta: 0:55:43, time: 0.750, data_time: 0.005, memory: 6921, loss_aux: 1.0031, top1_acc: 0.6328, top5_acc: 0.8242, loss_cls: 1.5461, loss: 2.5492, grad_norm: 6.0902 2021-07-20 21:10:11,216 - mmaction - INFO - Epoch [148][540/1879] lr: 1.614e-04, eta: 0:55:30, time: 0.563, data_time: 0.005, memory: 6921, loss_aux: 1.0284, top1_acc: 0.6164, top5_acc: 0.8281, loss_cls: 1.6215, loss: 2.6499, grad_norm: 6.1900 2021-07-20 21:10:26,967 - mmaction - INFO - Epoch [148][560/1879] lr: 1.601e-04, eta: 0:55:17, time: 0.756, data_time: 0.003, memory: 6921, loss_aux: 1.0337, top1_acc: 0.6156, top5_acc: 0.8148, loss_cls: 1.6381, loss: 2.6718, grad_norm: 6.1867 2021-07-20 21:10:43,681 - mmaction - INFO - Epoch [148][580/1879] lr: 1.589e-04, eta: 0:55:04, time: 0.869, data_time: 0.059, memory: 6921, loss_aux: 1.0245, top1_acc: 0.6203, top5_acc: 0.8297, loss_cls: 1.5891, loss: 2.6136, grad_norm: 6.2459 2021-07-20 21:10:55,513 - mmaction - INFO - Epoch [148][600/1879] lr: 1.576e-04, eta: 0:54:51, time: 0.592, data_time: 0.002, memory: 6921, loss_aux: 1.0308, top1_acc: 0.6105, top5_acc: 0.8187, loss_cls: 1.6121, loss: 2.6429, grad_norm: 6.1584 2021-07-20 21:11:07,116 - mmaction - INFO - Epoch [148][620/1879] lr: 1.564e-04, eta: 0:54:38, time: 0.577, data_time: 0.001, memory: 6921, loss_aux: 1.0058, top1_acc: 0.6254, top5_acc: 0.8156, loss_cls: 1.6108, loss: 2.6167, grad_norm: 6.1455 2021-07-20 21:11:19,481 - mmaction - INFO - Epoch [148][640/1879] lr: 1.551e-04, eta: 0:54:24, time: 0.620, data_time: 0.007, memory: 6921, loss_aux: 1.0248, top1_acc: 0.6223, top5_acc: 0.8184, loss_cls: 1.6270, loss: 2.6518, grad_norm: 6.0286 2021-07-20 21:11:32,099 - mmaction - INFO - Epoch [148][660/1879] lr: 1.539e-04, eta: 0:54:11, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.0442, top1_acc: 0.6137, top5_acc: 0.8219, loss_cls: 1.6385, loss: 2.6827, grad_norm: 6.1626 2021-07-20 21:11:43,675 - mmaction - INFO - Epoch [148][680/1879] lr: 1.527e-04, eta: 0:53:58, time: 0.579, data_time: 0.003, memory: 6921, loss_aux: 1.0245, top1_acc: 0.6141, top5_acc: 0.8227, loss_cls: 1.6083, loss: 2.6328, grad_norm: 6.1519 2021-07-20 21:11:56,203 - mmaction - INFO - Epoch [148][700/1879] lr: 1.514e-04, eta: 0:53:45, time: 0.625, data_time: 0.002, memory: 6921, loss_aux: 1.0479, top1_acc: 0.6004, top5_acc: 0.8066, loss_cls: 1.6577, loss: 2.7056, grad_norm: 6.1979 2021-07-20 21:12:07,616 - mmaction - INFO - Epoch [148][720/1879] lr: 1.502e-04, eta: 0:53:32, time: 0.572, data_time: 0.004, memory: 6921, loss_aux: 1.0067, top1_acc: 0.6207, top5_acc: 0.8219, loss_cls: 1.5819, loss: 2.5885, grad_norm: 6.0662 2021-07-20 21:12:19,406 - mmaction - INFO - Epoch [148][740/1879] lr: 1.490e-04, eta: 0:53:19, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.0071, top1_acc: 0.6336, top5_acc: 0.8262, loss_cls: 1.5451, loss: 2.5522, grad_norm: 6.0033 2021-07-20 21:12:31,199 - mmaction - INFO - Epoch [148][760/1879] lr: 1.478e-04, eta: 0:53:06, time: 0.590, data_time: 0.003, memory: 6921, loss_aux: 1.0225, top1_acc: 0.6098, top5_acc: 0.8133, loss_cls: 1.6562, loss: 2.6787, grad_norm: 6.0791 2021-07-20 21:12:43,197 - mmaction - INFO - Epoch [148][780/1879] lr: 1.466e-04, eta: 0:52:53, time: 0.601, data_time: 0.005, memory: 6921, loss_aux: 1.0229, top1_acc: 0.6195, top5_acc: 0.8168, loss_cls: 1.6123, loss: 2.6351, grad_norm: 6.0606 2021-07-20 21:13:00,860 - mmaction - INFO - Epoch [148][800/1879] lr: 1.454e-04, eta: 0:52:40, time: 0.882, data_time: 0.001, memory: 6921, loss_aux: 1.0233, top1_acc: 0.6137, top5_acc: 0.8199, loss_cls: 1.6237, loss: 2.6470, grad_norm: 6.1882 2021-07-20 21:13:16,040 - mmaction - INFO - Epoch [148][820/1879] lr: 1.442e-04, eta: 0:52:27, time: 0.753, data_time: 0.002, memory: 6921, loss_aux: 1.0279, top1_acc: 0.6234, top5_acc: 0.8133, loss_cls: 1.6187, loss: 2.6466, grad_norm: 6.0683 2021-07-20 21:13:27,551 - mmaction - INFO - Epoch [148][840/1879] lr: 1.430e-04, eta: 0:52:14, time: 0.576, data_time: 0.009, memory: 6921, loss_aux: 1.0493, top1_acc: 0.6145, top5_acc: 0.7973, loss_cls: 1.6903, loss: 2.7396, grad_norm: 6.2206 2021-07-20 21:13:40,467 - mmaction - INFO - Epoch [148][860/1879] lr: 1.418e-04, eta: 0:52:01, time: 0.649, data_time: 0.008, memory: 6921, loss_aux: 1.0206, top1_acc: 0.6152, top5_acc: 0.8191, loss_cls: 1.6159, loss: 2.6365, grad_norm: 6.1353 2021-07-20 21:13:52,009 - mmaction - INFO - Epoch [148][880/1879] lr: 1.406e-04, eta: 0:51:48, time: 0.579, data_time: 0.005, memory: 6921, loss_aux: 1.0410, top1_acc: 0.6074, top5_acc: 0.8156, loss_cls: 1.6348, loss: 2.6758, grad_norm: 6.1785 2021-07-20 21:14:04,094 - mmaction - INFO - Epoch [148][900/1879] lr: 1.394e-04, eta: 0:51:35, time: 0.605, data_time: 0.003, memory: 6921, loss_aux: 1.0162, top1_acc: 0.6289, top5_acc: 0.8242, loss_cls: 1.5960, loss: 2.6122, grad_norm: 6.2147 2021-07-20 21:14:17,789 - mmaction - INFO - Epoch [148][920/1879] lr: 1.382e-04, eta: 0:51:21, time: 0.684, data_time: 0.002, memory: 6921, loss_aux: 1.0538, top1_acc: 0.6168, top5_acc: 0.8133, loss_cls: 1.6550, loss: 2.7089, grad_norm: 6.1869 2021-07-20 21:14:31,545 - mmaction - INFO - Epoch [148][940/1879] lr: 1.371e-04, eta: 0:51:08, time: 0.687, data_time: 0.005, memory: 6921, loss_aux: 1.0045, top1_acc: 0.6250, top5_acc: 0.8266, loss_cls: 1.5880, loss: 2.5925, grad_norm: 6.0248 2021-07-20 21:14:49,008 - mmaction - INFO - Epoch [148][960/1879] lr: 1.359e-04, eta: 0:50:55, time: 0.872, data_time: 0.004, memory: 6921, loss_aux: 0.9798, top1_acc: 0.6297, top5_acc: 0.8359, loss_cls: 1.5370, loss: 2.5168, grad_norm: 6.0305 2021-07-20 21:14:59,910 - mmaction - INFO - Epoch [148][980/1879] lr: 1.348e-04, eta: 0:50:42, time: 0.547, data_time: 0.004, memory: 6921, loss_aux: 1.0172, top1_acc: 0.6363, top5_acc: 0.8238, loss_cls: 1.5744, loss: 2.5916, grad_norm: 6.0986 2021-07-20 21:15:16,890 - mmaction - INFO - Epoch [148][1000/1879] lr: 1.336e-04, eta: 0:50:29, time: 0.816, data_time: 0.002, memory: 6921, loss_aux: 1.0355, top1_acc: 0.6152, top5_acc: 0.8148, loss_cls: 1.6389, loss: 2.6744, grad_norm: 6.2454 2021-07-20 21:15:31,488 - mmaction - INFO - Epoch [148][1020/1879] lr: 1.324e-04, eta: 0:50:16, time: 0.763, data_time: 0.037, memory: 6921, loss_aux: 1.0090, top1_acc: 0.6406, top5_acc: 0.8199, loss_cls: 1.5711, loss: 2.5801, grad_norm: 6.0299 2021-07-20 21:15:49,826 - mmaction - INFO - Epoch [148][1040/1879] lr: 1.313e-04, eta: 0:50:03, time: 0.914, data_time: 0.002, memory: 6921, loss_aux: 1.0170, top1_acc: 0.6191, top5_acc: 0.8262, loss_cls: 1.6081, loss: 2.6250, grad_norm: 6.1046 2021-07-20 21:16:03,249 - mmaction - INFO - Epoch [148][1060/1879] lr: 1.302e-04, eta: 0:49:50, time: 0.675, data_time: 0.024, memory: 6921, loss_aux: 1.0045, top1_acc: 0.6262, top5_acc: 0.8281, loss_cls: 1.5741, loss: 2.5786, grad_norm: 6.1611 2021-07-20 21:16:19,099 - mmaction - INFO - Epoch [148][1080/1879] lr: 1.290e-04, eta: 0:49:37, time: 0.791, data_time: 0.003, memory: 6921, loss_aux: 1.0151, top1_acc: 0.6242, top5_acc: 0.8266, loss_cls: 1.5557, loss: 2.5708, grad_norm: 6.1975 2021-07-20 21:16:30,665 - mmaction - INFO - Epoch [148][1100/1879] lr: 1.279e-04, eta: 0:49:24, time: 0.580, data_time: 0.005, memory: 6921, loss_aux: 1.0104, top1_acc: 0.6277, top5_acc: 0.8250, loss_cls: 1.5818, loss: 2.5922, grad_norm: 6.1630 2021-07-20 21:16:42,525 - mmaction - INFO - Epoch [148][1120/1879] lr: 1.268e-04, eta: 0:49:11, time: 0.591, data_time: 0.002, memory: 6921, loss_aux: 1.0306, top1_acc: 0.6215, top5_acc: 0.8133, loss_cls: 1.6319, loss: 2.6625, grad_norm: 6.2256 2021-07-20 21:16:57,182 - mmaction - INFO - Epoch [148][1140/1879] lr: 1.257e-04, eta: 0:48:58, time: 0.733, data_time: 0.004, memory: 6921, loss_aux: 0.9885, top1_acc: 0.6211, top5_acc: 0.8250, loss_cls: 1.5577, loss: 2.5462, grad_norm: 6.0771 2021-07-20 21:17:11,580 - mmaction - INFO - Epoch [148][1160/1879] lr: 1.245e-04, eta: 0:48:45, time: 0.722, data_time: 0.004, memory: 6921, loss_aux: 1.0495, top1_acc: 0.6117, top5_acc: 0.8152, loss_cls: 1.6612, loss: 2.7106, grad_norm: 6.2412 2021-07-20 21:17:25,489 - mmaction - INFO - Epoch [148][1180/1879] lr: 1.234e-04, eta: 0:48:32, time: 0.695, data_time: 0.004, memory: 6921, loss_aux: 1.0016, top1_acc: 0.6195, top5_acc: 0.8250, loss_cls: 1.5839, loss: 2.5855, grad_norm: 6.0895 2021-07-20 21:17:36,745 - mmaction - INFO - Epoch [148][1200/1879] lr: 1.223e-04, eta: 0:48:19, time: 0.564, data_time: 0.003, memory: 6921, loss_aux: 0.9931, top1_acc: 0.6359, top5_acc: 0.8348, loss_cls: 1.5382, loss: 2.5313, grad_norm: 6.0956 2021-07-20 21:17:52,120 - mmaction - INFO - Epoch [148][1220/1879] lr: 1.212e-04, eta: 0:48:06, time: 0.766, data_time: 0.003, memory: 6921, loss_aux: 1.0652, top1_acc: 0.6020, top5_acc: 0.8086, loss_cls: 1.6878, loss: 2.7530, grad_norm: 6.2384 2021-07-20 21:18:07,245 - mmaction - INFO - Epoch [148][1240/1879] lr: 1.201e-04, eta: 0:47:53, time: 0.755, data_time: 0.004, memory: 6921, loss_aux: 1.0046, top1_acc: 0.6375, top5_acc: 0.8309, loss_cls: 1.5590, loss: 2.5636, grad_norm: 5.9932 2021-07-20 21:18:20,028 - mmaction - INFO - Epoch [148][1260/1879] lr: 1.190e-04, eta: 0:47:40, time: 0.642, data_time: 0.005, memory: 6921, loss_aux: 1.0392, top1_acc: 0.6156, top5_acc: 0.8203, loss_cls: 1.6384, loss: 2.6776, grad_norm: 6.2202 2021-07-20 21:18:33,485 - mmaction - INFO - Epoch [148][1280/1879] lr: 1.180e-04, eta: 0:47:27, time: 0.671, data_time: 0.002, memory: 6921, loss_aux: 0.9989, top1_acc: 0.6246, top5_acc: 0.8254, loss_cls: 1.5732, loss: 2.5722, grad_norm: 6.0776 2021-07-20 21:18:45,700 - mmaction - INFO - Epoch [148][1300/1879] lr: 1.169e-04, eta: 0:47:13, time: 0.611, data_time: 0.005, memory: 6921, loss_aux: 1.0533, top1_acc: 0.6035, top5_acc: 0.8074, loss_cls: 1.6660, loss: 2.7193, grad_norm: 6.1981 2021-07-20 21:18:58,537 - mmaction - INFO - Epoch [148][1320/1879] lr: 1.158e-04, eta: 0:47:00, time: 0.642, data_time: 0.004, memory: 6921, loss_aux: 1.0119, top1_acc: 0.6207, top5_acc: 0.8211, loss_cls: 1.5885, loss: 2.6003, grad_norm: 6.0781 2021-07-20 21:19:12,412 - mmaction - INFO - Epoch [148][1340/1879] lr: 1.147e-04, eta: 0:46:47, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 1.0157, top1_acc: 0.6230, top5_acc: 0.8199, loss_cls: 1.6059, loss: 2.6215, grad_norm: 5.9380 2021-07-20 21:19:29,447 - mmaction - INFO - Epoch [148][1360/1879] lr: 1.137e-04, eta: 0:46:34, time: 0.827, data_time: 0.004, memory: 6921, loss_aux: 1.0283, top1_acc: 0.6270, top5_acc: 0.8199, loss_cls: 1.6203, loss: 2.6486, grad_norm: 6.1403 2021-07-20 21:19:41,131 - mmaction - INFO - Epoch [148][1380/1879] lr: 1.126e-04, eta: 0:46:21, time: 0.610, data_time: 0.026, memory: 6921, loss_aux: 1.0309, top1_acc: 0.6043, top5_acc: 0.8121, loss_cls: 1.6207, loss: 2.6516, grad_norm: 6.2298 2021-07-20 21:19:53,179 - mmaction - INFO - Epoch [148][1400/1879] lr: 1.116e-04, eta: 0:46:08, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 0.9960, top1_acc: 0.6246, top5_acc: 0.8258, loss_cls: 1.5595, loss: 2.5555, grad_norm: 6.1171 2021-07-20 21:20:05,640 - mmaction - INFO - Epoch [148][1420/1879] lr: 1.105e-04, eta: 0:45:55, time: 0.624, data_time: 0.005, memory: 6921, loss_aux: 1.0213, top1_acc: 0.6383, top5_acc: 0.8246, loss_cls: 1.5940, loss: 2.6153, grad_norm: 6.0618 2021-07-20 21:20:16,859 - mmaction - INFO - Epoch [148][1440/1879] lr: 1.095e-04, eta: 0:45:42, time: 0.561, data_time: 0.002, memory: 6921, loss_aux: 1.0351, top1_acc: 0.6160, top5_acc: 0.8199, loss_cls: 1.6273, loss: 2.6624, grad_norm: 6.1879 2021-07-20 21:20:28,461 - mmaction - INFO - Epoch [148][1460/1879] lr: 1.084e-04, eta: 0:45:29, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.0036, top1_acc: 0.6406, top5_acc: 0.8254, loss_cls: 1.5711, loss: 2.5747, grad_norm: 6.0219 2021-07-20 21:20:40,626 - mmaction - INFO - Epoch [148][1480/1879] lr: 1.074e-04, eta: 0:45:16, time: 0.587, data_time: 0.013, memory: 6921, loss_aux: 1.0306, top1_acc: 0.6184, top5_acc: 0.8227, loss_cls: 1.6211, loss: 2.6517, grad_norm: 6.1521 2021-07-20 21:20:55,022 - mmaction - INFO - Epoch [148][1500/1879] lr: 1.064e-04, eta: 0:45:03, time: 0.750, data_time: 0.035, memory: 6921, loss_aux: 1.0306, top1_acc: 0.6199, top5_acc: 0.8180, loss_cls: 1.6140, loss: 2.6446, grad_norm: 6.2351 2021-07-20 21:21:09,226 - mmaction - INFO - Epoch [148][1520/1879] lr: 1.053e-04, eta: 0:44:50, time: 0.713, data_time: 0.004, memory: 6921, loss_aux: 1.0329, top1_acc: 0.6152, top5_acc: 0.8109, loss_cls: 1.6443, loss: 2.6772, grad_norm: 6.2001 2021-07-20 21:21:23,182 - mmaction - INFO - Epoch [148][1540/1879] lr: 1.043e-04, eta: 0:44:37, time: 0.696, data_time: 0.001, memory: 6921, loss_aux: 1.0140, top1_acc: 0.6270, top5_acc: 0.8238, loss_cls: 1.5976, loss: 2.6116, grad_norm: 6.1429 2021-07-20 21:21:34,616 - mmaction - INFO - Epoch [148][1560/1879] lr: 1.033e-04, eta: 0:44:24, time: 0.572, data_time: 0.005, memory: 6921, loss_aux: 0.9759, top1_acc: 0.6434, top5_acc: 0.8313, loss_cls: 1.5207, loss: 2.4967, grad_norm: 6.1264 2021-07-20 21:21:45,901 - mmaction - INFO - Epoch [148][1580/1879] lr: 1.023e-04, eta: 0:44:10, time: 0.564, data_time: 0.002, memory: 6921, loss_aux: 1.0212, top1_acc: 0.6215, top5_acc: 0.8184, loss_cls: 1.5956, loss: 2.6168, grad_norm: 6.0885 2021-07-20 21:21:58,193 - mmaction - INFO - Epoch [148][1600/1879] lr: 1.013e-04, eta: 0:43:57, time: 0.615, data_time: 0.003, memory: 6921, loss_aux: 1.0466, top1_acc: 0.6012, top5_acc: 0.8117, loss_cls: 1.6728, loss: 2.7193, grad_norm: 6.2600 2021-07-20 21:22:09,670 - mmaction - INFO - Epoch [148][1620/1879] lr: 1.003e-04, eta: 0:43:44, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.0058, top1_acc: 0.6449, top5_acc: 0.8223, loss_cls: 1.5597, loss: 2.5655, grad_norm: 6.0966 2021-07-20 21:22:21,415 - mmaction - INFO - Epoch [148][1640/1879] lr: 9.928e-05, eta: 0:43:31, time: 0.588, data_time: 0.003, memory: 6921, loss_aux: 1.0536, top1_acc: 0.6180, top5_acc: 0.8105, loss_cls: 1.6629, loss: 2.7165, grad_norm: 6.2049 2021-07-20 21:22:33,804 - mmaction - INFO - Epoch [148][1660/1879] lr: 9.829e-05, eta: 0:43:18, time: 0.619, data_time: 0.002, memory: 6921, loss_aux: 1.0044, top1_acc: 0.6348, top5_acc: 0.8234, loss_cls: 1.5720, loss: 2.5765, grad_norm: 6.1676 2021-07-20 21:22:45,338 - mmaction - INFO - Epoch [148][1680/1879] lr: 9.730e-05, eta: 0:43:05, time: 0.577, data_time: 0.003, memory: 6921, loss_aux: 1.0324, top1_acc: 0.6297, top5_acc: 0.8285, loss_cls: 1.5818, loss: 2.6142, grad_norm: 6.1594 2021-07-20 21:22:58,021 - mmaction - INFO - Epoch [148][1700/1879] lr: 9.632e-05, eta: 0:42:52, time: 0.634, data_time: 0.002, memory: 6921, loss_aux: 1.0146, top1_acc: 0.6168, top5_acc: 0.8266, loss_cls: 1.5897, loss: 2.6043, grad_norm: 6.1614 2021-07-20 21:23:09,796 - mmaction - INFO - Epoch [148][1720/1879] lr: 9.534e-05, eta: 0:42:39, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.0276, top1_acc: 0.6293, top5_acc: 0.8203, loss_cls: 1.6332, loss: 2.6608, grad_norm: 6.2998 2021-07-20 21:23:22,461 - mmaction - INFO - Epoch [148][1740/1879] lr: 9.437e-05, eta: 0:42:26, time: 0.631, data_time: 0.002, memory: 6921, loss_aux: 1.0273, top1_acc: 0.6250, top5_acc: 0.8160, loss_cls: 1.5946, loss: 2.6219, grad_norm: 6.1422 2021-07-20 21:23:37,851 - mmaction - INFO - Epoch [148][1760/1879] lr: 9.341e-05, eta: 0:42:13, time: 0.772, data_time: 0.004, memory: 6921, loss_aux: 1.0182, top1_acc: 0.6234, top5_acc: 0.8207, loss_cls: 1.5994, loss: 2.6176, grad_norm: 6.1429 2021-07-20 21:23:49,543 - mmaction - INFO - Epoch [148][1780/1879] lr: 9.245e-05, eta: 0:42:00, time: 0.585, data_time: 0.004, memory: 6921, loss_aux: 1.0009, top1_acc: 0.6297, top5_acc: 0.8250, loss_cls: 1.5768, loss: 2.5777, grad_norm: 6.2001 2021-07-20 21:24:00,769 - mmaction - INFO - Epoch [148][1800/1879] lr: 9.149e-05, eta: 0:41:47, time: 0.562, data_time: 0.002, memory: 6921, loss_aux: 1.0180, top1_acc: 0.6164, top5_acc: 0.8270, loss_cls: 1.6077, loss: 2.6257, grad_norm: 6.2655 2021-07-20 21:24:22,498 - mmaction - INFO - Epoch [148][1820/1879] lr: 9.054e-05, eta: 0:41:34, time: 1.064, data_time: 0.001, memory: 6921, loss_aux: 1.0253, top1_acc: 0.6266, top5_acc: 0.8180, loss_cls: 1.5868, loss: 2.6121, grad_norm: 6.1529 2021-07-20 21:24:37,157 - mmaction - INFO - Epoch [148][1840/1879] lr: 8.959e-05, eta: 0:41:21, time: 0.754, data_time: 0.024, memory: 6921, loss_aux: 1.0310, top1_acc: 0.6133, top5_acc: 0.8203, loss_cls: 1.6272, loss: 2.6582, grad_norm: 6.1461 2021-07-20 21:24:48,690 - mmaction - INFO - Epoch [148][1860/1879] lr: 8.865e-05, eta: 0:41:08, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.0494, top1_acc: 0.6195, top5_acc: 0.8141, loss_cls: 1.6555, loss: 2.7050, grad_norm: 6.2513 2021-07-20 21:25:11,388 - mmaction - INFO - Saving checkpoint at 148 epochs 2021-07-20 21:25:38,286 - mmaction - INFO - Epoch [149][20/1879] lr: 8.683e-05, eta: 0:40:42, time: 0.993, data_time: 0.232, memory: 6921, loss_aux: 0.9922, top1_acc: 0.6359, top5_acc: 0.8211, loss_cls: 1.5753, loss: 2.5675, grad_norm: 6.0003 2021-07-20 21:25:49,475 - mmaction - INFO - Epoch [149][40/1879] lr: 8.591e-05, eta: 0:40:29, time: 0.564, data_time: 0.006, memory: 6921, loss_aux: 1.0284, top1_acc: 0.6168, top5_acc: 0.8148, loss_cls: 1.6271, loss: 2.6555, grad_norm: 6.1224 2021-07-20 21:26:01,152 - mmaction - INFO - Epoch [149][60/1879] lr: 8.498e-05, eta: 0:40:16, time: 0.582, data_time: 0.001, memory: 6921, loss_aux: 1.0034, top1_acc: 0.6207, top5_acc: 0.8215, loss_cls: 1.5933, loss: 2.5966, grad_norm: 6.1934 2021-07-20 21:26:12,567 - mmaction - INFO - Epoch [149][80/1879] lr: 8.407e-05, eta: 0:40:03, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.0225, top1_acc: 0.6125, top5_acc: 0.8246, loss_cls: 1.6147, loss: 2.6372, grad_norm: 6.2003 2021-07-20 21:26:24,833 - mmaction - INFO - Epoch [149][100/1879] lr: 8.316e-05, eta: 0:39:50, time: 0.610, data_time: 0.002, memory: 6921, loss_aux: 1.0497, top1_acc: 0.6188, top5_acc: 0.8078, loss_cls: 1.6445, loss: 2.6942, grad_norm: 6.2695 2021-07-20 21:26:36,274 - mmaction - INFO - Epoch [149][120/1879] lr: 8.225e-05, eta: 0:39:37, time: 0.575, data_time: 0.004, memory: 6921, loss_aux: 1.0470, top1_acc: 0.6094, top5_acc: 0.8133, loss_cls: 1.6571, loss: 2.7042, grad_norm: 6.2167 2021-07-20 21:26:48,161 - mmaction - INFO - Epoch [149][140/1879] lr: 8.135e-05, eta: 0:39:23, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.0009, top1_acc: 0.6184, top5_acc: 0.8273, loss_cls: 1.5756, loss: 2.5765, grad_norm: 6.1240 2021-07-20 21:27:02,738 - mmaction - INFO - Epoch [149][160/1879] lr: 8.045e-05, eta: 0:39:10, time: 0.730, data_time: 0.002, memory: 6921, loss_aux: 1.0423, top1_acc: 0.6160, top5_acc: 0.8172, loss_cls: 1.6647, loss: 2.7070, grad_norm: 6.2625 2021-07-20 21:27:14,848 - mmaction - INFO - Epoch [149][180/1879] lr: 7.956e-05, eta: 0:38:57, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.0094, top1_acc: 0.6184, top5_acc: 0.8215, loss_cls: 1.6032, loss: 2.6126, grad_norm: 6.0542 2021-07-20 21:27:32,427 - mmaction - INFO - Epoch [149][200/1879] lr: 7.867e-05, eta: 0:38:44, time: 0.877, data_time: 0.003, memory: 6921, loss_aux: 1.0710, top1_acc: 0.6020, top5_acc: 0.8113, loss_cls: 1.6821, loss: 2.7531, grad_norm: 6.3005 2021-07-20 21:27:44,340 - mmaction - INFO - Epoch [149][220/1879] lr: 7.779e-05, eta: 0:38:31, time: 0.597, data_time: 0.004, memory: 6921, loss_aux: 1.0096, top1_acc: 0.6207, top5_acc: 0.8227, loss_cls: 1.5912, loss: 2.6008, grad_norm: 6.1283 2021-07-20 21:27:55,923 - mmaction - INFO - Epoch [149][240/1879] lr: 7.692e-05, eta: 0:38:18, time: 0.579, data_time: 0.002, memory: 6921, loss_aux: 1.0404, top1_acc: 0.6242, top5_acc: 0.8148, loss_cls: 1.6243, loss: 2.6647, grad_norm: 5.9989 2021-07-20 21:28:07,577 - mmaction - INFO - Epoch [149][260/1879] lr: 7.604e-05, eta: 0:38:05, time: 0.583, data_time: 0.002, memory: 6921, loss_aux: 1.0397, top1_acc: 0.6105, top5_acc: 0.8184, loss_cls: 1.6117, loss: 2.6514, grad_norm: 6.1057 2021-07-20 21:28:19,601 - mmaction - INFO - Epoch [149][280/1879] lr: 7.518e-05, eta: 0:37:52, time: 0.601, data_time: 0.002, memory: 6921, loss_aux: 1.0568, top1_acc: 0.6105, top5_acc: 0.8090, loss_cls: 1.6402, loss: 2.6970, grad_norm: 6.2547 2021-07-20 21:28:31,995 - mmaction - INFO - Epoch [149][300/1879] lr: 7.432e-05, eta: 0:37:39, time: 0.620, data_time: 0.002, memory: 6921, loss_aux: 0.9912, top1_acc: 0.6348, top5_acc: 0.8270, loss_cls: 1.5532, loss: 2.5444, grad_norm: 5.9712 2021-07-20 21:28:43,467 - mmaction - INFO - Epoch [149][320/1879] lr: 7.346e-05, eta: 0:37:26, time: 0.574, data_time: 0.002, memory: 6921, loss_aux: 1.0264, top1_acc: 0.6184, top5_acc: 0.8117, loss_cls: 1.5978, loss: 2.6241, grad_norm: 6.1254 2021-07-20 21:28:55,096 - mmaction - INFO - Epoch [149][340/1879] lr: 7.261e-05, eta: 0:37:13, time: 0.581, data_time: 0.002, memory: 6921, loss_aux: 0.9885, top1_acc: 0.6266, top5_acc: 0.8375, loss_cls: 1.5320, loss: 2.5204, grad_norm: 5.9673 2021-07-20 21:29:15,427 - mmaction - INFO - Epoch [149][360/1879] lr: 7.176e-05, eta: 0:37:00, time: 1.013, data_time: 0.005, memory: 6921, loss_aux: 1.0448, top1_acc: 0.6121, top5_acc: 0.8117, loss_cls: 1.6549, loss: 2.6997, grad_norm: 6.2275 2021-07-20 21:29:27,517 - mmaction - INFO - Epoch [149][380/1879] lr: 7.092e-05, eta: 0:36:47, time: 0.608, data_time: 0.006, memory: 6921, loss_aux: 1.0295, top1_acc: 0.6223, top5_acc: 0.8168, loss_cls: 1.6286, loss: 2.6581, grad_norm: 6.1393 2021-07-20 21:29:39,397 - mmaction - INFO - Epoch [149][400/1879] lr: 7.008e-05, eta: 0:36:34, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0371, top1_acc: 0.5988, top5_acc: 0.8117, loss_cls: 1.6589, loss: 2.6960, grad_norm: 6.2605 2021-07-20 21:29:51,490 - mmaction - INFO - Epoch [149][420/1879] lr: 6.925e-05, eta: 0:36:20, time: 0.604, data_time: 0.002, memory: 6921, loss_aux: 1.0048, top1_acc: 0.6273, top5_acc: 0.8187, loss_cls: 1.5761, loss: 2.5809, grad_norm: 6.0732 2021-07-20 21:30:02,772 - mmaction - INFO - Epoch [149][440/1879] lr: 6.842e-05, eta: 0:36:07, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.0377, top1_acc: 0.6223, top5_acc: 0.8180, loss_cls: 1.6259, loss: 2.6637, grad_norm: 6.1154 2021-07-20 21:30:17,633 - mmaction - INFO - Epoch [149][460/1879] lr: 6.760e-05, eta: 0:35:54, time: 0.742, data_time: 0.002, memory: 6921, loss_aux: 1.0003, top1_acc: 0.6277, top5_acc: 0.8242, loss_cls: 1.5962, loss: 2.5965, grad_norm: 6.1087 2021-07-20 21:30:29,630 - mmaction - INFO - Epoch [149][480/1879] lr: 6.678e-05, eta: 0:35:41, time: 0.601, data_time: 0.003, memory: 6921, loss_aux: 0.9958, top1_acc: 0.6219, top5_acc: 0.8234, loss_cls: 1.5648, loss: 2.5605, grad_norm: 5.9416 2021-07-20 21:30:42,938 - mmaction - INFO - Epoch [149][500/1879] lr: 6.597e-05, eta: 0:35:28, time: 0.665, data_time: 0.006, memory: 6921, loss_aux: 0.9924, top1_acc: 0.6379, top5_acc: 0.8258, loss_cls: 1.5606, loss: 2.5530, grad_norm: 6.1081 2021-07-20 21:30:54,856 - mmaction - INFO - Epoch [149][520/1879] lr: 6.516e-05, eta: 0:35:15, time: 0.596, data_time: 0.003, memory: 6921, loss_aux: 1.0365, top1_acc: 0.6152, top5_acc: 0.8148, loss_cls: 1.6327, loss: 2.6692, grad_norm: 6.1576 2021-07-20 21:31:06,642 - mmaction - INFO - Epoch [149][540/1879] lr: 6.436e-05, eta: 0:35:02, time: 0.589, data_time: 0.002, memory: 6921, loss_aux: 1.0428, top1_acc: 0.6117, top5_acc: 0.8230, loss_cls: 1.6256, loss: 2.6684, grad_norm: 6.2119 2021-07-20 21:31:18,486 - mmaction - INFO - Epoch [149][560/1879] lr: 6.356e-05, eta: 0:34:49, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 1.0558, top1_acc: 0.6117, top5_acc: 0.8039, loss_cls: 1.6737, loss: 2.7296, grad_norm: 6.1899 2021-07-20 21:31:31,216 - mmaction - INFO - Epoch [149][580/1879] lr: 6.277e-05, eta: 0:34:36, time: 0.633, data_time: 0.003, memory: 6921, loss_aux: 1.0116, top1_acc: 0.6348, top5_acc: 0.8328, loss_cls: 1.5491, loss: 2.5606, grad_norm: 6.1473 2021-07-20 21:31:42,925 - mmaction - INFO - Epoch [149][600/1879] lr: 6.199e-05, eta: 0:34:23, time: 0.589, data_time: 0.005, memory: 6921, loss_aux: 1.0078, top1_acc: 0.6203, top5_acc: 0.8145, loss_cls: 1.5865, loss: 2.5943, grad_norm: 6.1363 2021-07-20 21:31:54,574 - mmaction - INFO - Epoch [149][620/1879] lr: 6.120e-05, eta: 0:34:10, time: 0.582, data_time: 0.001, memory: 6921, loss_aux: 1.0267, top1_acc: 0.6152, top5_acc: 0.8246, loss_cls: 1.6200, loss: 2.6467, grad_norm: 6.2085 2021-07-20 21:32:05,914 - mmaction - INFO - Epoch [149][640/1879] lr: 6.043e-05, eta: 0:33:57, time: 0.567, data_time: 0.002, memory: 6921, loss_aux: 1.0158, top1_acc: 0.6242, top5_acc: 0.8191, loss_cls: 1.5899, loss: 2.6057, grad_norm: 6.1178 2021-07-20 21:32:18,007 - mmaction - INFO - Epoch [149][660/1879] lr: 5.965e-05, eta: 0:33:44, time: 0.605, data_time: 0.002, memory: 6921, loss_aux: 1.0089, top1_acc: 0.6246, top5_acc: 0.8250, loss_cls: 1.5974, loss: 2.6063, grad_norm: 6.2523 2021-07-20 21:32:33,062 - mmaction - INFO - Epoch [149][680/1879] lr: 5.889e-05, eta: 0:33:31, time: 0.753, data_time: 0.002, memory: 6921, loss_aux: 1.0111, top1_acc: 0.6102, top5_acc: 0.8187, loss_cls: 1.6132, loss: 2.6243, grad_norm: 6.1531 2021-07-20 21:32:45,991 - mmaction - INFO - Epoch [149][700/1879] lr: 5.812e-05, eta: 0:33:17, time: 0.646, data_time: 0.002, memory: 6921, loss_aux: 1.0162, top1_acc: 0.6441, top5_acc: 0.8316, loss_cls: 1.5445, loss: 2.5607, grad_norm: 6.1502 2021-07-20 21:32:57,895 - mmaction - INFO - Epoch [149][720/1879] lr: 5.737e-05, eta: 0:33:04, time: 0.595, data_time: 0.002, memory: 6921, loss_aux: 1.0136, top1_acc: 0.6219, top5_acc: 0.8172, loss_cls: 1.5757, loss: 2.5893, grad_norm: 6.0175 2021-07-20 21:33:09,611 - mmaction - INFO - Epoch [149][740/1879] lr: 5.661e-05, eta: 0:32:51, time: 0.586, data_time: 0.002, memory: 6921, loss_aux: 1.0113, top1_acc: 0.6285, top5_acc: 0.8273, loss_cls: 1.5687, loss: 2.5800, grad_norm: 6.1089 2021-07-20 21:33:24,345 - mmaction - INFO - Epoch [149][760/1879] lr: 5.587e-05, eta: 0:32:38, time: 0.736, data_time: 0.002, memory: 6921, loss_aux: 1.0257, top1_acc: 0.6148, top5_acc: 0.8164, loss_cls: 1.6200, loss: 2.6457, grad_norm: 6.1658 2021-07-20 21:33:37,779 - mmaction - INFO - Epoch [149][780/1879] lr: 5.512e-05, eta: 0:32:25, time: 0.671, data_time: 0.005, memory: 6921, loss_aux: 1.0227, top1_acc: 0.6188, top5_acc: 0.8145, loss_cls: 1.6100, loss: 2.6327, grad_norm: 6.0734 2021-07-20 21:33:50,531 - mmaction - INFO - Epoch [149][800/1879] lr: 5.439e-05, eta: 0:32:12, time: 0.637, data_time: 0.003, memory: 6921, loss_aux: 1.0290, top1_acc: 0.6238, top5_acc: 0.8211, loss_cls: 1.6073, loss: 2.6363, grad_norm: 6.1634 2021-07-20 21:34:02,193 - mmaction - INFO - Epoch [149][820/1879] lr: 5.365e-05, eta: 0:31:59, time: 0.586, data_time: 0.004, memory: 6921, loss_aux: 1.0506, top1_acc: 0.6148, top5_acc: 0.8133, loss_cls: 1.6589, loss: 2.7095, grad_norm: 6.1229 2021-07-20 21:34:15,581 - mmaction - INFO - Epoch [149][840/1879] lr: 5.293e-05, eta: 0:31:46, time: 0.669, data_time: 0.001, memory: 6921, loss_aux: 1.0034, top1_acc: 0.6270, top5_acc: 0.8238, loss_cls: 1.5731, loss: 2.5766, grad_norm: 6.0281 2021-07-20 21:34:33,419 - mmaction - INFO - Epoch [149][860/1879] lr: 5.220e-05, eta: 0:31:33, time: 0.889, data_time: 0.003, memory: 6921, loss_aux: 1.0151, top1_acc: 0.6223, top5_acc: 0.8191, loss_cls: 1.5834, loss: 2.5985, grad_norm: 6.1428 2021-07-20 21:34:49,303 - mmaction - INFO - Epoch [149][880/1879] lr: 5.148e-05, eta: 0:31:20, time: 0.796, data_time: 0.005, memory: 6921, loss_aux: 1.0062, top1_acc: 0.6203, top5_acc: 0.8273, loss_cls: 1.5755, loss: 2.5818, grad_norm: 6.0827 2021-07-20 21:35:05,511 - mmaction - INFO - Epoch [149][900/1879] lr: 5.077e-05, eta: 0:31:07, time: 0.808, data_time: 0.006, memory: 6921, loss_aux: 1.0078, top1_acc: 0.6246, top5_acc: 0.8148, loss_cls: 1.5860, loss: 2.5938, grad_norm: 6.1395 2021-07-20 21:35:16,869 - mmaction - INFO - Epoch [149][920/1879] lr: 5.006e-05, eta: 0:30:54, time: 0.567, data_time: 0.005, memory: 6921, loss_aux: 1.0162, top1_acc: 0.6152, top5_acc: 0.8164, loss_cls: 1.6124, loss: 2.6286, grad_norm: 6.1562 2021-07-20 21:35:29,488 - mmaction - INFO - Epoch [149][940/1879] lr: 4.936e-05, eta: 0:30:41, time: 0.634, data_time: 0.019, memory: 6921, loss_aux: 1.0526, top1_acc: 0.6039, top5_acc: 0.8133, loss_cls: 1.6760, loss: 2.7286, grad_norm: 6.1885 2021-07-20 21:35:45,663 - mmaction - INFO - Epoch [149][960/1879] lr: 4.866e-05, eta: 0:30:28, time: 0.809, data_time: 0.003, memory: 6921, loss_aux: 1.0041, top1_acc: 0.6211, top5_acc: 0.8176, loss_cls: 1.5911, loss: 2.5953, grad_norm: 6.1148 2021-07-20 21:35:58,926 - mmaction - INFO - Epoch [149][980/1879] lr: 4.797e-05, eta: 0:30:15, time: 0.663, data_time: 0.003, memory: 6921, loss_aux: 1.0049, top1_acc: 0.6332, top5_acc: 0.8223, loss_cls: 1.5918, loss: 2.5967, grad_norm: 6.0956 2021-07-20 21:36:14,319 - mmaction - INFO - Epoch [149][1000/1879] lr: 4.728e-05, eta: 0:30:02, time: 0.770, data_time: 0.003, memory: 6921, loss_aux: 0.9951, top1_acc: 0.6344, top5_acc: 0.8262, loss_cls: 1.5720, loss: 2.5671, grad_norm: 6.0841 2021-07-20 21:36:27,634 - mmaction - INFO - Epoch [149][1020/1879] lr: 4.660e-05, eta: 0:29:49, time: 0.666, data_time: 0.003, memory: 6921, loss_aux: 0.9899, top1_acc: 0.6270, top5_acc: 0.8289, loss_cls: 1.5736, loss: 2.5635, grad_norm: 6.1363 2021-07-20 21:36:41,339 - mmaction - INFO - Epoch [149][1040/1879] lr: 4.592e-05, eta: 0:29:35, time: 0.684, data_time: 0.003, memory: 6921, loss_aux: 1.0140, top1_acc: 0.6336, top5_acc: 0.8238, loss_cls: 1.5811, loss: 2.5952, grad_norm: 6.1303 2021-07-20 21:36:52,593 - mmaction - INFO - Epoch [149][1060/1879] lr: 4.525e-05, eta: 0:29:22, time: 0.565, data_time: 0.005, memory: 6921, loss_aux: 1.0174, top1_acc: 0.6242, top5_acc: 0.8160, loss_cls: 1.5993, loss: 2.6167, grad_norm: 6.2226 2021-07-20 21:37:04,358 - mmaction - INFO - Epoch [149][1080/1879] lr: 4.458e-05, eta: 0:29:09, time: 0.586, data_time: 0.001, memory: 6921, loss_aux: 1.0603, top1_acc: 0.5992, top5_acc: 0.8043, loss_cls: 1.7089, loss: 2.7692, grad_norm: 6.3025 2021-07-20 21:37:16,066 - mmaction - INFO - Epoch [149][1100/1879] lr: 4.392e-05, eta: 0:28:56, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.0256, top1_acc: 0.6160, top5_acc: 0.8219, loss_cls: 1.6122, loss: 2.6378, grad_norm: 6.1845 2021-07-20 21:37:28,392 - mmaction - INFO - Epoch [149][1120/1879] lr: 4.326e-05, eta: 0:28:43, time: 0.613, data_time: 0.001, memory: 6921, loss_aux: 1.0220, top1_acc: 0.6266, top5_acc: 0.8223, loss_cls: 1.6037, loss: 2.6257, grad_norm: 6.2606 2021-07-20 21:37:46,852 - mmaction - INFO - Epoch [149][1140/1879] lr: 4.261e-05, eta: 0:28:30, time: 0.923, data_time: 0.007, memory: 6921, loss_aux: 1.0258, top1_acc: 0.6180, top5_acc: 0.8172, loss_cls: 1.6249, loss: 2.6508, grad_norm: 6.2354 2021-07-20 21:37:58,573 - mmaction - INFO - Epoch [149][1160/1879] lr: 4.196e-05, eta: 0:28:17, time: 0.589, data_time: 0.007, memory: 6921, loss_aux: 1.0124, top1_acc: 0.6277, top5_acc: 0.8223, loss_cls: 1.5759, loss: 2.5882, grad_norm: 6.1592 2021-07-20 21:38:09,642 - mmaction - INFO - Epoch [149][1180/1879] lr: 4.131e-05, eta: 0:28:04, time: 0.554, data_time: 0.002, memory: 6921, loss_aux: 1.0603, top1_acc: 0.6051, top5_acc: 0.8141, loss_cls: 1.6614, loss: 2.7216, grad_norm: 6.2553 2021-07-20 21:38:23,535 - mmaction - INFO - Epoch [149][1200/1879] lr: 4.068e-05, eta: 0:27:51, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 0.9802, top1_acc: 0.6414, top5_acc: 0.8305, loss_cls: 1.5398, loss: 2.5199, grad_norm: 5.9985 2021-07-20 21:38:38,457 - mmaction - INFO - Epoch [149][1220/1879] lr: 4.004e-05, eta: 0:27:38, time: 0.735, data_time: 0.018, memory: 6921, loss_aux: 0.9983, top1_acc: 0.6301, top5_acc: 0.8187, loss_cls: 1.5730, loss: 2.5712, grad_norm: 6.1147 2021-07-20 21:38:49,984 - mmaction - INFO - Epoch [149][1240/1879] lr: 3.941e-05, eta: 0:27:25, time: 0.604, data_time: 0.030, memory: 6921, loss_aux: 1.0303, top1_acc: 0.6152, top5_acc: 0.8187, loss_cls: 1.6224, loss: 2.6527, grad_norm: 6.0760 2021-07-20 21:39:01,382 - mmaction - INFO - Epoch [149][1260/1879] lr: 3.879e-05, eta: 0:27:12, time: 0.568, data_time: 0.002, memory: 6921, loss_aux: 1.0132, top1_acc: 0.6344, top5_acc: 0.8207, loss_cls: 1.5873, loss: 2.6004, grad_norm: 6.1126 2021-07-20 21:39:21,704 - mmaction - INFO - Epoch [149][1280/1879] lr: 3.817e-05, eta: 0:26:59, time: 1.015, data_time: 0.014, memory: 6921, loss_aux: 1.0340, top1_acc: 0.6172, top5_acc: 0.8121, loss_cls: 1.6273, loss: 2.6612, grad_norm: 6.0773 2021-07-20 21:39:32,950 - mmaction - INFO - Epoch [149][1300/1879] lr: 3.756e-05, eta: 0:26:46, time: 0.565, data_time: 0.006, memory: 6921, loss_aux: 1.0177, top1_acc: 0.6461, top5_acc: 0.8297, loss_cls: 1.5685, loss: 2.5861, grad_norm: 6.1558 2021-07-20 21:39:51,140 - mmaction - INFO - Epoch [149][1320/1879] lr: 3.695e-05, eta: 0:26:33, time: 0.906, data_time: 0.001, memory: 6921, loss_aux: 1.0224, top1_acc: 0.6098, top5_acc: 0.8148, loss_cls: 1.6252, loss: 2.6476, grad_norm: 6.2755 2021-07-20 21:40:02,991 - mmaction - INFO - Epoch [149][1340/1879] lr: 3.635e-05, eta: 0:26:19, time: 0.594, data_time: 0.004, memory: 6921, loss_aux: 0.9996, top1_acc: 0.6266, top5_acc: 0.8309, loss_cls: 1.5627, loss: 2.5622, grad_norm: 6.1122 2021-07-20 21:40:14,221 - mmaction - INFO - Epoch [149][1360/1879] lr: 3.575e-05, eta: 0:26:06, time: 0.562, data_time: 0.004, memory: 6921, loss_aux: 1.0276, top1_acc: 0.5965, top5_acc: 0.8012, loss_cls: 1.6710, loss: 2.6986, grad_norm: 6.1410 2021-07-20 21:40:26,205 - mmaction - INFO - Epoch [149][1380/1879] lr: 3.516e-05, eta: 0:25:53, time: 0.599, data_time: 0.004, memory: 6921, loss_aux: 1.0208, top1_acc: 0.6270, top5_acc: 0.8152, loss_cls: 1.5997, loss: 2.6205, grad_norm: 6.2154 2021-07-20 21:40:38,204 - mmaction - INFO - Epoch [149][1400/1879] lr: 3.457e-05, eta: 0:25:40, time: 0.600, data_time: 0.002, memory: 6921, loss_aux: 1.0269, top1_acc: 0.6113, top5_acc: 0.8219, loss_cls: 1.6183, loss: 2.6452, grad_norm: 6.2171 2021-07-20 21:40:49,495 - mmaction - INFO - Epoch [149][1420/1879] lr: 3.398e-05, eta: 0:25:27, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.0274, top1_acc: 0.6090, top5_acc: 0.8137, loss_cls: 1.6367, loss: 2.6641, grad_norm: 6.1324 2021-07-20 21:41:01,799 - mmaction - INFO - Epoch [149][1440/1879] lr: 3.340e-05, eta: 0:25:14, time: 0.614, data_time: 0.001, memory: 6921, loss_aux: 1.0146, top1_acc: 0.6141, top5_acc: 0.8211, loss_cls: 1.6254, loss: 2.6400, grad_norm: 6.1889 2021-07-20 21:41:13,162 - mmaction - INFO - Epoch [149][1460/1879] lr: 3.283e-05, eta: 0:25:01, time: 0.565, data_time: 0.002, memory: 6921, loss_aux: 1.0148, top1_acc: 0.6191, top5_acc: 0.8184, loss_cls: 1.5999, loss: 2.6147, grad_norm: 6.1642 2021-07-20 21:41:24,477 - mmaction - INFO - Epoch [149][1480/1879] lr: 3.226e-05, eta: 0:24:48, time: 0.569, data_time: 0.004, memory: 6921, loss_aux: 1.0070, top1_acc: 0.6254, top5_acc: 0.8238, loss_cls: 1.5831, loss: 2.5901, grad_norm: 6.0020 2021-07-20 21:41:37,399 - mmaction - INFO - Epoch [149][1500/1879] lr: 3.170e-05, eta: 0:24:35, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 0.9954, top1_acc: 0.6332, top5_acc: 0.8352, loss_cls: 1.5662, loss: 2.5617, grad_norm: 6.1746 2021-07-20 21:41:50,261 - mmaction - INFO - Epoch [149][1520/1879] lr: 3.114e-05, eta: 0:24:22, time: 0.644, data_time: 0.005, memory: 6921, loss_aux: 1.0176, top1_acc: 0.6055, top5_acc: 0.8184, loss_cls: 1.6207, loss: 2.6383, grad_norm: 6.1723 2021-07-20 21:42:02,160 - mmaction - INFO - Epoch [149][1540/1879] lr: 3.059e-05, eta: 0:24:09, time: 0.594, data_time: 0.002, memory: 6921, loss_aux: 1.0104, top1_acc: 0.6281, top5_acc: 0.8184, loss_cls: 1.5813, loss: 2.5917, grad_norm: 6.0456 2021-07-20 21:42:23,835 - mmaction - INFO - Epoch [149][1560/1879] lr: 3.004e-05, eta: 0:23:56, time: 1.082, data_time: 0.003, memory: 6921, loss_aux: 0.9854, top1_acc: 0.6461, top5_acc: 0.8309, loss_cls: 1.5301, loss: 2.5155, grad_norm: 6.1373 2021-07-20 21:42:35,125 - mmaction - INFO - Epoch [149][1580/1879] lr: 2.949e-05, eta: 0:23:43, time: 0.566, data_time: 0.006, memory: 6921, loss_aux: 1.0663, top1_acc: 0.6020, top5_acc: 0.8059, loss_cls: 1.6792, loss: 2.7455, grad_norm: 6.2635 2021-07-20 21:42:46,409 - mmaction - INFO - Epoch [149][1600/1879] lr: 2.895e-05, eta: 0:23:30, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.0188, top1_acc: 0.6219, top5_acc: 0.8164, loss_cls: 1.6124, loss: 2.6312, grad_norm: 6.1116 2021-07-20 21:42:58,378 - mmaction - INFO - Epoch [149][1620/1879] lr: 2.842e-05, eta: 0:23:16, time: 0.598, data_time: 0.004, memory: 6921, loss_aux: 1.0248, top1_acc: 0.6141, top5_acc: 0.8141, loss_cls: 1.6118, loss: 2.6366, grad_norm: 6.1296 2021-07-20 21:43:11,157 - mmaction - INFO - Epoch [149][1640/1879] lr: 2.789e-05, eta: 0:23:03, time: 0.639, data_time: 0.002, memory: 6921, loss_aux: 1.0321, top1_acc: 0.6203, top5_acc: 0.8180, loss_cls: 1.6168, loss: 2.6490, grad_norm: 6.2819 2021-07-20 21:43:23,191 - mmaction - INFO - Epoch [149][1660/1879] lr: 2.737e-05, eta: 0:22:50, time: 0.601, data_time: 0.001, memory: 6921, loss_aux: 1.0258, top1_acc: 0.6074, top5_acc: 0.8160, loss_cls: 1.6267, loss: 2.6525, grad_norm: 6.1071 2021-07-20 21:43:41,119 - mmaction - INFO - Epoch [149][1680/1879] lr: 2.685e-05, eta: 0:22:37, time: 0.893, data_time: 0.003, memory: 6921, loss_aux: 1.0174, top1_acc: 0.6176, top5_acc: 0.8180, loss_cls: 1.5799, loss: 2.5973, grad_norm: 6.0370 2021-07-20 21:43:52,750 - mmaction - INFO - Epoch [149][1700/1879] lr: 2.633e-05, eta: 0:22:24, time: 0.585, data_time: 0.006, memory: 6921, loss_aux: 1.0109, top1_acc: 0.6270, top5_acc: 0.8250, loss_cls: 1.5942, loss: 2.6051, grad_norm: 6.1097 2021-07-20 21:44:10,236 - mmaction - INFO - Epoch [149][1720/1879] lr: 2.583e-05, eta: 0:22:11, time: 0.871, data_time: 0.002, memory: 6921, loss_aux: 1.0134, top1_acc: 0.6242, top5_acc: 0.8289, loss_cls: 1.5769, loss: 2.5904, grad_norm: 6.1794 2021-07-20 21:44:22,275 - mmaction - INFO - Epoch [149][1740/1879] lr: 2.532e-05, eta: 0:21:58, time: 0.606, data_time: 0.007, memory: 6921, loss_aux: 1.0233, top1_acc: 0.6078, top5_acc: 0.8234, loss_cls: 1.6086, loss: 2.6319, grad_norm: 6.2116 2021-07-20 21:44:34,543 - mmaction - INFO - Epoch [149][1760/1879] lr: 2.482e-05, eta: 0:21:45, time: 0.613, data_time: 0.003, memory: 6921, loss_aux: 0.9863, top1_acc: 0.6391, top5_acc: 0.8289, loss_cls: 1.5445, loss: 2.5308, grad_norm: 6.0721 2021-07-20 21:44:46,097 - mmaction - INFO - Epoch [149][1780/1879] lr: 2.433e-05, eta: 0:21:32, time: 0.578, data_time: 0.003, memory: 6921, loss_aux: 1.0449, top1_acc: 0.6098, top5_acc: 0.8148, loss_cls: 1.6544, loss: 2.6993, grad_norm: 6.2202 2021-07-20 21:44:58,431 - mmaction - INFO - Epoch [149][1800/1879] lr: 2.384e-05, eta: 0:21:19, time: 0.616, data_time: 0.003, memory: 6921, loss_aux: 1.0398, top1_acc: 0.6273, top5_acc: 0.8187, loss_cls: 1.6066, loss: 2.6463, grad_norm: 6.0850 2021-07-20 21:45:10,258 - mmaction - INFO - Epoch [149][1820/1879] lr: 2.335e-05, eta: 0:21:06, time: 0.593, data_time: 0.003, memory: 6921, loss_aux: 1.0206, top1_acc: 0.6199, top5_acc: 0.8234, loss_cls: 1.5879, loss: 2.6084, grad_norm: 6.0781 2021-07-20 21:45:21,483 - mmaction - INFO - Epoch [149][1840/1879] lr: 2.288e-05, eta: 0:20:53, time: 0.559, data_time: 0.001, memory: 6921, loss_aux: 1.0371, top1_acc: 0.6188, top5_acc: 0.8102, loss_cls: 1.6493, loss: 2.6864, grad_norm: 6.2219 2021-07-20 21:45:33,519 - mmaction - INFO - Epoch [149][1860/1879] lr: 2.240e-05, eta: 0:20:40, time: 0.603, data_time: 0.003, memory: 6921, loss_aux: 1.0456, top1_acc: 0.6133, top5_acc: 0.8141, loss_cls: 1.6335, loss: 2.6791, grad_norm: 6.2297 2021-07-20 21:45:43,803 - mmaction - INFO - Saving checkpoint at 149 epochs 2021-07-20 21:46:07,416 - mmaction - INFO - Epoch [150][20/1879] lr: 2.149e-05, eta: 0:20:14, time: 0.818, data_time: 0.163, memory: 6921, loss_aux: 1.0253, top1_acc: 0.6266, top5_acc: 0.8215, loss_cls: 1.6043, loss: 2.6296, grad_norm: 6.2210 2021-07-20 21:46:21,111 - mmaction - INFO - Epoch [150][40/1879] lr: 2.103e-05, eta: 0:20:01, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.0497, top1_acc: 0.6152, top5_acc: 0.8098, loss_cls: 1.6567, loss: 2.7064, grad_norm: 6.2686 2021-07-20 21:46:32,781 - mmaction - INFO - Epoch [150][60/1879] lr: 2.058e-05, eta: 0:19:48, time: 0.586, data_time: 0.008, memory: 6921, loss_aux: 1.0366, top1_acc: 0.6094, top5_acc: 0.8133, loss_cls: 1.6475, loss: 2.6841, grad_norm: 6.2463 2021-07-20 21:46:45,683 - mmaction - INFO - Epoch [150][80/1879] lr: 2.013e-05, eta: 0:19:35, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 1.0139, top1_acc: 0.6379, top5_acc: 0.8254, loss_cls: 1.5657, loss: 2.5796, grad_norm: 6.1650 2021-07-20 21:46:58,022 - mmaction - INFO - Epoch [150][100/1879] lr: 1.968e-05, eta: 0:19:22, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.0206, top1_acc: 0.6219, top5_acc: 0.8148, loss_cls: 1.6271, loss: 2.6476, grad_norm: 6.1325 2021-07-20 21:47:13,067 - mmaction - INFO - Epoch [150][120/1879] lr: 1.924e-05, eta: 0:19:09, time: 0.752, data_time: 0.002, memory: 6921, loss_aux: 1.0072, top1_acc: 0.6297, top5_acc: 0.8211, loss_cls: 1.5929, loss: 2.6002, grad_norm: 6.0984 2021-07-20 21:47:27,033 - mmaction - INFO - Epoch [150][140/1879] lr: 1.881e-05, eta: 0:18:56, time: 0.697, data_time: 0.003, memory: 6921, loss_aux: 1.0341, top1_acc: 0.6113, top5_acc: 0.8227, loss_cls: 1.6392, loss: 2.6733, grad_norm: 6.3137 2021-07-20 21:47:40,316 - mmaction - INFO - Epoch [150][160/1879] lr: 1.838e-05, eta: 0:18:43, time: 0.663, data_time: 0.004, memory: 6921, loss_aux: 1.0338, top1_acc: 0.6145, top5_acc: 0.8180, loss_cls: 1.6145, loss: 2.6483, grad_norm: 6.1027 2021-07-20 21:47:54,102 - mmaction - INFO - Epoch [150][180/1879] lr: 1.795e-05, eta: 0:18:30, time: 0.688, data_time: 0.005, memory: 6921, loss_aux: 1.0141, top1_acc: 0.6281, top5_acc: 0.8277, loss_cls: 1.5623, loss: 2.5764, grad_norm: 6.1647 2021-07-20 21:48:06,112 - mmaction - INFO - Epoch [150][200/1879] lr: 1.753e-05, eta: 0:18:16, time: 0.603, data_time: 0.005, memory: 6921, loss_aux: 1.0105, top1_acc: 0.6258, top5_acc: 0.8156, loss_cls: 1.5893, loss: 2.5998, grad_norm: 6.1326 2021-07-20 21:48:17,640 - mmaction - INFO - Epoch [150][220/1879] lr: 1.712e-05, eta: 0:18:03, time: 0.577, data_time: 0.004, memory: 6921, loss_aux: 1.0215, top1_acc: 0.6262, top5_acc: 0.8211, loss_cls: 1.5940, loss: 2.6155, grad_norm: 6.1226 2021-07-20 21:48:29,629 - mmaction - INFO - Epoch [150][240/1879] lr: 1.671e-05, eta: 0:17:50, time: 0.599, data_time: 0.003, memory: 6921, loss_aux: 1.0171, top1_acc: 0.6215, top5_acc: 0.8164, loss_cls: 1.6159, loss: 2.6330, grad_norm: 6.2672 2021-07-20 21:48:42,013 - mmaction - INFO - Epoch [150][260/1879] lr: 1.630e-05, eta: 0:17:37, time: 0.616, data_time: 0.002, memory: 6921, loss_aux: 1.0462, top1_acc: 0.6191, top5_acc: 0.8203, loss_cls: 1.6551, loss: 2.7013, grad_norm: 6.2074 2021-07-20 21:48:53,786 - mmaction - INFO - Epoch [150][280/1879] lr: 1.590e-05, eta: 0:17:24, time: 0.591, data_time: 0.005, memory: 6921, loss_aux: 1.0416, top1_acc: 0.6121, top5_acc: 0.8121, loss_cls: 1.6515, loss: 2.6931, grad_norm: 6.2581 2021-07-20 21:49:08,862 - mmaction - INFO - Epoch [150][300/1879] lr: 1.551e-05, eta: 0:17:11, time: 0.751, data_time: 0.002, memory: 6921, loss_aux: 0.9984, top1_acc: 0.6281, top5_acc: 0.8301, loss_cls: 1.5723, loss: 2.5707, grad_norm: 6.1695 2021-07-20 21:49:21,469 - mmaction - INFO - Epoch [150][320/1879] lr: 1.512e-05, eta: 0:16:58, time: 0.633, data_time: 0.005, memory: 6921, loss_aux: 1.0103, top1_acc: 0.6258, top5_acc: 0.8066, loss_cls: 1.6168, loss: 2.6271, grad_norm: 6.2082 2021-07-20 21:49:32,987 - mmaction - INFO - Epoch [150][340/1879] lr: 1.473e-05, eta: 0:16:45, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 1.0423, top1_acc: 0.6043, top5_acc: 0.8055, loss_cls: 1.6772, loss: 2.7196, grad_norm: 6.2242 2021-07-20 21:49:46,405 - mmaction - INFO - Epoch [150][360/1879] lr: 1.435e-05, eta: 0:16:32, time: 0.645, data_time: 0.002, memory: 6921, loss_aux: 1.0428, top1_acc: 0.6031, top5_acc: 0.8078, loss_cls: 1.6662, loss: 2.7090, grad_norm: 6.2611 2021-07-20 21:49:57,764 - mmaction - INFO - Epoch [150][380/1879] lr: 1.398e-05, eta: 0:16:19, time: 0.594, data_time: 0.028, memory: 6921, loss_aux: 1.0153, top1_acc: 0.6168, top5_acc: 0.8266, loss_cls: 1.6026, loss: 2.6178, grad_norm: 6.0912 2021-07-20 21:50:09,081 - mmaction - INFO - Epoch [150][400/1879] lr: 1.361e-05, eta: 0:16:06, time: 0.565, data_time: 0.001, memory: 6921, loss_aux: 1.0206, top1_acc: 0.6262, top5_acc: 0.8133, loss_cls: 1.6172, loss: 2.6378, grad_norm: 6.1717 2021-07-20 21:50:23,974 - mmaction - INFO - Epoch [150][420/1879] lr: 1.324e-05, eta: 0:15:53, time: 0.744, data_time: 0.002, memory: 6921, loss_aux: 1.0299, top1_acc: 0.6266, top5_acc: 0.8195, loss_cls: 1.6068, loss: 2.6367, grad_norm: 6.1303 2021-07-20 21:50:35,024 - mmaction - INFO - Epoch [150][440/1879] lr: 1.288e-05, eta: 0:15:40, time: 0.553, data_time: 0.003, memory: 6921, loss_aux: 1.0198, top1_acc: 0.6250, top5_acc: 0.8121, loss_cls: 1.6250, loss: 2.6449, grad_norm: 6.1318 2021-07-20 21:50:46,775 - mmaction - INFO - Epoch [150][460/1879] lr: 1.253e-05, eta: 0:15:27, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.0182, top1_acc: 0.6305, top5_acc: 0.8211, loss_cls: 1.5895, loss: 2.6077, grad_norm: 6.1013 2021-07-20 21:50:58,574 - mmaction - INFO - Epoch [150][480/1879] lr: 1.218e-05, eta: 0:15:13, time: 0.589, data_time: 0.001, memory: 6921, loss_aux: 1.0044, top1_acc: 0.6148, top5_acc: 0.8184, loss_cls: 1.5865, loss: 2.5910, grad_norm: 6.1193 2021-07-20 21:51:11,232 - mmaction - INFO - Epoch [150][500/1879] lr: 1.183e-05, eta: 0:15:00, time: 0.632, data_time: 0.003, memory: 6921, loss_aux: 1.0446, top1_acc: 0.6172, top5_acc: 0.8187, loss_cls: 1.6179, loss: 2.6626, grad_norm: 6.1382 2021-07-20 21:51:22,714 - mmaction - INFO - Epoch [150][520/1879] lr: 1.149e-05, eta: 0:14:47, time: 0.575, data_time: 0.003, memory: 6921, loss_aux: 1.0179, top1_acc: 0.6156, top5_acc: 0.8277, loss_cls: 1.5683, loss: 2.5861, grad_norm: 6.1184 2021-07-20 21:51:35,870 - mmaction - INFO - Epoch [150][540/1879] lr: 1.115e-05, eta: 0:14:34, time: 0.656, data_time: 0.011, memory: 6921, loss_aux: 1.0126, top1_acc: 0.6215, top5_acc: 0.8289, loss_cls: 1.5921, loss: 2.6047, grad_norm: 6.0830 2021-07-20 21:51:49,511 - mmaction - INFO - Epoch [150][560/1879] lr: 1.082e-05, eta: 0:14:21, time: 0.683, data_time: 0.009, memory: 6921, loss_aux: 1.0243, top1_acc: 0.6121, top5_acc: 0.8141, loss_cls: 1.6208, loss: 2.6452, grad_norm: 6.1943 2021-07-20 21:52:01,229 - mmaction - INFO - Epoch [150][580/1879] lr: 1.050e-05, eta: 0:14:08, time: 0.587, data_time: 0.003, memory: 6921, loss_aux: 1.0098, top1_acc: 0.6281, top5_acc: 0.8344, loss_cls: 1.5501, loss: 2.5599, grad_norm: 5.9921 2021-07-20 21:52:14,140 - mmaction - INFO - Epoch [150][600/1879] lr: 1.018e-05, eta: 0:13:55, time: 0.643, data_time: 0.002, memory: 6921, loss_aux: 0.9894, top1_acc: 0.6375, top5_acc: 0.8320, loss_cls: 1.5246, loss: 2.5140, grad_norm: 6.1261 2021-07-20 21:52:25,525 - mmaction - INFO - Epoch [150][620/1879] lr: 9.862e-06, eta: 0:13:42, time: 0.571, data_time: 0.004, memory: 6921, loss_aux: 1.0122, top1_acc: 0.6199, top5_acc: 0.8223, loss_cls: 1.5810, loss: 2.5931, grad_norm: 6.1298 2021-07-20 21:52:40,661 - mmaction - INFO - Epoch [150][640/1879] lr: 9.551e-06, eta: 0:13:29, time: 0.757, data_time: 0.003, memory: 6921, loss_aux: 0.9802, top1_acc: 0.6379, top5_acc: 0.8402, loss_cls: 1.5093, loss: 2.4895, grad_norm: 5.9827 2021-07-20 21:52:52,889 - mmaction - INFO - Epoch [150][660/1879] lr: 9.246e-06, eta: 0:13:16, time: 0.612, data_time: 0.005, memory: 6921, loss_aux: 1.0039, top1_acc: 0.6207, top5_acc: 0.8254, loss_cls: 1.6057, loss: 2.6096, grad_norm: 6.1781 2021-07-20 21:53:04,501 - mmaction - INFO - Epoch [150][680/1879] lr: 8.945e-06, eta: 0:13:03, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 0.9558, top1_acc: 0.6406, top5_acc: 0.8258, loss_cls: 1.5248, loss: 2.4806, grad_norm: 6.0369 2021-07-20 21:53:16,117 - mmaction - INFO - Epoch [150][700/1879] lr: 8.650e-06, eta: 0:12:50, time: 0.585, data_time: 0.010, memory: 6921, loss_aux: 1.0116, top1_acc: 0.6289, top5_acc: 0.8262, loss_cls: 1.5690, loss: 2.5806, grad_norm: 6.2118 2021-07-20 21:53:28,500 - mmaction - INFO - Epoch [150][720/1879] lr: 8.359e-06, eta: 0:12:37, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.0557, top1_acc: 0.6133, top5_acc: 0.8055, loss_cls: 1.6718, loss: 2.7275, grad_norm: 6.2694 2021-07-20 21:53:39,874 - mmaction - INFO - Epoch [150][740/1879] lr: 8.073e-06, eta: 0:12:24, time: 0.569, data_time: 0.002, memory: 6921, loss_aux: 1.0061, top1_acc: 0.6312, top5_acc: 0.8152, loss_cls: 1.5870, loss: 2.5931, grad_norm: 6.0730 2021-07-20 21:53:52,016 - mmaction - INFO - Epoch [150][760/1879] lr: 7.792e-06, eta: 0:12:11, time: 0.608, data_time: 0.006, memory: 6921, loss_aux: 1.0105, top1_acc: 0.6281, top5_acc: 0.8250, loss_cls: 1.5949, loss: 2.6055, grad_norm: 5.9659 2021-07-20 21:54:10,720 - mmaction - INFO - Epoch [150][780/1879] lr: 7.516e-06, eta: 0:11:57, time: 0.932, data_time: 0.004, memory: 6921, loss_aux: 1.0379, top1_acc: 0.6152, top5_acc: 0.8137, loss_cls: 1.6521, loss: 2.6901, grad_norm: 6.2108 2021-07-20 21:54:21,944 - mmaction - INFO - Epoch [150][800/1879] lr: 7.246e-06, eta: 0:11:44, time: 0.564, data_time: 0.005, memory: 6921, loss_aux: 0.9956, top1_acc: 0.6414, top5_acc: 0.8293, loss_cls: 1.5347, loss: 2.5303, grad_norm: 5.9976 2021-07-20 21:54:35,084 - mmaction - INFO - Epoch [150][820/1879] lr: 6.980e-06, eta: 0:11:31, time: 0.657, data_time: 0.002, memory: 6921, loss_aux: 1.0348, top1_acc: 0.6156, top5_acc: 0.8180, loss_cls: 1.6409, loss: 2.6757, grad_norm: 6.1717 2021-07-20 21:54:47,117 - mmaction - INFO - Epoch [150][840/1879] lr: 6.719e-06, eta: 0:11:18, time: 0.602, data_time: 0.004, memory: 6921, loss_aux: 1.0176, top1_acc: 0.6277, top5_acc: 0.8328, loss_cls: 1.5811, loss: 2.5987, grad_norm: 6.1985 2021-07-20 21:54:59,080 - mmaction - INFO - Epoch [150][860/1879] lr: 6.463e-06, eta: 0:11:05, time: 0.599, data_time: 0.002, memory: 6921, loss_aux: 1.0396, top1_acc: 0.6070, top5_acc: 0.8117, loss_cls: 1.6530, loss: 2.6926, grad_norm: 6.2489 2021-07-20 21:55:12,259 - mmaction - INFO - Epoch [150][880/1879] lr: 6.212e-06, eta: 0:10:52, time: 0.657, data_time: 0.001, memory: 6921, loss_aux: 1.0527, top1_acc: 0.6082, top5_acc: 0.8156, loss_cls: 1.6394, loss: 2.6920, grad_norm: 6.2998 2021-07-20 21:55:23,865 - mmaction - INFO - Epoch [150][900/1879] lr: 5.966e-06, eta: 0:10:39, time: 0.582, data_time: 0.005, memory: 6921, loss_aux: 1.0028, top1_acc: 0.6102, top5_acc: 0.8316, loss_cls: 1.5685, loss: 2.5714, grad_norm: 6.1204 2021-07-20 21:55:37,752 - mmaction - INFO - Epoch [150][920/1879] lr: 5.725e-06, eta: 0:10:26, time: 0.694, data_time: 0.003, memory: 6921, loss_aux: 0.9765, top1_acc: 0.6336, top5_acc: 0.8438, loss_cls: 1.5156, loss: 2.4921, grad_norm: 5.9663 2021-07-20 21:55:49,231 - mmaction - INFO - Epoch [150][940/1879] lr: 5.489e-06, eta: 0:10:13, time: 0.573, data_time: 0.002, memory: 6921, loss_aux: 0.9806, top1_acc: 0.6238, top5_acc: 0.8297, loss_cls: 1.5315, loss: 2.5121, grad_norm: 5.9898 2021-07-20 21:56:02,434 - mmaction - INFO - Epoch [150][960/1879] lr: 5.258e-06, eta: 0:10:00, time: 0.658, data_time: 0.004, memory: 6921, loss_aux: 1.0449, top1_acc: 0.6090, top5_acc: 0.8141, loss_cls: 1.6280, loss: 2.6729, grad_norm: 6.1695 2021-07-20 21:56:13,614 - mmaction - INFO - Epoch [150][980/1879] lr: 5.032e-06, eta: 0:09:47, time: 0.561, data_time: 0.004, memory: 6921, loss_aux: 1.0112, top1_acc: 0.6305, top5_acc: 0.8293, loss_cls: 1.5387, loss: 2.5500, grad_norm: 6.0582 2021-07-20 21:56:28,127 - mmaction - INFO - Epoch [150][1000/1879] lr: 4.811e-06, eta: 0:09:34, time: 0.725, data_time: 0.001, memory: 6921, loss_aux: 0.9969, top1_acc: 0.6301, top5_acc: 0.8187, loss_cls: 1.5849, loss: 2.5818, grad_norm: 6.1396 2021-07-20 21:56:40,334 - mmaction - INFO - Epoch [150][1020/1879] lr: 4.594e-06, eta: 0:09:21, time: 0.611, data_time: 0.004, memory: 6921, loss_aux: 1.0002, top1_acc: 0.6348, top5_acc: 0.8301, loss_cls: 1.5719, loss: 2.5720, grad_norm: 6.1395 2021-07-20 21:56:52,153 - mmaction - INFO - Epoch [150][1040/1879] lr: 4.383e-06, eta: 0:09:08, time: 0.592, data_time: 0.003, memory: 6921, loss_aux: 0.9850, top1_acc: 0.6355, top5_acc: 0.8230, loss_cls: 1.5542, loss: 2.5393, grad_norm: 6.0103 2021-07-20 21:57:03,592 - mmaction - INFO - Epoch [150][1060/1879] lr: 4.177e-06, eta: 0:08:55, time: 0.570, data_time: 0.002, memory: 6921, loss_aux: 1.0104, top1_acc: 0.6258, top5_acc: 0.8160, loss_cls: 1.5996, loss: 2.6100, grad_norm: 6.0713 2021-07-20 21:57:15,544 - mmaction - INFO - Epoch [150][1080/1879] lr: 3.976e-06, eta: 0:08:41, time: 0.600, data_time: 0.003, memory: 6921, loss_aux: 1.0348, top1_acc: 0.6125, top5_acc: 0.8102, loss_cls: 1.6403, loss: 2.6750, grad_norm: 6.1746 2021-07-20 21:57:29,632 - mmaction - INFO - Epoch [150][1100/1879] lr: 3.779e-06, eta: 0:08:28, time: 0.702, data_time: 0.003, memory: 6921, loss_aux: 1.0077, top1_acc: 0.6348, top5_acc: 0.8164, loss_cls: 1.5865, loss: 2.5941, grad_norm: 6.1454 2021-07-20 21:57:44,960 - mmaction - INFO - Epoch [150][1120/1879] lr: 3.588e-06, eta: 0:08:15, time: 0.769, data_time: 0.006, memory: 6921, loss_aux: 1.0314, top1_acc: 0.6152, top5_acc: 0.8129, loss_cls: 1.6272, loss: 2.6587, grad_norm: 6.2096 2021-07-20 21:57:57,023 - mmaction - INFO - Epoch [150][1140/1879] lr: 3.402e-06, eta: 0:08:02, time: 0.603, data_time: 0.002, memory: 6921, loss_aux: 1.0406, top1_acc: 0.6266, top5_acc: 0.8164, loss_cls: 1.6427, loss: 2.6833, grad_norm: 6.1823 2021-07-20 21:58:08,967 - mmaction - INFO - Epoch [150][1160/1879] lr: 3.220e-06, eta: 0:07:49, time: 0.596, data_time: 0.002, memory: 6921, loss_aux: 1.0198, top1_acc: 0.6223, top5_acc: 0.8207, loss_cls: 1.6004, loss: 2.6202, grad_norm: 6.1629 2021-07-20 21:58:20,360 - mmaction - INFO - Epoch [150][1180/1879] lr: 3.044e-06, eta: 0:07:36, time: 0.570, data_time: 0.003, memory: 6921, loss_aux: 1.0271, top1_acc: 0.6238, top5_acc: 0.8133, loss_cls: 1.6090, loss: 2.6360, grad_norm: 6.0289 2021-07-20 21:58:32,681 - mmaction - INFO - Epoch [150][1200/1879] lr: 2.872e-06, eta: 0:07:23, time: 0.615, data_time: 0.002, memory: 6921, loss_aux: 1.0178, top1_acc: 0.6152, top5_acc: 0.8234, loss_cls: 1.6150, loss: 2.6328, grad_norm: 6.1853 2021-07-20 21:58:44,261 - mmaction - INFO - Epoch [150][1220/1879] lr: 2.706e-06, eta: 0:07:10, time: 0.580, data_time: 0.003, memory: 6921, loss_aux: 1.0082, top1_acc: 0.6234, top5_acc: 0.8250, loss_cls: 1.5773, loss: 2.5856, grad_norm: 6.1682 2021-07-20 21:58:56,540 - mmaction - INFO - Epoch [150][1240/1879] lr: 2.544e-06, eta: 0:06:57, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.0149, top1_acc: 0.6156, top5_acc: 0.8285, loss_cls: 1.5894, loss: 2.6042, grad_norm: 6.1316 2021-07-20 21:59:08,017 - mmaction - INFO - Epoch [150][1260/1879] lr: 2.388e-06, eta: 0:06:44, time: 0.574, data_time: 0.003, memory: 6921, loss_aux: 1.0141, top1_acc: 0.6402, top5_acc: 0.8164, loss_cls: 1.5967, loss: 2.6108, grad_norm: 6.0401 2021-07-20 21:59:23,940 - mmaction - INFO - Epoch [150][1280/1879] lr: 2.236e-06, eta: 0:06:31, time: 0.792, data_time: 0.003, memory: 6921, loss_aux: 1.0534, top1_acc: 0.6039, top5_acc: 0.8074, loss_cls: 1.6819, loss: 2.7352, grad_norm: 6.2890 2021-07-20 21:59:35,218 - mmaction - INFO - Epoch [150][1300/1879] lr: 2.090e-06, eta: 0:06:18, time: 0.568, data_time: 0.006, memory: 6921, loss_aux: 1.0143, top1_acc: 0.6164, top5_acc: 0.8199, loss_cls: 1.5979, loss: 2.6122, grad_norm: 6.1212 2021-07-20 21:59:47,950 - mmaction - INFO - Epoch [150][1320/1879] lr: 1.948e-06, eta: 0:06:05, time: 0.636, data_time: 0.002, memory: 6921, loss_aux: 1.0084, top1_acc: 0.6285, top5_acc: 0.8063, loss_cls: 1.6014, loss: 2.6098, grad_norm: 6.1278 2021-07-20 21:59:59,469 - mmaction - INFO - Epoch [150][1340/1879] lr: 1.811e-06, eta: 0:05:52, time: 0.576, data_time: 0.002, memory: 6921, loss_aux: 0.9971, top1_acc: 0.6281, top5_acc: 0.8328, loss_cls: 1.5276, loss: 2.5247, grad_norm: 6.1659 2021-07-20 22:00:10,916 - mmaction - INFO - Epoch [150][1360/1879] lr: 1.680e-06, eta: 0:05:39, time: 0.573, data_time: 0.003, memory: 6921, loss_aux: 1.0333, top1_acc: 0.6109, top5_acc: 0.8191, loss_cls: 1.6285, loss: 2.6618, grad_norm: 6.3081 2021-07-20 22:00:22,668 - mmaction - INFO - Epoch [150][1380/1879] lr: 1.553e-06, eta: 0:05:25, time: 0.588, data_time: 0.002, memory: 6921, loss_aux: 1.0091, top1_acc: 0.6234, top5_acc: 0.8273, loss_cls: 1.5959, loss: 2.6050, grad_norm: 6.1528 2021-07-20 22:00:34,256 - mmaction - INFO - Epoch [150][1400/1879] lr: 1.431e-06, eta: 0:05:12, time: 0.580, data_time: 0.002, memory: 6921, loss_aux: 1.0152, top1_acc: 0.6297, top5_acc: 0.8137, loss_cls: 1.5916, loss: 2.6069, grad_norm: 6.1288 2021-07-20 22:00:45,735 - mmaction - INFO - Epoch [150][1420/1879] lr: 1.314e-06, eta: 0:04:59, time: 0.573, data_time: 0.001, memory: 6921, loss_aux: 0.9929, top1_acc: 0.6320, top5_acc: 0.8305, loss_cls: 1.5587, loss: 2.5516, grad_norm: 5.9978 2021-07-20 22:00:57,259 - mmaction - INFO - Epoch [150][1440/1879] lr: 1.203e-06, eta: 0:04:46, time: 0.576, data_time: 0.003, memory: 6921, loss_aux: 1.0437, top1_acc: 0.6016, top5_acc: 0.8187, loss_cls: 1.6700, loss: 2.7137, grad_norm: 6.1999 2021-07-20 22:01:08,560 - mmaction - INFO - Epoch [150][1460/1879] lr: 1.096e-06, eta: 0:04:33, time: 0.565, data_time: 0.003, memory: 6921, loss_aux: 1.0217, top1_acc: 0.6215, top5_acc: 0.8211, loss_cls: 1.6131, loss: 2.6348, grad_norm: 6.1994 2021-07-20 22:01:23,087 - mmaction - INFO - Epoch [150][1480/1879] lr: 9.939e-07, eta: 0:04:20, time: 0.726, data_time: 0.002, memory: 6921, loss_aux: 1.0267, top1_acc: 0.6188, top5_acc: 0.8207, loss_cls: 1.6042, loss: 2.6310, grad_norm: 6.1277 2021-07-20 22:01:36,459 - mmaction - INFO - Epoch [150][1500/1879] lr: 8.970e-07, eta: 0:04:07, time: 0.669, data_time: 0.003, memory: 6921, loss_aux: 1.0044, top1_acc: 0.6168, top5_acc: 0.8254, loss_cls: 1.5679, loss: 2.5724, grad_norm: 6.0421 2021-07-20 22:01:50,477 - mmaction - INFO - Epoch [150][1520/1879] lr: 8.051e-07, eta: 0:03:54, time: 0.701, data_time: 0.008, memory: 6921, loss_aux: 0.9929, top1_acc: 0.6242, top5_acc: 0.8305, loss_cls: 1.5594, loss: 2.5523, grad_norm: 6.0593 2021-07-20 22:02:02,560 - mmaction - INFO - Epoch [150][1540/1879] lr: 7.181e-07, eta: 0:03:41, time: 0.602, data_time: 0.002, memory: 6921, loss_aux: 1.0423, top1_acc: 0.6133, top5_acc: 0.8070, loss_cls: 1.6548, loss: 2.6971, grad_norm: 6.1962 2021-07-20 22:02:14,919 - mmaction - INFO - Epoch [150][1560/1879] lr: 6.361e-07, eta: 0:03:28, time: 0.619, data_time: 0.004, memory: 6921, loss_aux: 1.0481, top1_acc: 0.6055, top5_acc: 0.8121, loss_cls: 1.6590, loss: 2.7071, grad_norm: 6.1994 2021-07-20 22:02:26,593 - mmaction - INFO - Epoch [150][1580/1879] lr: 5.591e-07, eta: 0:03:15, time: 0.584, data_time: 0.005, memory: 6921, loss_aux: 1.0221, top1_acc: 0.6238, top5_acc: 0.8211, loss_cls: 1.5920, loss: 2.6142, grad_norm: 6.1627 2021-07-20 22:02:40,153 - mmaction - INFO - Epoch [150][1600/1879] lr: 4.870e-07, eta: 0:03:02, time: 0.678, data_time: 0.002, memory: 6921, loss_aux: 1.0517, top1_acc: 0.6152, top5_acc: 0.8145, loss_cls: 1.6568, loss: 2.7086, grad_norm: 6.2020 2021-07-20 22:02:53,174 - mmaction - INFO - Epoch [150][1620/1879] lr: 4.199e-07, eta: 0:02:49, time: 0.650, data_time: 0.002, memory: 6921, loss_aux: 1.0314, top1_acc: 0.6055, top5_acc: 0.8262, loss_cls: 1.6262, loss: 2.6576, grad_norm: 6.2160 2021-07-20 22:03:07,925 - mmaction - INFO - Epoch [150][1640/1879] lr: 3.578e-07, eta: 0:02:36, time: 0.737, data_time: 0.003, memory: 6921, loss_aux: 1.0469, top1_acc: 0.6141, top5_acc: 0.8195, loss_cls: 1.6601, loss: 2.7071, grad_norm: 6.2142 2021-07-20 22:03:19,648 - mmaction - INFO - Epoch [150][1660/1879] lr: 3.007e-07, eta: 0:02:23, time: 0.588, data_time: 0.005, memory: 6921, loss_aux: 1.0164, top1_acc: 0.6293, top5_acc: 0.8207, loss_cls: 1.5921, loss: 2.6085, grad_norm: 6.0703 2021-07-20 22:03:32,728 - mmaction - INFO - Epoch [150][1680/1879] lr: 2.485e-07, eta: 0:02:09, time: 0.651, data_time: 0.002, memory: 6921, loss_aux: 1.0045, top1_acc: 0.6414, top5_acc: 0.8336, loss_cls: 1.5429, loss: 2.5474, grad_norm: 6.0882 2021-07-20 22:03:48,991 - mmaction - INFO - Epoch [150][1700/1879] lr: 2.013e-07, eta: 0:01:56, time: 0.798, data_time: 0.005, memory: 6921, loss_aux: 1.0204, top1_acc: 0.6094, top5_acc: 0.8203, loss_cls: 1.6083, loss: 2.6287, grad_norm: 6.1309 2021-07-20 22:04:01,698 - mmaction - INFO - Epoch [150][1720/1879] lr: 1.590e-07, eta: 0:01:43, time: 0.653, data_time: 0.022, memory: 6921, loss_aux: 1.0155, top1_acc: 0.6203, top5_acc: 0.8164, loss_cls: 1.5988, loss: 2.6143, grad_norm: 6.0569 2021-07-20 22:04:15,362 - mmaction - INFO - Epoch [150][1740/1879] lr: 1.218e-07, eta: 0:01:30, time: 0.682, data_time: 0.002, memory: 6921, loss_aux: 1.0514, top1_acc: 0.6078, top5_acc: 0.8125, loss_cls: 1.6611, loss: 2.7125, grad_norm: 6.2453 2021-07-20 22:04:27,591 - mmaction - INFO - Epoch [150][1760/1879] lr: 8.945e-08, eta: 0:01:17, time: 0.613, data_time: 0.004, memory: 6921, loss_aux: 1.0116, top1_acc: 0.6148, top5_acc: 0.8297, loss_cls: 1.5804, loss: 2.5920, grad_norm: 6.2697 2021-07-20 22:04:42,591 - mmaction - INFO - Epoch [150][1780/1879] lr: 6.212e-08, eta: 0:01:04, time: 0.747, data_time: 0.002, memory: 6921, loss_aux: 1.0326, top1_acc: 0.6223, top5_acc: 0.8195, loss_cls: 1.6150, loss: 2.6476, grad_norm: 6.3173 2021-07-20 22:05:04,631 - mmaction - INFO - Epoch [150][1800/1879] lr: 3.976e-08, eta: 0:00:51, time: 1.103, data_time: 0.006, memory: 6921, loss_aux: 1.0086, top1_acc: 0.6215, top5_acc: 0.8203, loss_cls: 1.5896, loss: 2.5982, grad_norm: 6.1614 2021-07-20 22:05:15,929 - mmaction - INFO - Epoch [150][1820/1879] lr: 2.236e-08, eta: 0:00:38, time: 0.568, data_time: 0.004, memory: 6921, loss_aux: 1.0390, top1_acc: 0.6148, top5_acc: 0.8063, loss_cls: 1.6310, loss: 2.6700, grad_norm: 6.2131 2021-07-20 22:05:27,447 - mmaction - INFO - Epoch [150][1840/1879] lr: 9.939e-09, eta: 0:00:25, time: 0.576, data_time: 0.001, memory: 6921, loss_aux: 1.0208, top1_acc: 0.6246, top5_acc: 0.8305, loss_cls: 1.6072, loss: 2.6279, grad_norm: 6.2103 2021-07-20 22:05:39,727 - mmaction - INFO - Epoch [150][1860/1879] lr: 2.485e-09, eta: 0:00:12, time: 0.614, data_time: 0.002, memory: 6921, loss_aux: 1.0115, top1_acc: 0.6266, top5_acc: 0.8336, loss_cls: 1.5771, loss: 2.5886, grad_norm: 6.1244 2021-07-20 22:05:49,888 - mmaction - INFO - Saving checkpoint at 150 epochs