2021-06-17 10:32:45,538 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.15.0+1b39778 ------------------------------------------------------------ 2021-06-17 10:32:45,539 - mmaction - INFO - Distributed training: True 2021-06-17 10:32:46,909 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), 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 = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train' data_root_val = 'data/kinetics400/rawframes_val' ann_file_train = 'data/kinetics400/kinetics_train_list_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_hd320.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_hd320.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), 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='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=2), test_dataloader=dict(videos_per_gpu=2), train=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics_train_list_hd320.txt', data_prefix='data/kinetics400/rawframes_train', pipeline=[ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), 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='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics_val_list_hd320.txt', data_prefix='data/kinetics400/rawframes_val', pipeline=[ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics_val_list_hd320.txt', data_prefix='data/kinetics400/rawframes_val', pipeline=[ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=40, gpu_collect=True) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.02, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 work_dir = './work_dirs/tsm_r50_dense_1x1x8_50e_kinetics400_rgb/' gpu_ids = range(0, 16) omnisource = False module_hooks = [] 2021-06-17 10:32:50,793 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-06-17 10:32:53,141 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-217, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tsm_r50_dense_1x1x8_50e_kinetics400_rgb 2021-06-17 10:32:53,141 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-06-17 10:34:05,897 - mmaction - INFO - Epoch [1][20/1879] lr: 2.000e-02, eta: 3 days, 22:54:04, time: 3.637, data_time: 2.892, memory: 7080, top1_acc: 0.0102, top5_acc: 0.0473, loss_cls: 6.2133, loss: 6.2133, grad_norm: 2.8584 2021-06-17 10:34:16,907 - mmaction - INFO - Epoch [1][40/1879] lr: 2.000e-02, eta: 2 days, 6:36:33, time: 0.550, data_time: 0.003, memory: 7080, top1_acc: 0.0508, top5_acc: 0.1488, loss_cls: 5.5956, loss: 5.5956, grad_norm: 3.3287 2021-06-17 10:34:27,887 - mmaction - INFO - Epoch [1][60/1879] lr: 2.000e-02, eta: 1 day, 17:10:42, time: 0.550, data_time: 0.003, memory: 7080, top1_acc: 0.0813, top5_acc: 0.2094, loss_cls: 5.1333, loss: 5.1333, grad_norm: 4.0370 2021-06-17 10:34:38,915 - mmaction - INFO - Epoch [1][80/1879] lr: 2.000e-02, eta: 1 day, 10:28:00, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.1094, top5_acc: 0.2629, loss_cls: 4.8816, loss: 4.8816, grad_norm: 4.2711 2021-06-17 10:34:49,933 - mmaction - INFO - Epoch [1][100/1879] lr: 2.000e-02, eta: 1 day, 6:26:39, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.1234, top5_acc: 0.2816, loss_cls: 4.6760, loss: 4.6760, grad_norm: 4.3502 2021-06-17 10:35:00,960 - mmaction - INFO - Epoch [1][120/1879] lr: 2.000e-02, eta: 1 day, 3:45:23, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.1273, top5_acc: 0.2887, loss_cls: 4.5922, loss: 4.5922, grad_norm: 4.4540 2021-06-17 10:35:12,000 - mmaction - INFO - Epoch [1][140/1879] lr: 2.000e-02, eta: 1 day, 1:50:37, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.1320, top5_acc: 0.3332, loss_cls: 4.4273, loss: 4.4273, grad_norm: 4.4268 2021-06-17 10:35:23,034 - mmaction - INFO - Epoch [1][160/1879] lr: 2.000e-02, eta: 1 day, 0:24:09, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.1523, top5_acc: 0.3484, loss_cls: 4.4025, loss: 4.4025, grad_norm: 4.4770 2021-06-17 10:35:34,085 - mmaction - INFO - Epoch [1][180/1879] lr: 2.000e-02, eta: 23:17:17, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.1488, top5_acc: 0.3508, loss_cls: 4.3174, loss: 4.3174, grad_norm: 4.4975 2021-06-17 10:35:45,168 - mmaction - INFO - Epoch [1][200/1879] lr: 2.000e-02, eta: 22:23:44, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.1508, top5_acc: 0.3602, loss_cls: 4.2990, loss: 4.2990, grad_norm: 4.4967 2021-06-17 10:35:56,293 - mmaction - INFO - Epoch [1][220/1879] lr: 2.000e-02, eta: 21:40:24, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.1695, top5_acc: 0.3762, loss_cls: 4.1651, loss: 4.1651, grad_norm: 4.5297 2021-06-17 10:36:07,519 - mmaction - INFO - Epoch [1][240/1879] lr: 2.000e-02, eta: 21:04:44, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.1703, top5_acc: 0.3773, loss_cls: 4.1177, loss: 4.1177, grad_norm: 4.4194 2021-06-17 10:36:18,699 - mmaction - INFO - Epoch [1][260/1879] lr: 2.000e-02, eta: 20:34:27, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.1719, top5_acc: 0.3820, loss_cls: 4.0962, loss: 4.0962, grad_norm: 4.4866 2021-06-17 10:36:29,934 - mmaction - INFO - Epoch [1][280/1879] lr: 2.000e-02, eta: 20:08:34, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.1684, top5_acc: 0.3937, loss_cls: 4.0605, loss: 4.0605, grad_norm: 4.4814 2021-06-17 10:36:41,231 - mmaction - INFO - Epoch [1][300/1879] lr: 2.000e-02, eta: 19:46:38, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.1848, top5_acc: 0.3980, loss_cls: 4.0442, loss: 4.0442, grad_norm: 4.4852 2021-06-17 10:36:52,474 - mmaction - INFO - Epoch [1][320/1879] lr: 2.000e-02, eta: 19:27:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.1945, top5_acc: 0.4188, loss_cls: 3.9340, loss: 3.9340, grad_norm: 4.3615 2021-06-17 10:37:03,726 - mmaction - INFO - Epoch [1][340/1879] lr: 2.000e-02, eta: 19:09:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.1945, top5_acc: 0.4121, loss_cls: 3.9787, loss: 3.9787, grad_norm: 4.4070 2021-06-17 10:37:15,065 - mmaction - INFO - Epoch [1][360/1879] lr: 2.000e-02, eta: 18:54:46, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2012, top5_acc: 0.4344, loss_cls: 3.8767, loss: 3.8767, grad_norm: 4.4082 2021-06-17 10:37:26,313 - mmaction - INFO - Epoch [1][380/1879] lr: 2.000e-02, eta: 18:41:02, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.1852, top5_acc: 0.4070, loss_cls: 3.9746, loss: 3.9746, grad_norm: 4.3993 2021-06-17 10:37:37,638 - mmaction - INFO - Epoch [1][400/1879] lr: 2.000e-02, eta: 18:28:50, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.2039, top5_acc: 0.4328, loss_cls: 3.8356, loss: 3.8356, grad_norm: 4.4096 2021-06-17 10:37:48,930 - mmaction - INFO - Epoch [1][420/1879] lr: 2.000e-02, eta: 18:17:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2137, top5_acc: 0.4328, loss_cls: 3.8201, loss: 3.8201, grad_norm: 4.3055 2021-06-17 10:38:00,212 - mmaction - INFO - Epoch [1][440/1879] lr: 2.000e-02, eta: 18:07:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2090, top5_acc: 0.4520, loss_cls: 3.7501, loss: 3.7501, grad_norm: 4.3584 2021-06-17 10:38:11,529 - mmaction - INFO - Epoch [1][460/1879] lr: 2.000e-02, eta: 17:58:26, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.2109, top5_acc: 0.4324, loss_cls: 3.7955, loss: 3.7955, grad_norm: 4.5487 2021-06-17 10:38:22,824 - mmaction - INFO - Epoch [1][480/1879] lr: 2.000e-02, eta: 17:49:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2125, top5_acc: 0.4516, loss_cls: 3.7909, loss: 3.7909, grad_norm: 4.4663 2021-06-17 10:38:34,139 - mmaction - INFO - Epoch [1][500/1879] lr: 2.000e-02, eta: 17:42:10, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2184, top5_acc: 0.4406, loss_cls: 3.7882, loss: 3.7882, grad_norm: 4.4340 2021-06-17 10:38:45,517 - mmaction - INFO - Epoch [1][520/1879] lr: 2.000e-02, eta: 17:35:07, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.2297, top5_acc: 0.4574, loss_cls: 3.7310, loss: 3.7310, grad_norm: 4.2943 2021-06-17 10:38:56,789 - mmaction - INFO - Epoch [1][540/1879] lr: 2.000e-02, eta: 17:28:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2133, top5_acc: 0.4590, loss_cls: 3.7349, loss: 3.7349, grad_norm: 4.2755 2021-06-17 10:39:08,053 - mmaction - INFO - Epoch [1][560/1879] lr: 2.000e-02, eta: 17:21:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2281, top5_acc: 0.4754, loss_cls: 3.6479, loss: 3.6479, grad_norm: 4.4434 2021-06-17 10:39:19,362 - mmaction - INFO - Epoch [1][580/1879] lr: 2.000e-02, eta: 17:16:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2328, top5_acc: 0.4590, loss_cls: 3.7094, loss: 3.7094, grad_norm: 4.4594 2021-06-17 10:39:30,655 - mmaction - INFO - Epoch [1][600/1879] lr: 2.000e-02, eta: 17:10:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2313, top5_acc: 0.4637, loss_cls: 3.6794, loss: 3.6794, grad_norm: 4.2991 2021-06-17 10:39:41,961 - mmaction - INFO - Epoch [1][620/1879] lr: 2.000e-02, eta: 17:05:38, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2344, top5_acc: 0.4777, loss_cls: 3.6474, loss: 3.6474, grad_norm: 4.3027 2021-06-17 10:39:53,263 - mmaction - INFO - Epoch [1][640/1879] lr: 2.000e-02, eta: 17:00:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2496, top5_acc: 0.4836, loss_cls: 3.6148, loss: 3.6148, grad_norm: 4.3534 2021-06-17 10:40:04,589 - mmaction - INFO - Epoch [1][660/1879] lr: 2.000e-02, eta: 16:56:22, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.2539, top5_acc: 0.4941, loss_cls: 3.5573, loss: 3.5573, grad_norm: 4.4499 2021-06-17 10:40:15,922 - mmaction - INFO - Epoch [1][680/1879] lr: 2.000e-02, eta: 16:52:08, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2551, top5_acc: 0.5020, loss_cls: 3.4973, loss: 3.4973, grad_norm: 4.4389 2021-06-17 10:40:27,151 - mmaction - INFO - Epoch [1][700/1879] lr: 2.000e-02, eta: 16:47:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.2473, top5_acc: 0.4891, loss_cls: 3.5903, loss: 3.5903, grad_norm: 4.3156 2021-06-17 10:40:38,433 - mmaction - INFO - Epoch [1][720/1879] lr: 2.000e-02, eta: 16:44:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2500, top5_acc: 0.5074, loss_cls: 3.5069, loss: 3.5069, grad_norm: 4.3340 2021-06-17 10:40:49,777 - mmaction - INFO - Epoch [1][740/1879] lr: 2.000e-02, eta: 16:40:35, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.2609, top5_acc: 0.5160, loss_cls: 3.5010, loss: 3.5010, grad_norm: 4.4412 2021-06-17 10:41:01,059 - mmaction - INFO - Epoch [1][760/1879] lr: 2.000e-02, eta: 16:37:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2437, top5_acc: 0.4848, loss_cls: 3.5693, loss: 3.5693, grad_norm: 4.3525 2021-06-17 10:41:12,397 - mmaction - INFO - Epoch [1][780/1879] lr: 2.000e-02, eta: 16:33:53, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.2512, top5_acc: 0.4996, loss_cls: 3.5120, loss: 3.5120, grad_norm: 4.4412 2021-06-17 10:41:23,704 - mmaction - INFO - Epoch [1][800/1879] lr: 2.000e-02, eta: 16:30:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2570, top5_acc: 0.5129, loss_cls: 3.4651, loss: 3.4651, grad_norm: 4.3796 2021-06-17 10:41:34,977 - mmaction - INFO - Epoch [1][820/1879] lr: 2.000e-02, eta: 16:27:45, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2336, top5_acc: 0.4930, loss_cls: 3.6063, loss: 3.6063, grad_norm: 4.2792 2021-06-17 10:41:46,286 - mmaction - INFO - Epoch [1][840/1879] lr: 2.000e-02, eta: 16:24:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.2707, top5_acc: 0.5117, loss_cls: 3.4842, loss: 3.4842, grad_norm: 4.3910 2021-06-17 10:41:57,571 - mmaction - INFO - Epoch [1][860/1879] lr: 2.000e-02, eta: 16:22:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.2504, top5_acc: 0.5070, loss_cls: 3.5090, loss: 3.5090, grad_norm: 4.3606 2021-06-17 10:42:08,883 - mmaction - INFO - Epoch [1][880/1879] lr: 2.000e-02, eta: 16:19:34, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2734, top5_acc: 0.5328, loss_cls: 3.3470, loss: 3.3470, grad_norm: 4.3335 2021-06-17 10:42:20,136 - mmaction - INFO - Epoch [1][900/1879] lr: 2.000e-02, eta: 16:16:59, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.2547, top5_acc: 0.5020, loss_cls: 3.5158, loss: 3.5158, grad_norm: 4.3784 2021-06-17 10:42:31,415 - mmaction - INFO - Epoch [1][920/1879] lr: 2.000e-02, eta: 16:14:32, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.2613, top5_acc: 0.5094, loss_cls: 3.4595, loss: 3.4595, grad_norm: 4.4562 2021-06-17 10:42:42,616 - mmaction - INFO - Epoch [1][940/1879] lr: 2.000e-02, eta: 16:12:05, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.2723, top5_acc: 0.5234, loss_cls: 3.4201, loss: 3.4201, grad_norm: 4.2613 2021-06-17 10:42:53,883 - mmaction - INFO - Epoch [1][960/1879] lr: 2.000e-02, eta: 16:09:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2535, top5_acc: 0.5121, loss_cls: 3.4418, loss: 3.4418, grad_norm: 4.3279 2021-06-17 10:43:05,261 - mmaction - INFO - Epoch [1][980/1879] lr: 2.000e-02, eta: 16:07:48, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.2727, top5_acc: 0.5109, loss_cls: 3.4445, loss: 3.4445, grad_norm: 4.3678 2021-06-17 10:43:16,559 - mmaction - INFO - Epoch [1][1000/1879] lr: 2.000e-02, eta: 16:05:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2625, top5_acc: 0.5152, loss_cls: 3.4517, loss: 3.4517, grad_norm: 4.2572 2021-06-17 10:43:27,902 - mmaction - INFO - Epoch [1][1020/1879] lr: 2.000e-02, eta: 16:03:49, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.2684, top5_acc: 0.5160, loss_cls: 3.4152, loss: 3.4152, grad_norm: 4.2308 2021-06-17 10:43:39,174 - mmaction - INFO - Epoch [1][1040/1879] lr: 2.000e-02, eta: 16:01:51, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2781, top5_acc: 0.5305, loss_cls: 3.3845, loss: 3.3845, grad_norm: 4.3424 2021-06-17 10:43:50,423 - mmaction - INFO - Epoch [1][1060/1879] lr: 2.000e-02, eta: 15:59:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2730, top5_acc: 0.5270, loss_cls: 3.3993, loss: 3.3993, grad_norm: 4.2842 2021-06-17 10:44:01,679 - mmaction - INFO - Epoch [1][1080/1879] lr: 2.000e-02, eta: 15:58:05, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.2855, top5_acc: 0.5512, loss_cls: 3.2703, loss: 3.2703, grad_norm: 4.2482 2021-06-17 10:44:12,973 - mmaction - INFO - Epoch [1][1100/1879] lr: 2.000e-02, eta: 15:56:22, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.2746, top5_acc: 0.5312, loss_cls: 3.3741, loss: 3.3741, grad_norm: 4.2361 2021-06-17 10:44:24,310 - mmaction - INFO - Epoch [1][1120/1879] lr: 2.000e-02, eta: 15:54:44, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2637, top5_acc: 0.5430, loss_cls: 3.3548, loss: 3.3548, grad_norm: 4.2953 2021-06-17 10:44:35,567 - mmaction - INFO - Epoch [1][1140/1879] lr: 2.000e-02, eta: 15:53:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.2781, top5_acc: 0.5250, loss_cls: 3.4351, loss: 3.4351, grad_norm: 4.2876 2021-06-17 10:44:46,801 - mmaction - INFO - Epoch [1][1160/1879] lr: 2.000e-02, eta: 15:51:24, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.2859, top5_acc: 0.5355, loss_cls: 3.2989, loss: 3.2989, grad_norm: 4.2930 2021-06-17 10:44:58,037 - mmaction - INFO - Epoch [1][1180/1879] lr: 2.000e-02, eta: 15:49:48, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.2687, top5_acc: 0.5266, loss_cls: 3.3825, loss: 3.3825, grad_norm: 4.3286 2021-06-17 10:45:09,309 - mmaction - INFO - Epoch [1][1200/1879] lr: 2.000e-02, eta: 15:48:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2687, top5_acc: 0.5348, loss_cls: 3.3453, loss: 3.3453, grad_norm: 4.2115 2021-06-17 10:45:20,620 - mmaction - INFO - Epoch [1][1220/1879] lr: 2.000e-02, eta: 15:46:53, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.2848, top5_acc: 0.5285, loss_cls: 3.3342, loss: 3.3342, grad_norm: 4.1928 2021-06-17 10:45:31,927 - mmaction - INFO - Epoch [1][1240/1879] lr: 2.000e-02, eta: 15:45:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2914, top5_acc: 0.5379, loss_cls: 3.3109, loss: 3.3109, grad_norm: 4.3224 2021-06-17 10:45:43,211 - mmaction - INFO - Epoch [1][1260/1879] lr: 2.000e-02, eta: 15:44:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2961, top5_acc: 0.5449, loss_cls: 3.2488, loss: 3.2488, grad_norm: 4.2565 2021-06-17 10:45:54,523 - mmaction - INFO - Epoch [1][1280/1879] lr: 2.000e-02, eta: 15:42:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2840, top5_acc: 0.5527, loss_cls: 3.2480, loss: 3.2480, grad_norm: 4.1594 2021-06-17 10:46:05,836 - mmaction - INFO - Epoch [1][1300/1879] lr: 2.000e-02, eta: 15:41:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.2805, top5_acc: 0.5434, loss_cls: 3.2845, loss: 3.2845, grad_norm: 4.2169 2021-06-17 10:46:17,028 - mmaction - INFO - Epoch [1][1320/1879] lr: 2.000e-02, eta: 15:40:10, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.2906, top5_acc: 0.5426, loss_cls: 3.3099, loss: 3.3099, grad_norm: 4.2364 2021-06-17 10:46:28,312 - mmaction - INFO - Epoch [1][1340/1879] lr: 2.000e-02, eta: 15:38:56, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.2820, top5_acc: 0.5434, loss_cls: 3.3098, loss: 3.3098, grad_norm: 4.0910 2021-06-17 10:46:39,570 - mmaction - INFO - Epoch [1][1360/1879] lr: 2.000e-02, eta: 15:37:41, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.3051, top5_acc: 0.5590, loss_cls: 3.2572, loss: 3.2572, grad_norm: 4.1835 2021-06-17 10:46:50,835 - mmaction - INFO - Epoch [1][1380/1879] lr: 2.000e-02, eta: 15:36:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3109, top5_acc: 0.5641, loss_cls: 3.1946, loss: 3.1946, grad_norm: 4.1093 2021-06-17 10:47:02,064 - mmaction - INFO - Epoch [1][1400/1879] lr: 2.000e-02, eta: 15:35:17, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.2941, top5_acc: 0.5586, loss_cls: 3.2228, loss: 3.2228, grad_norm: 4.1590 2021-06-17 10:47:13,403 - mmaction - INFO - Epoch [1][1420/1879] lr: 2.000e-02, eta: 15:34:15, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.2996, top5_acc: 0.5664, loss_cls: 3.1810, loss: 3.1810, grad_norm: 4.1983 2021-06-17 10:47:24,747 - mmaction - INFO - Epoch [1][1440/1879] lr: 2.000e-02, eta: 15:33:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.2938, top5_acc: 0.5398, loss_cls: 3.2862, loss: 3.2862, grad_norm: 4.2191 2021-06-17 10:47:36,039 - mmaction - INFO - Epoch [1][1460/1879] lr: 2.000e-02, eta: 15:32:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3035, top5_acc: 0.5531, loss_cls: 3.2176, loss: 3.2176, grad_norm: 4.3617 2021-06-17 10:47:47,304 - mmaction - INFO - Epoch [1][1480/1879] lr: 2.000e-02, eta: 15:31:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.3012, top5_acc: 0.5516, loss_cls: 3.2600, loss: 3.2600, grad_norm: 4.3077 2021-06-17 10:47:58,511 - mmaction - INFO - Epoch [1][1500/1879] lr: 2.000e-02, eta: 15:29:59, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.2949, top5_acc: 0.5473, loss_cls: 3.2829, loss: 3.2829, grad_norm: 4.0727 2021-06-17 10:48:09,782 - mmaction - INFO - Epoch [1][1520/1879] lr: 2.000e-02, eta: 15:28:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2988, top5_acc: 0.5434, loss_cls: 3.2654, loss: 3.2654, grad_norm: 4.1973 2021-06-17 10:48:21,068 - mmaction - INFO - Epoch [1][1540/1879] lr: 2.000e-02, eta: 15:28:00, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.2953, top5_acc: 0.5555, loss_cls: 3.2740, loss: 3.2740, grad_norm: 4.2285 2021-06-17 10:48:32,323 - mmaction - INFO - Epoch [1][1560/1879] lr: 2.000e-02, eta: 15:27:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.2859, top5_acc: 0.5355, loss_cls: 3.3080, loss: 3.3080, grad_norm: 4.1680 2021-06-17 10:48:43,679 - mmaction - INFO - Epoch [1][1580/1879] lr: 2.000e-02, eta: 15:26:09, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.3039, top5_acc: 0.5629, loss_cls: 3.1681, loss: 3.1681, grad_norm: 4.3385 2021-06-17 10:48:54,943 - mmaction - INFO - Epoch [1][1600/1879] lr: 2.000e-02, eta: 15:25:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.2918, top5_acc: 0.5637, loss_cls: 3.2262, loss: 3.2262, grad_norm: 4.1100 2021-06-17 10:49:06,185 - mmaction - INFO - Epoch [1][1620/1879] lr: 2.000e-02, eta: 15:24:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.3254, top5_acc: 0.5574, loss_cls: 3.1890, loss: 3.1890, grad_norm: 4.2623 2021-06-17 10:49:17,425 - mmaction - INFO - Epoch [1][1640/1879] lr: 2.000e-02, eta: 15:23:20, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3094, top5_acc: 0.5566, loss_cls: 3.2164, loss: 3.2164, grad_norm: 4.1620 2021-06-17 10:49:28,736 - mmaction - INFO - Epoch [1][1660/1879] lr: 2.000e-02, eta: 15:22:30, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3176, top5_acc: 0.5742, loss_cls: 3.1352, loss: 3.1352, grad_norm: 4.0365 2021-06-17 10:49:39,950 - mmaction - INFO - Epoch [1][1680/1879] lr: 2.000e-02, eta: 15:21:34, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.3039, top5_acc: 0.5699, loss_cls: 3.1616, loss: 3.1616, grad_norm: 4.1871 2021-06-17 10:49:51,232 - mmaction - INFO - Epoch [1][1700/1879] lr: 2.000e-02, eta: 15:20:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3230, top5_acc: 0.5652, loss_cls: 3.1787, loss: 3.1787, grad_norm: 4.1343 2021-06-17 10:50:02,550 - mmaction - INFO - Epoch [1][1720/1879] lr: 2.000e-02, eta: 15:19:57, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3082, top5_acc: 0.5488, loss_cls: 3.1975, loss: 3.1975, grad_norm: 4.1453 2021-06-17 10:50:13,831 - mmaction - INFO - Epoch [1][1740/1879] lr: 2.000e-02, eta: 15:19:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.3254, top5_acc: 0.5617, loss_cls: 3.1391, loss: 3.1391, grad_norm: 4.1340 2021-06-17 10:50:25,073 - mmaction - INFO - Epoch [1][1760/1879] lr: 2.000e-02, eta: 15:18:19, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.2969, top5_acc: 0.5578, loss_cls: 3.2285, loss: 3.2285, grad_norm: 4.1526 2021-06-17 10:50:36,391 - mmaction - INFO - Epoch [1][1780/1879] lr: 2.000e-02, eta: 15:17:35, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3098, top5_acc: 0.5582, loss_cls: 3.1795, loss: 3.1795, grad_norm: 4.2657 2021-06-17 10:50:47,710 - mmaction - INFO - Epoch [1][1800/1879] lr: 2.000e-02, eta: 15:16:50, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.2938, top5_acc: 0.5605, loss_cls: 3.1745, loss: 3.1745, grad_norm: 4.2806 2021-06-17 10:50:58,966 - mmaction - INFO - Epoch [1][1820/1879] lr: 2.000e-02, eta: 15:16:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3023, top5_acc: 0.5617, loss_cls: 3.2105, loss: 3.2105, grad_norm: 4.1400 2021-06-17 10:51:10,237 - mmaction - INFO - Epoch [1][1840/1879] lr: 2.000e-02, eta: 15:15:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3117, top5_acc: 0.5727, loss_cls: 3.1507, loss: 3.1507, grad_norm: 4.1452 2021-06-17 10:51:21,567 - mmaction - INFO - Epoch [1][1860/1879] lr: 2.000e-02, eta: 15:14:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3113, top5_acc: 0.5695, loss_cls: 3.1578, loss: 3.1578, grad_norm: 4.1409 2021-06-17 10:51:38,197 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-17 10:53:27,103 - mmaction - INFO - Epoch [2][20/1879] lr: 2.000e-02, eta: 16:22:45, time: 5.403, data_time: 4.835, memory: 7080, top1_acc: 0.3273, top5_acc: 0.5863, loss_cls: 3.0568, loss: 3.0568, grad_norm: 4.2667 2021-06-17 10:53:38,086 - mmaction - INFO - Epoch [2][40/1879] lr: 2.000e-02, eta: 16:21:05, time: 0.549, data_time: 0.002, memory: 7080, top1_acc: 0.3418, top5_acc: 0.5941, loss_cls: 3.0280, loss: 3.0280, grad_norm: 4.2485 2021-06-17 10:53:49,118 - mmaction - INFO - Epoch [2][60/1879] lr: 2.000e-02, eta: 16:19:28, time: 0.550, data_time: 0.002, memory: 7080, top1_acc: 0.3289, top5_acc: 0.5922, loss_cls: 3.0786, loss: 3.0786, grad_norm: 4.1830 2021-06-17 10:54:00,150 - mmaction - INFO - Epoch [2][80/1879] lr: 2.000e-02, eta: 16:17:54, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.3391, top5_acc: 0.6012, loss_cls: 3.0103, loss: 3.0103, grad_norm: 4.1516 2021-06-17 10:54:11,173 - mmaction - INFO - Epoch [2][100/1879] lr: 2.000e-02, eta: 16:16:20, time: 0.550, data_time: 0.002, memory: 7080, top1_acc: 0.3324, top5_acc: 0.5859, loss_cls: 3.0725, loss: 3.0725, grad_norm: 4.0912 2021-06-17 10:54:22,220 - mmaction - INFO - Epoch [2][120/1879] lr: 2.000e-02, eta: 16:14:50, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.3234, top5_acc: 0.5902, loss_cls: 3.0603, loss: 3.0603, grad_norm: 4.1883 2021-06-17 10:54:33,404 - mmaction - INFO - Epoch [2][140/1879] lr: 2.000e-02, eta: 16:13:27, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.3109, top5_acc: 0.5766, loss_cls: 3.1100, loss: 3.1100, grad_norm: 4.1168 2021-06-17 10:54:44,638 - mmaction - INFO - Epoch [2][160/1879] lr: 2.000e-02, eta: 16:12:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3137, top5_acc: 0.5820, loss_cls: 3.0671, loss: 3.0671, grad_norm: 4.1735 2021-06-17 10:54:55,934 - mmaction - INFO - Epoch [2][180/1879] lr: 2.000e-02, eta: 16:10:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3281, top5_acc: 0.5805, loss_cls: 3.0546, loss: 3.0546, grad_norm: 4.0790 2021-06-17 10:55:09,515 - mmaction - INFO - Epoch [2][200/1879] lr: 2.000e-02, eta: 16:11:18, time: 0.677, data_time: 0.002, memory: 7080, top1_acc: 0.3316, top5_acc: 0.5707, loss_cls: 3.1101, loss: 3.1101, grad_norm: 4.1598 2021-06-17 10:55:20,863 - mmaction - INFO - Epoch [2][220/1879] lr: 2.000e-02, eta: 16:10:09, time: 0.569, data_time: 0.004, memory: 7080, top1_acc: 0.3227, top5_acc: 0.5762, loss_cls: 3.0912, loss: 3.0912, grad_norm: 4.0854 2021-06-17 10:55:32,128 - mmaction - INFO - Epoch [2][240/1879] lr: 2.000e-02, eta: 16:08:55, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3383, top5_acc: 0.5875, loss_cls: 3.0673, loss: 3.0673, grad_norm: 4.1007 2021-06-17 10:55:43,458 - mmaction - INFO - Epoch [2][260/1879] lr: 2.000e-02, eta: 16:07:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3355, top5_acc: 0.5801, loss_cls: 3.0715, loss: 3.0715, grad_norm: 4.1323 2021-06-17 10:55:54,792 - mmaction - INFO - Epoch [2][280/1879] lr: 2.000e-02, eta: 16:06:37, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3375, top5_acc: 0.6039, loss_cls: 2.9822, loss: 2.9822, grad_norm: 4.1787 2021-06-17 10:56:06,174 - mmaction - INFO - Epoch [2][300/1879] lr: 2.000e-02, eta: 16:05:31, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3273, top5_acc: 0.5777, loss_cls: 3.0523, loss: 3.0523, grad_norm: 4.1260 2021-06-17 10:56:17,495 - mmaction - INFO - Epoch [2][320/1879] lr: 2.000e-02, eta: 16:04:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3430, top5_acc: 0.5863, loss_cls: 3.0618, loss: 3.0618, grad_norm: 4.0313 2021-06-17 10:56:28,869 - mmaction - INFO - Epoch [2][340/1879] lr: 2.000e-02, eta: 16:03:20, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3215, top5_acc: 0.5828, loss_cls: 3.0807, loss: 3.0807, grad_norm: 4.0770 2021-06-17 10:56:40,173 - mmaction - INFO - Epoch [2][360/1879] lr: 2.000e-02, eta: 16:02:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3324, top5_acc: 0.5930, loss_cls: 3.0268, loss: 3.0268, grad_norm: 4.1339 2021-06-17 10:56:51,426 - mmaction - INFO - Epoch [2][380/1879] lr: 2.000e-02, eta: 16:01:07, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3246, top5_acc: 0.5805, loss_cls: 3.1226, loss: 3.1226, grad_norm: 4.1590 2021-06-17 10:57:02,762 - mmaction - INFO - Epoch [2][400/1879] lr: 2.000e-02, eta: 16:00:05, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3449, top5_acc: 0.5801, loss_cls: 3.0050, loss: 3.0050, grad_norm: 4.0237 2021-06-17 10:57:14,077 - mmaction - INFO - Epoch [2][420/1879] lr: 2.000e-02, eta: 15:59:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3293, top5_acc: 0.5965, loss_cls: 2.9883, loss: 2.9883, grad_norm: 4.1412 2021-06-17 10:57:25,349 - mmaction - INFO - Epoch [2][440/1879] lr: 2.000e-02, eta: 15:57:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.3301, top5_acc: 0.6020, loss_cls: 3.0212, loss: 3.0212, grad_norm: 4.2889 2021-06-17 10:57:36,716 - mmaction - INFO - Epoch [2][460/1879] lr: 2.000e-02, eta: 15:57:00, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3312, top5_acc: 0.5918, loss_cls: 2.9650, loss: 2.9650, grad_norm: 3.9520 2021-06-17 10:57:47,996 - mmaction - INFO - Epoch [2][480/1879] lr: 2.000e-02, eta: 15:55:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3434, top5_acc: 0.5965, loss_cls: 2.9872, loss: 2.9872, grad_norm: 4.1319 2021-06-17 10:57:59,334 - mmaction - INFO - Epoch [2][500/1879] lr: 2.000e-02, eta: 15:55:01, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3488, top5_acc: 0.6020, loss_cls: 2.9720, loss: 2.9720, grad_norm: 4.0880 2021-06-17 10:58:10,639 - mmaction - INFO - Epoch [2][520/1879] lr: 2.000e-02, eta: 15:54:03, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.3242, top5_acc: 0.5738, loss_cls: 3.0753, loss: 3.0753, grad_norm: 4.1729 2021-06-17 10:58:21,861 - mmaction - INFO - Epoch [2][540/1879] lr: 2.000e-02, eta: 15:53:01, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3406, top5_acc: 0.6016, loss_cls: 3.0284, loss: 3.0284, grad_norm: 4.1836 2021-06-17 10:58:33,180 - mmaction - INFO - Epoch [2][560/1879] lr: 2.000e-02, eta: 15:52:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3461, top5_acc: 0.6027, loss_cls: 2.9823, loss: 2.9823, grad_norm: 4.0725 2021-06-17 10:58:44,452 - mmaction - INFO - Epoch [2][580/1879] lr: 2.000e-02, eta: 15:51:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3566, top5_acc: 0.6082, loss_cls: 2.9435, loss: 2.9435, grad_norm: 4.0646 2021-06-17 10:58:55,731 - mmaction - INFO - Epoch [2][600/1879] lr: 2.000e-02, eta: 15:50:11, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.3430, top5_acc: 0.6086, loss_cls: 2.9611, loss: 2.9611, grad_norm: 4.2230 2021-06-17 10:59:06,981 - mmaction - INFO - Epoch [2][620/1879] lr: 2.000e-02, eta: 15:49:13, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.3512, top5_acc: 0.6117, loss_cls: 3.0058, loss: 3.0058, grad_norm: 4.1336 2021-06-17 10:59:18,254 - mmaction - INFO - Epoch [2][640/1879] lr: 2.000e-02, eta: 15:48:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3359, top5_acc: 0.5965, loss_cls: 3.0078, loss: 3.0078, grad_norm: 4.1261 2021-06-17 10:59:29,537 - mmaction - INFO - Epoch [2][660/1879] lr: 2.000e-02, eta: 15:47:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3590, top5_acc: 0.6000, loss_cls: 2.9418, loss: 2.9418, grad_norm: 4.0196 2021-06-17 10:59:40,864 - mmaction - INFO - Epoch [2][680/1879] lr: 2.000e-02, eta: 15:46:32, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3426, top5_acc: 0.5871, loss_cls: 3.0118, loss: 3.0118, grad_norm: 4.0969 2021-06-17 10:59:52,112 - mmaction - INFO - Epoch [2][700/1879] lr: 2.000e-02, eta: 15:45:37, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3516, top5_acc: 0.6109, loss_cls: 2.9087, loss: 2.9087, grad_norm: 4.0295 2021-06-17 11:00:03,432 - mmaction - INFO - Epoch [2][720/1879] lr: 2.000e-02, eta: 15:44:47, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3477, top5_acc: 0.5930, loss_cls: 2.9921, loss: 2.9921, grad_norm: 4.0311 2021-06-17 11:00:14,694 - mmaction - INFO - Epoch [2][740/1879] lr: 2.000e-02, eta: 15:43:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3398, top5_acc: 0.5980, loss_cls: 2.9940, loss: 2.9940, grad_norm: 4.0849 2021-06-17 11:00:25,997 - mmaction - INFO - Epoch [2][760/1879] lr: 2.000e-02, eta: 15:43:04, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.3344, top5_acc: 0.6020, loss_cls: 3.0242, loss: 3.0242, grad_norm: 4.2346 2021-06-17 11:00:37,227 - mmaction - INFO - Epoch [2][780/1879] lr: 2.000e-02, eta: 15:42:11, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3441, top5_acc: 0.6039, loss_cls: 2.9874, loss: 2.9874, grad_norm: 4.0164 2021-06-17 11:00:48,537 - mmaction - INFO - Epoch [2][800/1879] lr: 2.000e-02, eta: 15:41:22, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3426, top5_acc: 0.6039, loss_cls: 2.9369, loss: 2.9369, grad_norm: 4.1111 2021-06-17 11:00:59,803 - mmaction - INFO - Epoch [2][820/1879] lr: 2.000e-02, eta: 15:40:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3438, top5_acc: 0.5980, loss_cls: 2.9720, loss: 2.9720, grad_norm: 4.0475 2021-06-17 11:01:11,087 - mmaction - INFO - Epoch [2][840/1879] lr: 2.000e-02, eta: 15:39:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3395, top5_acc: 0.6008, loss_cls: 2.9914, loss: 2.9914, grad_norm: 3.9758 2021-06-17 11:01:22,339 - mmaction - INFO - Epoch [2][860/1879] lr: 2.000e-02, eta: 15:38:54, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3531, top5_acc: 0.6160, loss_cls: 2.9002, loss: 2.9002, grad_norm: 4.0570 2021-06-17 11:01:33,667 - mmaction - INFO - Epoch [2][880/1879] lr: 2.000e-02, eta: 15:38:08, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3422, top5_acc: 0.6043, loss_cls: 2.9803, loss: 2.9803, grad_norm: 3.9219 2021-06-17 11:01:44,888 - mmaction - INFO - Epoch [2][900/1879] lr: 2.000e-02, eta: 15:37:18, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.3406, top5_acc: 0.6066, loss_cls: 2.9972, loss: 2.9972, grad_norm: 4.0377 2021-06-17 11:01:56,112 - mmaction - INFO - Epoch [2][920/1879] lr: 2.000e-02, eta: 15:36:30, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.3590, top5_acc: 0.5996, loss_cls: 2.9367, loss: 2.9367, grad_norm: 4.0052 2021-06-17 11:02:07,361 - mmaction - INFO - Epoch [2][940/1879] lr: 2.000e-02, eta: 15:35:43, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3512, top5_acc: 0.6059, loss_cls: 2.9570, loss: 2.9570, grad_norm: 4.0738 2021-06-17 11:02:18,631 - mmaction - INFO - Epoch [2][960/1879] lr: 2.000e-02, eta: 15:34:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3375, top5_acc: 0.6000, loss_cls: 2.9857, loss: 2.9857, grad_norm: 4.0769 2021-06-17 11:02:29,914 - mmaction - INFO - Epoch [2][980/1879] lr: 2.000e-02, eta: 15:34:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3656, top5_acc: 0.6199, loss_cls: 2.8811, loss: 2.8811, grad_norm: 3.9986 2021-06-17 11:02:41,248 - mmaction - INFO - Epoch [2][1000/1879] lr: 2.000e-02, eta: 15:33:29, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.3492, top5_acc: 0.6191, loss_cls: 2.8944, loss: 2.8944, grad_norm: 4.1165 2021-06-17 11:02:52,477 - mmaction - INFO - Epoch [2][1020/1879] lr: 2.000e-02, eta: 15:32:42, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3395, top5_acc: 0.6020, loss_cls: 2.9787, loss: 2.9787, grad_norm: 4.0834 2021-06-17 11:03:03,738 - mmaction - INFO - Epoch [2][1040/1879] lr: 2.000e-02, eta: 15:31:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3508, top5_acc: 0.5930, loss_cls: 2.9565, loss: 2.9565, grad_norm: 4.0384 2021-06-17 11:03:15,100 - mmaction - INFO - Epoch [2][1060/1879] lr: 2.000e-02, eta: 15:31:17, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3414, top5_acc: 0.5988, loss_cls: 2.9919, loss: 2.9919, grad_norm: 4.0196 2021-06-17 11:03:26,437 - mmaction - INFO - Epoch [2][1080/1879] lr: 2.000e-02, eta: 15:30:36, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3582, top5_acc: 0.6188, loss_cls: 2.8775, loss: 2.8775, grad_norm: 4.0492 2021-06-17 11:03:37,710 - mmaction - INFO - Epoch [2][1100/1879] lr: 2.000e-02, eta: 15:29:53, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3363, top5_acc: 0.6051, loss_cls: 2.9576, loss: 2.9576, grad_norm: 4.0847 2021-06-17 11:03:48,980 - mmaction - INFO - Epoch [2][1120/1879] lr: 2.000e-02, eta: 15:29:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3660, top5_acc: 0.6230, loss_cls: 2.8825, loss: 2.8825, grad_norm: 3.9755 2021-06-17 11:04:00,245 - mmaction - INFO - Epoch [2][1140/1879] lr: 2.000e-02, eta: 15:28:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3559, top5_acc: 0.6082, loss_cls: 2.9381, loss: 2.9381, grad_norm: 4.1860 2021-06-17 11:04:11,581 - mmaction - INFO - Epoch [2][1160/1879] lr: 2.000e-02, eta: 15:27:49, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3656, top5_acc: 0.6086, loss_cls: 2.9050, loss: 2.9050, grad_norm: 4.0388 2021-06-17 11:04:22,853 - mmaction - INFO - Epoch [2][1180/1879] lr: 2.000e-02, eta: 15:27:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3438, top5_acc: 0.5996, loss_cls: 2.9619, loss: 2.9619, grad_norm: 3.9567 2021-06-17 11:04:34,137 - mmaction - INFO - Epoch [2][1200/1879] lr: 2.000e-02, eta: 15:26:27, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3461, top5_acc: 0.6004, loss_cls: 2.9442, loss: 2.9442, grad_norm: 4.0536 2021-06-17 11:04:45,375 - mmaction - INFO - Epoch [2][1220/1879] lr: 2.000e-02, eta: 15:25:45, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3570, top5_acc: 0.6062, loss_cls: 2.9607, loss: 2.9607, grad_norm: 3.9166 2021-06-17 11:04:56,717 - mmaction - INFO - Epoch [2][1240/1879] lr: 2.000e-02, eta: 15:25:08, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3672, top5_acc: 0.6293, loss_cls: 2.8004, loss: 2.8004, grad_norm: 3.9885 2021-06-17 11:05:07,960 - mmaction - INFO - Epoch [2][1260/1879] lr: 2.000e-02, eta: 15:24:27, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3512, top5_acc: 0.5953, loss_cls: 2.9569, loss: 2.9569, grad_norm: 4.1338 2021-06-17 11:05:19,259 - mmaction - INFO - Epoch [2][1280/1879] lr: 2.000e-02, eta: 15:23:49, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.3574, top5_acc: 0.6219, loss_cls: 2.8866, loss: 2.8866, grad_norm: 4.0620 2021-06-17 11:05:30,668 - mmaction - INFO - Epoch [2][1300/1879] lr: 2.000e-02, eta: 15:23:13, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.3547, top5_acc: 0.6113, loss_cls: 2.8985, loss: 2.8985, grad_norm: 4.0731 2021-06-17 11:05:42,004 - mmaction - INFO - Epoch [2][1320/1879] lr: 2.000e-02, eta: 15:22:37, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3352, top5_acc: 0.6023, loss_cls: 2.9644, loss: 2.9644, grad_norm: 4.0525 2021-06-17 11:05:53,237 - mmaction - INFO - Epoch [2][1340/1879] lr: 2.000e-02, eta: 15:21:57, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3445, top5_acc: 0.6113, loss_cls: 2.9267, loss: 2.9267, grad_norm: 3.9987 2021-06-17 11:06:04,511 - mmaction - INFO - Epoch [2][1360/1879] lr: 2.000e-02, eta: 15:21:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3715, top5_acc: 0.6305, loss_cls: 2.8587, loss: 2.8587, grad_norm: 4.0566 2021-06-17 11:06:15,807 - mmaction - INFO - Epoch [2][1380/1879] lr: 2.000e-02, eta: 15:20:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3543, top5_acc: 0.6047, loss_cls: 2.9667, loss: 2.9667, grad_norm: 4.0343 2021-06-17 11:06:27,146 - mmaction - INFO - Epoch [2][1400/1879] lr: 2.000e-02, eta: 15:20:07, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3625, top5_acc: 0.6289, loss_cls: 2.8289, loss: 2.8289, grad_norm: 4.0959 2021-06-17 11:06:38,449 - mmaction - INFO - Epoch [2][1420/1879] lr: 2.000e-02, eta: 15:19:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3547, top5_acc: 0.6242, loss_cls: 2.8718, loss: 2.8718, grad_norm: 3.8610 2021-06-17 11:06:49,746 - mmaction - INFO - Epoch [2][1440/1879] lr: 2.000e-02, eta: 15:18:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3617, top5_acc: 0.6180, loss_cls: 2.8790, loss: 2.8790, grad_norm: 4.0135 2021-06-17 11:07:01,104 - mmaction - INFO - Epoch [2][1460/1879] lr: 2.000e-02, eta: 15:18:20, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3430, top5_acc: 0.6004, loss_cls: 2.9615, loss: 2.9615, grad_norm: 3.9730 2021-06-17 11:07:12,300 - mmaction - INFO - Epoch [2][1480/1879] lr: 2.000e-02, eta: 15:17:42, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3535, top5_acc: 0.6098, loss_cls: 2.9247, loss: 2.9247, grad_norm: 3.8774 2021-06-17 11:07:23,613 - mmaction - INFO - Epoch [2][1500/1879] lr: 2.000e-02, eta: 15:17:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3715, top5_acc: 0.6324, loss_cls: 2.8748, loss: 2.8748, grad_norm: 4.0384 2021-06-17 11:07:34,891 - mmaction - INFO - Epoch [2][1520/1879] lr: 2.000e-02, eta: 15:16:32, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3648, top5_acc: 0.6145, loss_cls: 2.8889, loss: 2.8889, grad_norm: 3.9349 2021-06-17 11:07:46,212 - mmaction - INFO - Epoch [2][1540/1879] lr: 2.000e-02, eta: 15:15:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3879, top5_acc: 0.6297, loss_cls: 2.8154, loss: 2.8154, grad_norm: 4.0207 2021-06-17 11:07:57,472 - mmaction - INFO - Epoch [2][1560/1879] lr: 2.000e-02, eta: 15:15:23, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3656, top5_acc: 0.6031, loss_cls: 2.9440, loss: 2.9440, grad_norm: 4.0768 2021-06-17 11:08:08,816 - mmaction - INFO - Epoch [2][1580/1879] lr: 2.000e-02, eta: 15:14:49, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3691, top5_acc: 0.6188, loss_cls: 2.8773, loss: 2.8773, grad_norm: 3.9632 2021-06-17 11:08:20,196 - mmaction - INFO - Epoch [2][1600/1879] lr: 2.000e-02, eta: 15:14:18, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.3688, top5_acc: 0.6219, loss_cls: 2.8435, loss: 2.8435, grad_norm: 3.9859 2021-06-17 11:08:31,394 - mmaction - INFO - Epoch [2][1620/1879] lr: 2.000e-02, eta: 15:13:41, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.3477, top5_acc: 0.6031, loss_cls: 2.9739, loss: 2.9739, grad_norm: 3.9914 2021-06-17 11:08:42,707 - mmaction - INFO - Epoch [2][1640/1879] lr: 2.000e-02, eta: 15:13:09, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3668, top5_acc: 0.6285, loss_cls: 2.8714, loss: 2.8714, grad_norm: 3.8948 2021-06-17 11:08:53,927 - mmaction - INFO - Epoch [2][1660/1879] lr: 2.000e-02, eta: 15:12:34, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3699, top5_acc: 0.6227, loss_cls: 2.8372, loss: 2.8372, grad_norm: 3.9170 2021-06-17 11:09:05,263 - mmaction - INFO - Epoch [2][1680/1879] lr: 2.000e-02, eta: 15:12:02, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3641, top5_acc: 0.6164, loss_cls: 2.8778, loss: 2.8778, grad_norm: 3.9777 2021-06-17 11:09:16,555 - mmaction - INFO - Epoch [2][1700/1879] lr: 2.000e-02, eta: 15:11:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3617, top5_acc: 0.6117, loss_cls: 2.8704, loss: 2.8704, grad_norm: 3.8489 2021-06-17 11:09:27,834 - mmaction - INFO - Epoch [2][1720/1879] lr: 2.000e-02, eta: 15:10:57, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.3547, top5_acc: 0.6121, loss_cls: 2.9220, loss: 2.9220, grad_norm: 4.0824 2021-06-17 11:09:39,105 - mmaction - INFO - Epoch [2][1740/1879] lr: 2.000e-02, eta: 15:10:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3672, top5_acc: 0.6262, loss_cls: 2.8459, loss: 2.8459, grad_norm: 3.9500 2021-06-17 11:09:50,395 - mmaction - INFO - Epoch [2][1760/1879] lr: 2.000e-02, eta: 15:09:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.3719, top5_acc: 0.6340, loss_cls: 2.8031, loss: 2.8031, grad_norm: 3.9551 2021-06-17 11:10:01,711 - mmaction - INFO - Epoch [2][1780/1879] lr: 2.000e-02, eta: 15:09:20, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.3707, top5_acc: 0.6254, loss_cls: 2.8969, loss: 2.8969, grad_norm: 3.9070 2021-06-17 11:10:13,008 - mmaction - INFO - Epoch [2][1800/1879] lr: 2.000e-02, eta: 15:08:49, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3730, top5_acc: 0.6172, loss_cls: 2.8306, loss: 2.8306, grad_norm: 3.9208 2021-06-17 11:10:24,277 - mmaction - INFO - Epoch [2][1820/1879] lr: 2.000e-02, eta: 15:08:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3754, top5_acc: 0.6293, loss_cls: 2.8587, loss: 2.8587, grad_norm: 4.0796 2021-06-17 11:10:35,569 - mmaction - INFO - Epoch [2][1840/1879] lr: 2.000e-02, eta: 15:07:46, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3648, top5_acc: 0.6262, loss_cls: 2.8630, loss: 2.8630, grad_norm: 4.1192 2021-06-17 11:10:46,827 - mmaction - INFO - Epoch [2][1860/1879] lr: 2.000e-02, eta: 15:07:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3645, top5_acc: 0.6270, loss_cls: 2.8434, loss: 2.8434, grad_norm: 3.9741 2021-06-17 11:11:00,485 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-17 11:12:11,234 - mmaction - INFO - Epoch [3][20/1879] lr: 2.000e-02, eta: 15:25:29, time: 3.521, data_time: 2.962, memory: 7080, top1_acc: 0.3766, top5_acc: 0.6441, loss_cls: 2.7916, loss: 2.7916, grad_norm: 3.9264 2021-06-17 11:12:22,292 - mmaction - INFO - Epoch [3][40/1879] lr: 2.000e-02, eta: 15:24:47, time: 0.552, data_time: 0.004, memory: 7080, top1_acc: 0.3789, top5_acc: 0.6418, loss_cls: 2.7846, loss: 2.7846, grad_norm: 4.0022 2021-06-17 11:12:33,326 - mmaction - INFO - Epoch [3][60/1879] lr: 2.000e-02, eta: 15:24:05, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.3555, top5_acc: 0.6332, loss_cls: 2.8599, loss: 2.8599, grad_norm: 3.9073 2021-06-17 11:12:44,379 - mmaction - INFO - Epoch [3][80/1879] lr: 2.000e-02, eta: 15:23:23, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.3609, top5_acc: 0.6199, loss_cls: 2.8747, loss: 2.8747, grad_norm: 4.0615 2021-06-17 11:12:55,494 - mmaction - INFO - Epoch [3][100/1879] lr: 2.000e-02, eta: 15:22:43, time: 0.556, data_time: 0.002, memory: 7080, top1_acc: 0.3801, top5_acc: 0.6438, loss_cls: 2.7557, loss: 2.7557, grad_norm: 3.9838 2021-06-17 11:13:06,698 - mmaction - INFO - Epoch [3][120/1879] lr: 2.000e-02, eta: 15:22:05, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3750, top5_acc: 0.6301, loss_cls: 2.7700, loss: 2.7700, grad_norm: 3.9176 2021-06-17 11:13:17,943 - mmaction - INFO - Epoch [3][140/1879] lr: 2.000e-02, eta: 15:21:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.3937, top5_acc: 0.6508, loss_cls: 2.7222, loss: 2.7222, grad_norm: 3.9868 2021-06-17 11:13:29,244 - mmaction - INFO - Epoch [3][160/1879] lr: 2.000e-02, eta: 15:20:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3879, top5_acc: 0.6477, loss_cls: 2.7310, loss: 2.7310, grad_norm: 3.8988 2021-06-17 11:13:40,550 - mmaction - INFO - Epoch [3][180/1879] lr: 2.000e-02, eta: 15:20:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3555, top5_acc: 0.6219, loss_cls: 2.8538, loss: 2.8538, grad_norm: 4.0572 2021-06-17 11:13:51,872 - mmaction - INFO - Epoch [3][200/1879] lr: 2.000e-02, eta: 15:19:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3699, top5_acc: 0.6402, loss_cls: 2.8076, loss: 2.8076, grad_norm: 3.9361 2021-06-17 11:14:03,137 - mmaction - INFO - Epoch [3][220/1879] lr: 2.000e-02, eta: 15:19:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3844, top5_acc: 0.6449, loss_cls: 2.7596, loss: 2.7596, grad_norm: 4.1429 2021-06-17 11:14:14,428 - mmaction - INFO - Epoch [3][240/1879] lr: 2.000e-02, eta: 15:18:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3660, top5_acc: 0.6215, loss_cls: 2.8539, loss: 2.8539, grad_norm: 3.9808 2021-06-17 11:14:25,716 - mmaction - INFO - Epoch [3][260/1879] lr: 2.000e-02, eta: 15:18:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3785, top5_acc: 0.6312, loss_cls: 2.7792, loss: 2.7792, grad_norm: 3.9333 2021-06-17 11:14:36,966 - mmaction - INFO - Epoch [3][280/1879] lr: 2.000e-02, eta: 15:17:29, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3930, top5_acc: 0.6430, loss_cls: 2.7339, loss: 2.7339, grad_norm: 3.9650 2021-06-17 11:14:48,242 - mmaction - INFO - Epoch [3][300/1879] lr: 2.000e-02, eta: 15:16:55, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3793, top5_acc: 0.6527, loss_cls: 2.7318, loss: 2.7318, grad_norm: 3.8945 2021-06-17 11:14:59,552 - mmaction - INFO - Epoch [3][320/1879] lr: 2.000e-02, eta: 15:16:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3695, top5_acc: 0.6297, loss_cls: 2.8335, loss: 2.8335, grad_norm: 4.0771 2021-06-17 11:15:10,861 - mmaction - INFO - Epoch [3][340/1879] lr: 2.000e-02, eta: 15:15:50, time: 0.567, data_time: 0.003, memory: 7080, top1_acc: 0.3859, top5_acc: 0.6363, loss_cls: 2.7834, loss: 2.7834, grad_norm: 3.8658 2021-06-17 11:15:22,164 - mmaction - INFO - Epoch [3][360/1879] lr: 2.000e-02, eta: 15:15:17, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3824, top5_acc: 0.6230, loss_cls: 2.7931, loss: 2.7931, grad_norm: 3.8999 2021-06-17 11:15:33,473 - mmaction - INFO - Epoch [3][380/1879] lr: 2.000e-02, eta: 15:14:45, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3832, top5_acc: 0.6527, loss_cls: 2.7056, loss: 2.7056, grad_norm: 3.9022 2021-06-17 11:15:44,731 - mmaction - INFO - Epoch [3][400/1879] lr: 2.000e-02, eta: 15:14:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3949, top5_acc: 0.6406, loss_cls: 2.7525, loss: 2.7525, grad_norm: 3.9634 2021-06-17 11:15:56,027 - mmaction - INFO - Epoch [3][420/1879] lr: 2.000e-02, eta: 15:13:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3746, top5_acc: 0.6391, loss_cls: 2.8019, loss: 2.8019, grad_norm: 4.0194 2021-06-17 11:16:07,335 - mmaction - INFO - Epoch [3][440/1879] lr: 2.000e-02, eta: 15:13:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3852, top5_acc: 0.6473, loss_cls: 2.7192, loss: 2.7192, grad_norm: 3.8294 2021-06-17 11:16:18,562 - mmaction - INFO - Epoch [3][460/1879] lr: 2.000e-02, eta: 15:12:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3816, top5_acc: 0.6383, loss_cls: 2.7836, loss: 2.7836, grad_norm: 3.9424 2021-06-17 11:16:29,892 - mmaction - INFO - Epoch [3][480/1879] lr: 2.000e-02, eta: 15:12:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3766, top5_acc: 0.6438, loss_cls: 2.7292, loss: 2.7292, grad_norm: 4.0607 2021-06-17 11:16:41,194 - mmaction - INFO - Epoch [3][500/1879] lr: 2.000e-02, eta: 15:11:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3762, top5_acc: 0.6371, loss_cls: 2.7855, loss: 2.7855, grad_norm: 4.0231 2021-06-17 11:16:52,417 - mmaction - INFO - Epoch [3][520/1879] lr: 2.000e-02, eta: 15:11:01, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3891, top5_acc: 0.6312, loss_cls: 2.7736, loss: 2.7736, grad_norm: 3.9889 2021-06-17 11:17:03,658 - mmaction - INFO - Epoch [3][540/1879] lr: 2.000e-02, eta: 15:10:29, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3902, top5_acc: 0.6406, loss_cls: 2.7764, loss: 2.7764, grad_norm: 3.9623 2021-06-17 11:17:14,947 - mmaction - INFO - Epoch [3][560/1879] lr: 2.000e-02, eta: 15:09:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3816, top5_acc: 0.6414, loss_cls: 2.7644, loss: 2.7644, grad_norm: 3.8844 2021-06-17 11:17:26,213 - mmaction - INFO - Epoch [3][580/1879] lr: 2.000e-02, eta: 15:09:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3930, top5_acc: 0.6547, loss_cls: 2.6785, loss: 2.6785, grad_norm: 4.0272 2021-06-17 11:17:37,538 - mmaction - INFO - Epoch [3][600/1879] lr: 2.000e-02, eta: 15:08:57, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3738, top5_acc: 0.6398, loss_cls: 2.7978, loss: 2.7978, grad_norm: 3.9062 2021-06-17 11:17:48,884 - mmaction - INFO - Epoch [3][620/1879] lr: 2.000e-02, eta: 15:08:28, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3824, top5_acc: 0.6293, loss_cls: 2.7440, loss: 2.7440, grad_norm: 3.8508 2021-06-17 11:18:00,066 - mmaction - INFO - Epoch [3][640/1879] lr: 2.000e-02, eta: 15:07:56, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.3824, top5_acc: 0.6340, loss_cls: 2.7259, loss: 2.7259, grad_norm: 3.9066 2021-06-17 11:18:11,412 - mmaction - INFO - Epoch [3][660/1879] lr: 2.000e-02, eta: 15:07:27, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3977, top5_acc: 0.6520, loss_cls: 2.7218, loss: 2.7218, grad_norm: 3.8735 2021-06-17 11:18:22,675 - mmaction - INFO - Epoch [3][680/1879] lr: 2.000e-02, eta: 15:06:57, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3660, top5_acc: 0.6324, loss_cls: 2.8282, loss: 2.8282, grad_norm: 3.9779 2021-06-17 11:18:33,970 - mmaction - INFO - Epoch [3][700/1879] lr: 2.000e-02, eta: 15:06:27, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3992, top5_acc: 0.6473, loss_cls: 2.7213, loss: 2.7213, grad_norm: 4.0142 2021-06-17 11:18:45,286 - mmaction - INFO - Epoch [3][720/1879] lr: 2.000e-02, eta: 15:05:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3785, top5_acc: 0.6434, loss_cls: 2.8088, loss: 2.8088, grad_norm: 3.9938 2021-06-17 11:18:56,598 - mmaction - INFO - Epoch [3][740/1879] lr: 2.000e-02, eta: 15:05:30, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.3805, top5_acc: 0.6273, loss_cls: 2.8034, loss: 2.8034, grad_norm: 3.9989 2021-06-17 11:19:07,850 - mmaction - INFO - Epoch [3][760/1879] lr: 2.000e-02, eta: 15:05:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3688, top5_acc: 0.6340, loss_cls: 2.7865, loss: 2.7865, grad_norm: 3.7931 2021-06-17 11:19:19,163 - mmaction - INFO - Epoch [3][780/1879] lr: 2.000e-02, eta: 15:04:31, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3871, top5_acc: 0.6508, loss_cls: 2.7116, loss: 2.7116, grad_norm: 3.7778 2021-06-17 11:19:30,532 - mmaction - INFO - Epoch [3][800/1879] lr: 2.000e-02, eta: 15:04:04, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.3949, top5_acc: 0.6551, loss_cls: 2.6928, loss: 2.6928, grad_norm: 3.9535 2021-06-17 11:19:41,779 - mmaction - INFO - Epoch [3][820/1879] lr: 2.000e-02, eta: 15:03:35, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.3727, top5_acc: 0.6418, loss_cls: 2.7806, loss: 2.7806, grad_norm: 3.8222 2021-06-17 11:19:53,027 - mmaction - INFO - Epoch [3][840/1879] lr: 2.000e-02, eta: 15:03:05, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3828, top5_acc: 0.6348, loss_cls: 2.7472, loss: 2.7472, grad_norm: 3.7940 2021-06-17 11:20:04,278 - mmaction - INFO - Epoch [3][860/1879] lr: 2.000e-02, eta: 15:02:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.3883, top5_acc: 0.6355, loss_cls: 2.7629, loss: 2.7629, grad_norm: 3.9825 2021-06-17 11:20:15,600 - mmaction - INFO - Epoch [3][880/1879] lr: 2.000e-02, eta: 15:02:08, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3883, top5_acc: 0.6645, loss_cls: 2.6771, loss: 2.6771, grad_norm: 3.7395 2021-06-17 11:20:26,917 - mmaction - INFO - Epoch [3][900/1879] lr: 2.000e-02, eta: 15:01:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3891, top5_acc: 0.6426, loss_cls: 2.7495, loss: 2.7495, grad_norm: 3.9912 2021-06-17 11:20:38,292 - mmaction - INFO - Epoch [3][920/1879] lr: 2.000e-02, eta: 15:01:14, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3914, top5_acc: 0.6480, loss_cls: 2.7056, loss: 2.7056, grad_norm: 3.9591 2021-06-17 11:20:49,584 - mmaction - INFO - Epoch [3][940/1879] lr: 2.000e-02, eta: 15:00:47, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3789, top5_acc: 0.6441, loss_cls: 2.7436, loss: 2.7436, grad_norm: 3.8634 2021-06-17 11:21:00,895 - mmaction - INFO - Epoch [3][960/1879] lr: 2.000e-02, eta: 15:00:20, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3855, top5_acc: 0.6555, loss_cls: 2.7158, loss: 2.7158, grad_norm: 3.9760 2021-06-17 11:21:12,215 - mmaction - INFO - Epoch [3][980/1879] lr: 2.000e-02, eta: 14:59:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3863, top5_acc: 0.6496, loss_cls: 2.7134, loss: 2.7134, grad_norm: 3.9369 2021-06-17 11:21:23,490 - mmaction - INFO - Epoch [3][1000/1879] lr: 2.000e-02, eta: 14:59:25, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3734, top5_acc: 0.6320, loss_cls: 2.8258, loss: 2.8258, grad_norm: 3.9699 2021-06-17 11:21:34,796 - mmaction - INFO - Epoch [3][1020/1879] lr: 2.000e-02, eta: 14:58:58, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3793, top5_acc: 0.6359, loss_cls: 2.7838, loss: 2.7838, grad_norm: 3.9279 2021-06-17 11:21:46,119 - mmaction - INFO - Epoch [3][1040/1879] lr: 2.000e-02, eta: 14:58:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3957, top5_acc: 0.6477, loss_cls: 2.7299, loss: 2.7299, grad_norm: 3.8309 2021-06-17 11:21:57,455 - mmaction - INFO - Epoch [3][1060/1879] lr: 2.000e-02, eta: 14:58:06, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.3879, top5_acc: 0.6410, loss_cls: 2.7903, loss: 2.7903, grad_norm: 3.8452 2021-06-17 11:22:08,680 - mmaction - INFO - Epoch [3][1080/1879] lr: 2.000e-02, eta: 14:57:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3738, top5_acc: 0.6426, loss_cls: 2.7831, loss: 2.7831, grad_norm: 3.8601 2021-06-17 11:22:20,033 - mmaction - INFO - Epoch [3][1100/1879] lr: 2.000e-02, eta: 14:57:12, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.3785, top5_acc: 0.6270, loss_cls: 2.8443, loss: 2.8443, grad_norm: 3.7987 2021-06-17 11:22:31,268 - mmaction - INFO - Epoch [3][1120/1879] lr: 2.000e-02, eta: 14:56:44, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3789, top5_acc: 0.6359, loss_cls: 2.7888, loss: 2.7888, grad_norm: 3.9170 2021-06-17 11:22:42,542 - mmaction - INFO - Epoch [3][1140/1879] lr: 2.000e-02, eta: 14:56:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3719, top5_acc: 0.6418, loss_cls: 2.7453, loss: 2.7453, grad_norm: 3.9475 2021-06-17 11:22:53,919 - mmaction - INFO - Epoch [3][1160/1879] lr: 2.000e-02, eta: 14:55:53, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4055, top5_acc: 0.6613, loss_cls: 2.6761, loss: 2.6761, grad_norm: 3.8731 2021-06-17 11:23:05,251 - mmaction - INFO - Epoch [3][1180/1879] lr: 2.000e-02, eta: 14:55:27, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.3926, top5_acc: 0.6457, loss_cls: 2.7160, loss: 2.7160, grad_norm: 4.0201 2021-06-17 11:23:16,595 - mmaction - INFO - Epoch [3][1200/1879] lr: 2.000e-02, eta: 14:55:02, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3758, top5_acc: 0.6340, loss_cls: 2.7556, loss: 2.7556, grad_norm: 3.8612 2021-06-17 11:23:27,886 - mmaction - INFO - Epoch [3][1220/1879] lr: 2.000e-02, eta: 14:54:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3887, top5_acc: 0.6414, loss_cls: 2.7894, loss: 2.7894, grad_norm: 3.9529 2021-06-17 11:23:39,105 - mmaction - INFO - Epoch [3][1240/1879] lr: 2.000e-02, eta: 14:54:09, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3957, top5_acc: 0.6582, loss_cls: 2.6667, loss: 2.6667, grad_norm: 3.9713 2021-06-17 11:23:50,430 - mmaction - INFO - Epoch [3][1260/1879] lr: 2.000e-02, eta: 14:53:44, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3902, top5_acc: 0.6469, loss_cls: 2.7024, loss: 2.7024, grad_norm: 3.8623 2021-06-17 11:24:01,764 - mmaction - INFO - Epoch [3][1280/1879] lr: 2.000e-02, eta: 14:53:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3797, top5_acc: 0.6402, loss_cls: 2.7579, loss: 2.7579, grad_norm: 3.9382 2021-06-17 11:24:13,111 - mmaction - INFO - Epoch [3][1300/1879] lr: 2.000e-02, eta: 14:52:55, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4043, top5_acc: 0.6477, loss_cls: 2.7493, loss: 2.7493, grad_norm: 3.8420 2021-06-17 11:24:24,386 - mmaction - INFO - Epoch [3][1320/1879] lr: 2.000e-02, eta: 14:52:29, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3988, top5_acc: 0.6543, loss_cls: 2.6940, loss: 2.6940, grad_norm: 3.8054 2021-06-17 11:24:35,681 - mmaction - INFO - Epoch [3][1340/1879] lr: 2.000e-02, eta: 14:52:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3824, top5_acc: 0.6406, loss_cls: 2.7332, loss: 2.7332, grad_norm: 3.8723 2021-06-17 11:24:46,904 - mmaction - INFO - Epoch [3][1360/1879] lr: 2.000e-02, eta: 14:51:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3914, top5_acc: 0.6566, loss_cls: 2.7149, loss: 2.7149, grad_norm: 3.8875 2021-06-17 11:24:58,154 - mmaction - INFO - Epoch [3][1380/1879] lr: 2.000e-02, eta: 14:51:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4055, top5_acc: 0.6559, loss_cls: 2.6750, loss: 2.6750, grad_norm: 3.8319 2021-06-17 11:25:09,435 - mmaction - INFO - Epoch [3][1400/1879] lr: 2.000e-02, eta: 14:50:46, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3926, top5_acc: 0.6641, loss_cls: 2.6866, loss: 2.6866, grad_norm: 3.8662 2021-06-17 11:25:20,696 - mmaction - INFO - Epoch [3][1420/1879] lr: 2.000e-02, eta: 14:50:21, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.3984, top5_acc: 0.6500, loss_cls: 2.6854, loss: 2.6854, grad_norm: 3.7488 2021-06-17 11:25:31,963 - mmaction - INFO - Epoch [3][1440/1879] lr: 2.000e-02, eta: 14:49:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3977, top5_acc: 0.6473, loss_cls: 2.7176, loss: 2.7176, grad_norm: 3.8771 2021-06-17 11:25:43,274 - mmaction - INFO - Epoch [3][1460/1879] lr: 2.000e-02, eta: 14:49:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3754, top5_acc: 0.6332, loss_cls: 2.7728, loss: 2.7728, grad_norm: 3.9381 2021-06-17 11:25:54,535 - mmaction - INFO - Epoch [3][1480/1879] lr: 2.000e-02, eta: 14:49:06, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3937, top5_acc: 0.6500, loss_cls: 2.7106, loss: 2.7106, grad_norm: 3.9668 2021-06-17 11:26:05,820 - mmaction - INFO - Epoch [3][1500/1879] lr: 2.000e-02, eta: 14:48:42, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3895, top5_acc: 0.6434, loss_cls: 2.7383, loss: 2.7383, grad_norm: 3.8361 2021-06-17 11:26:17,037 - mmaction - INFO - Epoch [3][1520/1879] lr: 2.000e-02, eta: 14:48:16, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.3898, top5_acc: 0.6391, loss_cls: 2.7668, loss: 2.7668, grad_norm: 3.8801 2021-06-17 11:26:28,292 - mmaction - INFO - Epoch [3][1540/1879] lr: 2.000e-02, eta: 14:47:51, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4047, top5_acc: 0.6570, loss_cls: 2.6638, loss: 2.6638, grad_norm: 3.8655 2021-06-17 11:26:39,599 - mmaction - INFO - Epoch [3][1560/1879] lr: 2.000e-02, eta: 14:47:27, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4020, top5_acc: 0.6484, loss_cls: 2.6714, loss: 2.6714, grad_norm: 3.9338 2021-06-17 11:26:50,914 - mmaction - INFO - Epoch [3][1580/1879] lr: 2.000e-02, eta: 14:47:04, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4035, top5_acc: 0.6613, loss_cls: 2.6504, loss: 2.6504, grad_norm: 3.8398 2021-06-17 11:27:02,210 - mmaction - INFO - Epoch [3][1600/1879] lr: 2.000e-02, eta: 14:46:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3980, top5_acc: 0.6625, loss_cls: 2.6812, loss: 2.6812, grad_norm: 3.8607 2021-06-17 11:27:13,480 - mmaction - INFO - Epoch [3][1620/1879] lr: 2.000e-02, eta: 14:46:16, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4031, top5_acc: 0.6398, loss_cls: 2.7248, loss: 2.7248, grad_norm: 3.8729 2021-06-17 11:27:24,810 - mmaction - INFO - Epoch [3][1640/1879] lr: 2.000e-02, eta: 14:45:53, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3801, top5_acc: 0.6395, loss_cls: 2.7218, loss: 2.7218, grad_norm: 3.9270 2021-06-17 11:27:36,058 - mmaction - INFO - Epoch [3][1660/1879] lr: 2.000e-02, eta: 14:45:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3977, top5_acc: 0.6410, loss_cls: 2.7318, loss: 2.7318, grad_norm: 3.8964 2021-06-17 11:27:47,339 - mmaction - INFO - Epoch [3][1680/1879] lr: 2.000e-02, eta: 14:45:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.3883, top5_acc: 0.6484, loss_cls: 2.7312, loss: 2.7312, grad_norm: 3.8437 2021-06-17 11:27:58,620 - mmaction - INFO - Epoch [3][1700/1879] lr: 2.000e-02, eta: 14:44:41, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.3750, top5_acc: 0.6320, loss_cls: 2.7894, loss: 2.7894, grad_norm: 3.8400 2021-06-17 11:28:09,859 - mmaction - INFO - Epoch [3][1720/1879] lr: 2.000e-02, eta: 14:44:17, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3785, top5_acc: 0.6559, loss_cls: 2.7182, loss: 2.7182, grad_norm: 3.8591 2021-06-17 11:28:21,232 - mmaction - INFO - Epoch [3][1740/1879] lr: 2.000e-02, eta: 14:43:55, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4160, top5_acc: 0.6613, loss_cls: 2.6070, loss: 2.6070, grad_norm: 3.7714 2021-06-17 11:28:32,517 - mmaction - INFO - Epoch [3][1760/1879] lr: 2.000e-02, eta: 14:43:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.3930, top5_acc: 0.6469, loss_cls: 2.7229, loss: 2.7229, grad_norm: 3.8203 2021-06-17 11:28:43,766 - mmaction - INFO - Epoch [3][1780/1879] lr: 2.000e-02, eta: 14:43:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4043, top5_acc: 0.6426, loss_cls: 2.6589, loss: 2.6589, grad_norm: 3.7462 2021-06-17 11:28:54,990 - mmaction - INFO - Epoch [3][1800/1879] lr: 2.000e-02, eta: 14:42:43, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4008, top5_acc: 0.6594, loss_cls: 2.6622, loss: 2.6622, grad_norm: 3.8631 2021-06-17 11:29:06,346 - mmaction - INFO - Epoch [3][1820/1879] lr: 2.000e-02, eta: 14:42:21, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4027, top5_acc: 0.6602, loss_cls: 2.6674, loss: 2.6674, grad_norm: 3.8190 2021-06-17 11:29:17,610 - mmaction - INFO - Epoch [3][1840/1879] lr: 2.000e-02, eta: 14:41:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4016, top5_acc: 0.6801, loss_cls: 2.6463, loss: 2.6463, grad_norm: 3.8128 2021-06-17 11:29:28,882 - mmaction - INFO - Epoch [3][1860/1879] lr: 2.000e-02, eta: 14:41:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4109, top5_acc: 0.6633, loss_cls: 2.6413, loss: 2.6413, grad_norm: 3.7484 2021-06-17 11:29:40,700 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-17 11:30:49,963 - mmaction - INFO - Epoch [4][20/1879] lr: 2.000e-02, eta: 14:52:55, time: 3.421, data_time: 2.861, memory: 7080, top1_acc: 0.4059, top5_acc: 0.6676, loss_cls: 2.6392, loss: 2.6392, grad_norm: 3.8569 2021-06-17 11:31:01,040 - mmaction - INFO - Epoch [4][40/1879] lr: 2.000e-02, eta: 14:52:26, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.4203, top5_acc: 0.6742, loss_cls: 2.5652, loss: 2.5652, grad_norm: 3.8173 2021-06-17 11:31:12,085 - mmaction - INFO - Epoch [4][60/1879] lr: 2.000e-02, eta: 14:51:58, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.3984, top5_acc: 0.6684, loss_cls: 2.6615, loss: 2.6615, grad_norm: 3.9193 2021-06-17 11:31:23,137 - mmaction - INFO - Epoch [4][80/1879] lr: 2.000e-02, eta: 14:51:29, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.4113, top5_acc: 0.6676, loss_cls: 2.6310, loss: 2.6310, grad_norm: 3.8896 2021-06-17 11:31:34,281 - mmaction - INFO - Epoch [4][100/1879] lr: 2.000e-02, eta: 14:51:02, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.4164, top5_acc: 0.6676, loss_cls: 2.5990, loss: 2.5990, grad_norm: 3.8497 2021-06-17 11:31:45,580 - mmaction - INFO - Epoch [4][120/1879] lr: 2.000e-02, eta: 14:50:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4004, top5_acc: 0.6684, loss_cls: 2.6543, loss: 2.6543, grad_norm: 4.0524 2021-06-17 11:31:56,866 - mmaction - INFO - Epoch [4][140/1879] lr: 2.000e-02, eta: 14:50:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4016, top5_acc: 0.6648, loss_cls: 2.6605, loss: 2.6605, grad_norm: 3.8555 2021-06-17 11:32:08,100 - mmaction - INFO - Epoch [4][160/1879] lr: 2.000e-02, eta: 14:49:46, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4039, top5_acc: 0.6734, loss_cls: 2.6051, loss: 2.6051, grad_norm: 3.9778 2021-06-17 11:32:19,435 - mmaction - INFO - Epoch [4][180/1879] lr: 2.000e-02, eta: 14:49:23, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4125, top5_acc: 0.6707, loss_cls: 2.6108, loss: 2.6108, grad_norm: 3.8382 2021-06-17 11:32:30,787 - mmaction - INFO - Epoch [4][200/1879] lr: 2.000e-02, eta: 14:48:59, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4180, top5_acc: 0.6641, loss_cls: 2.6063, loss: 2.6063, grad_norm: 3.8166 2021-06-17 11:32:42,105 - mmaction - INFO - Epoch [4][220/1879] lr: 2.000e-02, eta: 14:48:35, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4184, top5_acc: 0.6723, loss_cls: 2.5816, loss: 2.5816, grad_norm: 3.7518 2021-06-17 11:32:53,460 - mmaction - INFO - Epoch [4][240/1879] lr: 2.000e-02, eta: 14:48:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4230, top5_acc: 0.6859, loss_cls: 2.5506, loss: 2.5506, grad_norm: 3.7570 2021-06-17 11:33:04,744 - mmaction - INFO - Epoch [4][260/1879] lr: 2.000e-02, eta: 14:47:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4125, top5_acc: 0.6648, loss_cls: 2.6029, loss: 2.6029, grad_norm: 3.8757 2021-06-17 11:33:15,993 - mmaction - INFO - Epoch [4][280/1879] lr: 2.000e-02, eta: 14:47:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4004, top5_acc: 0.6586, loss_cls: 2.6317, loss: 2.6317, grad_norm: 3.9764 2021-06-17 11:33:27,289 - mmaction - INFO - Epoch [4][300/1879] lr: 2.000e-02, eta: 14:46:59, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4176, top5_acc: 0.6695, loss_cls: 2.5899, loss: 2.5899, grad_norm: 3.8888 2021-06-17 11:33:38,533 - mmaction - INFO - Epoch [4][320/1879] lr: 2.000e-02, eta: 14:46:34, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4148, top5_acc: 0.6711, loss_cls: 2.6008, loss: 2.6008, grad_norm: 3.8554 2021-06-17 11:33:49,851 - mmaction - INFO - Epoch [4][340/1879] lr: 2.000e-02, eta: 14:46:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4191, top5_acc: 0.6641, loss_cls: 2.5795, loss: 2.5795, grad_norm: 3.8032 2021-06-17 11:34:01,179 - mmaction - INFO - Epoch [4][360/1879] lr: 2.000e-02, eta: 14:45:47, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4000, top5_acc: 0.6719, loss_cls: 2.6143, loss: 2.6143, grad_norm: 3.8364 2021-06-17 11:34:12,486 - mmaction - INFO - Epoch [4][380/1879] lr: 2.000e-02, eta: 14:45:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3902, top5_acc: 0.6645, loss_cls: 2.6714, loss: 2.6714, grad_norm: 3.8924 2021-06-17 11:34:23,792 - mmaction - INFO - Epoch [4][400/1879] lr: 2.000e-02, eta: 14:45:00, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4047, top5_acc: 0.6555, loss_cls: 2.6502, loss: 2.6502, grad_norm: 3.7045 2021-06-17 11:34:35,161 - mmaction - INFO - Epoch [4][420/1879] lr: 2.000e-02, eta: 14:44:38, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6809, loss_cls: 2.5483, loss: 2.5483, grad_norm: 3.7247 2021-06-17 11:34:46,419 - mmaction - INFO - Epoch [4][440/1879] lr: 2.000e-02, eta: 14:44:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4004, top5_acc: 0.6520, loss_cls: 2.6480, loss: 2.6480, grad_norm: 3.9607 2021-06-17 11:34:57,691 - mmaction - INFO - Epoch [4][460/1879] lr: 2.000e-02, eta: 14:43:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4172, top5_acc: 0.6723, loss_cls: 2.5522, loss: 2.5522, grad_norm: 3.8492 2021-06-17 11:35:09,042 - mmaction - INFO - Epoch [4][480/1879] lr: 2.000e-02, eta: 14:43:28, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3906, top5_acc: 0.6488, loss_cls: 2.7400, loss: 2.7400, grad_norm: 3.8975 2021-06-17 11:35:20,322 - mmaction - INFO - Epoch [4][500/1879] lr: 2.000e-02, eta: 14:43:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4172, top5_acc: 0.6758, loss_cls: 2.5867, loss: 2.5867, grad_norm: 3.7060 2021-06-17 11:35:31,670 - mmaction - INFO - Epoch [4][520/1879] lr: 2.000e-02, eta: 14:42:42, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.3980, top5_acc: 0.6641, loss_cls: 2.6288, loss: 2.6288, grad_norm: 3.7912 2021-06-17 11:35:42,952 - mmaction - INFO - Epoch [4][540/1879] lr: 2.000e-02, eta: 14:42:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4215, top5_acc: 0.6699, loss_cls: 2.5872, loss: 2.5872, grad_norm: 3.7426 2021-06-17 11:35:54,187 - mmaction - INFO - Epoch [4][560/1879] lr: 2.000e-02, eta: 14:41:55, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4168, top5_acc: 0.6746, loss_cls: 2.5985, loss: 2.5985, grad_norm: 3.8309 2021-06-17 11:36:05,502 - mmaction - INFO - Epoch [4][580/1879] lr: 2.000e-02, eta: 14:41:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4105, top5_acc: 0.6629, loss_cls: 2.6499, loss: 2.6499, grad_norm: 3.8646 2021-06-17 11:36:16,880 - mmaction - INFO - Epoch [4][600/1879] lr: 2.000e-02, eta: 14:41:11, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.3930, top5_acc: 0.6551, loss_cls: 2.6640, loss: 2.6640, grad_norm: 3.9087 2021-06-17 11:36:28,175 - mmaction - INFO - Epoch [4][620/1879] lr: 2.000e-02, eta: 14:40:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4191, top5_acc: 0.6863, loss_cls: 2.5420, loss: 2.5420, grad_norm: 3.9057 2021-06-17 11:36:39,492 - mmaction - INFO - Epoch [4][640/1879] lr: 2.000e-02, eta: 14:40:26, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4113, top5_acc: 0.6613, loss_cls: 2.6003, loss: 2.6003, grad_norm: 3.8067 2021-06-17 11:36:50,856 - mmaction - INFO - Epoch [4][660/1879] lr: 2.000e-02, eta: 14:40:05, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.6336, loss: 2.6336, grad_norm: 3.9431 2021-06-17 11:37:02,135 - mmaction - INFO - Epoch [4][680/1879] lr: 2.000e-02, eta: 14:39:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4109, top5_acc: 0.6547, loss_cls: 2.6864, loss: 2.6864, grad_norm: 3.7880 2021-06-17 11:37:13,381 - mmaction - INFO - Epoch [4][700/1879] lr: 2.000e-02, eta: 14:39:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4430, top5_acc: 0.6969, loss_cls: 2.4878, loss: 2.4878, grad_norm: 3.7208 2021-06-17 11:37:24,632 - mmaction - INFO - Epoch [4][720/1879] lr: 2.000e-02, eta: 14:38:56, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4074, top5_acc: 0.6633, loss_cls: 2.6091, loss: 2.6091, grad_norm: 3.7109 2021-06-17 11:37:35,877 - mmaction - INFO - Epoch [4][740/1879] lr: 2.000e-02, eta: 14:38:33, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4113, top5_acc: 0.6715, loss_cls: 2.6147, loss: 2.6147, grad_norm: 3.7458 2021-06-17 11:37:47,224 - mmaction - INFO - Epoch [4][760/1879] lr: 2.000e-02, eta: 14:38:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4219, top5_acc: 0.6793, loss_cls: 2.5373, loss: 2.5373, grad_norm: 3.8869 2021-06-17 11:37:58,435 - mmaction - INFO - Epoch [4][780/1879] lr: 2.000e-02, eta: 14:37:48, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4078, top5_acc: 0.6676, loss_cls: 2.5967, loss: 2.5967, grad_norm: 3.8619 2021-06-17 11:38:09,729 - mmaction - INFO - Epoch [4][800/1879] lr: 2.000e-02, eta: 14:37:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4066, top5_acc: 0.6617, loss_cls: 2.6602, loss: 2.6602, grad_norm: 3.7696 2021-06-17 11:38:21,081 - mmaction - INFO - Epoch [4][820/1879] lr: 2.000e-02, eta: 14:37:05, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4020, top5_acc: 0.6734, loss_cls: 2.6596, loss: 2.6596, grad_norm: 3.8512 2021-06-17 11:38:32,348 - mmaction - INFO - Epoch [4][840/1879] lr: 2.000e-02, eta: 14:36:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4199, top5_acc: 0.6816, loss_cls: 2.5694, loss: 2.5694, grad_norm: 3.7440 2021-06-17 11:38:43,671 - mmaction - INFO - Epoch [4][860/1879] lr: 2.000e-02, eta: 14:36:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4180, top5_acc: 0.6875, loss_cls: 2.5616, loss: 2.5616, grad_norm: 3.9593 2021-06-17 11:38:55,002 - mmaction - INFO - Epoch [4][880/1879] lr: 2.000e-02, eta: 14:35:59, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4188, top5_acc: 0.6836, loss_cls: 2.5725, loss: 2.5725, grad_norm: 3.8097 2021-06-17 11:39:06,282 - mmaction - INFO - Epoch [4][900/1879] lr: 2.000e-02, eta: 14:35:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4086, top5_acc: 0.6594, loss_cls: 2.6437, loss: 2.6437, grad_norm: 3.9713 2021-06-17 11:39:17,557 - mmaction - INFO - Epoch [4][920/1879] lr: 2.000e-02, eta: 14:35:15, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4242, top5_acc: 0.6656, loss_cls: 2.6383, loss: 2.6383, grad_norm: 3.7386 2021-06-17 11:39:28,853 - mmaction - INFO - Epoch [4][940/1879] lr: 2.000e-02, eta: 14:34:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4195, top5_acc: 0.6734, loss_cls: 2.5566, loss: 2.5566, grad_norm: 3.7963 2021-06-17 11:39:40,150 - mmaction - INFO - Epoch [4][960/1879] lr: 2.000e-02, eta: 14:34:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4090, top5_acc: 0.6684, loss_cls: 2.6097, loss: 2.6097, grad_norm: 3.7589 2021-06-17 11:39:51,408 - mmaction - INFO - Epoch [4][980/1879] lr: 2.000e-02, eta: 14:34:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4219, top5_acc: 0.6680, loss_cls: 2.5477, loss: 2.5477, grad_norm: 3.7784 2021-06-17 11:40:02,995 - mmaction - INFO - Epoch [4][1000/1879] lr: 2.000e-02, eta: 14:33:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4020, top5_acc: 0.6574, loss_cls: 2.6040, loss: 2.6040, grad_norm: 3.8289 2021-06-17 11:40:14,325 - mmaction - INFO - Epoch [4][1020/1879] lr: 2.000e-02, eta: 14:33:32, time: 0.580, data_time: 0.015, memory: 7080, top1_acc: 0.3992, top5_acc: 0.6676, loss_cls: 2.6424, loss: 2.6424, grad_norm: 3.8306 2021-06-17 11:40:25,549 - mmaction - INFO - Epoch [4][1040/1879] lr: 2.000e-02, eta: 14:33:10, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.3980, top5_acc: 0.6570, loss_cls: 2.6718, loss: 2.6718, grad_norm: 3.8239 2021-06-17 11:40:36,907 - mmaction - INFO - Epoch [4][1060/1879] lr: 2.000e-02, eta: 14:32:49, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4152, top5_acc: 0.6625, loss_cls: 2.6247, loss: 2.6247, grad_norm: 3.6993 2021-06-17 11:40:48,153 - mmaction - INFO - Epoch [4][1080/1879] lr: 2.000e-02, eta: 14:32:27, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4148, top5_acc: 0.6680, loss_cls: 2.6111, loss: 2.6111, grad_norm: 3.7869 2021-06-17 11:40:59,392 - mmaction - INFO - Epoch [4][1100/1879] lr: 2.000e-02, eta: 14:32:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6746, loss_cls: 2.5039, loss: 2.5039, grad_norm: 3.7761 2021-06-17 11:41:10,680 - mmaction - INFO - Epoch [4][1120/1879] lr: 2.000e-02, eta: 14:31:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4258, top5_acc: 0.6832, loss_cls: 2.5216, loss: 2.5216, grad_norm: 3.8852 2021-06-17 11:41:21,970 - mmaction - INFO - Epoch [4][1140/1879] lr: 2.000e-02, eta: 14:31:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4047, top5_acc: 0.6617, loss_cls: 2.6815, loss: 2.6815, grad_norm: 3.9454 2021-06-17 11:41:33,304 - mmaction - INFO - Epoch [4][1160/1879] lr: 2.000e-02, eta: 14:31:03, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4199, top5_acc: 0.6531, loss_cls: 2.6313, loss: 2.6313, grad_norm: 3.7464 2021-06-17 11:41:44,494 - mmaction - INFO - Epoch [4][1180/1879] lr: 2.000e-02, eta: 14:30:41, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4270, top5_acc: 0.6676, loss_cls: 2.5817, loss: 2.5817, grad_norm: 3.8281 2021-06-17 11:41:55,860 - mmaction - INFO - Epoch [4][1200/1879] lr: 2.000e-02, eta: 14:30:20, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4027, top5_acc: 0.6719, loss_cls: 2.6257, loss: 2.6257, grad_norm: 3.9008 2021-06-17 11:42:07,120 - mmaction - INFO - Epoch [4][1220/1879] lr: 2.000e-02, eta: 14:29:59, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4043, top5_acc: 0.6594, loss_cls: 2.6484, loss: 2.6484, grad_norm: 3.7880 2021-06-17 11:42:18,360 - mmaction - INFO - Epoch [4][1240/1879] lr: 2.000e-02, eta: 14:29:38, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4055, top5_acc: 0.6711, loss_cls: 2.6178, loss: 2.6178, grad_norm: 3.7824 2021-06-17 11:42:29,669 - mmaction - INFO - Epoch [4][1260/1879] lr: 2.000e-02, eta: 14:29:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4070, top5_acc: 0.6578, loss_cls: 2.6202, loss: 2.6202, grad_norm: 3.7808 2021-06-17 11:42:40,924 - mmaction - INFO - Epoch [4][1280/1879] lr: 2.000e-02, eta: 14:28:56, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.3996, top5_acc: 0.6699, loss_cls: 2.6103, loss: 2.6103, grad_norm: 3.8964 2021-06-17 11:42:52,113 - mmaction - INFO - Epoch [4][1300/1879] lr: 2.000e-02, eta: 14:28:34, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4102, top5_acc: 0.6570, loss_cls: 2.6495, loss: 2.6495, grad_norm: 3.7570 2021-06-17 11:43:03,380 - mmaction - INFO - Epoch [4][1320/1879] lr: 2.000e-02, eta: 14:28:13, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4223, top5_acc: 0.6750, loss_cls: 2.5770, loss: 2.5770, grad_norm: 3.8108 2021-06-17 11:43:14,681 - mmaction - INFO - Epoch [4][1340/1879] lr: 2.000e-02, eta: 14:27:53, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4082, top5_acc: 0.6777, loss_cls: 2.5919, loss: 2.5919, grad_norm: 3.8793 2021-06-17 11:43:25,902 - mmaction - INFO - Epoch [4][1360/1879] lr: 2.000e-02, eta: 14:27:32, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4199, top5_acc: 0.6699, loss_cls: 2.5988, loss: 2.5988, grad_norm: 3.8626 2021-06-17 11:43:37,206 - mmaction - INFO - Epoch [4][1380/1879] lr: 2.000e-02, eta: 14:27:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4301, top5_acc: 0.6730, loss_cls: 2.5322, loss: 2.5322, grad_norm: 3.6995 2021-06-17 11:43:48,524 - mmaction - INFO - Epoch [4][1400/1879] lr: 2.000e-02, eta: 14:26:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4328, top5_acc: 0.6813, loss_cls: 2.5359, loss: 2.5359, grad_norm: 3.7923 2021-06-17 11:43:59,757 - mmaction - INFO - Epoch [4][1420/1879] lr: 2.000e-02, eta: 14:26:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4316, top5_acc: 0.6773, loss_cls: 2.5233, loss: 2.5233, grad_norm: 3.6628 2021-06-17 11:44:10,993 - mmaction - INFO - Epoch [4][1440/1879] lr: 2.000e-02, eta: 14:26:09, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4125, top5_acc: 0.6703, loss_cls: 2.6022, loss: 2.6022, grad_norm: 3.7985 2021-06-17 11:44:22,368 - mmaction - INFO - Epoch [4][1460/1879] lr: 2.000e-02, eta: 14:25:50, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4000, top5_acc: 0.6605, loss_cls: 2.6567, loss: 2.6567, grad_norm: 3.8560 2021-06-17 11:44:33,564 - mmaction - INFO - Epoch [4][1480/1879] lr: 2.000e-02, eta: 14:25:29, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4281, top5_acc: 0.6832, loss_cls: 2.5450, loss: 2.5450, grad_norm: 3.8088 2021-06-17 11:44:44,822 - mmaction - INFO - Epoch [4][1500/1879] lr: 2.000e-02, eta: 14:25:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4105, top5_acc: 0.6598, loss_cls: 2.6177, loss: 2.6177, grad_norm: 3.8296 2021-06-17 11:44:56,102 - mmaction - INFO - Epoch [4][1520/1879] lr: 2.000e-02, eta: 14:24:48, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4199, top5_acc: 0.6648, loss_cls: 2.6424, loss: 2.6424, grad_norm: 3.8200 2021-06-17 11:45:07,340 - mmaction - INFO - Epoch [4][1540/1879] lr: 2.000e-02, eta: 14:24:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4129, top5_acc: 0.6668, loss_cls: 2.6000, loss: 2.6000, grad_norm: 3.8622 2021-06-17 11:45:18,666 - mmaction - INFO - Epoch [4][1560/1879] lr: 2.000e-02, eta: 14:24:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4102, top5_acc: 0.6707, loss_cls: 2.5763, loss: 2.5763, grad_norm: 3.8708 2021-06-17 11:45:29,973 - mmaction - INFO - Epoch [4][1580/1879] lr: 2.000e-02, eta: 14:23:48, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.3969, top5_acc: 0.6586, loss_cls: 2.7125, loss: 2.7125, grad_norm: 3.7236 2021-06-17 11:45:41,301 - mmaction - INFO - Epoch [4][1600/1879] lr: 2.000e-02, eta: 14:23:29, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4188, top5_acc: 0.6852, loss_cls: 2.5512, loss: 2.5512, grad_norm: 3.8125 2021-06-17 11:45:52,568 - mmaction - INFO - Epoch [4][1620/1879] lr: 2.000e-02, eta: 14:23:09, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4293, top5_acc: 0.6836, loss_cls: 2.5112, loss: 2.5112, grad_norm: 3.8202 2021-06-17 11:46:03,847 - mmaction - INFO - Epoch [4][1640/1879] lr: 2.000e-02, eta: 14:22:49, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4156, top5_acc: 0.6691, loss_cls: 2.5967, loss: 2.5967, grad_norm: 3.7714 2021-06-17 11:46:15,073 - mmaction - INFO - Epoch [4][1660/1879] lr: 2.000e-02, eta: 14:22:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4105, top5_acc: 0.6621, loss_cls: 2.6312, loss: 2.6312, grad_norm: 3.8622 2021-06-17 11:46:26,270 - mmaction - INFO - Epoch [4][1680/1879] lr: 2.000e-02, eta: 14:22:07, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4199, top5_acc: 0.6566, loss_cls: 2.6061, loss: 2.6061, grad_norm: 3.7086 2021-06-17 11:46:37,575 - mmaction - INFO - Epoch [4][1700/1879] lr: 2.000e-02, eta: 14:21:48, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4348, top5_acc: 0.6645, loss_cls: 2.5778, loss: 2.5778, grad_norm: 3.7696 2021-06-17 11:46:48,933 - mmaction - INFO - Epoch [4][1720/1879] lr: 2.000e-02, eta: 14:21:29, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4238, top5_acc: 0.6746, loss_cls: 2.5643, loss: 2.5643, grad_norm: 3.6855 2021-06-17 11:47:00,187 - mmaction - INFO - Epoch [4][1740/1879] lr: 2.000e-02, eta: 14:21:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4227, top5_acc: 0.6645, loss_cls: 2.5776, loss: 2.5776, grad_norm: 3.7768 2021-06-17 11:47:11,469 - mmaction - INFO - Epoch [4][1760/1879] lr: 2.000e-02, eta: 14:20:50, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4105, top5_acc: 0.6746, loss_cls: 2.5867, loss: 2.5867, grad_norm: 3.9432 2021-06-17 11:47:22,797 - mmaction - INFO - Epoch [4][1780/1879] lr: 2.000e-02, eta: 14:20:31, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4098, top5_acc: 0.6664, loss_cls: 2.5955, loss: 2.5955, grad_norm: 3.7495 2021-06-17 11:47:34,077 - mmaction - INFO - Epoch [4][1800/1879] lr: 2.000e-02, eta: 14:20:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4121, top5_acc: 0.6672, loss_cls: 2.6225, loss: 2.6225, grad_norm: 3.7675 2021-06-17 11:47:45,288 - mmaction - INFO - Epoch [4][1820/1879] lr: 2.000e-02, eta: 14:19:51, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4184, top5_acc: 0.6645, loss_cls: 2.6123, loss: 2.6123, grad_norm: 3.7585 2021-06-17 11:47:56,581 - mmaction - INFO - Epoch [4][1840/1879] lr: 2.000e-02, eta: 14:19:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4148, top5_acc: 0.6797, loss_cls: 2.5949, loss: 2.5949, grad_norm: 3.8226 2021-06-17 11:48:07,835 - mmaction - INFO - Epoch [4][1860/1879] lr: 2.000e-02, eta: 14:19:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4313, top5_acc: 0.6746, loss_cls: 2.5316, loss: 2.5316, grad_norm: 3.7384 2021-06-17 11:48:19,104 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-17 11:49:28,104 - mmaction - INFO - Epoch [5][20/1879] lr: 2.000e-02, eta: 14:27:18, time: 3.384, data_time: 2.832, memory: 7080, top1_acc: 0.4332, top5_acc: 0.6848, loss_cls: 2.4591, loss: 2.4591, grad_norm: 3.7412 2021-06-17 11:49:39,170 - mmaction - INFO - Epoch [5][40/1879] lr: 2.000e-02, eta: 14:26:55, time: 0.552, data_time: 0.004, memory: 7080, top1_acc: 0.4309, top5_acc: 0.6934, loss_cls: 2.4690, loss: 2.4690, grad_norm: 3.8675 2021-06-17 11:49:50,202 - mmaction - INFO - Epoch [5][60/1879] lr: 2.000e-02, eta: 14:26:31, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.4480, top5_acc: 0.7000, loss_cls: 2.4045, loss: 2.4045, grad_norm: 3.8724 2021-06-17 11:50:01,276 - mmaction - INFO - Epoch [5][80/1879] lr: 2.000e-02, eta: 14:26:08, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.4227, top5_acc: 0.6906, loss_cls: 2.5447, loss: 2.5447, grad_norm: 3.7699 2021-06-17 11:50:12,415 - mmaction - INFO - Epoch [5][100/1879] lr: 2.000e-02, eta: 14:25:46, time: 0.559, data_time: 0.003, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6840, loss_cls: 2.5316, loss: 2.5316, grad_norm: 3.8596 2021-06-17 11:50:23,683 - mmaction - INFO - Epoch [5][120/1879] lr: 2.000e-02, eta: 14:25:25, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4250, top5_acc: 0.6797, loss_cls: 2.5522, loss: 2.5522, grad_norm: 3.8072 2021-06-17 11:50:34,986 - mmaction - INFO - Epoch [5][140/1879] lr: 2.000e-02, eta: 14:25:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4422, top5_acc: 0.6727, loss_cls: 2.5143, loss: 2.5143, grad_norm: 3.7264 2021-06-17 11:50:46,312 - mmaction - INFO - Epoch [5][160/1879] lr: 2.000e-02, eta: 14:24:45, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6762, loss_cls: 2.5166, loss: 2.5166, grad_norm: 3.9311 2021-06-17 11:50:57,598 - mmaction - INFO - Epoch [5][180/1879] lr: 2.000e-02, eta: 14:24:25, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4305, top5_acc: 0.6824, loss_cls: 2.5226, loss: 2.5226, grad_norm: 3.9240 2021-06-17 11:51:08,896 - mmaction - INFO - Epoch [5][200/1879] lr: 2.000e-02, eta: 14:24:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4305, top5_acc: 0.6785, loss_cls: 2.5460, loss: 2.5460, grad_norm: 3.7690 2021-06-17 11:51:20,204 - mmaction - INFO - Epoch [5][220/1879] lr: 2.000e-02, eta: 14:23:45, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4352, top5_acc: 0.6848, loss_cls: 2.4949, loss: 2.4949, grad_norm: 3.6921 2021-06-17 11:51:31,530 - mmaction - INFO - Epoch [5][240/1879] lr: 2.000e-02, eta: 14:23:25, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4184, top5_acc: 0.6727, loss_cls: 2.5615, loss: 2.5615, grad_norm: 3.9055 2021-06-17 11:51:42,891 - mmaction - INFO - Epoch [5][260/1879] lr: 2.000e-02, eta: 14:23:06, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6750, loss_cls: 2.5610, loss: 2.5610, grad_norm: 3.7716 2021-06-17 11:51:54,312 - mmaction - INFO - Epoch [5][280/1879] lr: 2.000e-02, eta: 14:22:47, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4203, top5_acc: 0.6668, loss_cls: 2.5964, loss: 2.5964, grad_norm: 3.7878 2021-06-17 11:52:05,622 - mmaction - INFO - Epoch [5][300/1879] lr: 2.000e-02, eta: 14:22:27, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4441, top5_acc: 0.6906, loss_cls: 2.4816, loss: 2.4816, grad_norm: 3.7654 2021-06-17 11:52:16,952 - mmaction - INFO - Epoch [5][320/1879] lr: 2.000e-02, eta: 14:22:07, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4266, top5_acc: 0.6828, loss_cls: 2.5454, loss: 2.5454, grad_norm: 3.8143 2021-06-17 11:52:28,266 - mmaction - INFO - Epoch [5][340/1879] lr: 2.000e-02, eta: 14:21:48, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4313, top5_acc: 0.6828, loss_cls: 2.5177, loss: 2.5177, grad_norm: 3.7691 2021-06-17 11:52:39,532 - mmaction - INFO - Epoch [5][360/1879] lr: 2.000e-02, eta: 14:21:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4422, top5_acc: 0.6969, loss_cls: 2.4510, loss: 2.4510, grad_norm: 3.8276 2021-06-17 11:52:50,777 - mmaction - INFO - Epoch [5][380/1879] lr: 2.000e-02, eta: 14:21:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4316, top5_acc: 0.6828, loss_cls: 2.5159, loss: 2.5159, grad_norm: 3.7425 2021-06-17 11:53:02,065 - mmaction - INFO - Epoch [5][400/1879] lr: 2.000e-02, eta: 14:20:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4320, top5_acc: 0.6937, loss_cls: 2.4818, loss: 2.4818, grad_norm: 3.7006 2021-06-17 11:53:13,304 - mmaction - INFO - Epoch [5][420/1879] lr: 2.000e-02, eta: 14:20:27, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4246, top5_acc: 0.6777, loss_cls: 2.5104, loss: 2.5104, grad_norm: 3.7650 2021-06-17 11:53:24,590 - mmaction - INFO - Epoch [5][440/1879] lr: 2.000e-02, eta: 14:20:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4484, top5_acc: 0.6937, loss_cls: 2.4409, loss: 2.4409, grad_norm: 3.6799 2021-06-17 11:53:35,872 - mmaction - INFO - Epoch [5][460/1879] lr: 2.000e-02, eta: 14:19:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4324, top5_acc: 0.6902, loss_cls: 2.4983, loss: 2.4983, grad_norm: 3.7917 2021-06-17 11:53:47,109 - mmaction - INFO - Epoch [5][480/1879] lr: 2.000e-02, eta: 14:19:27, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4230, top5_acc: 0.7012, loss_cls: 2.4343, loss: 2.4343, grad_norm: 3.7519 2021-06-17 11:53:58,351 - mmaction - INFO - Epoch [5][500/1879] lr: 2.000e-02, eta: 14:19:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4273, top5_acc: 0.6848, loss_cls: 2.5076, loss: 2.5076, grad_norm: 3.7702 2021-06-17 11:54:09,596 - mmaction - INFO - Epoch [5][520/1879] lr: 2.000e-02, eta: 14:18:47, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4332, top5_acc: 0.6684, loss_cls: 2.5606, loss: 2.5606, grad_norm: 3.8394 2021-06-17 11:54:20,884 - mmaction - INFO - Epoch [5][540/1879] lr: 2.000e-02, eta: 14:18:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4176, top5_acc: 0.6820, loss_cls: 2.5422, loss: 2.5422, grad_norm: 3.7313 2021-06-17 11:54:32,278 - mmaction - INFO - Epoch [5][560/1879] lr: 2.000e-02, eta: 14:18:09, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4395, top5_acc: 0.6781, loss_cls: 2.5656, loss: 2.5656, grad_norm: 3.8262 2021-06-17 11:54:43,621 - mmaction - INFO - Epoch [5][580/1879] lr: 2.000e-02, eta: 14:17:51, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4395, top5_acc: 0.7004, loss_cls: 2.4513, loss: 2.4513, grad_norm: 3.7104 2021-06-17 11:54:54,873 - mmaction - INFO - Epoch [5][600/1879] lr: 2.000e-02, eta: 14:17:31, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4445, top5_acc: 0.7043, loss_cls: 2.4395, loss: 2.4395, grad_norm: 3.6648 2021-06-17 11:55:06,161 - mmaction - INFO - Epoch [5][620/1879] lr: 2.000e-02, eta: 14:17:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4309, top5_acc: 0.6914, loss_cls: 2.4888, loss: 2.4888, grad_norm: 3.7001 2021-06-17 11:55:17,487 - mmaction - INFO - Epoch [5][640/1879] lr: 2.000e-02, eta: 14:16:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4391, top5_acc: 0.6809, loss_cls: 2.5177, loss: 2.5177, grad_norm: 3.7558 2021-06-17 11:55:28,788 - mmaction - INFO - Epoch [5][660/1879] lr: 2.000e-02, eta: 14:16:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4344, top5_acc: 0.6926, loss_cls: 2.4948, loss: 2.4948, grad_norm: 3.7027 2021-06-17 11:55:40,143 - mmaction - INFO - Epoch [5][680/1879] lr: 2.000e-02, eta: 14:16:15, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4379, top5_acc: 0.6895, loss_cls: 2.4688, loss: 2.4688, grad_norm: 3.7506 2021-06-17 11:55:51,364 - mmaction - INFO - Epoch [5][700/1879] lr: 2.000e-02, eta: 14:15:55, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4301, top5_acc: 0.6813, loss_cls: 2.5000, loss: 2.5000, grad_norm: 3.7894 2021-06-17 11:56:02,660 - mmaction - INFO - Epoch [5][720/1879] lr: 2.000e-02, eta: 14:15:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4324, top5_acc: 0.6871, loss_cls: 2.5232, loss: 2.5232, grad_norm: 3.7593 2021-06-17 11:56:13,938 - mmaction - INFO - Epoch [5][740/1879] lr: 2.000e-02, eta: 14:15:16, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4258, top5_acc: 0.6902, loss_cls: 2.5197, loss: 2.5197, grad_norm: 3.7007 2021-06-17 11:56:25,197 - mmaction - INFO - Epoch [5][760/1879] lr: 2.000e-02, eta: 14:14:57, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4316, top5_acc: 0.6816, loss_cls: 2.4955, loss: 2.4955, grad_norm: 3.6215 2021-06-17 11:56:36,410 - mmaction - INFO - Epoch [5][780/1879] lr: 2.000e-02, eta: 14:14:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6895, loss_cls: 2.5312, loss: 2.5312, grad_norm: 3.8368 2021-06-17 11:56:47,730 - mmaction - INFO - Epoch [5][800/1879] lr: 2.000e-02, eta: 14:14:18, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4469, top5_acc: 0.7125, loss_cls: 2.4143, loss: 2.4143, grad_norm: 3.7459 2021-06-17 11:56:59,020 - mmaction - INFO - Epoch [5][820/1879] lr: 2.000e-02, eta: 14:14:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4477, top5_acc: 0.6961, loss_cls: 2.4549, loss: 2.4549, grad_norm: 3.8644 2021-06-17 11:57:10,400 - mmaction - INFO - Epoch [5][840/1879] lr: 2.000e-02, eta: 14:13:41, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4207, top5_acc: 0.6906, loss_cls: 2.4806, loss: 2.4806, grad_norm: 3.7116 2021-06-17 11:57:21,699 - mmaction - INFO - Epoch [5][860/1879] lr: 2.000e-02, eta: 14:13:23, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4301, top5_acc: 0.6656, loss_cls: 2.5605, loss: 2.5605, grad_norm: 3.7021 2021-06-17 11:57:32,901 - mmaction - INFO - Epoch [5][880/1879] lr: 2.000e-02, eta: 14:13:03, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4250, top5_acc: 0.6813, loss_cls: 2.5371, loss: 2.5371, grad_norm: 3.8014 2021-06-17 11:57:44,212 - mmaction - INFO - Epoch [5][900/1879] lr: 2.000e-02, eta: 14:12:44, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4398, top5_acc: 0.6840, loss_cls: 2.4826, loss: 2.4826, grad_norm: 3.7756 2021-06-17 11:57:55,507 - mmaction - INFO - Epoch [5][920/1879] lr: 2.000e-02, eta: 14:12:25, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4367, top5_acc: 0.6949, loss_cls: 2.4486, loss: 2.4486, grad_norm: 3.7697 2021-06-17 11:58:06,776 - mmaction - INFO - Epoch [5][940/1879] lr: 2.000e-02, eta: 14:12:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4035, top5_acc: 0.6797, loss_cls: 2.5548, loss: 2.5548, grad_norm: 3.8174 2021-06-17 11:58:18,068 - mmaction - INFO - Epoch [5][960/1879] lr: 2.000e-02, eta: 14:11:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4414, top5_acc: 0.6902, loss_cls: 2.4714, loss: 2.4714, grad_norm: 3.8186 2021-06-17 11:58:29,378 - mmaction - INFO - Epoch [5][980/1879] lr: 2.000e-02, eta: 14:11:29, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6719, loss_cls: 2.5283, loss: 2.5283, grad_norm: 3.6726 2021-06-17 11:58:40,703 - mmaction - INFO - Epoch [5][1000/1879] lr: 2.000e-02, eta: 14:11:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4535, top5_acc: 0.6965, loss_cls: 2.4368, loss: 2.4368, grad_norm: 3.6933 2021-06-17 11:58:51,933 - mmaction - INFO - Epoch [5][1020/1879] lr: 2.000e-02, eta: 14:10:52, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4305, top5_acc: 0.6828, loss_cls: 2.4844, loss: 2.4844, grad_norm: 3.8015 2021-06-17 11:59:03,254 - mmaction - INFO - Epoch [5][1040/1879] lr: 2.000e-02, eta: 14:10:34, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4289, top5_acc: 0.6727, loss_cls: 2.5541, loss: 2.5541, grad_norm: 3.8107 2021-06-17 11:59:14,519 - mmaction - INFO - Epoch [5][1060/1879] lr: 2.000e-02, eta: 14:10:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4543, top5_acc: 0.6957, loss_cls: 2.4303, loss: 2.4303, grad_norm: 3.8036 2021-06-17 11:59:25,798 - mmaction - INFO - Epoch [5][1080/1879] lr: 2.000e-02, eta: 14:09:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4184, top5_acc: 0.6859, loss_cls: 2.5612, loss: 2.5612, grad_norm: 3.8707 2021-06-17 11:59:37,014 - mmaction - INFO - Epoch [5][1100/1879] lr: 2.000e-02, eta: 14:09:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4262, top5_acc: 0.6867, loss_cls: 2.5008, loss: 2.5008, grad_norm: 3.7492 2021-06-17 11:59:48,351 - mmaction - INFO - Epoch [5][1120/1879] lr: 2.000e-02, eta: 14:09:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4258, top5_acc: 0.6773, loss_cls: 2.5894, loss: 2.5894, grad_norm: 3.7600 2021-06-17 11:59:59,620 - mmaction - INFO - Epoch [5][1140/1879] lr: 2.000e-02, eta: 14:09:00, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4359, top5_acc: 0.6785, loss_cls: 2.5150, loss: 2.5150, grad_norm: 3.7968 2021-06-17 12:00:11,973 - mmaction - INFO - Epoch [5][1160/1879] lr: 2.000e-02, eta: 14:08:52, time: 0.616, data_time: 0.002, memory: 7080, top1_acc: 0.4348, top5_acc: 0.6840, loss_cls: 2.4963, loss: 2.4963, grad_norm: 3.7140 2021-06-17 12:00:23,269 - mmaction - INFO - Epoch [5][1180/1879] lr: 2.000e-02, eta: 14:08:34, time: 0.566, data_time: 0.003, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6789, loss_cls: 2.5275, loss: 2.5275, grad_norm: 3.7461 2021-06-17 12:00:34,632 - mmaction - INFO - Epoch [5][1200/1879] lr: 2.000e-02, eta: 14:08:16, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4336, top5_acc: 0.6805, loss_cls: 2.5030, loss: 2.5030, grad_norm: 3.7516 2021-06-17 12:00:45,841 - mmaction - INFO - Epoch [5][1220/1879] lr: 2.000e-02, eta: 14:07:57, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4566, top5_acc: 0.7070, loss_cls: 2.4166, loss: 2.4166, grad_norm: 3.7190 2021-06-17 12:00:57,138 - mmaction - INFO - Epoch [5][1240/1879] lr: 2.000e-02, eta: 14:07:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4414, top5_acc: 0.6887, loss_cls: 2.4803, loss: 2.4803, grad_norm: 3.7541 2021-06-17 12:01:08,448 - mmaction - INFO - Epoch [5][1260/1879] lr: 2.000e-02, eta: 14:07:21, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4258, top5_acc: 0.6719, loss_cls: 2.5452, loss: 2.5452, grad_norm: 3.7236 2021-06-17 12:01:19,814 - mmaction - INFO - Epoch [5][1280/1879] lr: 2.000e-02, eta: 14:07:04, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6855, loss_cls: 2.4847, loss: 2.4847, grad_norm: 3.6377 2021-06-17 12:01:31,117 - mmaction - INFO - Epoch [5][1300/1879] lr: 2.000e-02, eta: 14:06:46, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6906, loss_cls: 2.4825, loss: 2.4825, grad_norm: 3.7466 2021-06-17 12:01:42,452 - mmaction - INFO - Epoch [5][1320/1879] lr: 2.000e-02, eta: 14:06:28, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4426, top5_acc: 0.7004, loss_cls: 2.4261, loss: 2.4261, grad_norm: 3.6751 2021-06-17 12:01:53,705 - mmaction - INFO - Epoch [5][1340/1879] lr: 2.000e-02, eta: 14:06:09, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6906, loss_cls: 2.5028, loss: 2.5028, grad_norm: 3.7803 2021-06-17 12:02:05,013 - mmaction - INFO - Epoch [5][1360/1879] lr: 2.000e-02, eta: 14:05:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4434, top5_acc: 0.6937, loss_cls: 2.4903, loss: 2.4903, grad_norm: 3.7653 2021-06-17 12:02:16,331 - mmaction - INFO - Epoch [5][1380/1879] lr: 2.000e-02, eta: 14:05:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4262, top5_acc: 0.6871, loss_cls: 2.5031, loss: 2.5031, grad_norm: 3.9213 2021-06-17 12:02:27,622 - mmaction - INFO - Epoch [5][1400/1879] lr: 2.000e-02, eta: 14:05:16, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6844, loss_cls: 2.5317, loss: 2.5317, grad_norm: 3.7153 2021-06-17 12:02:38,849 - mmaction - INFO - Epoch [5][1420/1879] lr: 2.000e-02, eta: 14:04:57, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4496, top5_acc: 0.6828, loss_cls: 2.4624, loss: 2.4624, grad_norm: 3.6444 2021-06-17 12:02:50,210 - mmaction - INFO - Epoch [5][1440/1879] lr: 2.000e-02, eta: 14:04:40, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4414, top5_acc: 0.6852, loss_cls: 2.4917, loss: 2.4917, grad_norm: 3.7719 2021-06-17 12:03:01,535 - mmaction - INFO - Epoch [5][1460/1879] lr: 2.000e-02, eta: 14:04:22, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4437, top5_acc: 0.6926, loss_cls: 2.5174, loss: 2.5174, grad_norm: 3.8130 2021-06-17 12:03:12,868 - mmaction - INFO - Epoch [5][1480/1879] lr: 2.000e-02, eta: 14:04:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4437, top5_acc: 0.6746, loss_cls: 2.5036, loss: 2.5036, grad_norm: 3.7166 2021-06-17 12:03:24,103 - mmaction - INFO - Epoch [5][1500/1879] lr: 2.000e-02, eta: 14:03:46, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4277, top5_acc: 0.6832, loss_cls: 2.5261, loss: 2.5261, grad_norm: 3.7871 2021-06-17 12:03:35,359 - mmaction - INFO - Epoch [5][1520/1879] lr: 2.000e-02, eta: 14:03:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4457, top5_acc: 0.6898, loss_cls: 2.4912, loss: 2.4912, grad_norm: 3.6645 2021-06-17 12:03:46,676 - mmaction - INFO - Epoch [5][1540/1879] lr: 2.000e-02, eta: 14:03:10, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6840, loss_cls: 2.5111, loss: 2.5111, grad_norm: 3.6832 2021-06-17 12:03:58,023 - mmaction - INFO - Epoch [5][1560/1879] lr: 2.000e-02, eta: 14:02:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4363, top5_acc: 0.6855, loss_cls: 2.4482, loss: 2.4482, grad_norm: 3.7209 2021-06-17 12:04:09,321 - mmaction - INFO - Epoch [5][1580/1879] lr: 2.000e-02, eta: 14:02:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4398, top5_acc: 0.6813, loss_cls: 2.5336, loss: 2.5336, grad_norm: 3.8725 2021-06-17 12:04:20,590 - mmaction - INFO - Epoch [5][1600/1879] lr: 2.000e-02, eta: 14:02:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4391, top5_acc: 0.6844, loss_cls: 2.5279, loss: 2.5279, grad_norm: 3.7322 2021-06-17 12:04:31,853 - mmaction - INFO - Epoch [5][1620/1879] lr: 2.000e-02, eta: 14:02:00, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4246, top5_acc: 0.6855, loss_cls: 2.5128, loss: 2.5128, grad_norm: 3.8537 2021-06-17 12:04:43,139 - mmaction - INFO - Epoch [5][1640/1879] lr: 2.000e-02, eta: 14:01:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4453, top5_acc: 0.6875, loss_cls: 2.5077, loss: 2.5077, grad_norm: 3.6728 2021-06-17 12:04:54,439 - mmaction - INFO - Epoch [5][1660/1879] lr: 2.000e-02, eta: 14:01:24, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4449, top5_acc: 0.6879, loss_cls: 2.4586, loss: 2.4586, grad_norm: 3.7405 2021-06-17 12:05:05,761 - mmaction - INFO - Epoch [5][1680/1879] lr: 2.000e-02, eta: 14:01:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4367, top5_acc: 0.6797, loss_cls: 2.4930, loss: 2.4930, grad_norm: 3.8035 2021-06-17 12:05:17,025 - mmaction - INFO - Epoch [5][1700/1879] lr: 2.000e-02, eta: 14:00:49, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4344, top5_acc: 0.6793, loss_cls: 2.5385, loss: 2.5385, grad_norm: 3.6609 2021-06-17 12:05:28,280 - mmaction - INFO - Epoch [5][1720/1879] lr: 2.000e-02, eta: 14:00:31, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4148, top5_acc: 0.6816, loss_cls: 2.5458, loss: 2.5458, grad_norm: 3.7588 2021-06-17 12:05:39,589 - mmaction - INFO - Epoch [5][1740/1879] lr: 2.000e-02, eta: 14:00:14, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4422, top5_acc: 0.6930, loss_cls: 2.4955, loss: 2.4955, grad_norm: 3.8415 2021-06-17 12:05:50,806 - mmaction - INFO - Epoch [5][1760/1879] lr: 2.000e-02, eta: 13:59:56, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4352, top5_acc: 0.6969, loss_cls: 2.4933, loss: 2.4933, grad_norm: 3.6970 2021-06-17 12:06:02,051 - mmaction - INFO - Epoch [5][1780/1879] lr: 2.000e-02, eta: 13:59:38, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4164, top5_acc: 0.6660, loss_cls: 2.5901, loss: 2.5901, grad_norm: 3.7466 2021-06-17 12:06:13,349 - mmaction - INFO - Epoch [5][1800/1879] lr: 2.000e-02, eta: 13:59:20, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4281, top5_acc: 0.6824, loss_cls: 2.5342, loss: 2.5342, grad_norm: 3.6863 2021-06-17 12:06:24,554 - mmaction - INFO - Epoch [5][1820/1879] lr: 2.000e-02, eta: 13:59:02, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6895, loss_cls: 2.4948, loss: 2.4948, grad_norm: 3.6862 2021-06-17 12:06:35,919 - mmaction - INFO - Epoch [5][1840/1879] lr: 2.000e-02, eta: 13:58:45, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4234, top5_acc: 0.6719, loss_cls: 2.5937, loss: 2.5937, grad_norm: 3.8253 2021-06-17 12:06:47,198 - mmaction - INFO - Epoch [5][1860/1879] lr: 2.000e-02, eta: 13:58:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4418, top5_acc: 0.6879, loss_cls: 2.4913, loss: 2.4913, grad_norm: 3.7498 2021-06-17 12:06:59,364 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-17 12:08:10,758 - mmaction - INFO - Epoch [6][20/1879] lr: 2.000e-02, eta: 14:05:15, time: 3.555, data_time: 2.993, memory: 7080, top1_acc: 0.4410, top5_acc: 0.6941, loss_cls: 2.4341, loss: 2.4341, grad_norm: 3.6400 2021-06-17 12:08:21,778 - mmaction - INFO - Epoch [6][40/1879] lr: 2.000e-02, eta: 14:04:54, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7012, loss_cls: 2.3795, loss: 2.3795, grad_norm: 3.6344 2021-06-17 12:08:32,829 - mmaction - INFO - Epoch [6][60/1879] lr: 2.000e-02, eta: 14:04:34, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.4426, top5_acc: 0.6934, loss_cls: 2.4389, loss: 2.4389, grad_norm: 3.7480 2021-06-17 12:08:43,888 - mmaction - INFO - Epoch [6][80/1879] lr: 2.000e-02, eta: 14:04:13, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.4309, top5_acc: 0.6863, loss_cls: 2.4693, loss: 2.4693, grad_norm: 3.8499 2021-06-17 12:08:54,971 - mmaction - INFO - Epoch [6][100/1879] lr: 2.000e-02, eta: 14:03:53, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.4520, top5_acc: 0.6922, loss_cls: 2.4353, loss: 2.4353, grad_norm: 3.6848 2021-06-17 12:09:06,137 - mmaction - INFO - Epoch [6][120/1879] lr: 2.000e-02, eta: 14:03:34, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4465, top5_acc: 0.6984, loss_cls: 2.4630, loss: 2.4630, grad_norm: 3.7899 2021-06-17 12:09:17,445 - mmaction - INFO - Epoch [6][140/1879] lr: 2.000e-02, eta: 14:03:16, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4461, top5_acc: 0.7043, loss_cls: 2.4458, loss: 2.4458, grad_norm: 3.7653 2021-06-17 12:09:28,704 - mmaction - INFO - Epoch [6][160/1879] lr: 2.000e-02, eta: 14:02:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4391, top5_acc: 0.6965, loss_cls: 2.4600, loss: 2.4600, grad_norm: 3.8138 2021-06-17 12:09:39,995 - mmaction - INFO - Epoch [6][180/1879] lr: 2.000e-02, eta: 14:02:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4594, top5_acc: 0.7102, loss_cls: 2.3777, loss: 2.3777, grad_norm: 3.6553 2021-06-17 12:09:51,313 - mmaction - INFO - Epoch [6][200/1879] lr: 2.000e-02, eta: 14:02:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7219, loss_cls: 2.3185, loss: 2.3185, grad_norm: 3.7192 2021-06-17 12:10:02,920 - mmaction - INFO - Epoch [6][220/1879] lr: 2.000e-02, eta: 14:02:06, time: 0.580, data_time: 0.002, memory: 7080, top1_acc: 0.4582, top5_acc: 0.6937, loss_cls: 2.4187, loss: 2.4187, grad_norm: 3.7307 2021-06-17 12:10:14,191 - mmaction - INFO - Epoch [6][240/1879] lr: 2.000e-02, eta: 14:01:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4574, top5_acc: 0.6871, loss_cls: 2.4328, loss: 2.4328, grad_norm: 3.7686 2021-06-17 12:10:25,529 - mmaction - INFO - Epoch [6][260/1879] lr: 2.000e-02, eta: 14:01:30, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4332, top5_acc: 0.6895, loss_cls: 2.4717, loss: 2.4717, grad_norm: 3.7534 2021-06-17 12:10:36,806 - mmaction - INFO - Epoch [6][280/1879] lr: 2.000e-02, eta: 14:01:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4484, top5_acc: 0.6937, loss_cls: 2.4528, loss: 2.4528, grad_norm: 3.7701 2021-06-17 12:10:48,095 - mmaction - INFO - Epoch [6][300/1879] lr: 2.000e-02, eta: 14:00:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4648, top5_acc: 0.7137, loss_cls: 2.3537, loss: 2.3537, grad_norm: 3.7631 2021-06-17 12:10:59,506 - mmaction - INFO - Epoch [6][320/1879] lr: 2.000e-02, eta: 14:00:37, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.4230, top5_acc: 0.6785, loss_cls: 2.5635, loss: 2.5635, grad_norm: 3.8322 2021-06-17 12:11:10,784 - mmaction - INFO - Epoch [6][340/1879] lr: 2.000e-02, eta: 14:00:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4539, top5_acc: 0.6965, loss_cls: 2.4293, loss: 2.4293, grad_norm: 3.6540 2021-06-17 12:11:22,109 - mmaction - INFO - Epoch [6][360/1879] lr: 2.000e-02, eta: 14:00:02, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4535, top5_acc: 0.7086, loss_cls: 2.4021, loss: 2.4021, grad_norm: 3.7324 2021-06-17 12:11:33,374 - mmaction - INFO - Epoch [6][380/1879] lr: 2.000e-02, eta: 13:59:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4441, top5_acc: 0.7043, loss_cls: 2.4197, loss: 2.4197, grad_norm: 3.7751 2021-06-17 12:11:44,721 - mmaction - INFO - Epoch [6][400/1879] lr: 2.000e-02, eta: 13:59:26, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4566, top5_acc: 0.7090, loss_cls: 2.3748, loss: 2.3748, grad_norm: 3.8663 2021-06-17 12:11:55,965 - mmaction - INFO - Epoch [6][420/1879] lr: 2.000e-02, eta: 13:59:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4340, top5_acc: 0.6805, loss_cls: 2.4754, loss: 2.4754, grad_norm: 3.7670 2021-06-17 12:12:07,211 - mmaction - INFO - Epoch [6][440/1879] lr: 2.000e-02, eta: 13:58:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4398, top5_acc: 0.6875, loss_cls: 2.4547, loss: 2.4547, grad_norm: 3.7658 2021-06-17 12:12:18,448 - mmaction - INFO - Epoch [6][460/1879] lr: 2.000e-02, eta: 13:58:32, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4445, top5_acc: 0.6961, loss_cls: 2.4599, loss: 2.4599, grad_norm: 3.8725 2021-06-17 12:12:29,836 - mmaction - INFO - Epoch [6][480/1879] lr: 2.000e-02, eta: 13:58:15, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6898, loss_cls: 2.4506, loss: 2.4506, grad_norm: 3.7407 2021-06-17 12:12:41,132 - mmaction - INFO - Epoch [6][500/1879] lr: 2.000e-02, eta: 13:57:57, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4570, top5_acc: 0.7066, loss_cls: 2.3804, loss: 2.3804, grad_norm: 3.7472 2021-06-17 12:12:52,391 - mmaction - INFO - Epoch [6][520/1879] lr: 2.000e-02, eta: 13:57:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4508, top5_acc: 0.6875, loss_cls: 2.4303, loss: 2.4303, grad_norm: 3.7517 2021-06-17 12:13:03,783 - mmaction - INFO - Epoch [6][540/1879] lr: 2.000e-02, eta: 13:57:23, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4559, top5_acc: 0.7031, loss_cls: 2.4025, loss: 2.4025, grad_norm: 3.7464 2021-06-17 12:13:14,990 - mmaction - INFO - Epoch [6][560/1879] lr: 2.000e-02, eta: 13:57:04, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4508, top5_acc: 0.6965, loss_cls: 2.4010, loss: 2.4010, grad_norm: 3.8095 2021-06-17 12:13:26,214 - mmaction - INFO - Epoch [6][580/1879] lr: 2.000e-02, eta: 13:56:46, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4422, top5_acc: 0.7043, loss_cls: 2.4255, loss: 2.4255, grad_norm: 3.7607 2021-06-17 12:13:37,545 - mmaction - INFO - Epoch [6][600/1879] lr: 2.000e-02, eta: 13:56:29, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4383, top5_acc: 0.6957, loss_cls: 2.4635, loss: 2.4635, grad_norm: 3.6338 2021-06-17 12:13:48,834 - mmaction - INFO - Epoch [6][620/1879] lr: 2.000e-02, eta: 13:56:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7141, loss_cls: 2.3279, loss: 2.3279, grad_norm: 3.7124 2021-06-17 12:14:00,128 - mmaction - INFO - Epoch [6][640/1879] lr: 2.000e-02, eta: 13:55:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4348, top5_acc: 0.6914, loss_cls: 2.4790, loss: 2.4790, grad_norm: 3.7798 2021-06-17 12:14:11,375 - mmaction - INFO - Epoch [6][660/1879] lr: 2.000e-02, eta: 13:55:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4297, top5_acc: 0.6953, loss_cls: 2.4906, loss: 2.4906, grad_norm: 3.7259 2021-06-17 12:14:22,682 - mmaction - INFO - Epoch [6][680/1879] lr: 2.000e-02, eta: 13:55:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.4280, loss: 2.4280, grad_norm: 3.6223 2021-06-17 12:14:33,922 - mmaction - INFO - Epoch [6][700/1879] lr: 2.000e-02, eta: 13:55:01, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4270, top5_acc: 0.6777, loss_cls: 2.5494, loss: 2.5494, grad_norm: 3.6895 2021-06-17 12:14:45,237 - mmaction - INFO - Epoch [6][720/1879] lr: 2.000e-02, eta: 13:54:44, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4602, top5_acc: 0.6918, loss_cls: 2.4125, loss: 2.4125, grad_norm: 3.7685 2021-06-17 12:14:56,526 - mmaction - INFO - Epoch [6][740/1879] lr: 2.000e-02, eta: 13:54:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4352, top5_acc: 0.6789, loss_cls: 2.4940, loss: 2.4940, grad_norm: 3.6257 2021-06-17 12:15:08,205 - mmaction - INFO - Epoch [6][760/1879] lr: 2.000e-02, eta: 13:54:12, time: 0.585, data_time: 0.002, memory: 7080, top1_acc: 0.4543, top5_acc: 0.7094, loss_cls: 2.3706, loss: 2.3706, grad_norm: 3.7547 2021-06-17 12:15:19,541 - mmaction - INFO - Epoch [6][780/1879] lr: 2.000e-02, eta: 13:53:55, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6930, loss_cls: 2.4447, loss: 2.4447, grad_norm: 3.7289 2021-06-17 12:15:30,834 - mmaction - INFO - Epoch [6][800/1879] lr: 2.000e-02, eta: 13:53:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4406, top5_acc: 0.6898, loss_cls: 2.4513, loss: 2.4513, grad_norm: 3.6510 2021-06-17 12:15:42,079 - mmaction - INFO - Epoch [6][820/1879] lr: 2.000e-02, eta: 13:53:20, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4324, top5_acc: 0.6969, loss_cls: 2.4610, loss: 2.4610, grad_norm: 3.7318 2021-06-17 12:15:53,340 - mmaction - INFO - Epoch [6][840/1879] lr: 2.000e-02, eta: 13:53:03, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4586, top5_acc: 0.6906, loss_cls: 2.4299, loss: 2.4299, grad_norm: 3.6288 2021-06-17 12:16:04,650 - mmaction - INFO - Epoch [6][860/1879] lr: 2.000e-02, eta: 13:52:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4570, top5_acc: 0.6953, loss_cls: 2.4380, loss: 2.4380, grad_norm: 3.7224 2021-06-17 12:16:15,920 - mmaction - INFO - Epoch [6][880/1879] lr: 2.000e-02, eta: 13:52:28, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4457, top5_acc: 0.7012, loss_cls: 2.4432, loss: 2.4432, grad_norm: 3.8419 2021-06-17 12:16:27,196 - mmaction - INFO - Epoch [6][900/1879] lr: 2.000e-02, eta: 13:52:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4465, top5_acc: 0.6887, loss_cls: 2.4639, loss: 2.4639, grad_norm: 3.7171 2021-06-17 12:16:38,491 - mmaction - INFO - Epoch [6][920/1879] lr: 2.000e-02, eta: 13:51:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4359, top5_acc: 0.6918, loss_cls: 2.4898, loss: 2.4898, grad_norm: 3.7265 2021-06-17 12:16:49,837 - mmaction - INFO - Epoch [6][940/1879] lr: 2.000e-02, eta: 13:51:37, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4297, top5_acc: 0.6945, loss_cls: 2.4656, loss: 2.4656, grad_norm: 3.7021 2021-06-17 12:17:01,080 - mmaction - INFO - Epoch [6][960/1879] lr: 2.000e-02, eta: 13:51:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4527, top5_acc: 0.7086, loss_cls: 2.4259, loss: 2.4259, grad_norm: 3.7625 2021-06-17 12:17:12,346 - mmaction - INFO - Epoch [6][980/1879] lr: 2.000e-02, eta: 13:51:02, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4523, top5_acc: 0.7176, loss_cls: 2.3612, loss: 2.3612, grad_norm: 3.7533 2021-06-17 12:17:23,645 - mmaction - INFO - Epoch [6][1000/1879] lr: 2.000e-02, eta: 13:50:45, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4441, top5_acc: 0.6855, loss_cls: 2.4543, loss: 2.4543, grad_norm: 3.7363 2021-06-17 12:17:34,972 - mmaction - INFO - Epoch [6][1020/1879] lr: 2.000e-02, eta: 13:50:28, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4477, top5_acc: 0.6922, loss_cls: 2.4157, loss: 2.4157, grad_norm: 3.5857 2021-06-17 12:17:46,329 - mmaction - INFO - Epoch [6][1040/1879] lr: 2.000e-02, eta: 13:50:12, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4488, top5_acc: 0.7012, loss_cls: 2.4259, loss: 2.4259, grad_norm: 3.6819 2021-06-17 12:17:57,635 - mmaction - INFO - Epoch [6][1060/1879] lr: 2.000e-02, eta: 13:49:55, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4582, top5_acc: 0.7172, loss_cls: 2.3852, loss: 2.3852, grad_norm: 3.7947 2021-06-17 12:18:08,844 - mmaction - INFO - Epoch [6][1080/1879] lr: 2.000e-02, eta: 13:49:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4484, top5_acc: 0.7102, loss_cls: 2.3869, loss: 2.3869, grad_norm: 3.8310 2021-06-17 12:18:20,166 - mmaction - INFO - Epoch [6][1100/1879] lr: 2.000e-02, eta: 13:49:20, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4492, top5_acc: 0.6930, loss_cls: 2.4399, loss: 2.4399, grad_norm: 3.7492 2021-06-17 12:18:31,453 - mmaction - INFO - Epoch [6][1120/1879] lr: 2.000e-02, eta: 13:49:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4504, top5_acc: 0.6867, loss_cls: 2.4530, loss: 2.4530, grad_norm: 3.8237 2021-06-17 12:18:42,761 - mmaction - INFO - Epoch [6][1140/1879] lr: 2.000e-02, eta: 13:48:47, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4547, top5_acc: 0.7195, loss_cls: 2.3587, loss: 2.3587, grad_norm: 3.7787 2021-06-17 12:18:54,064 - mmaction - INFO - Epoch [6][1160/1879] lr: 2.000e-02, eta: 13:48:30, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4340, top5_acc: 0.6918, loss_cls: 2.4864, loss: 2.4864, grad_norm: 3.7736 2021-06-17 12:19:05,347 - mmaction - INFO - Epoch [6][1180/1879] lr: 2.000e-02, eta: 13:48:13, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4285, top5_acc: 0.6836, loss_cls: 2.4729, loss: 2.4729, grad_norm: 3.8197 2021-06-17 12:19:16,647 - mmaction - INFO - Epoch [6][1200/1879] lr: 2.000e-02, eta: 13:47:56, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4496, top5_acc: 0.6949, loss_cls: 2.4124, loss: 2.4124, grad_norm: 3.7772 2021-06-17 12:19:27,928 - mmaction - INFO - Epoch [6][1220/1879] lr: 2.000e-02, eta: 13:47:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4414, top5_acc: 0.6949, loss_cls: 2.4184, loss: 2.4184, grad_norm: 3.8027 2021-06-17 12:19:39,215 - mmaction - INFO - Epoch [6][1240/1879] lr: 2.000e-02, eta: 13:47:22, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4426, top5_acc: 0.6926, loss_cls: 2.4467, loss: 2.4467, grad_norm: 3.7728 2021-06-17 12:19:50,478 - mmaction - INFO - Epoch [6][1260/1879] lr: 2.000e-02, eta: 13:47:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4453, top5_acc: 0.6918, loss_cls: 2.4532, loss: 2.4532, grad_norm: 3.7348 2021-06-17 12:20:01,700 - mmaction - INFO - Epoch [6][1280/1879] lr: 2.000e-02, eta: 13:46:48, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4539, top5_acc: 0.7004, loss_cls: 2.4232, loss: 2.4232, grad_norm: 3.7943 2021-06-17 12:20:13,086 - mmaction - INFO - Epoch [6][1300/1879] lr: 2.000e-02, eta: 13:46:32, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4391, top5_acc: 0.6988, loss_cls: 2.4224, loss: 2.4224, grad_norm: 3.7771 2021-06-17 12:20:24,420 - mmaction - INFO - Epoch [6][1320/1879] lr: 2.000e-02, eta: 13:46:16, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4348, top5_acc: 0.6918, loss_cls: 2.4886, loss: 2.4886, grad_norm: 3.6744 2021-06-17 12:20:35,757 - mmaction - INFO - Epoch [6][1340/1879] lr: 2.000e-02, eta: 13:45:59, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4363, top5_acc: 0.6910, loss_cls: 2.4833, loss: 2.4833, grad_norm: 3.7316 2021-06-17 12:20:47,015 - mmaction - INFO - Epoch [6][1360/1879] lr: 2.000e-02, eta: 13:45:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4473, top5_acc: 0.7047, loss_cls: 2.3764, loss: 2.3764, grad_norm: 3.8047 2021-06-17 12:20:58,260 - mmaction - INFO - Epoch [6][1380/1879] lr: 2.000e-02, eta: 13:45:25, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4602, top5_acc: 0.6949, loss_cls: 2.4447, loss: 2.4447, grad_norm: 3.7647 2021-06-17 12:21:09,596 - mmaction - INFO - Epoch [6][1400/1879] lr: 2.000e-02, eta: 13:45:09, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4434, top5_acc: 0.7023, loss_cls: 2.4336, loss: 2.4336, grad_norm: 3.6779 2021-06-17 12:21:20,879 - mmaction - INFO - Epoch [6][1420/1879] lr: 2.000e-02, eta: 13:44:52, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4461, top5_acc: 0.6992, loss_cls: 2.4492, loss: 2.4492, grad_norm: 3.7653 2021-06-17 12:21:32,188 - mmaction - INFO - Epoch [6][1440/1879] lr: 2.000e-02, eta: 13:44:36, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4461, top5_acc: 0.7020, loss_cls: 2.4300, loss: 2.4300, grad_norm: 3.7692 2021-06-17 12:21:43,473 - mmaction - INFO - Epoch [6][1460/1879] lr: 2.000e-02, eta: 13:44:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4371, top5_acc: 0.6945, loss_cls: 2.4711, loss: 2.4711, grad_norm: 3.7332 2021-06-17 12:21:54,768 - mmaction - INFO - Epoch [6][1480/1879] lr: 2.000e-02, eta: 13:44:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4422, top5_acc: 0.6887, loss_cls: 2.4813, loss: 2.4813, grad_norm: 3.7321 2021-06-17 12:22:06,101 - mmaction - INFO - Epoch [6][1500/1879] lr: 2.000e-02, eta: 13:43:46, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4453, top5_acc: 0.6906, loss_cls: 2.4668, loss: 2.4668, grad_norm: 3.5976 2021-06-17 12:22:17,307 - mmaction - INFO - Epoch [6][1520/1879] lr: 2.000e-02, eta: 13:43:29, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4262, top5_acc: 0.7020, loss_cls: 2.4523, loss: 2.4523, grad_norm: 3.6675 2021-06-17 12:22:28,612 - mmaction - INFO - Epoch [6][1540/1879] lr: 2.000e-02, eta: 13:43:13, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4527, top5_acc: 0.6996, loss_cls: 2.4341, loss: 2.4341, grad_norm: 3.6971 2021-06-17 12:22:39,912 - mmaction - INFO - Epoch [6][1560/1879] lr: 2.000e-02, eta: 13:42:56, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4492, top5_acc: 0.7016, loss_cls: 2.3992, loss: 2.3992, grad_norm: 3.7620 2021-06-17 12:22:51,170 - mmaction - INFO - Epoch [6][1580/1879] lr: 2.000e-02, eta: 13:42:39, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4383, top5_acc: 0.7020, loss_cls: 2.4164, loss: 2.4164, grad_norm: 3.6178 2021-06-17 12:23:02,594 - mmaction - INFO - Epoch [6][1600/1879] lr: 2.000e-02, eta: 13:42:24, time: 0.572, data_time: 0.002, memory: 7080, top1_acc: 0.4488, top5_acc: 0.7008, loss_cls: 2.4135, loss: 2.4135, grad_norm: 3.6861 2021-06-17 12:23:13,828 - mmaction - INFO - Epoch [6][1620/1879] lr: 2.000e-02, eta: 13:42:07, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4336, top5_acc: 0.6961, loss_cls: 2.4746, loss: 2.4746, grad_norm: 3.7955 2021-06-17 12:23:25,108 - mmaction - INFO - Epoch [6][1640/1879] lr: 2.000e-02, eta: 13:41:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4465, top5_acc: 0.7066, loss_cls: 2.3948, loss: 2.3948, grad_norm: 3.7105 2021-06-17 12:23:36,411 - mmaction - INFO - Epoch [6][1660/1879] lr: 2.000e-02, eta: 13:41:34, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4402, top5_acc: 0.6969, loss_cls: 2.4408, loss: 2.4408, grad_norm: 3.6783 2021-06-17 12:23:47,663 - mmaction - INFO - Epoch [6][1680/1879] lr: 2.000e-02, eta: 13:41:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4543, top5_acc: 0.7008, loss_cls: 2.4233, loss: 2.4233, grad_norm: 3.6409 2021-06-17 12:23:58,899 - mmaction - INFO - Epoch [6][1700/1879] lr: 2.000e-02, eta: 13:41:01, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4484, top5_acc: 0.7008, loss_cls: 2.4502, loss: 2.4502, grad_norm: 3.6684 2021-06-17 12:24:10,124 - mmaction - INFO - Epoch [6][1720/1879] lr: 2.000e-02, eta: 13:40:44, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4613, top5_acc: 0.7129, loss_cls: 2.3711, loss: 2.3711, grad_norm: 3.7869 2021-06-17 12:24:21,503 - mmaction - INFO - Epoch [6][1740/1879] lr: 2.000e-02, eta: 13:40:28, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4578, top5_acc: 0.7012, loss_cls: 2.3961, loss: 2.3961, grad_norm: 3.7442 2021-06-17 12:24:32,757 - mmaction - INFO - Epoch [6][1760/1879] lr: 2.000e-02, eta: 13:40:12, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4469, top5_acc: 0.7012, loss_cls: 2.4106, loss: 2.4106, grad_norm: 3.6034 2021-06-17 12:24:44,039 - mmaction - INFO - Epoch [6][1780/1879] lr: 2.000e-02, eta: 13:39:55, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4480, top5_acc: 0.7008, loss_cls: 2.4338, loss: 2.4338, grad_norm: 3.6762 2021-06-17 12:24:55,382 - mmaction - INFO - Epoch [6][1800/1879] lr: 2.000e-02, eta: 13:39:39, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4453, top5_acc: 0.7027, loss_cls: 2.4464, loss: 2.4464, grad_norm: 3.8216 2021-06-17 12:25:06,615 - mmaction - INFO - Epoch [6][1820/1879] lr: 2.000e-02, eta: 13:39:23, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4449, top5_acc: 0.7000, loss_cls: 2.4161, loss: 2.4161, grad_norm: 3.8347 2021-06-17 12:25:17,926 - mmaction - INFO - Epoch [6][1840/1879] lr: 2.000e-02, eta: 13:39:06, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4406, top5_acc: 0.6922, loss_cls: 2.4410, loss: 2.4410, grad_norm: 3.6675 2021-06-17 12:25:29,213 - mmaction - INFO - Epoch [6][1860/1879] lr: 2.000e-02, eta: 13:38:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4379, top5_acc: 0.6875, loss_cls: 2.4850, loss: 2.4850, grad_norm: 3.7583 2021-06-17 12:25:40,589 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-17 12:26:51,521 - mmaction - INFO - Epoch [7][20/1879] lr: 2.000e-02, eta: 13:44:11, time: 3.511, data_time: 2.858, memory: 7080, top1_acc: 0.4574, top5_acc: 0.7102, loss_cls: 2.3793, loss: 2.3793, grad_norm: 3.7365 2021-06-17 12:27:02,608 - mmaction - INFO - Epoch [7][40/1879] lr: 2.000e-02, eta: 13:43:53, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.4473, top5_acc: 0.6988, loss_cls: 2.4034, loss: 2.4034, grad_norm: 3.6958 2021-06-17 12:27:13,646 - mmaction - INFO - Epoch [7][60/1879] lr: 2.000e-02, eta: 13:43:34, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.4598, top5_acc: 0.7078, loss_cls: 2.3685, loss: 2.3685, grad_norm: 3.5560 2021-06-17 12:27:24,693 - mmaction - INFO - Epoch [7][80/1879] lr: 2.000e-02, eta: 13:43:16, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.4582, top5_acc: 0.7133, loss_cls: 2.3497, loss: 2.3497, grad_norm: 3.6076 2021-06-17 12:27:35,807 - mmaction - INFO - Epoch [7][100/1879] lr: 2.000e-02, eta: 13:42:57, time: 0.556, data_time: 0.002, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7020, loss_cls: 2.3752, loss: 2.3752, grad_norm: 3.6467 2021-06-17 12:27:47,034 - mmaction - INFO - Epoch [7][120/1879] lr: 2.000e-02, eta: 13:42:40, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4562, top5_acc: 0.7063, loss_cls: 2.3827, loss: 2.3827, grad_norm: 3.7359 2021-06-17 12:27:58,266 - mmaction - INFO - Epoch [7][140/1879] lr: 2.000e-02, eta: 13:42:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4430, top5_acc: 0.6953, loss_cls: 2.4254, loss: 2.4254, grad_norm: 3.8416 2021-06-17 12:28:09,559 - mmaction - INFO - Epoch [7][160/1879] lr: 2.000e-02, eta: 13:42:06, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4449, top5_acc: 0.7066, loss_cls: 2.3897, loss: 2.3897, grad_norm: 3.6038 2021-06-17 12:28:20,797 - mmaction - INFO - Epoch [7][180/1879] lr: 2.000e-02, eta: 13:41:49, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7188, loss_cls: 2.2940, loss: 2.2940, grad_norm: 3.6210 2021-06-17 12:28:32,094 - mmaction - INFO - Epoch [7][200/1879] lr: 2.000e-02, eta: 13:41:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4566, top5_acc: 0.7020, loss_cls: 2.3743, loss: 2.3743, grad_norm: 3.7134 2021-06-17 12:28:43,398 - mmaction - INFO - Epoch [7][220/1879] lr: 2.000e-02, eta: 13:41:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4547, top5_acc: 0.7020, loss_cls: 2.3811, loss: 2.3811, grad_norm: 3.7558 2021-06-17 12:28:54,698 - mmaction - INFO - Epoch [7][240/1879] lr: 2.000e-02, eta: 13:40:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4477, top5_acc: 0.7020, loss_cls: 2.4215, loss: 2.4215, grad_norm: 3.8383 2021-06-17 12:29:06,035 - mmaction - INFO - Epoch [7][260/1879] lr: 2.000e-02, eta: 13:40:43, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7047, loss_cls: 2.3574, loss: 2.3574, grad_norm: 3.7740 2021-06-17 12:29:17,346 - mmaction - INFO - Epoch [7][280/1879] lr: 2.000e-02, eta: 13:40:26, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4512, top5_acc: 0.6992, loss_cls: 2.4111, loss: 2.4111, grad_norm: 3.7344 2021-06-17 12:29:28,716 - mmaction - INFO - Epoch [7][300/1879] lr: 2.000e-02, eta: 13:40:10, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4535, top5_acc: 0.7113, loss_cls: 2.3377, loss: 2.3377, grad_norm: 3.5464 2021-06-17 12:29:39,952 - mmaction - INFO - Epoch [7][320/1879] lr: 2.000e-02, eta: 13:39:53, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7195, loss_cls: 2.3371, loss: 2.3371, grad_norm: 3.6492 2021-06-17 12:29:51,185 - mmaction - INFO - Epoch [7][340/1879] lr: 2.000e-02, eta: 13:39:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4398, top5_acc: 0.6914, loss_cls: 2.4664, loss: 2.4664, grad_norm: 3.7993 2021-06-17 12:30:02,564 - mmaction - INFO - Epoch [7][360/1879] lr: 2.000e-02, eta: 13:39:20, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7047, loss_cls: 2.3702, loss: 2.3702, grad_norm: 3.7301 2021-06-17 12:30:13,850 - mmaction - INFO - Epoch [7][380/1879] lr: 2.000e-02, eta: 13:39:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4641, top5_acc: 0.7102, loss_cls: 2.3334, loss: 2.3334, grad_norm: 3.7031 2021-06-17 12:30:25,066 - mmaction - INFO - Epoch [7][400/1879] lr: 2.000e-02, eta: 13:38:47, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4371, top5_acc: 0.7094, loss_cls: 2.3505, loss: 2.3505, grad_norm: 3.7805 2021-06-17 12:30:36,341 - mmaction - INFO - Epoch [7][420/1879] lr: 2.000e-02, eta: 13:38:30, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4449, top5_acc: 0.6949, loss_cls: 2.4158, loss: 2.4158, grad_norm: 3.7295 2021-06-17 12:30:47,624 - mmaction - INFO - Epoch [7][440/1879] lr: 2.000e-02, eta: 13:38:13, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4543, top5_acc: 0.7027, loss_cls: 2.3835, loss: 2.3835, grad_norm: 3.7426 2021-06-17 12:30:58,951 - mmaction - INFO - Epoch [7][460/1879] lr: 2.000e-02, eta: 13:37:57, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4758, top5_acc: 0.7113, loss_cls: 2.3371, loss: 2.3371, grad_norm: 3.7491 2021-06-17 12:31:10,204 - mmaction - INFO - Epoch [7][480/1879] lr: 2.000e-02, eta: 13:37:40, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7199, loss_cls: 2.3043, loss: 2.3043, grad_norm: 3.6244 2021-06-17 12:31:21,389 - mmaction - INFO - Epoch [7][500/1879] lr: 2.000e-02, eta: 13:37:23, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7133, loss_cls: 2.3523, loss: 2.3523, grad_norm: 3.6723 2021-06-17 12:31:32,653 - mmaction - INFO - Epoch [7][520/1879] lr: 2.000e-02, eta: 13:37:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4520, top5_acc: 0.6957, loss_cls: 2.4287, loss: 2.4287, grad_norm: 3.7520 2021-06-17 12:31:43,961 - mmaction - INFO - Epoch [7][540/1879] lr: 2.000e-02, eta: 13:36:50, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4555, top5_acc: 0.7012, loss_cls: 2.4060, loss: 2.4060, grad_norm: 3.6925 2021-06-17 12:31:55,142 - mmaction - INFO - Epoch [7][560/1879] lr: 2.000e-02, eta: 13:36:33, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.4453, top5_acc: 0.7066, loss_cls: 2.3975, loss: 2.3975, grad_norm: 3.7252 2021-06-17 12:32:06,537 - mmaction - INFO - Epoch [7][580/1879] lr: 2.000e-02, eta: 13:36:18, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.4590, top5_acc: 0.6949, loss_cls: 2.3623, loss: 2.3623, grad_norm: 3.7215 2021-06-17 12:32:17,717 - mmaction - INFO - Epoch [7][600/1879] lr: 2.000e-02, eta: 13:36:00, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.4547, top5_acc: 0.7117, loss_cls: 2.3448, loss: 2.3448, grad_norm: 3.6202 2021-06-17 12:32:29,027 - mmaction - INFO - Epoch [7][620/1879] lr: 2.000e-02, eta: 13:35:44, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4504, top5_acc: 0.6969, loss_cls: 2.4067, loss: 2.4067, grad_norm: 3.6329 2021-06-17 12:32:40,289 - mmaction - INFO - Epoch [7][640/1879] lr: 2.000e-02, eta: 13:35:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7035, loss_cls: 2.3672, loss: 2.3672, grad_norm: 3.6874 2021-06-17 12:32:51,588 - mmaction - INFO - Epoch [7][660/1879] lr: 2.000e-02, eta: 13:35:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4508, top5_acc: 0.6937, loss_cls: 2.4212, loss: 2.4212, grad_norm: 3.7098 2021-06-17 12:33:02,867 - mmaction - INFO - Epoch [7][680/1879] lr: 2.000e-02, eta: 13:34:55, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4453, top5_acc: 0.7141, loss_cls: 2.3916, loss: 2.3916, grad_norm: 3.7624 2021-06-17 12:33:14,181 - mmaction - INFO - Epoch [7][700/1879] lr: 2.000e-02, eta: 13:34:39, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7082, loss_cls: 2.3863, loss: 2.3863, grad_norm: 3.7731 2021-06-17 12:33:25,418 - mmaction - INFO - Epoch [7][720/1879] lr: 2.000e-02, eta: 13:34:22, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4578, top5_acc: 0.7059, loss_cls: 2.4075, loss: 2.4075, grad_norm: 3.7057 2021-06-17 12:33:36,728 - mmaction - INFO - Epoch [7][740/1879] lr: 2.000e-02, eta: 13:34:06, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4699, top5_acc: 0.7078, loss_cls: 2.3577, loss: 2.3577, grad_norm: 3.7040 2021-06-17 12:33:48,040 - mmaction - INFO - Epoch [7][760/1879] lr: 2.000e-02, eta: 13:33:50, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4243, loss: 2.4243, grad_norm: 3.6993 2021-06-17 12:33:59,312 - mmaction - INFO - Epoch [7][780/1879] lr: 2.000e-02, eta: 13:33:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4555, top5_acc: 0.7035, loss_cls: 2.3783, loss: 2.3783, grad_norm: 3.7176 2021-06-17 12:34:10,565 - mmaction - INFO - Epoch [7][800/1879] lr: 2.000e-02, eta: 13:33:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4699, top5_acc: 0.6988, loss_cls: 2.3863, loss: 2.3863, grad_norm: 3.7086 2021-06-17 12:34:21,905 - mmaction - INFO - Epoch [7][820/1879] lr: 2.000e-02, eta: 13:33:01, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4590, top5_acc: 0.7129, loss_cls: 2.3606, loss: 2.3606, grad_norm: 3.7898 2021-06-17 12:34:33,204 - mmaction - INFO - Epoch [7][840/1879] lr: 2.000e-02, eta: 13:32:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7086, loss_cls: 2.3406, loss: 2.3406, grad_norm: 3.8097 2021-06-17 12:34:44,426 - mmaction - INFO - Epoch [7][860/1879] lr: 2.000e-02, eta: 13:32:29, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4582, top5_acc: 0.7078, loss_cls: 2.3759, loss: 2.3759, grad_norm: 3.7741 2021-06-17 12:34:55,724 - mmaction - INFO - Epoch [7][880/1879] lr: 2.000e-02, eta: 13:32:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7137, loss_cls: 2.3689, loss: 2.3689, grad_norm: 3.7788 2021-06-17 12:35:06,979 - mmaction - INFO - Epoch [7][900/1879] lr: 2.000e-02, eta: 13:31:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4535, top5_acc: 0.7047, loss_cls: 2.3954, loss: 2.3954, grad_norm: 3.7410 2021-06-17 12:35:18,258 - mmaction - INFO - Epoch [7][920/1879] lr: 2.000e-02, eta: 13:31:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4512, top5_acc: 0.7059, loss_cls: 2.3654, loss: 2.3654, grad_norm: 3.7453 2021-06-17 12:35:29,562 - mmaction - INFO - Epoch [7][940/1879] lr: 2.000e-02, eta: 13:31:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4527, top5_acc: 0.6980, loss_cls: 2.4176, loss: 2.4176, grad_norm: 3.7680 2021-06-17 12:35:40,854 - mmaction - INFO - Epoch [7][960/1879] lr: 2.000e-02, eta: 13:31:08, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4371, top5_acc: 0.7047, loss_cls: 2.3983, loss: 2.3983, grad_norm: 3.7553 2021-06-17 12:35:52,133 - mmaction - INFO - Epoch [7][980/1879] lr: 2.000e-02, eta: 13:30:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7188, loss_cls: 2.3220, loss: 2.3220, grad_norm: 3.6568 2021-06-17 12:36:03,472 - mmaction - INFO - Epoch [7][1000/1879] lr: 2.000e-02, eta: 13:30:36, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4574, top5_acc: 0.7180, loss_cls: 2.3153, loss: 2.3153, grad_norm: 3.6756 2021-06-17 12:36:14,714 - mmaction - INFO - Epoch [7][1020/1879] lr: 2.000e-02, eta: 13:30:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4457, top5_acc: 0.7133, loss_cls: 2.3843, loss: 2.3843, grad_norm: 3.6340 2021-06-17 12:36:26,011 - mmaction - INFO - Epoch [7][1040/1879] lr: 2.000e-02, eta: 13:30:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4543, top5_acc: 0.6949, loss_cls: 2.3917, loss: 2.3917, grad_norm: 3.7432 2021-06-17 12:36:37,247 - mmaction - INFO - Epoch [7][1060/1879] lr: 2.000e-02, eta: 13:29:48, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4375, top5_acc: 0.6945, loss_cls: 2.4466, loss: 2.4466, grad_norm: 3.7660 2021-06-17 12:36:48,487 - mmaction - INFO - Epoch [7][1080/1879] lr: 2.000e-02, eta: 13:29:31, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4520, top5_acc: 0.7055, loss_cls: 2.3897, loss: 2.3897, grad_norm: 3.6864 2021-06-17 12:36:59,765 - mmaction - INFO - Epoch [7][1100/1879] lr: 2.000e-02, eta: 13:29:15, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4648, top5_acc: 0.7164, loss_cls: 2.3481, loss: 2.3481, grad_norm: 3.6660 2021-06-17 12:37:10,983 - mmaction - INFO - Epoch [7][1120/1879] lr: 2.000e-02, eta: 13:28:59, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4437, top5_acc: 0.7055, loss_cls: 2.4256, loss: 2.4256, grad_norm: 3.8020 2021-06-17 12:37:22,265 - mmaction - INFO - Epoch [7][1140/1879] lr: 2.000e-02, eta: 13:28:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4504, top5_acc: 0.7090, loss_cls: 2.3776, loss: 2.3776, grad_norm: 3.6820 2021-06-17 12:37:33,455 - mmaction - INFO - Epoch [7][1160/1879] lr: 2.000e-02, eta: 13:28:26, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4660, top5_acc: 0.7184, loss_cls: 2.3196, loss: 2.3196, grad_norm: 3.7511 2021-06-17 12:37:44,718 - mmaction - INFO - Epoch [7][1180/1879] lr: 2.000e-02, eta: 13:28:10, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4527, top5_acc: 0.6957, loss_cls: 2.4038, loss: 2.4038, grad_norm: 3.7349 2021-06-17 12:37:55,948 - mmaction - INFO - Epoch [7][1200/1879] lr: 2.000e-02, eta: 13:27:54, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4555, top5_acc: 0.7012, loss_cls: 2.3835, loss: 2.3835, grad_norm: 3.6069 2021-06-17 12:38:07,189 - mmaction - INFO - Epoch [7][1220/1879] lr: 2.000e-02, eta: 13:27:38, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4535, top5_acc: 0.7125, loss_cls: 2.3526, loss: 2.3526, grad_norm: 3.8019 2021-06-17 12:38:18,460 - mmaction - INFO - Epoch [7][1240/1879] lr: 2.000e-02, eta: 13:27:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4414, top5_acc: 0.6953, loss_cls: 2.4392, loss: 2.4392, grad_norm: 3.7360 2021-06-17 12:38:29,732 - mmaction - INFO - Epoch [7][1260/1879] lr: 2.000e-02, eta: 13:27:06, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4352, top5_acc: 0.6902, loss_cls: 2.4550, loss: 2.4550, grad_norm: 3.7226 2021-06-17 12:38:41,096 - mmaction - INFO - Epoch [7][1280/1879] lr: 2.000e-02, eta: 13:26:50, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4641, top5_acc: 0.6949, loss_cls: 2.3770, loss: 2.3770, grad_norm: 3.6634 2021-06-17 12:38:52,358 - mmaction - INFO - Epoch [7][1300/1879] lr: 2.000e-02, eta: 13:26:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4613, top5_acc: 0.6980, loss_cls: 2.3556, loss: 2.3556, grad_norm: 3.6466 2021-06-17 12:39:03,615 - mmaction - INFO - Epoch [7][1320/1879] lr: 2.000e-02, eta: 13:26:18, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4543, top5_acc: 0.7020, loss_cls: 2.3914, loss: 2.3914, grad_norm: 3.6934 2021-06-17 12:39:14,825 - mmaction - INFO - Epoch [7][1340/1879] lr: 2.000e-02, eta: 13:26:02, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4480, top5_acc: 0.7082, loss_cls: 2.3817, loss: 2.3817, grad_norm: 3.7250 2021-06-17 12:39:26,073 - mmaction - INFO - Epoch [7][1360/1879] lr: 2.000e-02, eta: 13:25:46, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4562, top5_acc: 0.7113, loss_cls: 2.3574, loss: 2.3574, grad_norm: 3.7535 2021-06-17 12:39:37,300 - mmaction - INFO - Epoch [7][1380/1879] lr: 2.000e-02, eta: 13:25:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7227, loss_cls: 2.2963, loss: 2.2963, grad_norm: 3.6594 2021-06-17 12:39:48,632 - mmaction - INFO - Epoch [7][1400/1879] lr: 2.000e-02, eta: 13:25:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4473, top5_acc: 0.7105, loss_cls: 2.4118, loss: 2.4118, grad_norm: 3.8098 2021-06-17 12:39:59,862 - mmaction - INFO - Epoch [7][1420/1879] lr: 2.000e-02, eta: 13:24:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7105, loss_cls: 2.3783, loss: 2.3783, grad_norm: 3.6656 2021-06-17 12:40:11,129 - mmaction - INFO - Epoch [7][1440/1879] lr: 2.000e-02, eta: 13:24:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4641, top5_acc: 0.7059, loss_cls: 2.3828, loss: 2.3828, grad_norm: 3.6843 2021-06-17 12:40:22,392 - mmaction - INFO - Epoch [7][1460/1879] lr: 2.000e-02, eta: 13:24:27, time: 0.565, data_time: 0.003, memory: 7080, top1_acc: 0.4605, top5_acc: 0.6934, loss_cls: 2.3981, loss: 2.3981, grad_norm: 3.6553 2021-06-17 12:40:33,637 - mmaction - INFO - Epoch [7][1480/1879] lr: 2.000e-02, eta: 13:24:11, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7137, loss_cls: 2.3551, loss: 2.3551, grad_norm: 3.7396 2021-06-17 12:40:44,877 - mmaction - INFO - Epoch [7][1500/1879] lr: 2.000e-02, eta: 13:23:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4578, top5_acc: 0.7133, loss_cls: 2.3424, loss: 2.3424, grad_norm: 3.7034 2021-06-17 12:40:56,166 - mmaction - INFO - Epoch [7][1520/1879] lr: 2.000e-02, eta: 13:23:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4707, top5_acc: 0.7246, loss_cls: 2.3052, loss: 2.3052, grad_norm: 3.6729 2021-06-17 12:41:07,418 - mmaction - INFO - Epoch [7][1540/1879] lr: 2.000e-02, eta: 13:23:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4605, top5_acc: 0.7148, loss_cls: 2.3425, loss: 2.3425, grad_norm: 3.6339 2021-06-17 12:41:18,710 - mmaction - INFO - Epoch [7][1560/1879] lr: 2.000e-02, eta: 13:23:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4500, top5_acc: 0.7016, loss_cls: 2.4331, loss: 2.4331, grad_norm: 3.7815 2021-06-17 12:41:29,952 - mmaction - INFO - Epoch [7][1580/1879] lr: 2.000e-02, eta: 13:22:52, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4613, top5_acc: 0.7059, loss_cls: 2.3630, loss: 2.3630, grad_norm: 3.7497 2021-06-17 12:41:41,203 - mmaction - INFO - Epoch [7][1600/1879] lr: 2.000e-02, eta: 13:22:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7113, loss_cls: 2.3379, loss: 2.3379, grad_norm: 3.6206 2021-06-17 12:41:52,442 - mmaction - INFO - Epoch [7][1620/1879] lr: 2.000e-02, eta: 13:22:20, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4473, top5_acc: 0.7000, loss_cls: 2.4266, loss: 2.4266, grad_norm: 3.5882 2021-06-17 12:42:03,663 - mmaction - INFO - Epoch [7][1640/1879] lr: 2.000e-02, eta: 13:22:04, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7176, loss_cls: 2.3100, loss: 2.3100, grad_norm: 3.6408 2021-06-17 12:42:14,948 - mmaction - INFO - Epoch [7][1660/1879] lr: 2.000e-02, eta: 13:21:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4566, top5_acc: 0.7020, loss_cls: 2.4102, loss: 2.4102, grad_norm: 3.6263 2021-06-17 12:42:26,292 - mmaction - INFO - Epoch [7][1680/1879] lr: 2.000e-02, eta: 13:21:33, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4582, top5_acc: 0.7211, loss_cls: 2.3325, loss: 2.3325, grad_norm: 3.6772 2021-06-17 12:42:37,496 - mmaction - INFO - Epoch [7][1700/1879] lr: 2.000e-02, eta: 13:21:17, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4555, top5_acc: 0.7121, loss_cls: 2.3390, loss: 2.3390, grad_norm: 3.6684 2021-06-17 12:42:48,815 - mmaction - INFO - Epoch [7][1720/1879] lr: 2.000e-02, eta: 13:21:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4586, top5_acc: 0.6988, loss_cls: 2.3855, loss: 2.3855, grad_norm: 3.6987 2021-06-17 12:43:00,143 - mmaction - INFO - Epoch [7][1740/1879] lr: 2.000e-02, eta: 13:20:46, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4484, top5_acc: 0.6988, loss_cls: 2.3876, loss: 2.3876, grad_norm: 3.6131 2021-06-17 12:43:11,393 - mmaction - INFO - Epoch [7][1760/1879] lr: 2.000e-02, eta: 13:20:31, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4488, top5_acc: 0.7027, loss_cls: 2.3557, loss: 2.3557, grad_norm: 3.6130 2021-06-17 12:43:22,651 - mmaction - INFO - Epoch [7][1780/1879] lr: 2.000e-02, eta: 13:20:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4629, top5_acc: 0.6949, loss_cls: 2.4007, loss: 2.4007, grad_norm: 3.6283 2021-06-17 12:43:33,849 - mmaction - INFO - Epoch [7][1800/1879] lr: 2.000e-02, eta: 13:19:59, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.4551, top5_acc: 0.7016, loss_cls: 2.4281, loss: 2.4281, grad_norm: 3.6121 2021-06-17 12:43:45,175 - mmaction - INFO - Epoch [7][1820/1879] lr: 2.000e-02, eta: 13:19:44, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7148, loss_cls: 2.3308, loss: 2.3308, grad_norm: 3.6708 2021-06-17 12:43:56,418 - mmaction - INFO - Epoch [7][1840/1879] lr: 2.000e-02, eta: 13:19:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4504, top5_acc: 0.7102, loss_cls: 2.3336, loss: 2.3336, grad_norm: 3.6986 2021-06-17 12:44:07,731 - mmaction - INFO - Epoch [7][1860/1879] lr: 2.000e-02, eta: 13:19:13, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4660, top5_acc: 0.7168, loss_cls: 2.3784, loss: 2.3784, grad_norm: 3.6669 2021-06-17 12:44:19,047 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-17 12:45:32,349 - mmaction - INFO - Epoch [8][20/1879] lr: 2.000e-02, eta: 13:23:54, time: 3.637, data_time: 2.945, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7250, loss_cls: 2.3132, loss: 2.3132, grad_norm: 3.6536 2021-06-17 12:45:43,405 - mmaction - INFO - Epoch [8][40/1879] lr: 2.000e-02, eta: 13:23:36, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7262, loss_cls: 2.2865, loss: 2.2865, grad_norm: 3.6865 2021-06-17 12:45:54,452 - mmaction - INFO - Epoch [8][60/1879] lr: 2.000e-02, eta: 13:23:19, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7191, loss_cls: 2.3113, loss: 2.3113, grad_norm: 3.7661 2021-06-17 12:46:05,488 - mmaction - INFO - Epoch [8][80/1879] lr: 2.000e-02, eta: 13:23:01, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7359, loss_cls: 2.2405, loss: 2.2405, grad_norm: 3.5105 2021-06-17 12:46:16,600 - mmaction - INFO - Epoch [8][100/1879] lr: 2.000e-02, eta: 13:22:45, time: 0.556, data_time: 0.002, memory: 7080, top1_acc: 0.4609, top5_acc: 0.7043, loss_cls: 2.3792, loss: 2.3792, grad_norm: 3.6623 2021-06-17 12:46:27,852 - mmaction - INFO - Epoch [8][120/1879] lr: 2.000e-02, eta: 13:22:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7211, loss_cls: 2.2704, loss: 2.2704, grad_norm: 3.5940 2021-06-17 12:46:39,089 - mmaction - INFO - Epoch [8][140/1879] lr: 2.000e-02, eta: 13:22:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7191, loss_cls: 2.2719, loss: 2.2719, grad_norm: 3.6071 2021-06-17 12:46:50,342 - mmaction - INFO - Epoch [8][160/1879] lr: 2.000e-02, eta: 13:21:56, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4516, top5_acc: 0.7055, loss_cls: 2.3841, loss: 2.3841, grad_norm: 3.8881 2021-06-17 12:47:01,627 - mmaction - INFO - Epoch [8][180/1879] lr: 2.000e-02, eta: 13:21:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4660, top5_acc: 0.7059, loss_cls: 2.3367, loss: 2.3367, grad_norm: 3.6378 2021-06-17 12:47:12,999 - mmaction - INFO - Epoch [8][200/1879] lr: 2.000e-02, eta: 13:21:25, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4773, top5_acc: 0.7273, loss_cls: 2.2931, loss: 2.2931, grad_norm: 3.8478 2021-06-17 12:47:24,330 - mmaction - INFO - Epoch [8][220/1879] lr: 2.000e-02, eta: 13:21:09, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7309, loss_cls: 2.2642, loss: 2.2642, grad_norm: 3.7151 2021-06-17 12:47:35,629 - mmaction - INFO - Epoch [8][240/1879] lr: 2.000e-02, eta: 13:20:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4707, top5_acc: 0.7090, loss_cls: 2.3427, loss: 2.3427, grad_norm: 3.7067 2021-06-17 12:47:46,886 - mmaction - INFO - Epoch [8][260/1879] lr: 2.000e-02, eta: 13:20:38, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4551, top5_acc: 0.7102, loss_cls: 2.3313, loss: 2.3313, grad_norm: 3.7569 2021-06-17 12:47:58,156 - mmaction - INFO - Epoch [8][280/1879] lr: 2.000e-02, eta: 13:20:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7117, loss_cls: 2.3456, loss: 2.3456, grad_norm: 3.7560 2021-06-17 12:48:09,445 - mmaction - INFO - Epoch [8][300/1879] lr: 2.000e-02, eta: 13:20:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4465, top5_acc: 0.7016, loss_cls: 2.4058, loss: 2.4058, grad_norm: 3.8461 2021-06-17 12:48:20,804 - mmaction - INFO - Epoch [8][320/1879] lr: 2.000e-02, eta: 13:19:51, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4617, top5_acc: 0.7199, loss_cls: 2.3010, loss: 2.3010, grad_norm: 3.7171 2021-06-17 12:48:32,103 - mmaction - INFO - Epoch [8][340/1879] lr: 2.000e-02, eta: 13:19:35, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7133, loss_cls: 2.2994, loss: 2.2994, grad_norm: 3.6961 2021-06-17 12:48:43,318 - mmaction - INFO - Epoch [8][360/1879] lr: 2.000e-02, eta: 13:19:19, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4648, top5_acc: 0.7125, loss_cls: 2.3164, loss: 2.3164, grad_norm: 3.7901 2021-06-17 12:48:54,550 - mmaction - INFO - Epoch [8][380/1879] lr: 2.000e-02, eta: 13:19:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4672, top5_acc: 0.7195, loss_cls: 2.3250, loss: 2.3250, grad_norm: 3.6504 2021-06-17 12:49:05,873 - mmaction - INFO - Epoch [8][400/1879] lr: 2.000e-02, eta: 13:18:47, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4598, top5_acc: 0.7117, loss_cls: 2.3307, loss: 2.3307, grad_norm: 3.6945 2021-06-17 12:49:17,166 - mmaction - INFO - Epoch [8][420/1879] lr: 2.000e-02, eta: 13:18:32, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4785, top5_acc: 0.7293, loss_cls: 2.2527, loss: 2.2527, grad_norm: 3.6237 2021-06-17 12:49:28,499 - mmaction - INFO - Epoch [8][440/1879] lr: 2.000e-02, eta: 13:18:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7160, loss_cls: 2.3250, loss: 2.3250, grad_norm: 3.6552 2021-06-17 12:49:39,734 - mmaction - INFO - Epoch [8][460/1879] lr: 2.000e-02, eta: 13:18:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7203, loss_cls: 2.3131, loss: 2.3131, grad_norm: 3.8160 2021-06-17 12:49:50,931 - mmaction - INFO - Epoch [8][480/1879] lr: 2.000e-02, eta: 13:17:44, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7191, loss_cls: 2.3042, loss: 2.3042, grad_norm: 3.7237 2021-06-17 12:50:02,318 - mmaction - INFO - Epoch [8][500/1879] lr: 2.000e-02, eta: 13:17:29, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4676, top5_acc: 0.7219, loss_cls: 2.2780, loss: 2.2780, grad_norm: 3.7896 2021-06-17 12:50:13,650 - mmaction - INFO - Epoch [8][520/1879] lr: 2.000e-02, eta: 13:17:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4551, top5_acc: 0.7094, loss_cls: 2.3389, loss: 2.3389, grad_norm: 3.6580 2021-06-17 12:50:24,906 - mmaction - INFO - Epoch [8][540/1879] lr: 2.000e-02, eta: 13:16:58, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7195, loss_cls: 2.2906, loss: 2.2906, grad_norm: 3.6803 2021-06-17 12:50:36,156 - mmaction - INFO - Epoch [8][560/1879] lr: 2.000e-02, eta: 13:16:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4707, top5_acc: 0.7102, loss_cls: 2.3376, loss: 2.3376, grad_norm: 3.7810 2021-06-17 12:50:47,421 - mmaction - INFO - Epoch [8][580/1879] lr: 2.000e-02, eta: 13:16:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4406, top5_acc: 0.6934, loss_cls: 2.4389, loss: 2.4389, grad_norm: 3.7127 2021-06-17 12:50:58,691 - mmaction - INFO - Epoch [8][600/1879] lr: 2.000e-02, eta: 13:16:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4437, top5_acc: 0.7016, loss_cls: 2.3982, loss: 2.3982, grad_norm: 3.7003 2021-06-17 12:51:09,939 - mmaction - INFO - Epoch [8][620/1879] lr: 2.000e-02, eta: 13:15:55, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7164, loss_cls: 2.3162, loss: 2.3162, grad_norm: 3.6669 2021-06-17 12:51:21,214 - mmaction - INFO - Epoch [8][640/1879] lr: 2.000e-02, eta: 13:15:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4375, top5_acc: 0.7066, loss_cls: 2.3838, loss: 2.3838, grad_norm: 3.7985 2021-06-17 12:51:32,475 - mmaction - INFO - Epoch [8][660/1879] lr: 2.000e-02, eta: 13:15:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4641, top5_acc: 0.7121, loss_cls: 2.3490, loss: 2.3490, grad_norm: 3.6827 2021-06-17 12:51:43,770 - mmaction - INFO - Epoch [8][680/1879] lr: 2.000e-02, eta: 13:15:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7117, loss_cls: 2.3666, loss: 2.3666, grad_norm: 3.6653 2021-06-17 12:51:55,053 - mmaction - INFO - Epoch [8][700/1879] lr: 2.000e-02, eta: 13:14:53, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7172, loss_cls: 2.2943, loss: 2.2943, grad_norm: 3.6557 2021-06-17 12:52:06,308 - mmaction - INFO - Epoch [8][720/1879] lr: 2.000e-02, eta: 13:14:37, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4559, top5_acc: 0.7031, loss_cls: 2.3870, loss: 2.3870, grad_norm: 3.7299 2021-06-17 12:52:17,546 - mmaction - INFO - Epoch [8][740/1879] lr: 2.000e-02, eta: 13:14:21, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4551, top5_acc: 0.7074, loss_cls: 2.3817, loss: 2.3817, grad_norm: 3.5545 2021-06-17 12:52:28,873 - mmaction - INFO - Epoch [8][760/1879] lr: 2.000e-02, eta: 13:14:06, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7129, loss_cls: 2.3003, loss: 2.3003, grad_norm: 3.6408 2021-06-17 12:52:40,080 - mmaction - INFO - Epoch [8][780/1879] lr: 2.000e-02, eta: 13:13:50, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7141, loss_cls: 2.3445, loss: 2.3445, grad_norm: 3.7852 2021-06-17 12:52:51,330 - mmaction - INFO - Epoch [8][800/1879] lr: 2.000e-02, eta: 13:13:34, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7238, loss_cls: 2.3099, loss: 2.3099, grad_norm: 3.6463 2021-06-17 12:53:02,554 - mmaction - INFO - Epoch [8][820/1879] lr: 2.000e-02, eta: 13:13:19, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7305, loss_cls: 2.2747, loss: 2.2747, grad_norm: 3.6529 2021-06-17 12:53:13,813 - mmaction - INFO - Epoch [8][840/1879] lr: 2.000e-02, eta: 13:13:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7246, loss_cls: 2.2838, loss: 2.2838, grad_norm: 3.7157 2021-06-17 12:53:25,136 - mmaction - INFO - Epoch [8][860/1879] lr: 2.000e-02, eta: 13:12:48, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7336, loss_cls: 2.2930, loss: 2.2930, grad_norm: 3.8085 2021-06-17 12:53:36,440 - mmaction - INFO - Epoch [8][880/1879] lr: 2.000e-02, eta: 13:12:33, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4488, top5_acc: 0.7008, loss_cls: 2.3997, loss: 2.3997, grad_norm: 3.7500 2021-06-17 12:53:47,678 - mmaction - INFO - Epoch [8][900/1879] lr: 2.000e-02, eta: 13:12:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4609, top5_acc: 0.7008, loss_cls: 2.3842, loss: 2.3842, grad_norm: 3.7076 2021-06-17 12:53:58,949 - mmaction - INFO - Epoch [8][920/1879] lr: 2.000e-02, eta: 13:12:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7137, loss_cls: 2.3322, loss: 2.3322, grad_norm: 3.6934 2021-06-17 12:54:10,241 - mmaction - INFO - Epoch [8][940/1879] lr: 2.000e-02, eta: 13:11:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4547, top5_acc: 0.7074, loss_cls: 2.3724, loss: 2.3724, grad_norm: 3.6293 2021-06-17 12:54:21,446 - mmaction - INFO - Epoch [8][960/1879] lr: 2.000e-02, eta: 13:11:30, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4738, top5_acc: 0.7293, loss_cls: 2.2892, loss: 2.2892, grad_norm: 3.6846 2021-06-17 12:54:32,697 - mmaction - INFO - Epoch [8][980/1879] lr: 2.000e-02, eta: 13:11:15, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4660, top5_acc: 0.7277, loss_cls: 2.3164, loss: 2.3164, grad_norm: 3.7181 2021-06-17 12:54:43,995 - mmaction - INFO - Epoch [8][1000/1879] lr: 2.000e-02, eta: 13:10:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7063, loss_cls: 2.4018, loss: 2.4018, grad_norm: 3.7585 2021-06-17 12:54:55,250 - mmaction - INFO - Epoch [8][1020/1879] lr: 2.000e-02, eta: 13:10:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4562, top5_acc: 0.7051, loss_cls: 2.3880, loss: 2.3880, grad_norm: 3.7826 2021-06-17 12:55:06,499 - mmaction - INFO - Epoch [8][1040/1879] lr: 2.000e-02, eta: 13:10:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4574, top5_acc: 0.7059, loss_cls: 2.3637, loss: 2.3637, grad_norm: 3.6914 2021-06-17 12:55:17,744 - mmaction - INFO - Epoch [8][1060/1879] lr: 2.000e-02, eta: 13:10:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4668, top5_acc: 0.7117, loss_cls: 2.3514, loss: 2.3514, grad_norm: 3.6770 2021-06-17 12:55:28,941 - mmaction - INFO - Epoch [8][1080/1879] lr: 2.000e-02, eta: 13:09:57, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7227, loss_cls: 2.3223, loss: 2.3223, grad_norm: 3.6469 2021-06-17 12:55:40,183 - mmaction - INFO - Epoch [8][1100/1879] lr: 2.000e-02, eta: 13:09:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7113, loss_cls: 2.3362, loss: 2.3362, grad_norm: 3.6598 2021-06-17 12:55:51,479 - mmaction - INFO - Epoch [8][1120/1879] lr: 2.000e-02, eta: 13:09:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4668, top5_acc: 0.6988, loss_cls: 2.3535, loss: 2.3535, grad_norm: 3.6572 2021-06-17 12:56:02,815 - mmaction - INFO - Epoch [8][1140/1879] lr: 2.000e-02, eta: 13:09:11, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7207, loss_cls: 2.2979, loss: 2.2979, grad_norm: 3.7296 2021-06-17 12:56:14,116 - mmaction - INFO - Epoch [8][1160/1879] lr: 2.000e-02, eta: 13:08:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7363, loss_cls: 2.1856, loss: 2.1856, grad_norm: 3.7339 2021-06-17 12:56:25,386 - mmaction - INFO - Epoch [8][1180/1879] lr: 2.000e-02, eta: 13:08:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7184, loss_cls: 2.3037, loss: 2.3037, grad_norm: 3.7002 2021-06-17 12:56:36,605 - mmaction - INFO - Epoch [8][1200/1879] lr: 2.000e-02, eta: 13:08:25, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4559, top5_acc: 0.7043, loss_cls: 2.3562, loss: 2.3562, grad_norm: 3.6104 2021-06-17 12:56:47,820 - mmaction - INFO - Epoch [8][1220/1879] lr: 2.000e-02, eta: 13:08:10, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4676, top5_acc: 0.7078, loss_cls: 2.3309, loss: 2.3309, grad_norm: 3.6513 2021-06-17 12:56:59,107 - mmaction - INFO - Epoch [8][1240/1879] lr: 2.000e-02, eta: 13:07:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7086, loss_cls: 2.3107, loss: 2.3107, grad_norm: 3.6181 2021-06-17 12:57:10,420 - mmaction - INFO - Epoch [8][1260/1879] lr: 2.000e-02, eta: 13:07:39, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4621, top5_acc: 0.7105, loss_cls: 2.3536, loss: 2.3536, grad_norm: 3.7095 2021-06-17 12:57:21,700 - mmaction - INFO - Epoch [8][1280/1879] lr: 2.000e-02, eta: 13:07:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4715, top5_acc: 0.6953, loss_cls: 2.4006, loss: 2.4006, grad_norm: 3.5852 2021-06-17 12:57:32,958 - mmaction - INFO - Epoch [8][1300/1879] lr: 2.000e-02, eta: 13:07:09, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4602, top5_acc: 0.7086, loss_cls: 2.3766, loss: 2.3766, grad_norm: 3.6961 2021-06-17 12:57:44,243 - mmaction - INFO - Epoch [8][1320/1879] lr: 2.000e-02, eta: 13:06:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.3285, loss: 2.3285, grad_norm: 3.6004 2021-06-17 12:57:55,463 - mmaction - INFO - Epoch [8][1340/1879] lr: 2.000e-02, eta: 13:06:38, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7305, loss_cls: 2.2821, loss: 2.2821, grad_norm: 3.7517 2021-06-17 12:58:06,698 - mmaction - INFO - Epoch [8][1360/1879] lr: 2.000e-02, eta: 13:06:23, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7098, loss_cls: 2.3455, loss: 2.3455, grad_norm: 3.7115 2021-06-17 12:58:17,978 - mmaction - INFO - Epoch [8][1380/1879] lr: 2.000e-02, eta: 13:06:08, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4375, top5_acc: 0.7059, loss_cls: 2.4073, loss: 2.4073, grad_norm: 3.6261 2021-06-17 12:58:29,216 - mmaction - INFO - Epoch [8][1400/1879] lr: 2.000e-02, eta: 13:05:52, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4672, top5_acc: 0.7305, loss_cls: 2.2962, loss: 2.2962, grad_norm: 3.4637 2021-06-17 12:58:40,506 - mmaction - INFO - Epoch [8][1420/1879] lr: 2.000e-02, eta: 13:05:37, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4641, top5_acc: 0.7133, loss_cls: 2.3582, loss: 2.3582, grad_norm: 3.7834 2021-06-17 12:58:51,817 - mmaction - INFO - Epoch [8][1440/1879] lr: 2.000e-02, eta: 13:05:22, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4695, top5_acc: 0.7043, loss_cls: 2.3483, loss: 2.3483, grad_norm: 3.6097 2021-06-17 12:59:03,112 - mmaction - INFO - Epoch [8][1460/1879] lr: 2.000e-02, eta: 13:05:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7070, loss_cls: 2.3530, loss: 2.3530, grad_norm: 3.6893 2021-06-17 12:59:14,311 - mmaction - INFO - Epoch [8][1480/1879] lr: 2.000e-02, eta: 13:04:52, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4711, top5_acc: 0.7145, loss_cls: 2.3293, loss: 2.3293, grad_norm: 3.6929 2021-06-17 12:59:25,645 - mmaction - INFO - Epoch [8][1500/1879] lr: 2.000e-02, eta: 13:04:37, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4328, top5_acc: 0.7031, loss_cls: 2.4086, loss: 2.4086, grad_norm: 3.7560 2021-06-17 12:59:36,907 - mmaction - INFO - Epoch [8][1520/1879] lr: 2.000e-02, eta: 13:04:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4680, top5_acc: 0.7074, loss_cls: 2.3266, loss: 2.3266, grad_norm: 3.6367 2021-06-17 12:59:48,162 - mmaction - INFO - Epoch [8][1540/1879] lr: 2.000e-02, eta: 13:04:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4617, top5_acc: 0.7145, loss_cls: 2.3026, loss: 2.3026, grad_norm: 3.6613 2021-06-17 12:59:59,467 - mmaction - INFO - Epoch [8][1560/1879] lr: 2.000e-02, eta: 13:03:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7215, loss_cls: 2.2800, loss: 2.2800, grad_norm: 3.6265 2021-06-17 13:00:10,742 - mmaction - INFO - Epoch [8][1580/1879] lr: 2.000e-02, eta: 13:03:37, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4484, top5_acc: 0.7082, loss_cls: 2.3537, loss: 2.3537, grad_norm: 3.6909 2021-06-17 13:00:22,035 - mmaction - INFO - Epoch [8][1600/1879] lr: 2.000e-02, eta: 13:03:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4680, top5_acc: 0.7227, loss_cls: 2.3145, loss: 2.3145, grad_norm: 3.6132 2021-06-17 13:00:33,288 - mmaction - INFO - Epoch [8][1620/1879] lr: 2.000e-02, eta: 13:03:06, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7246, loss_cls: 2.3087, loss: 2.3087, grad_norm: 3.6395 2021-06-17 13:00:44,619 - mmaction - INFO - Epoch [8][1640/1879] lr: 2.000e-02, eta: 13:02:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4758, top5_acc: 0.7102, loss_cls: 2.3226, loss: 2.3226, grad_norm: 3.7235 2021-06-17 13:00:55,827 - mmaction - INFO - Epoch [8][1660/1879] lr: 2.000e-02, eta: 13:02:36, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7246, loss_cls: 2.2547, loss: 2.2547, grad_norm: 3.6759 2021-06-17 13:01:07,160 - mmaction - INFO - Epoch [8][1680/1879] lr: 2.000e-02, eta: 13:02:21, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4605, top5_acc: 0.7289, loss_cls: 2.2648, loss: 2.2648, grad_norm: 3.6119 2021-06-17 13:01:18,414 - mmaction - INFO - Epoch [8][1700/1879] lr: 2.000e-02, eta: 13:02:06, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4621, top5_acc: 0.7020, loss_cls: 2.3735, loss: 2.3735, grad_norm: 3.6895 2021-06-17 13:01:29,672 - mmaction - INFO - Epoch [8][1720/1879] lr: 2.000e-02, eta: 13:01:51, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4703, top5_acc: 0.7254, loss_cls: 2.3376, loss: 2.3376, grad_norm: 3.6818 2021-06-17 13:01:40,952 - mmaction - INFO - Epoch [8][1740/1879] lr: 2.000e-02, eta: 13:01:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.2658, loss: 2.2658, grad_norm: 3.6753 2021-06-17 13:01:52,201 - mmaction - INFO - Epoch [8][1760/1879] lr: 2.000e-02, eta: 13:01:21, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7102, loss_cls: 2.3193, loss: 2.3193, grad_norm: 3.6088 2021-06-17 13:02:03,458 - mmaction - INFO - Epoch [8][1780/1879] lr: 2.000e-02, eta: 13:01:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4723, top5_acc: 0.7117, loss_cls: 2.3503, loss: 2.3503, grad_norm: 3.7422 2021-06-17 13:02:14,726 - mmaction - INFO - Epoch [8][1800/1879] lr: 2.000e-02, eta: 13:00:51, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7148, loss_cls: 2.3259, loss: 2.3259, grad_norm: 3.6039 2021-06-17 13:02:25,970 - mmaction - INFO - Epoch [8][1820/1879] lr: 2.000e-02, eta: 13:00:36, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7148, loss_cls: 2.3523, loss: 2.3523, grad_norm: 3.6171 2021-06-17 13:02:37,259 - mmaction - INFO - Epoch [8][1840/1879] lr: 2.000e-02, eta: 13:00:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4602, top5_acc: 0.7215, loss_cls: 2.3216, loss: 2.3216, grad_norm: 3.6876 2021-06-17 13:02:48,581 - mmaction - INFO - Epoch [8][1860/1879] lr: 2.000e-02, eta: 13:00:06, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7258, loss_cls: 2.2806, loss: 2.2806, grad_norm: 3.5758 2021-06-17 13:03:00,208 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-17 13:04:09,641 - mmaction - INFO - Epoch [9][20/1879] lr: 2.000e-02, eta: 13:03:44, time: 3.456, data_time: 2.878, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7148, loss_cls: 2.2951, loss: 2.2951, grad_norm: 3.7496 2021-06-17 13:04:20,715 - mmaction - INFO - Epoch [9][40/1879] lr: 2.000e-02, eta: 13:03:28, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7285, loss_cls: 2.2560, loss: 2.2560, grad_norm: 3.6810 2021-06-17 13:04:31,737 - mmaction - INFO - Epoch [9][60/1879] lr: 2.000e-02, eta: 13:03:11, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7258, loss_cls: 2.2310, loss: 2.2310, grad_norm: 3.5987 2021-06-17 13:04:42,774 - mmaction - INFO - Epoch [9][80/1879] lr: 2.000e-02, eta: 13:02:55, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.4707, top5_acc: 0.7398, loss_cls: 2.2680, loss: 2.2680, grad_norm: 3.7911 2021-06-17 13:04:53,870 - mmaction - INFO - Epoch [9][100/1879] lr: 2.000e-02, eta: 13:02:39, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.4844, top5_acc: 0.7285, loss_cls: 2.2882, loss: 2.2882, grad_norm: 3.8102 2021-06-17 13:05:05,199 - mmaction - INFO - Epoch [9][120/1879] lr: 2.000e-02, eta: 13:02:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7215, loss_cls: 2.2585, loss: 2.2585, grad_norm: 3.6116 2021-06-17 13:05:16,421 - mmaction - INFO - Epoch [9][140/1879] lr: 2.000e-02, eta: 13:02:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7270, loss_cls: 2.2657, loss: 2.2657, grad_norm: 3.5503 2021-06-17 13:05:27,765 - mmaction - INFO - Epoch [9][160/1879] lr: 2.000e-02, eta: 13:01:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.2079, loss: 2.2079, grad_norm: 3.6726 2021-06-17 13:05:39,056 - mmaction - INFO - Epoch [9][180/1879] lr: 2.000e-02, eta: 13:01:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4844, top5_acc: 0.7266, loss_cls: 2.2575, loss: 2.2575, grad_norm: 3.7050 2021-06-17 13:05:50,431 - mmaction - INFO - Epoch [9][200/1879] lr: 2.000e-02, eta: 13:01:24, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7227, loss_cls: 2.2704, loss: 2.2704, grad_norm: 3.6709 2021-06-17 13:06:01,733 - mmaction - INFO - Epoch [9][220/1879] lr: 2.000e-02, eta: 13:01:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7273, loss_cls: 2.2941, loss: 2.2941, grad_norm: 3.6643 2021-06-17 13:06:13,029 - mmaction - INFO - Epoch [9][240/1879] lr: 2.000e-02, eta: 13:00:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7293, loss_cls: 2.2396, loss: 2.2396, grad_norm: 3.5902 2021-06-17 13:06:24,336 - mmaction - INFO - Epoch [9][260/1879] lr: 2.000e-02, eta: 13:00:38, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4762, top5_acc: 0.7277, loss_cls: 2.2790, loss: 2.2790, grad_norm: 3.7147 2021-06-17 13:06:35,689 - mmaction - INFO - Epoch [9][280/1879] lr: 2.000e-02, eta: 13:00:24, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7238, loss_cls: 2.2849, loss: 2.2849, grad_norm: 3.7083 2021-06-17 13:06:46,922 - mmaction - INFO - Epoch [9][300/1879] lr: 2.000e-02, eta: 13:00:08, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7168, loss_cls: 2.2928, loss: 2.2928, grad_norm: 3.6423 2021-06-17 13:06:58,203 - mmaction - INFO - Epoch [9][320/1879] lr: 2.000e-02, eta: 12:59:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4762, top5_acc: 0.7180, loss_cls: 2.2677, loss: 2.2677, grad_norm: 3.7051 2021-06-17 13:07:09,417 - mmaction - INFO - Epoch [9][340/1879] lr: 2.000e-02, eta: 12:59:38, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4570, top5_acc: 0.7211, loss_cls: 2.3675, loss: 2.3675, grad_norm: 3.7840 2021-06-17 13:07:20,692 - mmaction - INFO - Epoch [9][360/1879] lr: 2.000e-02, eta: 12:59:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4637, top5_acc: 0.7289, loss_cls: 2.2940, loss: 2.2940, grad_norm: 3.8040 2021-06-17 13:07:31,970 - mmaction - INFO - Epoch [9][380/1879] lr: 2.000e-02, eta: 12:59:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7172, loss_cls: 2.2738, loss: 2.2738, grad_norm: 3.6165 2021-06-17 13:07:43,235 - mmaction - INFO - Epoch [9][400/1879] lr: 2.000e-02, eta: 12:58:52, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4676, top5_acc: 0.7227, loss_cls: 2.2873, loss: 2.2873, grad_norm: 3.6709 2021-06-17 13:07:54,524 - mmaction - INFO - Epoch [9][420/1879] lr: 2.000e-02, eta: 12:58:37, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7340, loss_cls: 2.2024, loss: 2.2024, grad_norm: 3.8113 2021-06-17 13:08:05,819 - mmaction - INFO - Epoch [9][440/1879] lr: 2.000e-02, eta: 12:58:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7238, loss_cls: 2.3065, loss: 2.3065, grad_norm: 3.7273 2021-06-17 13:08:17,034 - mmaction - INFO - Epoch [9][460/1879] lr: 2.000e-02, eta: 12:58:07, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7156, loss_cls: 2.3004, loss: 2.3004, grad_norm: 3.6726 2021-06-17 13:08:28,426 - mmaction - INFO - Epoch [9][480/1879] lr: 2.000e-02, eta: 12:57:52, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4816, top5_acc: 0.7340, loss_cls: 2.2329, loss: 2.2329, grad_norm: 3.7014 2021-06-17 13:08:39,685 - mmaction - INFO - Epoch [9][500/1879] lr: 2.000e-02, eta: 12:57:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7270, loss_cls: 2.2761, loss: 2.2761, grad_norm: 3.6967 2021-06-17 13:08:50,988 - mmaction - INFO - Epoch [9][520/1879] lr: 2.000e-02, eta: 12:57:22, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4508, top5_acc: 0.7227, loss_cls: 2.3274, loss: 2.3274, grad_norm: 3.7541 2021-06-17 13:09:02,326 - mmaction - INFO - Epoch [9][540/1879] lr: 2.000e-02, eta: 12:57:08, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4824, top5_acc: 0.7219, loss_cls: 2.2522, loss: 2.2522, grad_norm: 3.6808 2021-06-17 13:09:13,673 - mmaction - INFO - Epoch [9][560/1879] lr: 2.000e-02, eta: 12:56:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7191, loss_cls: 2.2921, loss: 2.2921, grad_norm: 3.7467 2021-06-17 13:09:24,941 - mmaction - INFO - Epoch [9][580/1879] lr: 2.000e-02, eta: 12:56:38, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7316, loss_cls: 2.2342, loss: 2.2342, grad_norm: 3.5973 2021-06-17 13:09:36,181 - mmaction - INFO - Epoch [9][600/1879] lr: 2.000e-02, eta: 12:56:23, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7289, loss_cls: 2.2738, loss: 2.2738, grad_norm: 3.6756 2021-06-17 13:09:47,506 - mmaction - INFO - Epoch [9][620/1879] lr: 2.000e-02, eta: 12:56:08, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7262, loss_cls: 2.2746, loss: 2.2746, grad_norm: 3.7504 2021-06-17 13:09:58,754 - mmaction - INFO - Epoch [9][640/1879] lr: 2.000e-02, eta: 12:55:53, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7121, loss_cls: 2.3448, loss: 2.3448, grad_norm: 3.8086 2021-06-17 13:10:10,014 - mmaction - INFO - Epoch [9][660/1879] lr: 2.000e-02, eta: 12:55:38, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4797, top5_acc: 0.7094, loss_cls: 2.3250, loss: 2.3250, grad_norm: 3.5537 2021-06-17 13:10:21,259 - mmaction - INFO - Epoch [9][680/1879] lr: 2.000e-02, eta: 12:55:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4746, top5_acc: 0.7227, loss_cls: 2.2693, loss: 2.2693, grad_norm: 3.6711 2021-06-17 13:10:32,544 - mmaction - INFO - Epoch [9][700/1879] lr: 2.000e-02, eta: 12:55:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4844, top5_acc: 0.7168, loss_cls: 2.3169, loss: 2.3169, grad_norm: 3.5981 2021-06-17 13:10:43,809 - mmaction - INFO - Epoch [9][720/1879] lr: 2.000e-02, eta: 12:54:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4707, top5_acc: 0.7109, loss_cls: 2.3270, loss: 2.3270, grad_norm: 3.6699 2021-06-17 13:10:55,069 - mmaction - INFO - Epoch [9][740/1879] lr: 2.000e-02, eta: 12:54:38, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4566, top5_acc: 0.7109, loss_cls: 2.3660, loss: 2.3660, grad_norm: 3.6688 2021-06-17 13:11:06,340 - mmaction - INFO - Epoch [9][760/1879] lr: 2.000e-02, eta: 12:54:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4676, top5_acc: 0.7125, loss_cls: 2.3240, loss: 2.3240, grad_norm: 3.7079 2021-06-17 13:11:17,622 - mmaction - INFO - Epoch [9][780/1879] lr: 2.000e-02, eta: 12:54:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7141, loss_cls: 2.2846, loss: 2.2846, grad_norm: 3.7079 2021-06-17 13:11:28,855 - mmaction - INFO - Epoch [9][800/1879] lr: 2.000e-02, eta: 12:53:53, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7172, loss_cls: 2.2734, loss: 2.2734, grad_norm: 3.6664 2021-06-17 13:11:40,135 - mmaction - INFO - Epoch [9][820/1879] lr: 2.000e-02, eta: 12:53:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7188, loss_cls: 2.2862, loss: 2.2862, grad_norm: 3.6536 2021-06-17 13:11:51,388 - mmaction - INFO - Epoch [9][840/1879] lr: 2.000e-02, eta: 12:53:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7133, loss_cls: 2.2852, loss: 2.2852, grad_norm: 3.5978 2021-06-17 13:12:02,681 - mmaction - INFO - Epoch [9][860/1879] lr: 2.000e-02, eta: 12:53:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7273, loss_cls: 2.2701, loss: 2.2701, grad_norm: 3.6450 2021-06-17 13:12:13,874 - mmaction - INFO - Epoch [9][880/1879] lr: 2.000e-02, eta: 12:52:53, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.4711, top5_acc: 0.7309, loss_cls: 2.2936, loss: 2.2936, grad_norm: 3.7705 2021-06-17 13:12:25,192 - mmaction - INFO - Epoch [9][900/1879] lr: 2.000e-02, eta: 12:52:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7203, loss_cls: 2.3080, loss: 2.3080, grad_norm: 3.6940 2021-06-17 13:12:36,490 - mmaction - INFO - Epoch [9][920/1879] lr: 2.000e-02, eta: 12:52:23, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7281, loss_cls: 2.2542, loss: 2.2542, grad_norm: 3.6404 2021-06-17 13:12:47,783 - mmaction - INFO - Epoch [9][940/1879] lr: 2.000e-02, eta: 12:52:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7293, loss_cls: 2.2628, loss: 2.2628, grad_norm: 3.7118 2021-06-17 13:12:59,062 - mmaction - INFO - Epoch [9][960/1879] lr: 2.000e-02, eta: 12:51:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7371, loss_cls: 2.2066, loss: 2.2066, grad_norm: 3.5714 2021-06-17 13:13:10,327 - mmaction - INFO - Epoch [9][980/1879] lr: 2.000e-02, eta: 12:51:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7137, loss_cls: 2.3424, loss: 2.3424, grad_norm: 3.7144 2021-06-17 13:13:21,577 - mmaction - INFO - Epoch [9][1000/1879] lr: 2.000e-02, eta: 12:51:24, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7234, loss_cls: 2.3209, loss: 2.3209, grad_norm: 3.6262 2021-06-17 13:13:32,827 - mmaction - INFO - Epoch [9][1020/1879] lr: 2.000e-02, eta: 12:51:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4676, top5_acc: 0.7137, loss_cls: 2.3555, loss: 2.3555, grad_norm: 3.6580 2021-06-17 13:13:44,142 - mmaction - INFO - Epoch [9][1040/1879] lr: 2.000e-02, eta: 12:50:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7102, loss_cls: 2.3128, loss: 2.3128, grad_norm: 3.6630 2021-06-17 13:13:55,486 - mmaction - INFO - Epoch [9][1060/1879] lr: 2.000e-02, eta: 12:50:40, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4758, top5_acc: 0.7129, loss_cls: 2.3219, loss: 2.3219, grad_norm: 3.5895 2021-06-17 13:14:06,776 - mmaction - INFO - Epoch [9][1080/1879] lr: 2.000e-02, eta: 12:50:25, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7051, loss_cls: 2.3618, loss: 2.3618, grad_norm: 3.6321 2021-06-17 13:14:18,053 - mmaction - INFO - Epoch [9][1100/1879] lr: 2.000e-02, eta: 12:50:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4715, top5_acc: 0.7164, loss_cls: 2.3211, loss: 2.3211, grad_norm: 3.6861 2021-06-17 13:14:29,274 - mmaction - INFO - Epoch [9][1120/1879] lr: 2.000e-02, eta: 12:49:55, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4738, top5_acc: 0.7184, loss_cls: 2.3115, loss: 2.3115, grad_norm: 3.6108 2021-06-17 13:14:40,518 - mmaction - INFO - Epoch [9][1140/1879] lr: 2.000e-02, eta: 12:49:41, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7121, loss_cls: 2.3077, loss: 2.3077, grad_norm: 3.7734 2021-06-17 13:14:51,735 - mmaction - INFO - Epoch [9][1160/1879] lr: 2.000e-02, eta: 12:49:25, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7133, loss_cls: 2.2923, loss: 2.2923, grad_norm: 3.6670 2021-06-17 13:15:02,997 - mmaction - INFO - Epoch [9][1180/1879] lr: 2.000e-02, eta: 12:49:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7250, loss_cls: 2.3174, loss: 2.3174, grad_norm: 3.7012 2021-06-17 13:15:14,306 - mmaction - INFO - Epoch [9][1200/1879] lr: 2.000e-02, eta: 12:48:56, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4723, top5_acc: 0.7227, loss_cls: 2.2888, loss: 2.2888, grad_norm: 3.7381 2021-06-17 13:15:25,693 - mmaction - INFO - Epoch [9][1220/1879] lr: 2.000e-02, eta: 12:48:42, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.3050, loss: 2.3050, grad_norm: 3.7019 2021-06-17 13:15:36,962 - mmaction - INFO - Epoch [9][1240/1879] lr: 2.000e-02, eta: 12:48:27, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7254, loss_cls: 2.2819, loss: 2.2819, grad_norm: 3.5943 2021-06-17 13:15:48,198 - mmaction - INFO - Epoch [9][1260/1879] lr: 2.000e-02, eta: 12:48:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4742, top5_acc: 0.7223, loss_cls: 2.2662, loss: 2.2662, grad_norm: 3.6131 2021-06-17 13:15:59,442 - mmaction - INFO - Epoch [9][1280/1879] lr: 2.000e-02, eta: 12:47:57, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7207, loss_cls: 2.2679, loss: 2.2679, grad_norm: 3.6939 2021-06-17 13:16:10,714 - mmaction - INFO - Epoch [9][1300/1879] lr: 2.000e-02, eta: 12:47:43, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7285, loss_cls: 2.2687, loss: 2.2687, grad_norm: 3.6663 2021-06-17 13:16:22,066 - mmaction - INFO - Epoch [9][1320/1879] lr: 2.000e-02, eta: 12:47:28, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4668, top5_acc: 0.7227, loss_cls: 2.3220, loss: 2.3220, grad_norm: 3.6773 2021-06-17 13:16:33,331 - mmaction - INFO - Epoch [9][1340/1879] lr: 2.000e-02, eta: 12:47:14, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7234, loss_cls: 2.2823, loss: 2.2823, grad_norm: 3.5923 2021-06-17 13:16:44,584 - mmaction - INFO - Epoch [9][1360/1879] lr: 2.000e-02, eta: 12:46:59, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4738, top5_acc: 0.7156, loss_cls: 2.3413, loss: 2.3413, grad_norm: 3.6092 2021-06-17 13:16:55,860 - mmaction - INFO - Epoch [9][1380/1879] lr: 2.000e-02, eta: 12:46:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4555, top5_acc: 0.7129, loss_cls: 2.3312, loss: 2.3312, grad_norm: 3.6922 2021-06-17 13:17:07,121 - mmaction - INFO - Epoch [9][1400/1879] lr: 2.000e-02, eta: 12:46:29, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7195, loss_cls: 2.2981, loss: 2.2981, grad_norm: 3.6302 2021-06-17 13:17:18,449 - mmaction - INFO - Epoch [9][1420/1879] lr: 2.000e-02, eta: 12:46:15, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7273, loss_cls: 2.2233, loss: 2.2233, grad_norm: 3.6449 2021-06-17 13:17:29,639 - mmaction - INFO - Epoch [9][1440/1879] lr: 2.000e-02, eta: 12:46:00, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7109, loss_cls: 2.2865, loss: 2.2865, grad_norm: 3.5499 2021-06-17 13:17:40,897 - mmaction - INFO - Epoch [9][1460/1879] lr: 2.000e-02, eta: 12:45:45, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4703, top5_acc: 0.7270, loss_cls: 2.3173, loss: 2.3173, grad_norm: 3.6303 2021-06-17 13:17:52,178 - mmaction - INFO - Epoch [9][1480/1879] lr: 2.000e-02, eta: 12:45:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4777, top5_acc: 0.7195, loss_cls: 2.2939, loss: 2.2939, grad_norm: 3.6686 2021-06-17 13:18:03,434 - mmaction - INFO - Epoch [9][1500/1879] lr: 2.000e-02, eta: 12:45:16, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7234, loss_cls: 2.3062, loss: 2.3062, grad_norm: 3.7934 2021-06-17 13:18:14,711 - mmaction - INFO - Epoch [9][1520/1879] lr: 2.000e-02, eta: 12:45:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7262, loss_cls: 2.2857, loss: 2.2857, grad_norm: 3.7060 2021-06-17 13:18:26,022 - mmaction - INFO - Epoch [9][1540/1879] lr: 2.000e-02, eta: 12:44:47, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4758, top5_acc: 0.7277, loss_cls: 2.2769, loss: 2.2769, grad_norm: 3.6721 2021-06-17 13:18:37,306 - mmaction - INFO - Epoch [9][1560/1879] lr: 2.000e-02, eta: 12:44:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7223, loss_cls: 2.2578, loss: 2.2578, grad_norm: 3.7051 2021-06-17 13:18:48,573 - mmaction - INFO - Epoch [9][1580/1879] lr: 2.000e-02, eta: 12:44:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7223, loss_cls: 2.3053, loss: 2.3053, grad_norm: 3.6541 2021-06-17 13:18:59,970 - mmaction - INFO - Epoch [9][1600/1879] lr: 2.000e-02, eta: 12:44:04, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4746, top5_acc: 0.7102, loss_cls: 2.3189, loss: 2.3189, grad_norm: 3.5621 2021-06-17 13:19:11,237 - mmaction - INFO - Epoch [9][1620/1879] lr: 2.000e-02, eta: 12:43:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7375, loss_cls: 2.2242, loss: 2.2242, grad_norm: 3.6098 2021-06-17 13:19:22,492 - mmaction - INFO - Epoch [9][1640/1879] lr: 2.000e-02, eta: 12:43:34, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4711, top5_acc: 0.7219, loss_cls: 2.3009, loss: 2.3009, grad_norm: 3.6399 2021-06-17 13:19:33,733 - mmaction - INFO - Epoch [9][1660/1879] lr: 2.000e-02, eta: 12:43:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4617, top5_acc: 0.7125, loss_cls: 2.3237, loss: 2.3237, grad_norm: 3.5987 2021-06-17 13:19:44,980 - mmaction - INFO - Epoch [9][1680/1879] lr: 2.000e-02, eta: 12:43:05, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4723, top5_acc: 0.7199, loss_cls: 2.3084, loss: 2.3084, grad_norm: 3.7428 2021-06-17 13:19:56,341 - mmaction - INFO - Epoch [9][1700/1879] lr: 2.000e-02, eta: 12:42:51, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.4672, top5_acc: 0.6992, loss_cls: 2.3610, loss: 2.3610, grad_norm: 3.6941 2021-06-17 13:20:07,639 - mmaction - INFO - Epoch [9][1720/1879] lr: 2.000e-02, eta: 12:42:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4680, top5_acc: 0.7316, loss_cls: 2.2686, loss: 2.2686, grad_norm: 3.6995 2021-06-17 13:20:18,912 - mmaction - INFO - Epoch [9][1740/1879] lr: 2.000e-02, eta: 12:42:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7188, loss_cls: 2.3018, loss: 2.3018, grad_norm: 3.6387 2021-06-17 13:20:30,206 - mmaction - INFO - Epoch [9][1760/1879] lr: 2.000e-02, eta: 12:42:08, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4816, top5_acc: 0.7160, loss_cls: 2.2595, loss: 2.2595, grad_norm: 3.6727 2021-06-17 13:20:41,468 - mmaction - INFO - Epoch [9][1780/1879] lr: 2.000e-02, eta: 12:41:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4816, top5_acc: 0.7156, loss_cls: 2.2995, loss: 2.2995, grad_norm: 3.6801 2021-06-17 13:20:52,730 - mmaction - INFO - Epoch [9][1800/1879] lr: 2.000e-02, eta: 12:41:38, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7215, loss_cls: 2.2773, loss: 2.2773, grad_norm: 3.6197 2021-06-17 13:21:03,980 - mmaction - INFO - Epoch [9][1820/1879] lr: 2.000e-02, eta: 12:41:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4664, top5_acc: 0.7207, loss_cls: 2.2809, loss: 2.2809, grad_norm: 3.6814 2021-06-17 13:21:15,242 - mmaction - INFO - Epoch [9][1840/1879] lr: 2.000e-02, eta: 12:41:09, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7168, loss_cls: 2.3707, loss: 2.3707, grad_norm: 3.7410 2021-06-17 13:21:26,560 - mmaction - INFO - Epoch [9][1860/1879] lr: 2.000e-02, eta: 12:40:55, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7324, loss_cls: 2.2546, loss: 2.2546, grad_norm: 3.5749 2021-06-17 13:21:37,902 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-17 13:22:51,482 - mmaction - INFO - Epoch [10][20/1879] lr: 2.000e-02, eta: 12:44:14, time: 3.593, data_time: 2.818, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7332, loss_cls: 2.2559, loss: 2.2559, grad_norm: 3.6864 2021-06-17 13:23:02,529 - mmaction - INFO - Epoch [10][40/1879] lr: 2.000e-02, eta: 12:43:58, time: 0.552, data_time: 0.004, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7180, loss_cls: 2.2729, loss: 2.2729, grad_norm: 3.7936 2021-06-17 13:23:13,575 - mmaction - INFO - Epoch [10][60/1879] lr: 2.000e-02, eta: 12:43:42, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.6144 2021-06-17 13:23:24,658 - mmaction - INFO - Epoch [10][80/1879] lr: 2.000e-02, eta: 12:43:26, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.4738, top5_acc: 0.7355, loss_cls: 2.2464, loss: 2.2464, grad_norm: 3.5980 2021-06-17 13:23:35,737 - mmaction - INFO - Epoch [10][100/1879] lr: 2.000e-02, eta: 12:43:11, time: 0.555, data_time: 0.003, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7250, loss_cls: 2.2072, loss: 2.2072, grad_norm: 3.6676 2021-06-17 13:23:46,943 - mmaction - INFO - Epoch [10][120/1879] lr: 2.000e-02, eta: 12:42:56, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7250, loss_cls: 2.2525, loss: 2.2525, grad_norm: 3.6719 2021-06-17 13:23:58,217 - mmaction - INFO - Epoch [10][140/1879] lr: 2.000e-02, eta: 12:42:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7312, loss_cls: 2.2584, loss: 2.2584, grad_norm: 3.6628 2021-06-17 13:24:09,509 - mmaction - INFO - Epoch [10][160/1879] lr: 2.000e-02, eta: 12:42:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7297, loss_cls: 2.2317, loss: 2.2317, grad_norm: 3.5385 2021-06-17 13:24:20,869 - mmaction - INFO - Epoch [10][180/1879] lr: 2.000e-02, eta: 12:42:12, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7445, loss_cls: 2.1678, loss: 2.1678, grad_norm: 3.6506 2021-06-17 13:24:32,112 - mmaction - INFO - Epoch [10][200/1879] lr: 2.000e-02, eta: 12:41:57, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7336, loss_cls: 2.2043, loss: 2.2043, grad_norm: 3.6519 2021-06-17 13:24:43,385 - mmaction - INFO - Epoch [10][220/1879] lr: 2.000e-02, eta: 12:41:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7363, loss_cls: 2.1927, loss: 2.1927, grad_norm: 3.7563 2021-06-17 13:24:54,679 - mmaction - INFO - Epoch [10][240/1879] lr: 2.000e-02, eta: 12:41:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4797, top5_acc: 0.7184, loss_cls: 2.3411, loss: 2.3411, grad_norm: 3.6147 2021-06-17 13:25:05,947 - mmaction - INFO - Epoch [10][260/1879] lr: 2.000e-02, eta: 12:41:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7305, loss_cls: 2.2126, loss: 2.2126, grad_norm: 3.5655 2021-06-17 13:25:17,290 - mmaction - INFO - Epoch [10][280/1879] lr: 2.000e-02, eta: 12:40:59, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7148, loss_cls: 2.2655, loss: 2.2655, grad_norm: 3.7147 2021-06-17 13:25:28,573 - mmaction - INFO - Epoch [10][300/1879] lr: 2.000e-02, eta: 12:40:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7223, loss_cls: 2.2572, loss: 2.2572, grad_norm: 3.6076 2021-06-17 13:25:39,896 - mmaction - INFO - Epoch [10][320/1879] lr: 2.000e-02, eta: 12:40:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7273, loss_cls: 2.2353, loss: 2.2353, grad_norm: 3.6982 2021-06-17 13:25:51,198 - mmaction - INFO - Epoch [10][340/1879] lr: 2.000e-02, eta: 12:40:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7379, loss_cls: 2.2302, loss: 2.2302, grad_norm: 3.6320 2021-06-17 13:26:02,426 - mmaction - INFO - Epoch [10][360/1879] lr: 2.000e-02, eta: 12:40:00, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4805, top5_acc: 0.7203, loss_cls: 2.2773, loss: 2.2773, grad_norm: 3.6645 2021-06-17 13:26:13,728 - mmaction - INFO - Epoch [10][380/1879] lr: 2.000e-02, eta: 12:39:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4695, top5_acc: 0.7254, loss_cls: 2.2990, loss: 2.2990, grad_norm: 3.6916 2021-06-17 13:26:24,995 - mmaction - INFO - Epoch [10][400/1879] lr: 2.000e-02, eta: 12:39:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7234, loss_cls: 2.2566, loss: 2.2566, grad_norm: 3.6318 2021-06-17 13:26:36,194 - mmaction - INFO - Epoch [10][420/1879] lr: 2.000e-02, eta: 12:39:16, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7367, loss_cls: 2.2044, loss: 2.2044, grad_norm: 3.6990 2021-06-17 13:26:47,457 - mmaction - INFO - Epoch [10][440/1879] lr: 2.000e-02, eta: 12:39:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7203, loss_cls: 2.2696, loss: 2.2696, grad_norm: 3.6898 2021-06-17 13:26:58,731 - mmaction - INFO - Epoch [10][460/1879] lr: 2.000e-02, eta: 12:38:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7277, loss_cls: 2.2234, loss: 2.2234, grad_norm: 3.6895 2021-06-17 13:27:09,982 - mmaction - INFO - Epoch [10][480/1879] lr: 2.000e-02, eta: 12:38:32, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7359, loss_cls: 2.2210, loss: 2.2210, grad_norm: 3.7333 2021-06-17 13:27:21,198 - mmaction - INFO - Epoch [10][500/1879] lr: 2.000e-02, eta: 12:38:17, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7102, loss_cls: 2.3191, loss: 2.3191, grad_norm: 3.6981 2021-06-17 13:27:32,455 - mmaction - INFO - Epoch [10][520/1879] lr: 2.000e-02, eta: 12:38:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7234, loss_cls: 2.2828, loss: 2.2828, grad_norm: 3.6669 2021-06-17 13:27:43,743 - mmaction - INFO - Epoch [10][540/1879] lr: 2.000e-02, eta: 12:37:48, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7242, loss_cls: 2.2186, loss: 2.2186, grad_norm: 3.7155 2021-06-17 13:27:54,934 - mmaction - INFO - Epoch [10][560/1879] lr: 2.000e-02, eta: 12:37:33, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7238, loss_cls: 2.2928, loss: 2.2928, grad_norm: 3.7657 2021-06-17 13:28:06,192 - mmaction - INFO - Epoch [10][580/1879] lr: 2.000e-02, eta: 12:37:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7301, loss_cls: 2.2200, loss: 2.2200, grad_norm: 3.5571 2021-06-17 13:28:17,541 - mmaction - INFO - Epoch [10][600/1879] lr: 2.000e-02, eta: 12:37:04, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7172, loss_cls: 2.3121, loss: 2.3121, grad_norm: 3.6884 2021-06-17 13:28:28,765 - mmaction - INFO - Epoch [10][620/1879] lr: 2.000e-02, eta: 12:36:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4777, top5_acc: 0.7285, loss_cls: 2.2443, loss: 2.2443, grad_norm: 3.6419 2021-06-17 13:28:40,042 - mmaction - INFO - Epoch [10][640/1879] lr: 2.000e-02, eta: 12:36:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7285, loss_cls: 2.2255, loss: 2.2255, grad_norm: 3.6530 2021-06-17 13:28:51,381 - mmaction - INFO - Epoch [10][660/1879] lr: 2.000e-02, eta: 12:36:21, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7406, loss_cls: 2.1663, loss: 2.1663, grad_norm: 3.6137 2021-06-17 13:29:02,571 - mmaction - INFO - Epoch [10][680/1879] lr: 2.000e-02, eta: 12:36:06, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7406, loss_cls: 2.1654, loss: 2.1654, grad_norm: 3.7870 2021-06-17 13:29:13,866 - mmaction - INFO - Epoch [10][700/1879] lr: 2.000e-02, eta: 12:35:51, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7172, loss_cls: 2.2663, loss: 2.2663, grad_norm: 3.6948 2021-06-17 13:29:25,095 - mmaction - INFO - Epoch [10][720/1879] lr: 2.000e-02, eta: 12:35:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4723, top5_acc: 0.7113, loss_cls: 2.3289, loss: 2.3289, grad_norm: 3.7204 2021-06-17 13:29:36,408 - mmaction - INFO - Epoch [10][740/1879] lr: 2.000e-02, eta: 12:35:22, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7285, loss_cls: 2.2614, loss: 2.2614, grad_norm: 3.7034 2021-06-17 13:29:47,673 - mmaction - INFO - Epoch [10][760/1879] lr: 2.000e-02, eta: 12:35:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7184, loss_cls: 2.3180, loss: 2.3180, grad_norm: 3.7046 2021-06-17 13:29:58,913 - mmaction - INFO - Epoch [10][780/1879] lr: 2.000e-02, eta: 12:34:53, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7152, loss_cls: 2.3051, loss: 2.3051, grad_norm: 3.7576 2021-06-17 13:30:10,205 - mmaction - INFO - Epoch [10][800/1879] lr: 2.000e-02, eta: 12:34:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4824, top5_acc: 0.7297, loss_cls: 2.2685, loss: 2.2685, grad_norm: 3.6623 2021-06-17 13:30:21,402 - mmaction - INFO - Epoch [10][820/1879] lr: 2.000e-02, eta: 12:34:24, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4762, top5_acc: 0.7230, loss_cls: 2.2744, loss: 2.2744, grad_norm: 3.6708 2021-06-17 13:30:32,668 - mmaction - INFO - Epoch [10][840/1879] lr: 2.000e-02, eta: 12:34:10, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4680, top5_acc: 0.7016, loss_cls: 2.3472, loss: 2.3472, grad_norm: 3.6972 2021-06-17 13:30:44,050 - mmaction - INFO - Epoch [10][860/1879] lr: 2.000e-02, eta: 12:33:56, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7207, loss_cls: 2.2789, loss: 2.2789, grad_norm: 3.6528 2021-06-17 13:30:55,271 - mmaction - INFO - Epoch [10][880/1879] lr: 2.000e-02, eta: 12:33:41, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4820, top5_acc: 0.7219, loss_cls: 2.2416, loss: 2.2416, grad_norm: 3.6082 2021-06-17 13:31:06,476 - mmaction - INFO - Epoch [10][900/1879] lr: 2.000e-02, eta: 12:33:26, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7406, loss_cls: 2.2355, loss: 2.2355, grad_norm: 3.6436 2021-06-17 13:31:17,740 - mmaction - INFO - Epoch [10][920/1879] lr: 2.000e-02, eta: 12:33:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7094, loss_cls: 2.3800, loss: 2.3800, grad_norm: 3.6804 2021-06-17 13:31:28,990 - mmaction - INFO - Epoch [10][940/1879] lr: 2.000e-02, eta: 12:32:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7129, loss_cls: 2.3278, loss: 2.3278, grad_norm: 3.6625 2021-06-17 13:31:40,202 - mmaction - INFO - Epoch [10][960/1879] lr: 2.000e-02, eta: 12:32:42, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4715, top5_acc: 0.7188, loss_cls: 2.3032, loss: 2.3032, grad_norm: 3.6319 2021-06-17 13:31:51,499 - mmaction - INFO - Epoch [10][980/1879] lr: 2.000e-02, eta: 12:32:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7367, loss_cls: 2.2047, loss: 2.2047, grad_norm: 3.6019 2021-06-17 13:32:02,738 - mmaction - INFO - Epoch [10][1000/1879] lr: 2.000e-02, eta: 12:32:13, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7242, loss_cls: 2.2121, loss: 2.2121, grad_norm: 3.5907 2021-06-17 13:32:14,014 - mmaction - INFO - Epoch [10][1020/1879] lr: 2.000e-02, eta: 12:31:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4641, top5_acc: 0.7211, loss_cls: 2.2989, loss: 2.2989, grad_norm: 3.6438 2021-06-17 13:32:25,279 - mmaction - INFO - Epoch [10][1040/1879] lr: 2.000e-02, eta: 12:31:45, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7250, loss_cls: 2.2591, loss: 2.2591, grad_norm: 3.5902 2021-06-17 13:32:36,532 - mmaction - INFO - Epoch [10][1060/1879] lr: 2.000e-02, eta: 12:31:30, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7195, loss_cls: 2.2761, loss: 2.2761, grad_norm: 3.6224 2021-06-17 13:32:47,897 - mmaction - INFO - Epoch [10][1080/1879] lr: 2.000e-02, eta: 12:31:16, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4738, top5_acc: 0.7223, loss_cls: 2.2609, loss: 2.2609, grad_norm: 3.7029 2021-06-17 13:32:59,149 - mmaction - INFO - Epoch [10][1100/1879] lr: 2.000e-02, eta: 12:31:02, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4816, top5_acc: 0.7328, loss_cls: 2.2469, loss: 2.2469, grad_norm: 3.6888 2021-06-17 13:33:10,389 - mmaction - INFO - Epoch [10][1120/1879] lr: 2.000e-02, eta: 12:30:47, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7266, loss_cls: 2.2642, loss: 2.2642, grad_norm: 3.5678 2021-06-17 13:33:21,686 - mmaction - INFO - Epoch [10][1140/1879] lr: 2.000e-02, eta: 12:30:33, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7117, loss_cls: 2.3242, loss: 2.3242, grad_norm: 3.6712 2021-06-17 13:33:33,034 - mmaction - INFO - Epoch [10][1160/1879] lr: 2.000e-02, eta: 12:30:19, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7277, loss_cls: 2.2070, loss: 2.2070, grad_norm: 3.5679 2021-06-17 13:33:44,291 - mmaction - INFO - Epoch [10][1180/1879] lr: 2.000e-02, eta: 12:30:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4684, top5_acc: 0.7090, loss_cls: 2.3031, loss: 2.3031, grad_norm: 3.5440 2021-06-17 13:33:55,492 - mmaction - INFO - Epoch [10][1200/1879] lr: 2.000e-02, eta: 12:29:50, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7230, loss_cls: 2.2136, loss: 2.2136, grad_norm: 3.5218 2021-06-17 13:34:06,758 - mmaction - INFO - Epoch [10][1220/1879] lr: 2.000e-02, eta: 12:29:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7199, loss_cls: 2.2738, loss: 2.2738, grad_norm: 3.6721 2021-06-17 13:34:18,023 - mmaction - INFO - Epoch [10][1240/1879] lr: 2.000e-02, eta: 12:29:21, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7441, loss_cls: 2.1245, loss: 2.1245, grad_norm: 3.6142 2021-06-17 13:34:29,275 - mmaction - INFO - Epoch [10][1260/1879] lr: 2.000e-02, eta: 12:29:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7340, loss_cls: 2.2074, loss: 2.2074, grad_norm: 3.6332 2021-06-17 13:34:40,535 - mmaction - INFO - Epoch [10][1280/1879] lr: 2.000e-02, eta: 12:28:52, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4758, top5_acc: 0.7301, loss_cls: 2.2294, loss: 2.2294, grad_norm: 3.6822 2021-06-17 13:34:51,754 - mmaction - INFO - Epoch [10][1300/1879] lr: 2.000e-02, eta: 12:28:38, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7312, loss_cls: 2.1841, loss: 2.1841, grad_norm: 3.6386 2021-06-17 13:35:03,064 - mmaction - INFO - Epoch [10][1320/1879] lr: 2.000e-02, eta: 12:28:24, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4703, top5_acc: 0.7246, loss_cls: 2.2910, loss: 2.2910, grad_norm: 3.7073 2021-06-17 13:35:14,326 - mmaction - INFO - Epoch [10][1340/1879] lr: 2.000e-02, eta: 12:28:09, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7281, loss_cls: 2.2414, loss: 2.2414, grad_norm: 3.6735 2021-06-17 13:35:25,558 - mmaction - INFO - Epoch [10][1360/1879] lr: 2.000e-02, eta: 12:27:55, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7320, loss_cls: 2.2010, loss: 2.2010, grad_norm: 3.6823 2021-06-17 13:35:36,796 - mmaction - INFO - Epoch [10][1380/1879] lr: 2.000e-02, eta: 12:27:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4797, top5_acc: 0.7180, loss_cls: 2.2727, loss: 2.2727, grad_norm: 3.6688 2021-06-17 13:35:48,023 - mmaction - INFO - Epoch [10][1400/1879] lr: 2.000e-02, eta: 12:27:26, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7363, loss_cls: 2.2040, loss: 2.2040, grad_norm: 3.6621 2021-06-17 13:35:59,282 - mmaction - INFO - Epoch [10][1420/1879] lr: 2.000e-02, eta: 12:27:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7180, loss_cls: 2.3236, loss: 2.3236, grad_norm: 3.6837 2021-06-17 13:36:10,548 - mmaction - INFO - Epoch [10][1440/1879] lr: 2.000e-02, eta: 12:26:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7117, loss_cls: 2.3039, loss: 2.3039, grad_norm: 3.7192 2021-06-17 13:36:21,835 - mmaction - INFO - Epoch [10][1460/1879] lr: 2.000e-02, eta: 12:26:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7309, loss_cls: 2.1954, loss: 2.1954, grad_norm: 3.5573 2021-06-17 13:36:33,131 - mmaction - INFO - Epoch [10][1480/1879] lr: 2.000e-02, eta: 12:26:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7414, loss_cls: 2.2033, loss: 2.2033, grad_norm: 3.6762 2021-06-17 13:36:44,410 - mmaction - INFO - Epoch [10][1500/1879] lr: 2.000e-02, eta: 12:26:15, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7336, loss_cls: 2.2191, loss: 2.2191, grad_norm: 3.5989 2021-06-17 13:36:55,716 - mmaction - INFO - Epoch [10][1520/1879] lr: 2.000e-02, eta: 12:26:01, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7445, loss_cls: 2.1491, loss: 2.1491, grad_norm: 3.5897 2021-06-17 13:37:07,035 - mmaction - INFO - Epoch [10][1540/1879] lr: 2.000e-02, eta: 12:25:47, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7332, loss_cls: 2.2147, loss: 2.2147, grad_norm: 3.7263 2021-06-17 13:37:18,287 - mmaction - INFO - Epoch [10][1560/1879] lr: 2.000e-02, eta: 12:25:32, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7289, loss_cls: 2.2186, loss: 2.2186, grad_norm: 3.6626 2021-06-17 13:37:29,591 - mmaction - INFO - Epoch [10][1580/1879] lr: 2.000e-02, eta: 12:25:18, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4785, top5_acc: 0.7238, loss_cls: 2.2456, loss: 2.2456, grad_norm: 3.6401 2021-06-17 13:37:40,834 - mmaction - INFO - Epoch [10][1600/1879] lr: 2.000e-02, eta: 12:25:04, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7285, loss_cls: 2.2548, loss: 2.2548, grad_norm: 3.6991 2021-06-17 13:37:52,165 - mmaction - INFO - Epoch [10][1620/1879] lr: 2.000e-02, eta: 12:24:50, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4844, top5_acc: 0.7230, loss_cls: 2.2715, loss: 2.2715, grad_norm: 3.6563 2021-06-17 13:38:03,367 - mmaction - INFO - Epoch [10][1640/1879] lr: 2.000e-02, eta: 12:24:35, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4699, top5_acc: 0.7094, loss_cls: 2.3363, loss: 2.3363, grad_norm: 3.7436 2021-06-17 13:38:14,653 - mmaction - INFO - Epoch [10][1660/1879] lr: 2.000e-02, eta: 12:24:21, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7188, loss_cls: 2.3322, loss: 2.3322, grad_norm: 3.5974 2021-06-17 13:38:25,932 - mmaction - INFO - Epoch [10][1680/1879] lr: 2.000e-02, eta: 12:24:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7359, loss_cls: 2.1850, loss: 2.1850, grad_norm: 3.5823 2021-06-17 13:38:37,224 - mmaction - INFO - Epoch [10][1700/1879] lr: 2.000e-02, eta: 12:23:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7301, loss_cls: 2.2382, loss: 2.2382, grad_norm: 3.6112 2021-06-17 13:38:48,503 - mmaction - INFO - Epoch [10][1720/1879] lr: 2.000e-02, eta: 12:23:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7039, loss_cls: 2.3122, loss: 2.3122, grad_norm: 3.5422 2021-06-17 13:38:59,788 - mmaction - INFO - Epoch [10][1740/1879] lr: 2.000e-02, eta: 12:23:25, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7176, loss_cls: 2.2819, loss: 2.2819, grad_norm: 3.5697 2021-06-17 13:39:11,066 - mmaction - INFO - Epoch [10][1760/1879] lr: 2.000e-02, eta: 12:23:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7223, loss_cls: 2.2296, loss: 2.2296, grad_norm: 3.5392 2021-06-17 13:39:22,234 - mmaction - INFO - Epoch [10][1780/1879] lr: 2.000e-02, eta: 12:22:56, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7203, loss_cls: 2.2538, loss: 2.2538, grad_norm: 3.5881 2021-06-17 13:39:33,524 - mmaction - INFO - Epoch [10][1800/1879] lr: 2.000e-02, eta: 12:22:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4789, top5_acc: 0.7297, loss_cls: 2.2213, loss: 2.2213, grad_norm: 3.6175 2021-06-17 13:39:44,762 - mmaction - INFO - Epoch [10][1820/1879] lr: 2.000e-02, eta: 12:22:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7293, loss_cls: 2.2551, loss: 2.2551, grad_norm: 3.6981 2021-06-17 13:39:56,004 - mmaction - INFO - Epoch [10][1840/1879] lr: 2.000e-02, eta: 12:22:13, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7293, loss_cls: 2.2612, loss: 2.2612, grad_norm: 3.6840 2021-06-17 13:40:07,305 - mmaction - INFO - Epoch [10][1860/1879] lr: 2.000e-02, eta: 12:21:59, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4777, top5_acc: 0.7090, loss_cls: 2.3149, loss: 2.3149, grad_norm: 3.7220 2021-06-17 13:40:18,881 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-17 13:41:26,810 - mmaction - INFO - Epoch [11][20/1879] lr: 2.000e-02, eta: 12:24:33, time: 3.369, data_time: 2.819, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7340, loss_cls: 2.1991, loss: 2.1991, grad_norm: 3.7318 2021-06-17 13:41:37,840 - mmaction - INFO - Epoch [11][40/1879] lr: 2.000e-02, eta: 12:24:18, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7348, loss_cls: 2.1896, loss: 2.1896, grad_norm: 3.6440 2021-06-17 13:41:48,924 - mmaction - INFO - Epoch [11][60/1879] lr: 2.000e-02, eta: 12:24:03, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7305, loss_cls: 2.2371, loss: 2.2371, grad_norm: 3.7359 2021-06-17 13:41:59,982 - mmaction - INFO - Epoch [11][80/1879] lr: 2.000e-02, eta: 12:23:48, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7574, loss_cls: 2.1059, loss: 2.1059, grad_norm: 3.5293 2021-06-17 13:42:11,070 - mmaction - INFO - Epoch [11][100/1879] lr: 2.000e-02, eta: 12:23:32, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7406, loss_cls: 2.1980, loss: 2.1980, grad_norm: 3.7780 2021-06-17 13:42:22,352 - mmaction - INFO - Epoch [11][120/1879] lr: 2.000e-02, eta: 12:23:18, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7168, loss_cls: 2.2763, loss: 2.2763, grad_norm: 3.6332 2021-06-17 13:42:33,636 - mmaction - INFO - Epoch [11][140/1879] lr: 2.000e-02, eta: 12:23:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7422, loss_cls: 2.1585, loss: 2.1585, grad_norm: 3.6640 2021-06-17 13:42:45,018 - mmaction - INFO - Epoch [11][160/1879] lr: 2.000e-02, eta: 12:22:50, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4852, top5_acc: 0.7234, loss_cls: 2.2124, loss: 2.2124, grad_norm: 3.7270 2021-06-17 13:42:56,398 - mmaction - INFO - Epoch [11][180/1879] lr: 2.000e-02, eta: 12:22:36, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7262, loss_cls: 2.2321, loss: 2.2321, grad_norm: 3.6361 2021-06-17 13:43:07,696 - mmaction - INFO - Epoch [11][200/1879] lr: 2.000e-02, eta: 12:22:22, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7398, loss_cls: 2.1474, loss: 2.1474, grad_norm: 3.6750 2021-06-17 13:43:19,010 - mmaction - INFO - Epoch [11][220/1879] lr: 2.000e-02, eta: 12:22:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7301, loss_cls: 2.2258, loss: 2.2258, grad_norm: 3.6164 2021-06-17 13:43:30,331 - mmaction - INFO - Epoch [11][240/1879] lr: 2.000e-02, eta: 12:21:54, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7453, loss_cls: 2.1650, loss: 2.1650, grad_norm: 3.7163 2021-06-17 13:43:41,664 - mmaction - INFO - Epoch [11][260/1879] lr: 2.000e-02, eta: 12:21:40, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7277, loss_cls: 2.2184, loss: 2.2184, grad_norm: 3.7218 2021-06-17 13:43:53,055 - mmaction - INFO - Epoch [11][280/1879] lr: 2.000e-02, eta: 12:21:26, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7277, loss_cls: 2.2692, loss: 2.2692, grad_norm: 3.7588 2021-06-17 13:44:04,342 - mmaction - INFO - Epoch [11][300/1879] lr: 2.000e-02, eta: 12:21:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7328, loss_cls: 2.2076, loss: 2.2076, grad_norm: 3.7250 2021-06-17 13:44:15,585 - mmaction - INFO - Epoch [11][320/1879] lr: 2.000e-02, eta: 12:20:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7293, loss_cls: 2.1924, loss: 2.1924, grad_norm: 3.6306 2021-06-17 13:44:26,854 - mmaction - INFO - Epoch [11][340/1879] lr: 2.000e-02, eta: 12:20:43, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4773, top5_acc: 0.7250, loss_cls: 2.2651, loss: 2.2651, grad_norm: 3.7460 2021-06-17 13:44:38,132 - mmaction - INFO - Epoch [11][360/1879] lr: 2.000e-02, eta: 12:20:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7371, loss_cls: 2.1641, loss: 2.1641, grad_norm: 3.6059 2021-06-17 13:44:49,360 - mmaction - INFO - Epoch [11][380/1879] lr: 2.000e-02, eta: 12:20:14, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7504, loss_cls: 2.1524, loss: 2.1524, grad_norm: 3.6532 2021-06-17 13:45:00,710 - mmaction - INFO - Epoch [11][400/1879] lr: 2.000e-02, eta: 12:20:00, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7285, loss_cls: 2.2297, loss: 2.2297, grad_norm: 3.7021 2021-06-17 13:45:12,013 - mmaction - INFO - Epoch [11][420/1879] lr: 2.000e-02, eta: 12:19:46, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7316, loss_cls: 2.2272, loss: 2.2272, grad_norm: 3.7580 2021-06-17 13:45:23,267 - mmaction - INFO - Epoch [11][440/1879] lr: 2.000e-02, eta: 12:19:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7258, loss_cls: 2.1896, loss: 2.1896, grad_norm: 3.7156 2021-06-17 13:45:34,541 - mmaction - INFO - Epoch [11][460/1879] lr: 2.000e-02, eta: 12:19:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7430, loss_cls: 2.1442, loss: 2.1442, grad_norm: 3.7548 2021-06-17 13:45:45,836 - mmaction - INFO - Epoch [11][480/1879] lr: 2.000e-02, eta: 12:19:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4746, top5_acc: 0.7227, loss_cls: 2.2921, loss: 2.2921, grad_norm: 3.8093 2021-06-17 13:45:57,062 - mmaction - INFO - Epoch [11][500/1879] lr: 2.000e-02, eta: 12:18:49, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7375, loss_cls: 2.2098, loss: 2.2098, grad_norm: 3.6642 2021-06-17 13:46:08,342 - mmaction - INFO - Epoch [11][520/1879] lr: 2.000e-02, eta: 12:18:35, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7383, loss_cls: 2.1925, loss: 2.1925, grad_norm: 3.6272 2021-06-17 13:46:19,595 - mmaction - INFO - Epoch [11][540/1879] lr: 2.000e-02, eta: 12:18:21, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4703, top5_acc: 0.7238, loss_cls: 2.2817, loss: 2.2817, grad_norm: 3.6373 2021-06-17 13:46:30,855 - mmaction - INFO - Epoch [11][560/1879] lr: 2.000e-02, eta: 12:18:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7090, loss_cls: 2.2796, loss: 2.2796, grad_norm: 3.6878 2021-06-17 13:46:42,125 - mmaction - INFO - Epoch [11][580/1879] lr: 2.000e-02, eta: 12:17:52, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5051, top5_acc: 0.7434, loss_cls: 2.1746, loss: 2.1746, grad_norm: 3.5496 2021-06-17 13:46:53,372 - mmaction - INFO - Epoch [11][600/1879] lr: 2.000e-02, eta: 12:17:38, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7402, loss_cls: 2.1988, loss: 2.1988, grad_norm: 3.6321 2021-06-17 13:47:04,652 - mmaction - INFO - Epoch [11][620/1879] lr: 2.000e-02, eta: 12:17:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4699, top5_acc: 0.7211, loss_cls: 2.3360, loss: 2.3360, grad_norm: 3.7376 2021-06-17 13:47:15,980 - mmaction - INFO - Epoch [11][640/1879] lr: 2.000e-02, eta: 12:17:10, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4844, top5_acc: 0.7281, loss_cls: 2.2298, loss: 2.2298, grad_norm: 3.6118 2021-06-17 13:47:27,218 - mmaction - INFO - Epoch [11][660/1879] lr: 2.000e-02, eta: 12:16:56, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4820, top5_acc: 0.7328, loss_cls: 2.2004, loss: 2.2004, grad_norm: 3.5970 2021-06-17 13:47:38,476 - mmaction - INFO - Epoch [11][680/1879] lr: 2.000e-02, eta: 12:16:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7480, loss_cls: 2.1717, loss: 2.1717, grad_norm: 3.6482 2021-06-17 13:47:49,709 - mmaction - INFO - Epoch [11][700/1879] lr: 2.000e-02, eta: 12:16:27, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7180, loss_cls: 2.3091, loss: 2.3091, grad_norm: 3.6883 2021-06-17 13:48:00,993 - mmaction - INFO - Epoch [11][720/1879] lr: 2.000e-02, eta: 12:16:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7297, loss_cls: 2.2433, loss: 2.2433, grad_norm: 3.6170 2021-06-17 13:48:12,265 - mmaction - INFO - Epoch [11][740/1879] lr: 2.000e-02, eta: 12:15:59, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7277, loss_cls: 2.2304, loss: 2.2304, grad_norm: 3.7079 2021-06-17 13:48:23,580 - mmaction - INFO - Epoch [11][760/1879] lr: 2.000e-02, eta: 12:15:45, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7363, loss_cls: 2.1968, loss: 2.1968, grad_norm: 3.6270 2021-06-17 13:48:34,911 - mmaction - INFO - Epoch [11][780/1879] lr: 2.000e-02, eta: 12:15:31, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7207, loss_cls: 2.2867, loss: 2.2867, grad_norm: 3.6290 2021-06-17 13:48:46,209 - mmaction - INFO - Epoch [11][800/1879] lr: 2.000e-02, eta: 12:15:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7359, loss_cls: 2.2094, loss: 2.2094, grad_norm: 3.6252 2021-06-17 13:48:57,542 - mmaction - INFO - Epoch [11][820/1879] lr: 2.000e-02, eta: 12:15:03, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7297, loss_cls: 2.2494, loss: 2.2494, grad_norm: 3.5933 2021-06-17 13:49:08,830 - mmaction - INFO - Epoch [11][840/1879] lr: 2.000e-02, eta: 12:14:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7223, loss_cls: 2.2621, loss: 2.2621, grad_norm: 3.6273 2021-06-17 13:49:20,178 - mmaction - INFO - Epoch [11][860/1879] lr: 2.000e-02, eta: 12:14:35, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7324, loss_cls: 2.2136, loss: 2.2136, grad_norm: 3.5656 2021-06-17 13:49:31,427 - mmaction - INFO - Epoch [11][880/1879] lr: 2.000e-02, eta: 12:14:21, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4820, top5_acc: 0.7312, loss_cls: 2.2657, loss: 2.2657, grad_norm: 3.8158 2021-06-17 13:49:42,723 - mmaction - INFO - Epoch [11][900/1879] lr: 2.000e-02, eta: 12:14:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7312, loss_cls: 2.2014, loss: 2.2014, grad_norm: 3.7266 2021-06-17 13:49:53,962 - mmaction - INFO - Epoch [11][920/1879] lr: 2.000e-02, eta: 12:13:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7340, loss_cls: 2.2081, loss: 2.2081, grad_norm: 3.6459 2021-06-17 13:50:05,257 - mmaction - INFO - Epoch [11][940/1879] lr: 2.000e-02, eta: 12:13:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7293, loss_cls: 2.2147, loss: 2.2147, grad_norm: 3.7080 2021-06-17 13:50:16,526 - mmaction - INFO - Epoch [11][960/1879] lr: 2.000e-02, eta: 12:13:25, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7336, loss_cls: 2.2067, loss: 2.2067, grad_norm: 3.6356 2021-06-17 13:50:27,789 - mmaction - INFO - Epoch [11][980/1879] lr: 2.000e-02, eta: 12:13:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7336, loss_cls: 2.2394, loss: 2.2394, grad_norm: 3.6406 2021-06-17 13:50:38,986 - mmaction - INFO - Epoch [11][1000/1879] lr: 2.000e-02, eta: 12:12:56, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7273, loss_cls: 2.2495, loss: 2.2495, grad_norm: 3.6811 2021-06-17 13:50:50,287 - mmaction - INFO - Epoch [11][1020/1879] lr: 2.000e-02, eta: 12:12:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7211, loss_cls: 2.2612, loss: 2.2612, grad_norm: 3.5918 2021-06-17 13:51:01,535 - mmaction - INFO - Epoch [11][1040/1879] lr: 2.000e-02, eta: 12:12:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4578, top5_acc: 0.7266, loss_cls: 2.2851, loss: 2.2851, grad_norm: 3.5579 2021-06-17 13:51:12,869 - mmaction - INFO - Epoch [11][1060/1879] lr: 2.000e-02, eta: 12:12:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7188, loss_cls: 2.3061, loss: 2.3061, grad_norm: 3.6357 2021-06-17 13:51:24,137 - mmaction - INFO - Epoch [11][1080/1879] lr: 2.000e-02, eta: 12:12:00, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7266, loss_cls: 2.2189, loss: 2.2189, grad_norm: 3.5923 2021-06-17 13:51:35,393 - mmaction - INFO - Epoch [11][1100/1879] lr: 2.000e-02, eta: 12:11:46, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7328, loss_cls: 2.2863, loss: 2.2863, grad_norm: 3.6298 2021-06-17 13:51:46,701 - mmaction - INFO - Epoch [11][1120/1879] lr: 2.000e-02, eta: 12:11:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7305, loss_cls: 2.2145, loss: 2.2145, grad_norm: 3.6362 2021-06-17 13:51:57,908 - mmaction - INFO - Epoch [11][1140/1879] lr: 2.000e-02, eta: 12:11:18, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7289, loss_cls: 2.2468, loss: 2.2468, grad_norm: 3.6330 2021-06-17 13:52:09,162 - mmaction - INFO - Epoch [11][1160/1879] lr: 2.000e-02, eta: 12:11:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7398, loss_cls: 2.1979, loss: 2.1979, grad_norm: 3.6311 2021-06-17 13:52:20,454 - mmaction - INFO - Epoch [11][1180/1879] lr: 2.000e-02, eta: 12:10:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4723, top5_acc: 0.7285, loss_cls: 2.2680, loss: 2.2680, grad_norm: 3.5932 2021-06-17 13:52:31,689 - mmaction - INFO - Epoch [11][1200/1879] lr: 2.000e-02, eta: 12:10:36, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7277, loss_cls: 2.2428, loss: 2.2428, grad_norm: 3.6215 2021-06-17 13:52:42,982 - mmaction - INFO - Epoch [11][1220/1879] lr: 2.000e-02, eta: 12:10:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7227, loss_cls: 2.2385, loss: 2.2385, grad_norm: 3.6928 2021-06-17 13:52:54,222 - mmaction - INFO - Epoch [11][1240/1879] lr: 2.000e-02, eta: 12:10:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7199, loss_cls: 2.2750, loss: 2.2750, grad_norm: 3.6890 2021-06-17 13:53:05,522 - mmaction - INFO - Epoch [11][1260/1879] lr: 2.000e-02, eta: 12:09:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7297, loss_cls: 2.2497, loss: 2.2497, grad_norm: 3.6030 2021-06-17 13:53:16,739 - mmaction - INFO - Epoch [11][1280/1879] lr: 2.000e-02, eta: 12:09:40, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7371, loss_cls: 2.2114, loss: 2.2114, grad_norm: 3.7144 2021-06-17 13:53:28,060 - mmaction - INFO - Epoch [11][1300/1879] lr: 2.000e-02, eta: 12:09:26, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7348, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.6748 2021-06-17 13:53:39,354 - mmaction - INFO - Epoch [11][1320/1879] lr: 2.000e-02, eta: 12:09:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7180, loss_cls: 2.2449, loss: 2.2449, grad_norm: 3.5667 2021-06-17 13:53:50,613 - mmaction - INFO - Epoch [11][1340/1879] lr: 2.000e-02, eta: 12:08:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7328, loss_cls: 2.2103, loss: 2.2103, grad_norm: 3.6096 2021-06-17 13:54:01,874 - mmaction - INFO - Epoch [11][1360/1879] lr: 2.000e-02, eta: 12:08:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7414, loss_cls: 2.2246, loss: 2.2246, grad_norm: 3.6360 2021-06-17 13:54:13,118 - mmaction - INFO - Epoch [11][1380/1879] lr: 2.000e-02, eta: 12:08:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7406, loss_cls: 2.1632, loss: 2.1632, grad_norm: 3.7065 2021-06-17 13:54:24,465 - mmaction - INFO - Epoch [11][1400/1879] lr: 2.000e-02, eta: 12:08:16, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7320, loss_cls: 2.2256, loss: 2.2256, grad_norm: 3.6285 2021-06-17 13:54:35,696 - mmaction - INFO - Epoch [11][1420/1879] lr: 2.000e-02, eta: 12:08:02, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7223, loss_cls: 2.3109, loss: 2.3109, grad_norm: 3.5407 2021-06-17 13:54:46,974 - mmaction - INFO - Epoch [11][1440/1879] lr: 2.000e-02, eta: 12:07:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7508, loss_cls: 2.1682, loss: 2.1682, grad_norm: 3.6445 2021-06-17 13:54:58,302 - mmaction - INFO - Epoch [11][1460/1879] lr: 2.000e-02, eta: 12:07:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7332, loss_cls: 2.1933, loss: 2.1933, grad_norm: 3.6757 2021-06-17 13:55:09,554 - mmaction - INFO - Epoch [11][1480/1879] lr: 2.000e-02, eta: 12:07:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7250, loss_cls: 2.1851, loss: 2.1851, grad_norm: 3.7068 2021-06-17 13:55:20,840 - mmaction - INFO - Epoch [11][1500/1879] lr: 2.000e-02, eta: 12:07:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7320, loss_cls: 2.2707, loss: 2.2707, grad_norm: 3.6899 2021-06-17 13:55:32,086 - mmaction - INFO - Epoch [11][1520/1879] lr: 2.000e-02, eta: 12:06:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7207, loss_cls: 2.2727, loss: 2.2727, grad_norm: 3.6794 2021-06-17 13:55:43,396 - mmaction - INFO - Epoch [11][1540/1879] lr: 2.000e-02, eta: 12:06:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7250, loss_cls: 2.2730, loss: 2.2730, grad_norm: 3.7359 2021-06-17 13:55:54,681 - mmaction - INFO - Epoch [11][1560/1879] lr: 2.000e-02, eta: 12:06:25, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7363, loss_cls: 2.2332, loss: 2.2332, grad_norm: 3.7770 2021-06-17 13:56:06,015 - mmaction - INFO - Epoch [11][1580/1879] lr: 2.000e-02, eta: 12:06:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7160, loss_cls: 2.2492, loss: 2.2492, grad_norm: 3.6951 2021-06-17 13:56:17,255 - mmaction - INFO - Epoch [11][1600/1879] lr: 2.000e-02, eta: 12:05:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7383, loss_cls: 2.2261, loss: 2.2261, grad_norm: 3.7087 2021-06-17 13:56:28,558 - mmaction - INFO - Epoch [11][1620/1879] lr: 2.000e-02, eta: 12:05:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7250, loss_cls: 2.2312, loss: 2.2312, grad_norm: 3.6512 2021-06-17 13:56:39,814 - mmaction - INFO - Epoch [11][1640/1879] lr: 2.000e-02, eta: 12:05:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4762, top5_acc: 0.7133, loss_cls: 2.2976, loss: 2.2976, grad_norm: 3.6486 2021-06-17 13:56:51,112 - mmaction - INFO - Epoch [11][1660/1879] lr: 2.000e-02, eta: 12:05:16, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7168, loss_cls: 2.2446, loss: 2.2446, grad_norm: 3.6964 2021-06-17 13:57:02,305 - mmaction - INFO - Epoch [11][1680/1879] lr: 2.000e-02, eta: 12:05:02, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7363, loss_cls: 2.2132, loss: 2.2132, grad_norm: 3.6037 2021-06-17 13:57:13,565 - mmaction - INFO - Epoch [11][1700/1879] lr: 2.000e-02, eta: 12:04:48, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4758, top5_acc: 0.7203, loss_cls: 2.2624, loss: 2.2624, grad_norm: 3.6765 2021-06-17 13:57:24,810 - mmaction - INFO - Epoch [11][1720/1879] lr: 2.000e-02, eta: 12:04:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7309, loss_cls: 2.2288, loss: 2.2288, grad_norm: 3.5985 2021-06-17 13:57:36,088 - mmaction - INFO - Epoch [11][1740/1879] lr: 2.000e-02, eta: 12:04:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7352, loss_cls: 2.1667, loss: 2.1667, grad_norm: 3.5625 2021-06-17 13:57:47,363 - mmaction - INFO - Epoch [11][1760/1879] lr: 2.000e-02, eta: 12:04:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7488, loss_cls: 2.1848, loss: 2.1848, grad_norm: 3.7105 2021-06-17 13:57:58,584 - mmaction - INFO - Epoch [11][1780/1879] lr: 2.000e-02, eta: 12:03:52, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7312, loss_cls: 2.2343, loss: 2.2343, grad_norm: 3.6223 2021-06-17 13:58:09,820 - mmaction - INFO - Epoch [11][1800/1879] lr: 2.000e-02, eta: 12:03:38, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7254, loss_cls: 2.2698, loss: 2.2698, grad_norm: 3.6553 2021-06-17 13:58:21,085 - mmaction - INFO - Epoch [11][1820/1879] lr: 2.000e-02, eta: 12:03:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7340, loss_cls: 2.2148, loss: 2.2148, grad_norm: 3.6634 2021-06-17 13:58:32,391 - mmaction - INFO - Epoch [11][1840/1879] lr: 2.000e-02, eta: 12:03:10, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7270, loss_cls: 2.2140, loss: 2.2140, grad_norm: 3.5678 2021-06-17 13:58:43,589 - mmaction - INFO - Epoch [11][1860/1879] lr: 2.000e-02, eta: 12:02:56, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7395, loss_cls: 2.1613, loss: 2.1613, grad_norm: 3.5916 2021-06-17 13:58:55,132 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-17 14:00:02,678 - mmaction - INFO - Epoch [12][20/1879] lr: 2.000e-02, eta: 12:05:09, time: 3.360, data_time: 2.800, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7242, loss_cls: 2.2239, loss: 2.2239, grad_norm: 3.5743 2021-06-17 14:00:13,693 - mmaction - INFO - Epoch [12][40/1879] lr: 2.000e-02, eta: 12:04:54, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7363, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.6251 2021-06-17 14:00:24,744 - mmaction - INFO - Epoch [12][60/1879] lr: 2.000e-02, eta: 12:04:40, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7492, loss_cls: 2.1309, loss: 2.1309, grad_norm: 3.5365 2021-06-17 14:00:35,805 - mmaction - INFO - Epoch [12][80/1879] lr: 2.000e-02, eta: 12:04:25, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7488, loss_cls: 2.1260, loss: 2.1260, grad_norm: 3.6174 2021-06-17 14:00:46,917 - mmaction - INFO - Epoch [12][100/1879] lr: 2.000e-02, eta: 12:04:10, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7352, loss_cls: 2.1796, loss: 2.1796, grad_norm: 3.6668 2021-06-17 14:00:58,129 - mmaction - INFO - Epoch [12][120/1879] lr: 2.000e-02, eta: 12:03:56, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7402, loss_cls: 2.2077, loss: 2.2077, grad_norm: 3.7071 2021-06-17 14:01:09,379 - mmaction - INFO - Epoch [12][140/1879] lr: 2.000e-02, eta: 12:03:42, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7402, loss_cls: 2.1889, loss: 2.1889, grad_norm: 3.6650 2021-06-17 14:01:20,672 - mmaction - INFO - Epoch [12][160/1879] lr: 2.000e-02, eta: 12:03:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7375, loss_cls: 2.2069, loss: 2.2069, grad_norm: 3.6261 2021-06-17 14:01:32,053 - mmaction - INFO - Epoch [12][180/1879] lr: 2.000e-02, eta: 12:03:14, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7445, loss_cls: 2.1413, loss: 2.1413, grad_norm: 3.6090 2021-06-17 14:01:43,482 - mmaction - INFO - Epoch [12][200/1879] lr: 2.000e-02, eta: 12:03:01, time: 0.572, data_time: 0.002, memory: 7080, top1_acc: 0.4789, top5_acc: 0.7371, loss_cls: 2.2098, loss: 2.2098, grad_norm: 3.5855 2021-06-17 14:01:54,722 - mmaction - INFO - Epoch [12][220/1879] lr: 2.000e-02, eta: 12:02:47, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4820, top5_acc: 0.7273, loss_cls: 2.2479, loss: 2.2479, grad_norm: 3.6312 2021-06-17 14:02:06,002 - mmaction - INFO - Epoch [12][240/1879] lr: 2.000e-02, eta: 12:02:33, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7562, loss_cls: 2.1189, loss: 2.1189, grad_norm: 3.5272 2021-06-17 14:02:17,305 - mmaction - INFO - Epoch [12][260/1879] lr: 2.000e-02, eta: 12:02:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7312, loss_cls: 2.2223, loss: 2.2223, grad_norm: 3.7398 2021-06-17 14:02:28,696 - mmaction - INFO - Epoch [12][280/1879] lr: 2.000e-02, eta: 12:02:06, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7473, loss_cls: 2.1352, loss: 2.1352, grad_norm: 3.7070 2021-06-17 14:02:39,931 - mmaction - INFO - Epoch [12][300/1879] lr: 2.000e-02, eta: 12:01:52, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7379, loss_cls: 2.1857, loss: 2.1857, grad_norm: 3.6458 2021-06-17 14:02:51,320 - mmaction - INFO - Epoch [12][320/1879] lr: 2.000e-02, eta: 12:01:38, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7441, loss_cls: 2.1876, loss: 2.1876, grad_norm: 3.7882 2021-06-17 14:03:02,625 - mmaction - INFO - Epoch [12][340/1879] lr: 2.000e-02, eta: 12:01:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7160, loss_cls: 2.2713, loss: 2.2713, grad_norm: 3.7136 2021-06-17 14:03:13,890 - mmaction - INFO - Epoch [12][360/1879] lr: 2.000e-02, eta: 12:01:10, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7312, loss_cls: 2.1761, loss: 2.1761, grad_norm: 3.6238 2021-06-17 14:03:25,201 - mmaction - INFO - Epoch [12][380/1879] lr: 2.000e-02, eta: 12:00:56, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7309, loss_cls: 2.2273, loss: 2.2273, grad_norm: 3.6317 2021-06-17 14:03:36,525 - mmaction - INFO - Epoch [12][400/1879] lr: 2.000e-02, eta: 12:00:43, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7348, loss_cls: 2.2515, loss: 2.2515, grad_norm: 3.7267 2021-06-17 14:03:47,843 - mmaction - INFO - Epoch [12][420/1879] lr: 2.000e-02, eta: 12:00:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4777, top5_acc: 0.7195, loss_cls: 2.2720, loss: 2.2720, grad_norm: 3.6935 2021-06-17 14:03:59,154 - mmaction - INFO - Epoch [12][440/1879] lr: 2.000e-02, eta: 12:00:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7430, loss_cls: 2.1611, loss: 2.1611, grad_norm: 3.7408 2021-06-17 14:04:10,445 - mmaction - INFO - Epoch [12][460/1879] lr: 2.000e-02, eta: 12:00:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7398, loss_cls: 2.1541, loss: 2.1541, grad_norm: 3.6034 2021-06-17 14:04:21,786 - mmaction - INFO - Epoch [12][480/1879] lr: 2.000e-02, eta: 11:59:48, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7336, loss_cls: 2.2349, loss: 2.2349, grad_norm: 3.6889 2021-06-17 14:04:33,062 - mmaction - INFO - Epoch [12][500/1879] lr: 2.000e-02, eta: 11:59:34, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7195, loss_cls: 2.2647, loss: 2.2647, grad_norm: 3.6414 2021-06-17 14:04:44,297 - mmaction - INFO - Epoch [12][520/1879] lr: 2.000e-02, eta: 11:59:20, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7336, loss_cls: 2.1461, loss: 2.1461, grad_norm: 3.4892 2021-06-17 14:04:55,669 - mmaction - INFO - Epoch [12][540/1879] lr: 2.000e-02, eta: 11:59:06, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7301, loss_cls: 2.2497, loss: 2.2497, grad_norm: 3.6548 2021-06-17 14:05:06,964 - mmaction - INFO - Epoch [12][560/1879] lr: 2.000e-02, eta: 11:58:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7348, loss_cls: 2.1874, loss: 2.1874, grad_norm: 3.6483 2021-06-17 14:05:18,182 - mmaction - INFO - Epoch [12][580/1879] lr: 2.000e-02, eta: 11:58:38, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7344, loss_cls: 2.1769, loss: 2.1769, grad_norm: 3.6939 2021-06-17 14:05:29,521 - mmaction - INFO - Epoch [12][600/1879] lr: 2.000e-02, eta: 11:58:25, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7535, loss_cls: 2.1787, loss: 2.1787, grad_norm: 3.6384 2021-06-17 14:05:40,827 - mmaction - INFO - Epoch [12][620/1879] lr: 2.000e-02, eta: 11:58:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7418, loss_cls: 2.1892, loss: 2.1892, grad_norm: 3.7342 2021-06-17 14:05:52,099 - mmaction - INFO - Epoch [12][640/1879] lr: 2.000e-02, eta: 11:57:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7359, loss_cls: 2.2398, loss: 2.2398, grad_norm: 3.7287 2021-06-17 14:06:03,401 - mmaction - INFO - Epoch [12][660/1879] lr: 2.000e-02, eta: 11:57:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4699, top5_acc: 0.7312, loss_cls: 2.2563, loss: 2.2563, grad_norm: 3.6561 2021-06-17 14:06:14,704 - mmaction - INFO - Epoch [12][680/1879] lr: 2.000e-02, eta: 11:57:30, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7309, loss_cls: 2.1959, loss: 2.1959, grad_norm: 3.6762 2021-06-17 14:06:25,920 - mmaction - INFO - Epoch [12][700/1879] lr: 2.000e-02, eta: 11:57:15, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7312, loss_cls: 2.1926, loss: 2.1926, grad_norm: 3.6783 2021-06-17 14:06:37,225 - mmaction - INFO - Epoch [12][720/1879] lr: 2.000e-02, eta: 11:57:02, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7465, loss_cls: 2.1478, loss: 2.1478, grad_norm: 3.7365 2021-06-17 14:06:48,580 - mmaction - INFO - Epoch [12][740/1879] lr: 2.000e-02, eta: 11:56:48, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7344, loss_cls: 2.1720, loss: 2.1720, grad_norm: 3.7110 2021-06-17 14:06:59,780 - mmaction - INFO - Epoch [12][760/1879] lr: 2.000e-02, eta: 11:56:34, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7289, loss_cls: 2.2191, loss: 2.2191, grad_norm: 3.7559 2021-06-17 14:07:11,035 - mmaction - INFO - Epoch [12][780/1879] lr: 2.000e-02, eta: 11:56:20, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7441, loss_cls: 2.1504, loss: 2.1504, grad_norm: 3.6760 2021-06-17 14:07:22,291 - mmaction - INFO - Epoch [12][800/1879] lr: 2.000e-02, eta: 11:56:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7207, loss_cls: 2.2393, loss: 2.2393, grad_norm: 3.6327 2021-06-17 14:07:33,592 - mmaction - INFO - Epoch [12][820/1879] lr: 2.000e-02, eta: 11:55:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4699, top5_acc: 0.7211, loss_cls: 2.2766, loss: 2.2766, grad_norm: 3.6448 2021-06-17 14:07:44,883 - mmaction - INFO - Epoch [12][840/1879] lr: 2.000e-02, eta: 11:55:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7371, loss_cls: 2.2215, loss: 2.2215, grad_norm: 3.6782 2021-06-17 14:07:56,184 - mmaction - INFO - Epoch [12][860/1879] lr: 2.000e-02, eta: 11:55:25, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7301, loss_cls: 2.2221, loss: 2.2221, grad_norm: 3.6133 2021-06-17 14:08:07,455 - mmaction - INFO - Epoch [12][880/1879] lr: 2.000e-02, eta: 11:55:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7359, loss_cls: 2.2123, loss: 2.2123, grad_norm: 3.6597 2021-06-17 14:08:18,757 - mmaction - INFO - Epoch [12][900/1879] lr: 2.000e-02, eta: 11:54:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7336, loss_cls: 2.2216, loss: 2.2216, grad_norm: 3.6953 2021-06-17 14:08:30,012 - mmaction - INFO - Epoch [12][920/1879] lr: 2.000e-02, eta: 11:54:44, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7410, loss_cls: 2.1678, loss: 2.1678, grad_norm: 3.6402 2021-06-17 14:08:41,285 - mmaction - INFO - Epoch [12][940/1879] lr: 2.000e-02, eta: 11:54:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7254, loss_cls: 2.2252, loss: 2.2252, grad_norm: 3.6433 2021-06-17 14:08:52,508 - mmaction - INFO - Epoch [12][960/1879] lr: 2.000e-02, eta: 11:54:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7438, loss_cls: 2.1479, loss: 2.1479, grad_norm: 3.7015 2021-06-17 14:09:03,792 - mmaction - INFO - Epoch [12][980/1879] lr: 2.000e-02, eta: 11:54:02, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4816, top5_acc: 0.7223, loss_cls: 2.2527, loss: 2.2527, grad_norm: 3.7436 2021-06-17 14:09:15,065 - mmaction - INFO - Epoch [12][1000/1879] lr: 2.000e-02, eta: 11:53:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7438, loss_cls: 2.1661, loss: 2.1661, grad_norm: 3.5290 2021-06-17 14:09:26,326 - mmaction - INFO - Epoch [12][1020/1879] lr: 2.000e-02, eta: 11:53:35, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7445, loss_cls: 2.1282, loss: 2.1282, grad_norm: 3.7066 2021-06-17 14:09:37,643 - mmaction - INFO - Epoch [12][1040/1879] lr: 2.000e-02, eta: 11:53:21, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7402, loss_cls: 2.1724, loss: 2.1724, grad_norm: 3.6970 2021-06-17 14:09:48,963 - mmaction - INFO - Epoch [12][1060/1879] lr: 2.000e-02, eta: 11:53:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7238, loss_cls: 2.2444, loss: 2.2444, grad_norm: 3.6808 2021-06-17 14:10:00,230 - mmaction - INFO - Epoch [12][1080/1879] lr: 2.000e-02, eta: 11:52:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7488, loss_cls: 2.1578, loss: 2.1578, grad_norm: 3.6695 2021-06-17 14:10:11,493 - mmaction - INFO - Epoch [12][1100/1879] lr: 2.000e-02, eta: 11:52:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7473, loss_cls: 2.1446, loss: 2.1446, grad_norm: 3.6194 2021-06-17 14:10:22,697 - mmaction - INFO - Epoch [12][1120/1879] lr: 2.000e-02, eta: 11:52:26, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7449, loss_cls: 2.1267, loss: 2.1267, grad_norm: 3.7269 2021-06-17 14:10:34,025 - mmaction - INFO - Epoch [12][1140/1879] lr: 2.000e-02, eta: 11:52:12, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7430, loss_cls: 2.1236, loss: 2.1236, grad_norm: 3.7144 2021-06-17 14:10:45,276 - mmaction - INFO - Epoch [12][1160/1879] lr: 2.000e-02, eta: 11:51:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7422, loss_cls: 2.1562, loss: 2.1562, grad_norm: 3.6659 2021-06-17 14:10:56,594 - mmaction - INFO - Epoch [12][1180/1879] lr: 2.000e-02, eta: 11:51:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7520, loss_cls: 2.1380, loss: 2.1380, grad_norm: 3.6338 2021-06-17 14:11:07,816 - mmaction - INFO - Epoch [12][1200/1879] lr: 2.000e-02, eta: 11:51:31, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7250, loss_cls: 2.2889, loss: 2.2889, grad_norm: 3.6872 2021-06-17 14:11:19,148 - mmaction - INFO - Epoch [12][1220/1879] lr: 2.000e-02, eta: 11:51:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7281, loss_cls: 2.1918, loss: 2.1918, grad_norm: 3.6566 2021-06-17 14:11:30,376 - mmaction - INFO - Epoch [12][1240/1879] lr: 2.000e-02, eta: 11:51:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7258, loss_cls: 2.2541, loss: 2.2541, grad_norm: 3.6672 2021-06-17 14:11:41,669 - mmaction - INFO - Epoch [12][1260/1879] lr: 2.000e-02, eta: 11:50:50, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7504, loss_cls: 2.1762, loss: 2.1762, grad_norm: 3.6664 2021-06-17 14:11:52,965 - mmaction - INFO - Epoch [12][1280/1879] lr: 2.000e-02, eta: 11:50:36, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7254, loss_cls: 2.2595, loss: 2.2595, grad_norm: 3.6381 2021-06-17 14:12:04,277 - mmaction - INFO - Epoch [12][1300/1879] lr: 2.000e-02, eta: 11:50:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7309, loss_cls: 2.2039, loss: 2.2039, grad_norm: 3.6259 2021-06-17 14:12:15,525 - mmaction - INFO - Epoch [12][1320/1879] lr: 2.000e-02, eta: 11:50:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7441, loss_cls: 2.1825, loss: 2.1825, grad_norm: 3.6738 2021-06-17 14:12:26,783 - mmaction - INFO - Epoch [12][1340/1879] lr: 2.000e-02, eta: 11:49:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7188, loss_cls: 2.2711, loss: 2.2711, grad_norm: 3.7210 2021-06-17 14:12:38,066 - mmaction - INFO - Epoch [12][1360/1879] lr: 2.000e-02, eta: 11:49:41, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7414, loss_cls: 2.1834, loss: 2.1834, grad_norm: 3.5896 2021-06-17 14:12:49,391 - mmaction - INFO - Epoch [12][1380/1879] lr: 2.000e-02, eta: 11:49:28, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7320, loss_cls: 2.2401, loss: 2.2401, grad_norm: 3.6933 2021-06-17 14:13:00,705 - mmaction - INFO - Epoch [12][1400/1879] lr: 2.000e-02, eta: 11:49:14, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.1784, loss: 2.1784, grad_norm: 3.5878 2021-06-17 14:13:11,990 - mmaction - INFO - Epoch [12][1420/1879] lr: 2.000e-02, eta: 11:49:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7250, loss_cls: 2.2434, loss: 2.2434, grad_norm: 3.6787 2021-06-17 14:13:23,312 - mmaction - INFO - Epoch [12][1440/1879] lr: 2.000e-02, eta: 11:48:47, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7223, loss_cls: 2.2588, loss: 2.2588, grad_norm: 3.6768 2021-06-17 14:13:34,593 - mmaction - INFO - Epoch [12][1460/1879] lr: 2.000e-02, eta: 11:48:34, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7305, loss_cls: 2.2579, loss: 2.2579, grad_norm: 3.6411 2021-06-17 14:13:45,828 - mmaction - INFO - Epoch [12][1480/1879] lr: 2.000e-02, eta: 11:48:20, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7363, loss_cls: 2.1638, loss: 2.1638, grad_norm: 3.6262 2021-06-17 14:13:57,020 - mmaction - INFO - Epoch [12][1500/1879] lr: 2.000e-02, eta: 11:48:06, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7434, loss_cls: 2.1500, loss: 2.1500, grad_norm: 3.6660 2021-06-17 14:14:08,282 - mmaction - INFO - Epoch [12][1520/1879] lr: 2.000e-02, eta: 11:47:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7469, loss_cls: 2.1767, loss: 2.1767, grad_norm: 3.7368 2021-06-17 14:14:19,584 - mmaction - INFO - Epoch [12][1540/1879] lr: 2.000e-02, eta: 11:47:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4773, top5_acc: 0.7148, loss_cls: 2.2997, loss: 2.2997, grad_norm: 3.7105 2021-06-17 14:14:30,902 - mmaction - INFO - Epoch [12][1560/1879] lr: 2.000e-02, eta: 11:47:25, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7324, loss_cls: 2.1900, loss: 2.1900, grad_norm: 3.6387 2021-06-17 14:14:42,217 - mmaction - INFO - Epoch [12][1580/1879] lr: 2.000e-02, eta: 11:47:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7477, loss_cls: 2.1797, loss: 2.1797, grad_norm: 3.6953 2021-06-17 14:14:53,488 - mmaction - INFO - Epoch [12][1600/1879] lr: 2.000e-02, eta: 11:46:58, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7398, loss_cls: 2.1919, loss: 2.1919, grad_norm: 3.6686 2021-06-17 14:15:04,801 - mmaction - INFO - Epoch [12][1620/1879] lr: 2.000e-02, eta: 11:46:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7340, loss_cls: 2.2056, loss: 2.2056, grad_norm: 3.6925 2021-06-17 14:15:16,071 - mmaction - INFO - Epoch [12][1640/1879] lr: 2.000e-02, eta: 11:46:31, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7297, loss_cls: 2.2589, loss: 2.2589, grad_norm: 3.6861 2021-06-17 14:15:27,309 - mmaction - INFO - Epoch [12][1660/1879] lr: 2.000e-02, eta: 11:46:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7352, loss_cls: 2.1907, loss: 2.1907, grad_norm: 3.6497 2021-06-17 14:15:38,549 - mmaction - INFO - Epoch [12][1680/1879] lr: 2.000e-02, eta: 11:46:03, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7375, loss_cls: 2.1850, loss: 2.1850, grad_norm: 3.5245 2021-06-17 14:15:49,842 - mmaction - INFO - Epoch [12][1700/1879] lr: 2.000e-02, eta: 11:45:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7406, loss_cls: 2.1396, loss: 2.1396, grad_norm: 3.5496 2021-06-17 14:16:01,219 - mmaction - INFO - Epoch [12][1720/1879] lr: 2.000e-02, eta: 11:45:36, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7297, loss_cls: 2.1842, loss: 2.1842, grad_norm: 3.6321 2021-06-17 14:16:12,478 - mmaction - INFO - Epoch [12][1740/1879] lr: 2.000e-02, eta: 11:45:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7199, loss_cls: 2.2540, loss: 2.2540, grad_norm: 3.6387 2021-06-17 14:16:23,709 - mmaction - INFO - Epoch [12][1760/1879] lr: 2.000e-02, eta: 11:45:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4832, top5_acc: 0.7340, loss_cls: 2.2563, loss: 2.2563, grad_norm: 3.7177 2021-06-17 14:16:34,947 - mmaction - INFO - Epoch [12][1780/1879] lr: 2.000e-02, eta: 11:44:55, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7473, loss_cls: 2.1910, loss: 2.1910, grad_norm: 3.5443 2021-06-17 14:16:46,172 - mmaction - INFO - Epoch [12][1800/1879] lr: 2.000e-02, eta: 11:44:42, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7301, loss_cls: 2.2491, loss: 2.2491, grad_norm: 3.6893 2021-06-17 14:16:57,479 - mmaction - INFO - Epoch [12][1820/1879] lr: 2.000e-02, eta: 11:44:28, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7297, loss_cls: 2.2246, loss: 2.2246, grad_norm: 3.6897 2021-06-17 14:17:08,802 - mmaction - INFO - Epoch [12][1840/1879] lr: 2.000e-02, eta: 11:44:15, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7449, loss_cls: 2.1840, loss: 2.1840, grad_norm: 3.6748 2021-06-17 14:17:20,106 - mmaction - INFO - Epoch [12][1860/1879] lr: 2.000e-02, eta: 11:44:01, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7383, loss_cls: 2.1554, loss: 2.1554, grad_norm: 3.6927 2021-06-17 14:17:31,624 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-17 14:18:40,151 - mmaction - INFO - Epoch [13][20/1879] lr: 2.000e-02, eta: 11:45:59, time: 3.381, data_time: 2.822, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7402, loss_cls: 2.1701, loss: 2.1701, grad_norm: 3.7182 2021-06-17 14:18:51,184 - mmaction - INFO - Epoch [13][40/1879] lr: 2.000e-02, eta: 11:45:44, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7371, loss_cls: 2.1679, loss: 2.1679, grad_norm: 3.6781 2021-06-17 14:19:02,258 - mmaction - INFO - Epoch [13][60/1879] lr: 2.000e-02, eta: 11:45:30, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7434, loss_cls: 2.1415, loss: 2.1415, grad_norm: 3.6784 2021-06-17 14:19:13,306 - mmaction - INFO - Epoch [13][80/1879] lr: 2.000e-02, eta: 11:45:16, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7305, loss_cls: 2.1940, loss: 2.1940, grad_norm: 3.6605 2021-06-17 14:19:24,448 - mmaction - INFO - Epoch [13][100/1879] lr: 2.000e-02, eta: 11:45:01, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7320, loss_cls: 2.2287, loss: 2.2287, grad_norm: 3.6939 2021-06-17 14:19:35,685 - mmaction - INFO - Epoch [13][120/1879] lr: 2.000e-02, eta: 11:44:48, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7379, loss_cls: 2.1570, loss: 2.1570, grad_norm: 3.5759 2021-06-17 14:19:46,959 - mmaction - INFO - Epoch [13][140/1879] lr: 2.000e-02, eta: 11:44:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7469, loss_cls: 2.1385, loss: 2.1385, grad_norm: 3.6930 2021-06-17 14:19:58,284 - mmaction - INFO - Epoch [13][160/1879] lr: 2.000e-02, eta: 11:44:20, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7367, loss_cls: 2.2065, loss: 2.2065, grad_norm: 3.5733 2021-06-17 14:20:09,700 - mmaction - INFO - Epoch [13][180/1879] lr: 2.000e-02, eta: 11:44:07, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7598, loss_cls: 2.1047, loss: 2.1047, grad_norm: 3.6301 2021-06-17 14:20:21,002 - mmaction - INFO - Epoch [13][200/1879] lr: 2.000e-02, eta: 11:43:53, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7445, loss_cls: 2.1437, loss: 2.1437, grad_norm: 3.7233 2021-06-17 14:20:32,331 - mmaction - INFO - Epoch [13][220/1879] lr: 2.000e-02, eta: 11:43:40, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7387, loss_cls: 2.1353, loss: 2.1353, grad_norm: 3.6199 2021-06-17 14:20:43,705 - mmaction - INFO - Epoch [13][240/1879] lr: 2.000e-02, eta: 11:43:26, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7586, loss_cls: 2.0661, loss: 2.0661, grad_norm: 3.6486 2021-06-17 14:20:54,995 - mmaction - INFO - Epoch [13][260/1879] lr: 2.000e-02, eta: 11:43:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7625, loss_cls: 2.0664, loss: 2.0664, grad_norm: 3.6799 2021-06-17 14:21:06,301 - mmaction - INFO - Epoch [13][280/1879] lr: 2.000e-02, eta: 11:42:59, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7395, loss_cls: 2.1544, loss: 2.1544, grad_norm: 3.6507 2021-06-17 14:21:17,537 - mmaction - INFO - Epoch [13][300/1879] lr: 2.000e-02, eta: 11:42:45, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7461, loss_cls: 2.1366, loss: 2.1366, grad_norm: 3.6031 2021-06-17 14:21:28,813 - mmaction - INFO - Epoch [13][320/1879] lr: 2.000e-02, eta: 11:42:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7422, loss_cls: 2.1461, loss: 2.1461, grad_norm: 3.6391 2021-06-17 14:21:40,056 - mmaction - INFO - Epoch [13][340/1879] lr: 2.000e-02, eta: 11:42:18, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7602, loss_cls: 2.1197, loss: 2.1197, grad_norm: 3.6030 2021-06-17 14:21:51,399 - mmaction - INFO - Epoch [13][360/1879] lr: 2.000e-02, eta: 11:42:05, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7309, loss_cls: 2.2167, loss: 2.2167, grad_norm: 3.8171 2021-06-17 14:22:02,623 - mmaction - INFO - Epoch [13][380/1879] lr: 2.000e-02, eta: 11:41:51, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7250, loss_cls: 2.2322, loss: 2.2322, grad_norm: 3.6887 2021-06-17 14:22:13,954 - mmaction - INFO - Epoch [13][400/1879] lr: 2.000e-02, eta: 11:41:37, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7457, loss_cls: 2.1352, loss: 2.1352, grad_norm: 3.7357 2021-06-17 14:22:25,254 - mmaction - INFO - Epoch [13][420/1879] lr: 2.000e-02, eta: 11:41:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7441, loss_cls: 2.1580, loss: 2.1580, grad_norm: 3.6241 2021-06-17 14:22:36,571 - mmaction - INFO - Epoch [13][440/1879] lr: 2.000e-02, eta: 11:41:10, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7496, loss_cls: 2.1105, loss: 2.1105, grad_norm: 3.5427 2021-06-17 14:22:47,836 - mmaction - INFO - Epoch [13][460/1879] lr: 2.000e-02, eta: 11:40:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7270, loss_cls: 2.2385, loss: 2.2385, grad_norm: 3.6572 2021-06-17 14:22:59,154 - mmaction - INFO - Epoch [13][480/1879] lr: 2.000e-02, eta: 11:40:43, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7473, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.6508 2021-06-17 14:23:10,466 - mmaction - INFO - Epoch [13][500/1879] lr: 2.000e-02, eta: 11:40:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7520, loss_cls: 2.1163, loss: 2.1163, grad_norm: 3.6226 2021-06-17 14:23:21,703 - mmaction - INFO - Epoch [13][520/1879] lr: 2.000e-02, eta: 11:40:16, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7285, loss_cls: 2.2108, loss: 2.2108, grad_norm: 3.6970 2021-06-17 14:23:32,859 - mmaction - INFO - Epoch [13][540/1879] lr: 2.000e-02, eta: 11:40:02, time: 0.557, data_time: 0.001, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7402, loss_cls: 2.1768, loss: 2.1768, grad_norm: 3.6160 2021-06-17 14:23:44,176 - mmaction - INFO - Epoch [13][560/1879] lr: 2.000e-02, eta: 11:39:48, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7516, loss_cls: 2.1986, loss: 2.1986, grad_norm: 3.7236 2021-06-17 14:23:55,436 - mmaction - INFO - Epoch [13][580/1879] lr: 2.000e-02, eta: 11:39:34, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7262, loss_cls: 2.2006, loss: 2.2006, grad_norm: 3.7076 2021-06-17 14:24:06,709 - mmaction - INFO - Epoch [13][600/1879] lr: 2.000e-02, eta: 11:39:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7441, loss_cls: 2.1582, loss: 2.1582, grad_norm: 3.7172 2021-06-17 14:24:17,943 - mmaction - INFO - Epoch [13][620/1879] lr: 2.000e-02, eta: 11:39:07, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7312, loss_cls: 2.1820, loss: 2.1820, grad_norm: 3.7044 2021-06-17 14:24:29,227 - mmaction - INFO - Epoch [13][640/1879] lr: 2.000e-02, eta: 11:38:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7207, loss_cls: 2.2814, loss: 2.2814, grad_norm: 3.6928 2021-06-17 14:24:40,486 - mmaction - INFO - Epoch [13][660/1879] lr: 2.000e-02, eta: 11:38:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7324, loss_cls: 2.2059, loss: 2.2059, grad_norm: 3.6374 2021-06-17 14:24:51,733 - mmaction - INFO - Epoch [13][680/1879] lr: 2.000e-02, eta: 11:38:26, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7250, loss_cls: 2.2227, loss: 2.2227, grad_norm: 3.6456 2021-06-17 14:25:02,977 - mmaction - INFO - Epoch [13][700/1879] lr: 2.000e-02, eta: 11:38:12, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7359, loss_cls: 2.1789, loss: 2.1789, grad_norm: 3.6510 2021-06-17 14:25:14,370 - mmaction - INFO - Epoch [13][720/1879] lr: 2.000e-02, eta: 11:37:59, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7543, loss_cls: 2.1310, loss: 2.1310, grad_norm: 3.5816 2021-06-17 14:25:25,657 - mmaction - INFO - Epoch [13][740/1879] lr: 2.000e-02, eta: 11:37:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7352, loss_cls: 2.2099, loss: 2.2099, grad_norm: 3.6185 2021-06-17 14:25:36,983 - mmaction - INFO - Epoch [13][760/1879] lr: 2.000e-02, eta: 11:37:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7453, loss_cls: 2.1539, loss: 2.1539, grad_norm: 3.5835 2021-06-17 14:25:48,270 - mmaction - INFO - Epoch [13][780/1879] lr: 2.000e-02, eta: 11:37:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7531, loss_cls: 2.1198, loss: 2.1198, grad_norm: 3.6520 2021-06-17 14:25:59,586 - mmaction - INFO - Epoch [13][800/1879] lr: 2.000e-02, eta: 11:37:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7434, loss_cls: 2.1797, loss: 2.1797, grad_norm: 3.6720 2021-06-17 14:26:10,833 - mmaction - INFO - Epoch [13][820/1879] lr: 2.000e-02, eta: 11:36:51, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7520, loss_cls: 2.1177, loss: 2.1177, grad_norm: 3.6462 2021-06-17 14:26:22,148 - mmaction - INFO - Epoch [13][840/1879] lr: 2.000e-02, eta: 11:36:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7320, loss_cls: 2.1892, loss: 2.1892, grad_norm: 3.6330 2021-06-17 14:26:33,464 - mmaction - INFO - Epoch [13][860/1879] lr: 2.000e-02, eta: 11:36:25, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7309, loss_cls: 2.1939, loss: 2.1939, grad_norm: 3.6689 2021-06-17 14:26:44,749 - mmaction - INFO - Epoch [13][880/1879] lr: 2.000e-02, eta: 11:36:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7453, loss_cls: 2.1578, loss: 2.1578, grad_norm: 3.6471 2021-06-17 14:26:56,011 - mmaction - INFO - Epoch [13][900/1879] lr: 2.000e-02, eta: 11:35:57, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7461, loss_cls: 2.1838, loss: 2.1838, grad_norm: 3.6936 2021-06-17 14:27:07,332 - mmaction - INFO - Epoch [13][920/1879] lr: 2.000e-02, eta: 11:35:44, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7395, loss_cls: 2.1866, loss: 2.1866, grad_norm: 3.6923 2021-06-17 14:27:18,555 - mmaction - INFO - Epoch [13][940/1879] lr: 2.000e-02, eta: 11:35:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7348, loss_cls: 2.1827, loss: 2.1827, grad_norm: 3.6753 2021-06-17 14:27:29,841 - mmaction - INFO - Epoch [13][960/1879] lr: 2.000e-02, eta: 11:35:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7344, loss_cls: 2.2034, loss: 2.2034, grad_norm: 3.6495 2021-06-17 14:27:41,138 - mmaction - INFO - Epoch [13][980/1879] lr: 2.000e-02, eta: 11:35:03, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7566, loss_cls: 2.1197, loss: 2.1197, grad_norm: 3.5950 2021-06-17 14:27:52,431 - mmaction - INFO - Epoch [13][1000/1879] lr: 2.000e-02, eta: 11:34:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7242, loss_cls: 2.2389, loss: 2.2389, grad_norm: 3.6271 2021-06-17 14:28:03,654 - mmaction - INFO - Epoch [13][1020/1879] lr: 2.000e-02, eta: 11:34:36, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7379, loss_cls: 2.1933, loss: 2.1933, grad_norm: 3.6382 2021-06-17 14:28:14,910 - mmaction - INFO - Epoch [13][1040/1879] lr: 2.000e-02, eta: 11:34:22, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7402, loss_cls: 2.1696, loss: 2.1696, grad_norm: 3.6560 2021-06-17 14:28:26,276 - mmaction - INFO - Epoch [13][1060/1879] lr: 2.000e-02, eta: 11:34:09, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.5051, top5_acc: 0.7406, loss_cls: 2.1593, loss: 2.1593, grad_norm: 3.5667 2021-06-17 14:28:37,577 - mmaction - INFO - Epoch [13][1080/1879] lr: 2.000e-02, eta: 11:33:56, time: 0.565, data_time: 0.000, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7434, loss_cls: 2.1691, loss: 2.1691, grad_norm: 3.6709 2021-06-17 14:28:48,797 - mmaction - INFO - Epoch [13][1100/1879] lr: 2.000e-02, eta: 11:33:42, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7332, loss_cls: 2.2133, loss: 2.2133, grad_norm: 3.7085 2021-06-17 14:29:00,061 - mmaction - INFO - Epoch [13][1120/1879] lr: 2.000e-02, eta: 11:33:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7070, loss_cls: 2.2505, loss: 2.2505, grad_norm: 3.6210 2021-06-17 14:29:11,344 - mmaction - INFO - Epoch [13][1140/1879] lr: 2.000e-02, eta: 11:33:15, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7395, loss_cls: 2.1770, loss: 2.1770, grad_norm: 3.5874 2021-06-17 14:29:22,574 - mmaction - INFO - Epoch [13][1160/1879] lr: 2.000e-02, eta: 11:33:01, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7418, loss_cls: 2.1682, loss: 2.1682, grad_norm: 3.7100 2021-06-17 14:29:33,867 - mmaction - INFO - Epoch [13][1180/1879] lr: 2.000e-02, eta: 11:32:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7418, loss_cls: 2.1687, loss: 2.1687, grad_norm: 3.6393 2021-06-17 14:29:45,119 - mmaction - INFO - Epoch [13][1200/1879] lr: 2.000e-02, eta: 11:32:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7211, loss_cls: 2.2858, loss: 2.2858, grad_norm: 3.6572 2021-06-17 14:29:56,389 - mmaction - INFO - Epoch [13][1220/1879] lr: 2.000e-02, eta: 11:32:21, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7375, loss_cls: 2.1772, loss: 2.1772, grad_norm: 3.5804 2021-06-17 14:30:07,743 - mmaction - INFO - Epoch [13][1240/1879] lr: 2.000e-02, eta: 11:32:08, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7262, loss_cls: 2.2586, loss: 2.2586, grad_norm: 3.6616 2021-06-17 14:30:19,044 - mmaction - INFO - Epoch [13][1260/1879] lr: 2.000e-02, eta: 11:31:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7367, loss_cls: 2.1989, loss: 2.1989, grad_norm: 3.6972 2021-06-17 14:30:30,276 - mmaction - INFO - Epoch [13][1280/1879] lr: 2.000e-02, eta: 11:31:41, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1504, loss: 2.1504, grad_norm: 3.6648 2021-06-17 14:30:41,488 - mmaction - INFO - Epoch [13][1300/1879] lr: 2.000e-02, eta: 11:31:27, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7332, loss_cls: 2.2379, loss: 2.2379, grad_norm: 3.6528 2021-06-17 14:30:52,848 - mmaction - INFO - Epoch [13][1320/1879] lr: 2.000e-02, eta: 11:31:14, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7484, loss_cls: 2.1518, loss: 2.1518, grad_norm: 3.6747 2021-06-17 14:31:04,064 - mmaction - INFO - Epoch [13][1340/1879] lr: 2.000e-02, eta: 11:31:00, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7375, loss_cls: 2.1866, loss: 2.1866, grad_norm: 3.6888 2021-06-17 14:31:15,283 - mmaction - INFO - Epoch [13][1360/1879] lr: 2.000e-02, eta: 11:30:46, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7355, loss_cls: 2.1882, loss: 2.1882, grad_norm: 3.6153 2021-06-17 14:31:26,596 - mmaction - INFO - Epoch [13][1380/1879] lr: 2.000e-02, eta: 11:30:33, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7410, loss_cls: 2.1576, loss: 2.1576, grad_norm: 3.5903 2021-06-17 14:31:37,893 - mmaction - INFO - Epoch [13][1400/1879] lr: 2.000e-02, eta: 11:30:20, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7215, loss_cls: 2.2261, loss: 2.2261, grad_norm: 3.6701 2021-06-17 14:31:49,180 - mmaction - INFO - Epoch [13][1420/1879] lr: 2.000e-02, eta: 11:30:06, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7320, loss_cls: 2.2149, loss: 2.2149, grad_norm: 3.6084 2021-06-17 14:32:00,407 - mmaction - INFO - Epoch [13][1440/1879] lr: 2.000e-02, eta: 11:29:53, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7449, loss_cls: 2.1583, loss: 2.1583, grad_norm: 3.6308 2021-06-17 14:32:11,770 - mmaction - INFO - Epoch [13][1460/1879] lr: 2.000e-02, eta: 11:29:39, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7441, loss_cls: 2.1616, loss: 2.1616, grad_norm: 3.5762 2021-06-17 14:32:23,082 - mmaction - INFO - Epoch [13][1480/1879] lr: 2.000e-02, eta: 11:29:26, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7477, loss_cls: 2.1319, loss: 2.1319, grad_norm: 3.5382 2021-06-17 14:32:34,385 - mmaction - INFO - Epoch [13][1500/1879] lr: 2.000e-02, eta: 11:29:13, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4797, top5_acc: 0.7418, loss_cls: 2.1808, loss: 2.1808, grad_norm: 3.6372 2021-06-17 14:32:45,638 - mmaction - INFO - Epoch [13][1520/1879] lr: 2.000e-02, eta: 11:28:59, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7352, loss_cls: 2.1553, loss: 2.1553, grad_norm: 3.6030 2021-06-17 14:32:56,941 - mmaction - INFO - Epoch [13][1540/1879] lr: 2.000e-02, eta: 11:28:46, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7434, loss_cls: 2.1492, loss: 2.1492, grad_norm: 3.6697 2021-06-17 14:33:08,260 - mmaction - INFO - Epoch [13][1560/1879] lr: 2.000e-02, eta: 11:28:32, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4680, top5_acc: 0.7301, loss_cls: 2.2385, loss: 2.2385, grad_norm: 3.7165 2021-06-17 14:33:19,528 - mmaction - INFO - Epoch [13][1580/1879] lr: 2.000e-02, eta: 11:28:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7367, loss_cls: 2.1350, loss: 2.1350, grad_norm: 3.6446 2021-06-17 14:33:30,838 - mmaction - INFO - Epoch [13][1600/1879] lr: 2.000e-02, eta: 11:28:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7520, loss_cls: 2.1661, loss: 2.1661, grad_norm: 3.7243 2021-06-17 14:33:42,163 - mmaction - INFO - Epoch [13][1620/1879] lr: 2.000e-02, eta: 11:27:52, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7406, loss_cls: 2.1672, loss: 2.1672, grad_norm: 3.6321 2021-06-17 14:33:53,455 - mmaction - INFO - Epoch [13][1640/1879] lr: 2.000e-02, eta: 11:27:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7402, loss_cls: 2.1971, loss: 2.1971, grad_norm: 3.7694 2021-06-17 14:34:04,710 - mmaction - INFO - Epoch [13][1660/1879] lr: 2.000e-02, eta: 11:27:26, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7422, loss_cls: 2.1393, loss: 2.1393, grad_norm: 3.5937 2021-06-17 14:34:15,964 - mmaction - INFO - Epoch [13][1680/1879] lr: 2.000e-02, eta: 11:27:12, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7305, loss_cls: 2.2467, loss: 2.2467, grad_norm: 3.7185 2021-06-17 14:34:27,256 - mmaction - INFO - Epoch [13][1700/1879] lr: 2.000e-02, eta: 11:26:59, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7520, loss_cls: 2.1301, loss: 2.1301, grad_norm: 3.6842 2021-06-17 14:34:38,557 - mmaction - INFO - Epoch [13][1720/1879] lr: 2.000e-02, eta: 11:26:45, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7535, loss_cls: 2.1371, loss: 2.1371, grad_norm: 3.6427 2021-06-17 14:34:49,869 - mmaction - INFO - Epoch [13][1740/1879] lr: 2.000e-02, eta: 11:26:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7398, loss_cls: 2.1592, loss: 2.1592, grad_norm: 3.7369 2021-06-17 14:35:01,230 - mmaction - INFO - Epoch [13][1760/1879] lr: 2.000e-02, eta: 11:26:19, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7203, loss_cls: 2.2153, loss: 2.2153, grad_norm: 3.5755 2021-06-17 14:35:12,482 - mmaction - INFO - Epoch [13][1780/1879] lr: 2.000e-02, eta: 11:26:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7445, loss_cls: 2.1637, loss: 2.1637, grad_norm: 3.6108 2021-06-17 14:35:23,717 - mmaction - INFO - Epoch [13][1800/1879] lr: 2.000e-02, eta: 11:25:52, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7258, loss_cls: 2.2352, loss: 2.2352, grad_norm: 3.5631 2021-06-17 14:35:35,012 - mmaction - INFO - Epoch [13][1820/1879] lr: 2.000e-02, eta: 11:25:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7348, loss_cls: 2.2041, loss: 2.2041, grad_norm: 3.6920 2021-06-17 14:35:46,301 - mmaction - INFO - Epoch [13][1840/1879] lr: 2.000e-02, eta: 11:25:25, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7355, loss_cls: 2.2054, loss: 2.2054, grad_norm: 3.7118 2021-06-17 14:35:57,595 - mmaction - INFO - Epoch [13][1860/1879] lr: 2.000e-02, eta: 11:25:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7195, loss_cls: 2.1965, loss: 2.1965, grad_norm: 3.5645 2021-06-17 14:36:08,803 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-17 14:37:17,226 - mmaction - INFO - Epoch [14][20/1879] lr: 2.000e-02, eta: 11:26:55, time: 3.381, data_time: 2.817, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7398, loss_cls: 2.1343, loss: 2.1343, grad_norm: 3.5666 2021-06-17 14:37:28,277 - mmaction - INFO - Epoch [14][40/1879] lr: 2.000e-02, eta: 11:26:41, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7414, loss_cls: 2.1598, loss: 2.1598, grad_norm: 3.6383 2021-06-17 14:37:39,269 - mmaction - INFO - Epoch [14][60/1879] lr: 2.000e-02, eta: 11:26:27, time: 0.550, data_time: 0.001, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7555, loss_cls: 2.0978, loss: 2.0978, grad_norm: 3.5769 2021-06-17 14:37:50,352 - mmaction - INFO - Epoch [14][80/1879] lr: 2.000e-02, eta: 11:26:13, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7496, loss_cls: 2.1113, loss: 2.1113, grad_norm: 3.6891 2021-06-17 14:38:01,434 - mmaction - INFO - Epoch [14][100/1879] lr: 2.000e-02, eta: 11:25:59, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7496, loss_cls: 2.1256, loss: 2.1256, grad_norm: 3.6972 2021-06-17 14:38:12,606 - mmaction - INFO - Epoch [14][120/1879] lr: 2.000e-02, eta: 11:25:45, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7406, loss_cls: 2.1585, loss: 2.1585, grad_norm: 3.6755 2021-06-17 14:38:23,810 - mmaction - INFO - Epoch [14][140/1879] lr: 2.000e-02, eta: 11:25:31, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7617, loss_cls: 2.1057, loss: 2.1057, grad_norm: 3.7314 2021-06-17 14:38:35,090 - mmaction - INFO - Epoch [14][160/1879] lr: 2.000e-02, eta: 11:25:18, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7402, loss_cls: 2.1806, loss: 2.1806, grad_norm: 3.6672 2021-06-17 14:38:46,406 - mmaction - INFO - Epoch [14][180/1879] lr: 2.000e-02, eta: 11:25:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7500, loss_cls: 2.0809, loss: 2.0809, grad_norm: 3.7345 2021-06-17 14:38:57,830 - mmaction - INFO - Epoch [14][200/1879] lr: 2.000e-02, eta: 11:24:51, time: 0.572, data_time: 0.002, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7496, loss_cls: 2.1465, loss: 2.1465, grad_norm: 3.7537 2021-06-17 14:39:09,239 - mmaction - INFO - Epoch [14][220/1879] lr: 2.000e-02, eta: 11:24:38, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7539, loss_cls: 2.0494, loss: 2.0494, grad_norm: 3.5833 2021-06-17 14:39:20,541 - mmaction - INFO - Epoch [14][240/1879] lr: 2.000e-02, eta: 11:24:25, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7488, loss_cls: 2.1355, loss: 2.1355, grad_norm: 3.7174 2021-06-17 14:39:31,790 - mmaction - INFO - Epoch [14][260/1879] lr: 2.000e-02, eta: 11:24:11, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7379, loss_cls: 2.1676, loss: 2.1676, grad_norm: 3.5984 2021-06-17 14:39:43,111 - mmaction - INFO - Epoch [14][280/1879] lr: 2.000e-02, eta: 11:23:58, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7469, loss_cls: 2.1362, loss: 2.1362, grad_norm: 3.6658 2021-06-17 14:39:54,394 - mmaction - INFO - Epoch [14][300/1879] lr: 2.000e-02, eta: 11:23:45, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7543, loss_cls: 2.0671, loss: 2.0671, grad_norm: 3.7103 2021-06-17 14:40:05,826 - mmaction - INFO - Epoch [14][320/1879] lr: 2.000e-02, eta: 11:23:32, time: 0.572, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7457, loss_cls: 2.1267, loss: 2.1267, grad_norm: 3.6725 2021-06-17 14:40:17,192 - mmaction - INFO - Epoch [14][340/1879] lr: 2.000e-02, eta: 11:23:18, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7602, loss_cls: 2.0593, loss: 2.0593, grad_norm: 3.6580 2021-06-17 14:40:28,454 - mmaction - INFO - Epoch [14][360/1879] lr: 2.000e-02, eta: 11:23:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7344, loss_cls: 2.1503, loss: 2.1503, grad_norm: 3.7024 2021-06-17 14:40:39,731 - mmaction - INFO - Epoch [14][380/1879] lr: 2.000e-02, eta: 11:22:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7496, loss_cls: 2.0784, loss: 2.0784, grad_norm: 3.5947 2021-06-17 14:40:50,936 - mmaction - INFO - Epoch [14][400/1879] lr: 2.000e-02, eta: 11:22:38, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7559, loss_cls: 2.0641, loss: 2.0641, grad_norm: 3.5908 2021-06-17 14:41:02,184 - mmaction - INFO - Epoch [14][420/1879] lr: 2.000e-02, eta: 11:22:24, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7496, loss_cls: 2.0818, loss: 2.0818, grad_norm: 3.6400 2021-06-17 14:41:13,498 - mmaction - INFO - Epoch [14][440/1879] lr: 2.000e-02, eta: 11:22:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7398, loss_cls: 2.1875, loss: 2.1875, grad_norm: 3.6265 2021-06-17 14:41:24,798 - mmaction - INFO - Epoch [14][460/1879] lr: 2.000e-02, eta: 11:21:57, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7430, loss_cls: 2.1399, loss: 2.1399, grad_norm: 3.6611 2021-06-17 14:41:36,066 - mmaction - INFO - Epoch [14][480/1879] lr: 2.000e-02, eta: 11:21:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7207, loss_cls: 2.2039, loss: 2.2039, grad_norm: 3.6001 2021-06-17 14:41:47,400 - mmaction - INFO - Epoch [14][500/1879] lr: 2.000e-02, eta: 11:21:31, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7570, loss_cls: 2.1255, loss: 2.1255, grad_norm: 3.7406 2021-06-17 14:41:58,660 - mmaction - INFO - Epoch [14][520/1879] lr: 2.000e-02, eta: 11:21:17, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7453, loss_cls: 2.1252, loss: 2.1252, grad_norm: 3.7643 2021-06-17 14:42:09,913 - mmaction - INFO - Epoch [14][540/1879] lr: 2.000e-02, eta: 11:21:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7406, loss_cls: 2.1858, loss: 2.1858, grad_norm: 3.7299 2021-06-17 14:42:21,192 - mmaction - INFO - Epoch [14][560/1879] lr: 2.000e-02, eta: 11:20:50, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7457, loss_cls: 2.1365, loss: 2.1365, grad_norm: 3.6509 2021-06-17 14:42:32,480 - mmaction - INFO - Epoch [14][580/1879] lr: 2.000e-02, eta: 11:20:37, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7383, loss_cls: 2.1660, loss: 2.1660, grad_norm: 3.6876 2021-06-17 14:42:43,780 - mmaction - INFO - Epoch [14][600/1879] lr: 2.000e-02, eta: 11:20:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7480, loss_cls: 2.0837, loss: 2.0837, grad_norm: 3.6187 2021-06-17 14:42:55,039 - mmaction - INFO - Epoch [14][620/1879] lr: 2.000e-02, eta: 11:20:10, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7367, loss_cls: 2.1737, loss: 2.1737, grad_norm: 3.7394 2021-06-17 14:43:06,240 - mmaction - INFO - Epoch [14][640/1879] lr: 2.000e-02, eta: 11:19:57, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7488, loss_cls: 2.0690, loss: 2.0690, grad_norm: 3.5737 2021-06-17 14:43:17,547 - mmaction - INFO - Epoch [14][660/1879] lr: 2.000e-02, eta: 11:19:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7395, loss_cls: 2.1565, loss: 2.1565, grad_norm: 3.7392 2021-06-17 14:43:28,778 - mmaction - INFO - Epoch [14][680/1879] lr: 2.000e-02, eta: 11:19:30, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7375, loss_cls: 2.1347, loss: 2.1347, grad_norm: 3.6792 2021-06-17 14:43:40,101 - mmaction - INFO - Epoch [14][700/1879] lr: 2.000e-02, eta: 11:19:16, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7547, loss_cls: 2.0902, loss: 2.0902, grad_norm: 3.5444 2021-06-17 14:43:51,445 - mmaction - INFO - Epoch [14][720/1879] lr: 2.000e-02, eta: 11:19:03, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7391, loss_cls: 2.1451, loss: 2.1451, grad_norm: 3.6300 2021-06-17 14:44:02,757 - mmaction - INFO - Epoch [14][740/1879] lr: 2.000e-02, eta: 11:18:50, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7453, loss_cls: 2.1560, loss: 2.1560, grad_norm: 3.7325 2021-06-17 14:44:13,964 - mmaction - INFO - Epoch [14][760/1879] lr: 2.000e-02, eta: 11:18:36, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7375, loss_cls: 2.1564, loss: 2.1564, grad_norm: 3.6696 2021-06-17 14:44:25,324 - mmaction - INFO - Epoch [14][780/1879] lr: 2.000e-02, eta: 11:18:23, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7371, loss_cls: 2.1966, loss: 2.1966, grad_norm: 3.5990 2021-06-17 14:44:36,585 - mmaction - INFO - Epoch [14][800/1879] lr: 2.000e-02, eta: 11:18:10, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7453, loss_cls: 2.1203, loss: 2.1203, grad_norm: 3.6138 2021-06-17 14:44:47,842 - mmaction - INFO - Epoch [14][820/1879] lr: 2.000e-02, eta: 11:17:56, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7562, loss_cls: 2.0784, loss: 2.0784, grad_norm: 3.6830 2021-06-17 14:44:59,123 - mmaction - INFO - Epoch [14][840/1879] lr: 2.000e-02, eta: 11:17:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7516, loss_cls: 2.1508, loss: 2.1508, grad_norm: 3.6901 2021-06-17 14:45:10,408 - mmaction - INFO - Epoch [14][860/1879] lr: 2.000e-02, eta: 11:17:30, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7328, loss_cls: 2.1969, loss: 2.1969, grad_norm: 3.7173 2021-06-17 14:45:21,643 - mmaction - INFO - Epoch [14][880/1879] lr: 2.000e-02, eta: 11:17:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7395, loss_cls: 2.2013, loss: 2.2013, grad_norm: 3.7199 2021-06-17 14:45:32,912 - mmaction - INFO - Epoch [14][900/1879] lr: 2.000e-02, eta: 11:17:03, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7371, loss_cls: 2.2021, loss: 2.2021, grad_norm: 3.7353 2021-06-17 14:45:44,240 - mmaction - INFO - Epoch [14][920/1879] lr: 2.000e-02, eta: 11:16:49, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7453, loss_cls: 2.1170, loss: 2.1170, grad_norm: 3.7119 2021-06-17 14:45:55,564 - mmaction - INFO - Epoch [14][940/1879] lr: 2.000e-02, eta: 11:16:36, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7453, loss_cls: 2.0889, loss: 2.0889, grad_norm: 3.6400 2021-06-17 14:46:06,833 - mmaction - INFO - Epoch [14][960/1879] lr: 2.000e-02, eta: 11:16:23, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7512, loss_cls: 2.1153, loss: 2.1153, grad_norm: 3.6031 2021-06-17 14:46:18,153 - mmaction - INFO - Epoch [14][980/1879] lr: 2.000e-02, eta: 11:16:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7480, loss_cls: 2.1029, loss: 2.1029, grad_norm: 3.6295 2021-06-17 14:46:29,448 - mmaction - INFO - Epoch [14][1000/1879] lr: 2.000e-02, eta: 11:15:56, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7418, loss_cls: 2.1890, loss: 2.1890, grad_norm: 3.7512 2021-06-17 14:46:40,753 - mmaction - INFO - Epoch [14][1020/1879] lr: 2.000e-02, eta: 11:15:43, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7574, loss_cls: 2.0744, loss: 2.0744, grad_norm: 3.5729 2021-06-17 14:46:52,017 - mmaction - INFO - Epoch [14][1040/1879] lr: 2.000e-02, eta: 11:15:30, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7430, loss_cls: 2.1725, loss: 2.1725, grad_norm: 3.6909 2021-06-17 14:47:03,342 - mmaction - INFO - Epoch [14][1060/1879] lr: 2.000e-02, eta: 11:15:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7285, loss_cls: 2.2160, loss: 2.2160, grad_norm: 3.7088 2021-06-17 14:47:14,614 - mmaction - INFO - Epoch [14][1080/1879] lr: 2.000e-02, eta: 11:15:03, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7328, loss_cls: 2.1793, loss: 2.1793, grad_norm: 3.5810 2021-06-17 14:47:25,805 - mmaction - INFO - Epoch [14][1100/1879] lr: 2.000e-02, eta: 11:14:50, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7414, loss_cls: 2.1549, loss: 2.1549, grad_norm: 3.5896 2021-06-17 14:47:37,080 - mmaction - INFO - Epoch [14][1120/1879] lr: 2.000e-02, eta: 11:14:36, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7488, loss_cls: 2.1080, loss: 2.1080, grad_norm: 3.6034 2021-06-17 14:47:48,318 - mmaction - INFO - Epoch [14][1140/1879] lr: 2.000e-02, eta: 11:14:23, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7418, loss_cls: 2.1552, loss: 2.1552, grad_norm: 3.8098 2021-06-17 14:47:59,672 - mmaction - INFO - Epoch [14][1160/1879] lr: 2.000e-02, eta: 11:14:10, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7473, loss_cls: 2.1540, loss: 2.1540, grad_norm: 3.6606 2021-06-17 14:48:10,931 - mmaction - INFO - Epoch [14][1180/1879] lr: 2.000e-02, eta: 11:13:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7465, loss_cls: 2.1300, loss: 2.1300, grad_norm: 3.6118 2021-06-17 14:48:22,071 - mmaction - INFO - Epoch [14][1200/1879] lr: 2.000e-02, eta: 11:13:43, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7422, loss_cls: 2.1850, loss: 2.1850, grad_norm: 3.7175 2021-06-17 14:48:33,305 - mmaction - INFO - Epoch [14][1220/1879] lr: 2.000e-02, eta: 11:13:29, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7418, loss_cls: 2.2023, loss: 2.2023, grad_norm: 3.7031 2021-06-17 14:48:44,561 - mmaction - INFO - Epoch [14][1240/1879] lr: 2.000e-02, eta: 11:13:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7324, loss_cls: 2.1702, loss: 2.1702, grad_norm: 3.6048 2021-06-17 14:48:55,803 - mmaction - INFO - Epoch [14][1260/1879] lr: 2.000e-02, eta: 11:13:02, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7469, loss_cls: 2.1577, loss: 2.1577, grad_norm: 3.7142 2021-06-17 14:49:07,093 - mmaction - INFO - Epoch [14][1280/1879] lr: 2.000e-02, eta: 11:12:49, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7477, loss_cls: 2.1267, loss: 2.1267, grad_norm: 3.6272 2021-06-17 14:49:18,459 - mmaction - INFO - Epoch [14][1300/1879] lr: 2.000e-02, eta: 11:12:36, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7344, loss_cls: 2.1578, loss: 2.1578, grad_norm: 3.6199 2021-06-17 14:49:29,631 - mmaction - INFO - Epoch [14][1320/1879] lr: 2.000e-02, eta: 11:12:23, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7398, loss_cls: 2.2162, loss: 2.2162, grad_norm: 3.7617 2021-06-17 14:49:40,952 - mmaction - INFO - Epoch [14][1340/1879] lr: 2.000e-02, eta: 11:12:09, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7617, loss_cls: 2.0946, loss: 2.0946, grad_norm: 3.6922 2021-06-17 14:49:52,202 - mmaction - INFO - Epoch [14][1360/1879] lr: 2.000e-02, eta: 11:11:56, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7336, loss_cls: 2.1974, loss: 2.1974, grad_norm: 3.6843 2021-06-17 14:50:03,487 - mmaction - INFO - Epoch [14][1380/1879] lr: 2.000e-02, eta: 11:11:43, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7332, loss_cls: 2.1747, loss: 2.1747, grad_norm: 3.6526 2021-06-17 14:50:14,754 - mmaction - INFO - Epoch [14][1400/1879] lr: 2.000e-02, eta: 11:11:29, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7277, loss_cls: 2.2225, loss: 2.2225, grad_norm: 3.6380 2021-06-17 14:50:26,008 - mmaction - INFO - Epoch [14][1420/1879] lr: 2.000e-02, eta: 11:11:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7270, loss_cls: 2.2282, loss: 2.2282, grad_norm: 3.6484 2021-06-17 14:50:37,308 - mmaction - INFO - Epoch [14][1440/1879] lr: 2.000e-02, eta: 11:11:03, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7504, loss_cls: 2.1499, loss: 2.1499, grad_norm: 3.6525 2021-06-17 14:50:48,597 - mmaction - INFO - Epoch [14][1460/1879] lr: 2.000e-02, eta: 11:10:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7359, loss_cls: 2.1794, loss: 2.1794, grad_norm: 3.6390 2021-06-17 14:50:59,899 - mmaction - INFO - Epoch [14][1480/1879] lr: 2.000e-02, eta: 11:10:36, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7434, loss_cls: 2.1697, loss: 2.1697, grad_norm: 3.5987 2021-06-17 14:51:11,220 - mmaction - INFO - Epoch [14][1500/1879] lr: 2.000e-02, eta: 11:10:23, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7492, loss_cls: 2.1763, loss: 2.1763, grad_norm: 3.6928 2021-06-17 14:51:22,586 - mmaction - INFO - Epoch [14][1520/1879] lr: 2.000e-02, eta: 11:10:10, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7383, loss_cls: 2.1662, loss: 2.1662, grad_norm: 3.5691 2021-06-17 14:51:33,813 - mmaction - INFO - Epoch [14][1540/1879] lr: 2.000e-02, eta: 11:09:57, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7387, loss_cls: 2.1694, loss: 2.1694, grad_norm: 3.6298 2021-06-17 14:51:45,123 - mmaction - INFO - Epoch [14][1560/1879] lr: 2.000e-02, eta: 11:09:44, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7691, loss_cls: 2.0105, loss: 2.0105, grad_norm: 3.5748 2021-06-17 14:51:56,480 - mmaction - INFO - Epoch [14][1580/1879] lr: 2.000e-02, eta: 11:09:31, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7434, loss_cls: 2.1510, loss: 2.1510, grad_norm: 3.7038 2021-06-17 14:52:07,656 - mmaction - INFO - Epoch [14][1600/1879] lr: 2.000e-02, eta: 11:09:17, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7383, loss_cls: 2.1857, loss: 2.1857, grad_norm: 3.6804 2021-06-17 14:52:18,929 - mmaction - INFO - Epoch [14][1620/1879] lr: 2.000e-02, eta: 11:09:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7367, loss_cls: 2.2290, loss: 2.2290, grad_norm: 3.7688 2021-06-17 14:52:30,202 - mmaction - INFO - Epoch [14][1640/1879] lr: 2.000e-02, eta: 11:08:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7398, loss_cls: 2.1688, loss: 2.1688, grad_norm: 3.6738 2021-06-17 14:52:41,566 - mmaction - INFO - Epoch [14][1660/1879] lr: 2.000e-02, eta: 11:08:37, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7480, loss_cls: 2.1064, loss: 2.1064, grad_norm: 3.6817 2021-06-17 14:52:52,762 - mmaction - INFO - Epoch [14][1680/1879] lr: 2.000e-02, eta: 11:08:24, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7488, loss_cls: 2.1304, loss: 2.1304, grad_norm: 3.6626 2021-06-17 14:53:04,066 - mmaction - INFO - Epoch [14][1700/1879] lr: 2.000e-02, eta: 11:08:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7250, loss_cls: 2.2224, loss: 2.2224, grad_norm: 3.6531 2021-06-17 14:53:15,267 - mmaction - INFO - Epoch [14][1720/1879] lr: 2.000e-02, eta: 11:07:57, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7395, loss_cls: 2.1539, loss: 2.1539, grad_norm: 3.6465 2021-06-17 14:53:26,559 - mmaction - INFO - Epoch [14][1740/1879] lr: 2.000e-02, eta: 11:07:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7484, loss_cls: 2.1469, loss: 2.1469, grad_norm: 3.7222 2021-06-17 14:53:37,836 - mmaction - INFO - Epoch [14][1760/1879] lr: 2.000e-02, eta: 11:07:31, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7312, loss_cls: 2.2192, loss: 2.2192, grad_norm: 3.5636 2021-06-17 14:53:49,128 - mmaction - INFO - Epoch [14][1780/1879] lr: 2.000e-02, eta: 11:07:18, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7379, loss_cls: 2.1556, loss: 2.1556, grad_norm: 3.5996 2021-06-17 14:54:00,457 - mmaction - INFO - Epoch [14][1800/1879] lr: 2.000e-02, eta: 11:07:05, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4762, top5_acc: 0.7398, loss_cls: 2.1901, loss: 2.1901, grad_norm: 3.6466 2021-06-17 14:54:11,785 - mmaction - INFO - Epoch [14][1820/1879] lr: 2.000e-02, eta: 11:06:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7434, loss_cls: 2.1327, loss: 2.1327, grad_norm: 3.5926 2021-06-17 14:54:23,033 - mmaction - INFO - Epoch [14][1840/1879] lr: 2.000e-02, eta: 11:06:38, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7340, loss_cls: 2.2094, loss: 2.2094, grad_norm: 3.6121 2021-06-17 14:54:34,288 - mmaction - INFO - Epoch [14][1860/1879] lr: 2.000e-02, eta: 11:06:25, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7363, loss_cls: 2.1966, loss: 2.1966, grad_norm: 3.6520 2021-06-17 14:54:45,574 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-17 14:55:54,452 - mmaction - INFO - Epoch [15][20/1879] lr: 2.000e-02, eta: 11:07:54, time: 3.326, data_time: 2.509, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7469, loss_cls: 2.1732, loss: 2.1732, grad_norm: 3.6628 2021-06-17 14:56:05,479 - mmaction - INFO - Epoch [15][40/1879] lr: 2.000e-02, eta: 11:07:40, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7660, loss_cls: 2.0542, loss: 2.0542, grad_norm: 3.6090 2021-06-17 14:56:16,553 - mmaction - INFO - Epoch [15][60/1879] lr: 2.000e-02, eta: 11:07:26, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7586, loss_cls: 2.0942, loss: 2.0942, grad_norm: 3.6939 2021-06-17 14:56:27,597 - mmaction - INFO - Epoch [15][80/1879] lr: 2.000e-02, eta: 11:07:12, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7492, loss_cls: 2.1127, loss: 2.1127, grad_norm: 3.7451 2021-06-17 14:56:38,710 - mmaction - INFO - Epoch [15][100/1879] lr: 2.000e-02, eta: 11:06:58, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7598, loss_cls: 2.0710, loss: 2.0710, grad_norm: 3.6128 2021-06-17 14:56:49,955 - mmaction - INFO - Epoch [15][120/1879] lr: 2.000e-02, eta: 11:06:45, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7523, loss_cls: 2.1091, loss: 2.1091, grad_norm: 3.6711 2021-06-17 14:57:01,289 - mmaction - INFO - Epoch [15][140/1879] lr: 2.000e-02, eta: 11:06:32, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7520, loss_cls: 2.1054, loss: 2.1054, grad_norm: 3.6308 2021-06-17 14:57:12,559 - mmaction - INFO - Epoch [15][160/1879] lr: 2.000e-02, eta: 11:06:18, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7543, loss_cls: 2.1558, loss: 2.1558, grad_norm: 3.7780 2021-06-17 14:57:23,889 - mmaction - INFO - Epoch [15][180/1879] lr: 2.000e-02, eta: 11:06:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7535, loss_cls: 2.0675, loss: 2.0675, grad_norm: 3.6817 2021-06-17 14:57:35,192 - mmaction - INFO - Epoch [15][200/1879] lr: 2.000e-02, eta: 11:05:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7723, loss_cls: 2.0402, loss: 2.0402, grad_norm: 3.6138 2021-06-17 14:57:46,489 - mmaction - INFO - Epoch [15][220/1879] lr: 2.000e-02, eta: 11:05:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7477, loss_cls: 2.0951, loss: 2.0951, grad_norm: 3.7007 2021-06-17 14:57:57,742 - mmaction - INFO - Epoch [15][240/1879] lr: 2.000e-02, eta: 11:05:25, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7453, loss_cls: 2.1178, loss: 2.1178, grad_norm: 3.6781 2021-06-17 14:58:09,080 - mmaction - INFO - Epoch [15][260/1879] lr: 2.000e-02, eta: 11:05:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7547, loss_cls: 2.0566, loss: 2.0566, grad_norm: 3.5506 2021-06-17 14:58:20,354 - mmaction - INFO - Epoch [15][280/1879] lr: 2.000e-02, eta: 11:04:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.1050, loss: 2.1050, grad_norm: 3.7492 2021-06-17 14:58:31,640 - mmaction - INFO - Epoch [15][300/1879] lr: 2.000e-02, eta: 11:04:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7488, loss_cls: 2.1248, loss: 2.1248, grad_norm: 3.6888 2021-06-17 14:58:42,885 - mmaction - INFO - Epoch [15][320/1879] lr: 2.000e-02, eta: 11:04:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7547, loss_cls: 2.0514, loss: 2.0514, grad_norm: 3.6006 2021-06-17 14:58:54,220 - mmaction - INFO - Epoch [15][340/1879] lr: 2.000e-02, eta: 11:04:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7410, loss_cls: 2.1581, loss: 2.1581, grad_norm: 3.6273 2021-06-17 14:59:05,481 - mmaction - INFO - Epoch [15][360/1879] lr: 2.000e-02, eta: 11:04:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7418, loss_cls: 2.1460, loss: 2.1460, grad_norm: 3.6408 2021-06-17 14:59:16,734 - mmaction - INFO - Epoch [15][380/1879] lr: 2.000e-02, eta: 11:03:52, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7398, loss_cls: 2.1776, loss: 2.1776, grad_norm: 3.6101 2021-06-17 14:59:28,086 - mmaction - INFO - Epoch [15][400/1879] lr: 2.000e-02, eta: 11:03:39, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7520, loss_cls: 2.1482, loss: 2.1482, grad_norm: 3.7279 2021-06-17 14:59:39,266 - mmaction - INFO - Epoch [15][420/1879] lr: 2.000e-02, eta: 11:03:26, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7367, loss_cls: 2.1765, loss: 2.1765, grad_norm: 3.7240 2021-06-17 14:59:50,582 - mmaction - INFO - Epoch [15][440/1879] lr: 2.000e-02, eta: 11:03:13, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7477, loss_cls: 2.1375, loss: 2.1375, grad_norm: 3.6484 2021-06-17 15:00:01,842 - mmaction - INFO - Epoch [15][460/1879] lr: 2.000e-02, eta: 11:02:59, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7398, loss_cls: 2.1856, loss: 2.1856, grad_norm: 3.7242 2021-06-17 15:00:13,136 - mmaction - INFO - Epoch [15][480/1879] lr: 2.000e-02, eta: 11:02:46, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7477, loss_cls: 2.0954, loss: 2.0954, grad_norm: 3.6538 2021-06-17 15:00:24,387 - mmaction - INFO - Epoch [15][500/1879] lr: 2.000e-02, eta: 11:02:33, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7418, loss_cls: 2.1423, loss: 2.1423, grad_norm: 3.6726 2021-06-17 15:00:35,640 - mmaction - INFO - Epoch [15][520/1879] lr: 2.000e-02, eta: 11:02:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7426, loss_cls: 2.1282, loss: 2.1282, grad_norm: 3.6182 2021-06-17 15:00:46,849 - mmaction - INFO - Epoch [15][540/1879] lr: 2.000e-02, eta: 11:02:06, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7395, loss_cls: 2.1778, loss: 2.1778, grad_norm: 3.6127 2021-06-17 15:00:58,147 - mmaction - INFO - Epoch [15][560/1879] lr: 2.000e-02, eta: 11:01:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7527, loss_cls: 2.0987, loss: 2.0987, grad_norm: 3.6078 2021-06-17 15:01:09,471 - mmaction - INFO - Epoch [15][580/1879] lr: 2.000e-02, eta: 11:01:40, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7551, loss_cls: 2.0933, loss: 2.0933, grad_norm: 3.6129 2021-06-17 15:01:20,733 - mmaction - INFO - Epoch [15][600/1879] lr: 2.000e-02, eta: 11:01:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7543, loss_cls: 2.1395, loss: 2.1395, grad_norm: 3.7041 2021-06-17 15:01:31,926 - mmaction - INFO - Epoch [15][620/1879] lr: 2.000e-02, eta: 11:01:13, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7402, loss_cls: 2.1656, loss: 2.1656, grad_norm: 3.6447 2021-06-17 15:01:43,276 - mmaction - INFO - Epoch [15][640/1879] lr: 2.000e-02, eta: 11:01:00, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7543, loss_cls: 2.1284, loss: 2.1284, grad_norm: 3.6686 2021-06-17 15:01:54,542 - mmaction - INFO - Epoch [15][660/1879] lr: 2.000e-02, eta: 11:00:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7367, loss_cls: 2.1427, loss: 2.1427, grad_norm: 3.6630 2021-06-17 15:02:05,794 - mmaction - INFO - Epoch [15][680/1879] lr: 2.000e-02, eta: 11:00:33, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7480, loss_cls: 2.1194, loss: 2.1194, grad_norm: 3.6169 2021-06-17 15:02:17,095 - mmaction - INFO - Epoch [15][700/1879] lr: 2.000e-02, eta: 11:00:20, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7574, loss_cls: 2.0662, loss: 2.0662, grad_norm: 3.6286 2021-06-17 15:02:28,376 - mmaction - INFO - Epoch [15][720/1879] lr: 2.000e-02, eta: 11:00:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7543, loss_cls: 2.1236, loss: 2.1236, grad_norm: 3.6370 2021-06-17 15:02:39,660 - mmaction - INFO - Epoch [15][740/1879] lr: 2.000e-02, eta: 10:59:54, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7574, loss_cls: 2.0661, loss: 2.0661, grad_norm: 3.6884 2021-06-17 15:02:50,961 - mmaction - INFO - Epoch [15][760/1879] lr: 2.000e-02, eta: 10:59:41, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7320, loss_cls: 2.1670, loss: 2.1670, grad_norm: 3.7814 2021-06-17 15:03:02,283 - mmaction - INFO - Epoch [15][780/1879] lr: 2.000e-02, eta: 10:59:28, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7488, loss_cls: 2.1191, loss: 2.1191, grad_norm: 3.6580 2021-06-17 15:03:13,523 - mmaction - INFO - Epoch [15][800/1879] lr: 2.000e-02, eta: 10:59:14, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7211, loss_cls: 2.2328, loss: 2.2328, grad_norm: 3.7310 2021-06-17 15:03:24,799 - mmaction - INFO - Epoch [15][820/1879] lr: 2.000e-02, eta: 10:59:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7512, loss_cls: 2.1044, loss: 2.1044, grad_norm: 3.5518 2021-06-17 15:03:36,047 - mmaction - INFO - Epoch [15][840/1879] lr: 2.000e-02, eta: 10:58:48, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7395, loss_cls: 2.1667, loss: 2.1667, grad_norm: 3.7105 2021-06-17 15:03:48,552 - mmaction - INFO - Epoch [15][860/1879] lr: 2.000e-02, eta: 10:58:38, time: 0.624, data_time: 0.002, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7324, loss_cls: 2.1636, loss: 2.1636, grad_norm: 3.6958 2021-06-17 15:04:00,233 - mmaction - INFO - Epoch [15][880/1879] lr: 2.000e-02, eta: 10:58:25, time: 0.585, data_time: 0.002, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7605, loss_cls: 2.0880, loss: 2.0880, grad_norm: 3.6396 2021-06-17 15:04:11,908 - mmaction - INFO - Epoch [15][900/1879] lr: 2.000e-02, eta: 10:58:13, time: 0.583, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7469, loss_cls: 2.1112, loss: 2.1112, grad_norm: 3.6538 2021-06-17 15:04:23,539 - mmaction - INFO - Epoch [15][920/1879] lr: 2.000e-02, eta: 10:58:01, time: 0.582, data_time: 0.002, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7547, loss_cls: 2.1053, loss: 2.1053, grad_norm: 3.6462 2021-06-17 15:04:34,782 - mmaction - INFO - Epoch [15][940/1879] lr: 2.000e-02, eta: 10:57:48, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7289, loss_cls: 2.1891, loss: 2.1891, grad_norm: 3.6479 2021-06-17 15:04:45,999 - mmaction - INFO - Epoch [15][960/1879] lr: 2.000e-02, eta: 10:57:34, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7594, loss_cls: 2.0966, loss: 2.0966, grad_norm: 3.7029 2021-06-17 15:04:57,299 - mmaction - INFO - Epoch [15][980/1879] lr: 2.000e-02, eta: 10:57:21, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5051, top5_acc: 0.7531, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.6363 2021-06-17 15:05:08,743 - mmaction - INFO - Epoch [15][1000/1879] lr: 2.000e-02, eta: 10:57:08, time: 0.573, data_time: 0.001, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7574, loss_cls: 2.0470, loss: 2.0470, grad_norm: 3.6841 2021-06-17 15:05:20,108 - mmaction - INFO - Epoch [15][1020/1879] lr: 2.000e-02, eta: 10:56:55, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7320, loss_cls: 2.1971, loss: 2.1971, grad_norm: 3.7288 2021-06-17 15:05:31,422 - mmaction - INFO - Epoch [15][1040/1879] lr: 2.000e-02, eta: 10:56:42, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7488, loss_cls: 2.1177, loss: 2.1177, grad_norm: 3.7228 2021-06-17 15:05:42,708 - mmaction - INFO - Epoch [15][1060/1879] lr: 2.000e-02, eta: 10:56:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7312, loss_cls: 2.1801, loss: 2.1801, grad_norm: 3.6078 2021-06-17 15:05:54,040 - mmaction - INFO - Epoch [15][1080/1879] lr: 2.000e-02, eta: 10:56:16, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7609, loss_cls: 2.0552, loss: 2.0552, grad_norm: 3.7062 2021-06-17 15:06:05,293 - mmaction - INFO - Epoch [15][1100/1879] lr: 2.000e-02, eta: 10:56:03, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7496, loss_cls: 2.0907, loss: 2.0907, grad_norm: 3.6209 2021-06-17 15:06:16,584 - mmaction - INFO - Epoch [15][1120/1879] lr: 2.000e-02, eta: 10:55:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7281, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.7088 2021-06-17 15:06:27,906 - mmaction - INFO - Epoch [15][1140/1879] lr: 2.000e-02, eta: 10:55:37, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7473, loss_cls: 2.1382, loss: 2.1382, grad_norm: 3.6956 2021-06-17 15:06:39,192 - mmaction - INFO - Epoch [15][1160/1879] lr: 2.000e-02, eta: 10:55:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7504, loss_cls: 2.1368, loss: 2.1368, grad_norm: 3.8081 2021-06-17 15:06:50,558 - mmaction - INFO - Epoch [15][1180/1879] lr: 2.000e-02, eta: 10:55:11, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7457, loss_cls: 2.1831, loss: 2.1831, grad_norm: 3.7184 2021-06-17 15:07:01,899 - mmaction - INFO - Epoch [15][1200/1879] lr: 2.000e-02, eta: 10:54:58, time: 0.567, data_time: 0.000, memory: 7080, top1_acc: 0.4824, top5_acc: 0.7375, loss_cls: 2.2250, loss: 2.2250, grad_norm: 3.6905 2021-06-17 15:07:13,123 - mmaction - INFO - Epoch [15][1220/1879] lr: 2.000e-02, eta: 10:54:44, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7348, loss_cls: 2.1422, loss: 2.1422, grad_norm: 3.6978 2021-06-17 15:07:24,362 - mmaction - INFO - Epoch [15][1240/1879] lr: 2.000e-02, eta: 10:54:31, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7395, loss_cls: 2.1248, loss: 2.1248, grad_norm: 3.7253 2021-06-17 15:07:35,618 - mmaction - INFO - Epoch [15][1260/1879] lr: 2.000e-02, eta: 10:54:18, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7402, loss_cls: 2.1668, loss: 2.1668, grad_norm: 3.7408 2021-06-17 15:07:46,845 - mmaction - INFO - Epoch [15][1280/1879] lr: 2.000e-02, eta: 10:54:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7633, loss_cls: 2.0623, loss: 2.0623, grad_norm: 3.6740 2021-06-17 15:07:58,159 - mmaction - INFO - Epoch [15][1300/1879] lr: 2.000e-02, eta: 10:53:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7469, loss_cls: 2.1444, loss: 2.1444, grad_norm: 3.7356 2021-06-17 15:08:09,449 - mmaction - INFO - Epoch [15][1320/1879] lr: 2.000e-02, eta: 10:53:38, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7438, loss_cls: 2.0965, loss: 2.0965, grad_norm: 3.6885 2021-06-17 15:08:20,759 - mmaction - INFO - Epoch [15][1340/1879] lr: 2.000e-02, eta: 10:53:25, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7367, loss_cls: 2.1790, loss: 2.1790, grad_norm: 3.6698 2021-06-17 15:08:32,031 - mmaction - INFO - Epoch [15][1360/1879] lr: 2.000e-02, eta: 10:53:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7473, loss_cls: 2.1027, loss: 2.1027, grad_norm: 3.5512 2021-06-17 15:08:43,351 - mmaction - INFO - Epoch [15][1380/1879] lr: 2.000e-02, eta: 10:52:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7461, loss_cls: 2.1312, loss: 2.1312, grad_norm: 3.5841 2021-06-17 15:08:54,629 - mmaction - INFO - Epoch [15][1400/1879] lr: 2.000e-02, eta: 10:52:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7488, loss_cls: 2.1739, loss: 2.1739, grad_norm: 3.6528 2021-06-17 15:09:05,961 - mmaction - INFO - Epoch [15][1420/1879] lr: 2.000e-02, eta: 10:52:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7473, loss_cls: 2.1248, loss: 2.1248, grad_norm: 3.6031 2021-06-17 15:09:17,202 - mmaction - INFO - Epoch [15][1440/1879] lr: 2.000e-02, eta: 10:52:20, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7508, loss_cls: 2.1512, loss: 2.1512, grad_norm: 3.6450 2021-06-17 15:09:28,454 - mmaction - INFO - Epoch [15][1460/1879] lr: 2.000e-02, eta: 10:52:07, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7434, loss_cls: 2.1540, loss: 2.1540, grad_norm: 3.5793 2021-06-17 15:09:39,720 - mmaction - INFO - Epoch [15][1480/1879] lr: 2.000e-02, eta: 10:51:53, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7289, loss_cls: 2.2637, loss: 2.2637, grad_norm: 3.6364 2021-06-17 15:09:51,013 - mmaction - INFO - Epoch [15][1500/1879] lr: 2.000e-02, eta: 10:51:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7578, loss_cls: 2.1060, loss: 2.1060, grad_norm: 3.5898 2021-06-17 15:10:02,289 - mmaction - INFO - Epoch [15][1520/1879] lr: 2.000e-02, eta: 10:51:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5051, top5_acc: 0.7414, loss_cls: 2.1287, loss: 2.1287, grad_norm: 3.6828 2021-06-17 15:10:13,542 - mmaction - INFO - Epoch [15][1540/1879] lr: 2.000e-02, eta: 10:51:14, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7336, loss_cls: 2.1898, loss: 2.1898, grad_norm: 3.7039 2021-06-17 15:10:24,825 - mmaction - INFO - Epoch [15][1560/1879] lr: 2.000e-02, eta: 10:51:01, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7480, loss_cls: 2.1745, loss: 2.1745, grad_norm: 3.6799 2021-06-17 15:10:36,128 - mmaction - INFO - Epoch [15][1580/1879] lr: 2.000e-02, eta: 10:50:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7340, loss_cls: 2.2166, loss: 2.2166, grad_norm: 3.7733 2021-06-17 15:10:47,424 - mmaction - INFO - Epoch [15][1600/1879] lr: 2.000e-02, eta: 10:50:35, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7422, loss_cls: 2.1504, loss: 2.1504, grad_norm: 3.6145 2021-06-17 15:10:58,709 - mmaction - INFO - Epoch [15][1620/1879] lr: 2.000e-02, eta: 10:50:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7477, loss_cls: 2.1452, loss: 2.1452, grad_norm: 3.6788 2021-06-17 15:11:10,014 - mmaction - INFO - Epoch [15][1640/1879] lr: 2.000e-02, eta: 10:50:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7406, loss_cls: 2.1917, loss: 2.1917, grad_norm: 3.7194 2021-06-17 15:11:21,330 - mmaction - INFO - Epoch [15][1660/1879] lr: 2.000e-02, eta: 10:49:56, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7395, loss_cls: 2.1756, loss: 2.1756, grad_norm: 3.5495 2021-06-17 15:11:32,547 - mmaction - INFO - Epoch [15][1680/1879] lr: 2.000e-02, eta: 10:49:42, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7289, loss_cls: 2.2036, loss: 2.2036, grad_norm: 3.6030 2021-06-17 15:11:43,871 - mmaction - INFO - Epoch [15][1700/1879] lr: 2.000e-02, eta: 10:49:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7543, loss_cls: 2.1151, loss: 2.1151, grad_norm: 3.6833 2021-06-17 15:11:55,154 - mmaction - INFO - Epoch [15][1720/1879] lr: 2.000e-02, eta: 10:49:16, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7473, loss_cls: 2.1315, loss: 2.1315, grad_norm: 3.6751 2021-06-17 15:12:06,420 - mmaction - INFO - Epoch [15][1740/1879] lr: 2.000e-02, eta: 10:49:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7488, loss_cls: 2.1522, loss: 2.1522, grad_norm: 3.6943 2021-06-17 15:12:17,670 - mmaction - INFO - Epoch [15][1760/1879] lr: 2.000e-02, eta: 10:48:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7477, loss_cls: 2.1228, loss: 2.1228, grad_norm: 3.6412 2021-06-17 15:12:28,970 - mmaction - INFO - Epoch [15][1780/1879] lr: 2.000e-02, eta: 10:48:37, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4805, top5_acc: 0.7363, loss_cls: 2.2246, loss: 2.2246, grad_norm: 3.7013 2021-06-17 15:12:40,206 - mmaction - INFO - Epoch [15][1800/1879] lr: 2.000e-02, eta: 10:48:24, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7480, loss_cls: 2.0776, loss: 2.0776, grad_norm: 3.6680 2021-06-17 15:12:51,503 - mmaction - INFO - Epoch [15][1820/1879] lr: 2.000e-02, eta: 10:48:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.1640, loss: 2.1640, grad_norm: 3.7078 2021-06-17 15:13:02,843 - mmaction - INFO - Epoch [15][1840/1879] lr: 2.000e-02, eta: 10:47:58, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7379, loss_cls: 2.1867, loss: 2.1867, grad_norm: 3.6890 2021-06-17 15:13:14,164 - mmaction - INFO - Epoch [15][1860/1879] lr: 2.000e-02, eta: 10:47:45, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7418, loss_cls: 2.1637, loss: 2.1637, grad_norm: 3.6277 2021-06-17 15:13:26,668 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-17 15:14:39,136 - mmaction - INFO - Epoch [16][20/1879] lr: 2.000e-02, eta: 10:49:16, time: 3.590, data_time: 3.031, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7449, loss_cls: 2.1253, loss: 2.1253, grad_norm: 3.6852 2021-06-17 15:14:50,152 - mmaction - INFO - Epoch [16][40/1879] lr: 2.000e-02, eta: 10:49:02, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7461, loss_cls: 2.0540, loss: 2.0540, grad_norm: 3.7328 2021-06-17 15:15:01,212 - mmaction - INFO - Epoch [16][60/1879] lr: 2.000e-02, eta: 10:48:48, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7539, loss_cls: 2.0697, loss: 2.0697, grad_norm: 3.6197 2021-06-17 15:15:12,331 - mmaction - INFO - Epoch [16][80/1879] lr: 2.000e-02, eta: 10:48:34, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7602, loss_cls: 2.0400, loss: 2.0400, grad_norm: 3.6003 2021-06-17 15:15:23,423 - mmaction - INFO - Epoch [16][100/1879] lr: 2.000e-02, eta: 10:48:21, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7535, loss_cls: 2.0685, loss: 2.0685, grad_norm: 3.6810 2021-06-17 15:15:34,605 - mmaction - INFO - Epoch [16][120/1879] lr: 2.000e-02, eta: 10:48:07, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7531, loss_cls: 2.1168, loss: 2.1168, grad_norm: 3.6538 2021-06-17 15:15:45,903 - mmaction - INFO - Epoch [16][140/1879] lr: 2.000e-02, eta: 10:47:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7559, loss_cls: 2.0964, loss: 2.0964, grad_norm: 3.6995 2021-06-17 15:15:57,121 - mmaction - INFO - Epoch [16][160/1879] lr: 2.000e-02, eta: 10:47:41, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.0527, loss: 2.0527, grad_norm: 3.6975 2021-06-17 15:16:08,375 - mmaction - INFO - Epoch [16][180/1879] lr: 2.000e-02, eta: 10:47:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5211, top5_acc: 0.7566, loss_cls: 2.0605, loss: 2.0605, grad_norm: 3.6099 2021-06-17 15:16:19,746 - mmaction - INFO - Epoch [16][200/1879] lr: 2.000e-02, eta: 10:47:15, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7621, loss_cls: 2.0809, loss: 2.0809, grad_norm: 3.7195 2021-06-17 15:16:31,006 - mmaction - INFO - Epoch [16][220/1879] lr: 2.000e-02, eta: 10:47:02, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7496, loss_cls: 2.0932, loss: 2.0932, grad_norm: 3.6882 2021-06-17 15:16:42,298 - mmaction - INFO - Epoch [16][240/1879] lr: 2.000e-02, eta: 10:46:49, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7406, loss_cls: 2.1162, loss: 2.1162, grad_norm: 3.6332 2021-06-17 15:16:53,577 - mmaction - INFO - Epoch [16][260/1879] lr: 2.000e-02, eta: 10:46:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7562, loss_cls: 2.0470, loss: 2.0470, grad_norm: 3.6416 2021-06-17 15:17:04,871 - mmaction - INFO - Epoch [16][280/1879] lr: 2.000e-02, eta: 10:46:22, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7617, loss_cls: 2.0816, loss: 2.0816, grad_norm: 3.7528 2021-06-17 15:17:16,225 - mmaction - INFO - Epoch [16][300/1879] lr: 2.000e-02, eta: 10:46:09, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7508, loss_cls: 2.1091, loss: 2.1091, grad_norm: 3.6544 2021-06-17 15:17:27,573 - mmaction - INFO - Epoch [16][320/1879] lr: 2.000e-02, eta: 10:45:56, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7512, loss_cls: 2.1094, loss: 2.1094, grad_norm: 3.7067 2021-06-17 15:17:38,839 - mmaction - INFO - Epoch [16][340/1879] lr: 2.000e-02, eta: 10:45:43, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7637, loss_cls: 2.0469, loss: 2.0469, grad_norm: 3.5619 2021-06-17 15:17:50,070 - mmaction - INFO - Epoch [16][360/1879] lr: 2.000e-02, eta: 10:45:30, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7434, loss_cls: 2.1410, loss: 2.1410, grad_norm: 3.6197 2021-06-17 15:18:01,379 - mmaction - INFO - Epoch [16][380/1879] lr: 2.000e-02, eta: 10:45:17, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7352, loss_cls: 2.1906, loss: 2.1906, grad_norm: 3.6368 2021-06-17 15:18:12,732 - mmaction - INFO - Epoch [16][400/1879] lr: 2.000e-02, eta: 10:45:04, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5152, top5_acc: 0.7414, loss_cls: 2.1229, loss: 2.1229, grad_norm: 3.6118 2021-06-17 15:18:23,957 - mmaction - INFO - Epoch [16][420/1879] lr: 2.000e-02, eta: 10:44:51, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7684, loss_cls: 2.0903, loss: 2.0903, grad_norm: 3.6653 2021-06-17 15:18:35,239 - mmaction - INFO - Epoch [16][440/1879] lr: 2.000e-02, eta: 10:44:38, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7516, loss_cls: 2.0788, loss: 2.0788, grad_norm: 3.7169 2021-06-17 15:18:46,548 - mmaction - INFO - Epoch [16][460/1879] lr: 2.000e-02, eta: 10:44:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7656, loss_cls: 2.0006, loss: 2.0006, grad_norm: 3.6858 2021-06-17 15:18:57,763 - mmaction - INFO - Epoch [16][480/1879] lr: 2.000e-02, eta: 10:44:11, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7547, loss_cls: 2.0774, loss: 2.0774, grad_norm: 3.6770 2021-06-17 15:19:09,019 - mmaction - INFO - Epoch [16][500/1879] lr: 2.000e-02, eta: 10:43:58, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7457, loss_cls: 2.1256, loss: 2.1256, grad_norm: 3.6757 2021-06-17 15:19:20,308 - mmaction - INFO - Epoch [16][520/1879] lr: 2.000e-02, eta: 10:43:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7559, loss_cls: 2.0986, loss: 2.0986, grad_norm: 3.7588 2021-06-17 15:19:31,587 - mmaction - INFO - Epoch [16][540/1879] lr: 2.000e-02, eta: 10:43:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.1831, loss: 2.1831, grad_norm: 3.6848 2021-06-17 15:19:42,776 - mmaction - INFO - Epoch [16][560/1879] lr: 2.000e-02, eta: 10:43:19, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7531, loss_cls: 2.0918, loss: 2.0918, grad_norm: 3.6043 2021-06-17 15:19:54,011 - mmaction - INFO - Epoch [16][580/1879] lr: 2.000e-02, eta: 10:43:05, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7512, loss_cls: 2.1214, loss: 2.1214, grad_norm: 3.6853 2021-06-17 15:20:05,301 - mmaction - INFO - Epoch [16][600/1879] lr: 2.000e-02, eta: 10:42:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7566, loss_cls: 2.0821, loss: 2.0821, grad_norm: 3.7410 2021-06-17 15:20:16,628 - mmaction - INFO - Epoch [16][620/1879] lr: 2.000e-02, eta: 10:42:39, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7543, loss_cls: 2.0811, loss: 2.0811, grad_norm: 3.6594 2021-06-17 15:20:27,969 - mmaction - INFO - Epoch [16][640/1879] lr: 2.000e-02, eta: 10:42:26, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7332, loss_cls: 2.1751, loss: 2.1751, grad_norm: 3.7704 2021-06-17 15:20:39,194 - mmaction - INFO - Epoch [16][660/1879] lr: 2.000e-02, eta: 10:42:13, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7527, loss_cls: 2.0600, loss: 2.0600, grad_norm: 3.7091 2021-06-17 15:20:50,441 - mmaction - INFO - Epoch [16][680/1879] lr: 2.000e-02, eta: 10:42:00, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7570, loss_cls: 2.0452, loss: 2.0452, grad_norm: 3.6159 2021-06-17 15:21:01,696 - mmaction - INFO - Epoch [16][700/1879] lr: 2.000e-02, eta: 10:41:47, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7570, loss_cls: 2.0232, loss: 2.0232, grad_norm: 3.6432 2021-06-17 15:21:12,921 - mmaction - INFO - Epoch [16][720/1879] lr: 2.000e-02, eta: 10:41:34, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7473, loss_cls: 2.1523, loss: 2.1523, grad_norm: 3.7429 2021-06-17 15:21:24,189 - mmaction - INFO - Epoch [16][740/1879] lr: 2.000e-02, eta: 10:41:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7398, loss_cls: 2.1954, loss: 2.1954, grad_norm: 3.7818 2021-06-17 15:21:35,484 - mmaction - INFO - Epoch [16][760/1879] lr: 2.000e-02, eta: 10:41:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7406, loss_cls: 2.1394, loss: 2.1394, grad_norm: 3.6782 2021-06-17 15:21:46,772 - mmaction - INFO - Epoch [16][780/1879] lr: 2.000e-02, eta: 10:40:54, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7355, loss_cls: 2.1583, loss: 2.1583, grad_norm: 3.6907 2021-06-17 15:21:58,018 - mmaction - INFO - Epoch [16][800/1879] lr: 2.000e-02, eta: 10:40:41, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7535, loss_cls: 2.1181, loss: 2.1181, grad_norm: 3.5783 2021-06-17 15:22:09,231 - mmaction - INFO - Epoch [16][820/1879] lr: 2.000e-02, eta: 10:40:28, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7633, loss_cls: 2.0801, loss: 2.0801, grad_norm: 3.6633 2021-06-17 15:22:20,435 - mmaction - INFO - Epoch [16][840/1879] lr: 2.000e-02, eta: 10:40:15, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7410, loss_cls: 2.1234, loss: 2.1234, grad_norm: 3.6788 2021-06-17 15:22:31,707 - mmaction - INFO - Epoch [16][860/1879] lr: 2.000e-02, eta: 10:40:02, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7473, loss_cls: 2.1431, loss: 2.1431, grad_norm: 3.5944 2021-06-17 15:22:43,020 - mmaction - INFO - Epoch [16][880/1879] lr: 2.000e-02, eta: 10:39:49, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7586, loss_cls: 2.0617, loss: 2.0617, grad_norm: 3.6260 2021-06-17 15:22:54,278 - mmaction - INFO - Epoch [16][900/1879] lr: 2.000e-02, eta: 10:39:35, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7516, loss_cls: 2.1473, loss: 2.1473, grad_norm: 3.6501 2021-06-17 15:23:05,520 - mmaction - INFO - Epoch [16][920/1879] lr: 2.000e-02, eta: 10:39:22, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7562, loss_cls: 2.0859, loss: 2.0859, grad_norm: 3.5883 2021-06-17 15:23:16,789 - mmaction - INFO - Epoch [16][940/1879] lr: 2.000e-02, eta: 10:39:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7578, loss_cls: 2.1031, loss: 2.1031, grad_norm: 3.6959 2021-06-17 15:23:28,050 - mmaction - INFO - Epoch [16][960/1879] lr: 2.000e-02, eta: 10:38:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7496, loss_cls: 2.0885, loss: 2.0885, grad_norm: 3.5935 2021-06-17 15:23:39,380 - mmaction - INFO - Epoch [16][980/1879] lr: 2.000e-02, eta: 10:38:43, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7617, loss_cls: 2.0941, loss: 2.0941, grad_norm: 3.7138 2021-06-17 15:23:50,631 - mmaction - INFO - Epoch [16][1000/1879] lr: 2.000e-02, eta: 10:38:30, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5008, top5_acc: 0.7430, loss_cls: 2.1538, loss: 2.1538, grad_norm: 3.7753 2021-06-17 15:24:01,958 - mmaction - INFO - Epoch [16][1020/1879] lr: 2.000e-02, eta: 10:38:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7375, loss_cls: 2.1615, loss: 2.1615, grad_norm: 3.6961 2021-06-17 15:24:13,165 - mmaction - INFO - Epoch [16][1040/1879] lr: 2.000e-02, eta: 10:38:04, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7383, loss_cls: 2.1659, loss: 2.1659, grad_norm: 3.7768 2021-06-17 15:24:24,477 - mmaction - INFO - Epoch [16][1060/1879] lr: 2.000e-02, eta: 10:37:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4887, top5_acc: 0.7281, loss_cls: 2.2484, loss: 2.2484, grad_norm: 3.8342 2021-06-17 15:24:35,722 - mmaction - INFO - Epoch [16][1080/1879] lr: 2.000e-02, eta: 10:37:38, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7379, loss_cls: 2.2010, loss: 2.2010, grad_norm: 3.7011 2021-06-17 15:24:46,976 - mmaction - INFO - Epoch [16][1100/1879] lr: 2.000e-02, eta: 10:37:25, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7469, loss_cls: 2.0871, loss: 2.0871, grad_norm: 3.6453 2021-06-17 15:24:58,238 - mmaction - INFO - Epoch [16][1120/1879] lr: 2.000e-02, eta: 10:37:12, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7500, loss_cls: 2.1147, loss: 2.1147, grad_norm: 3.7426 2021-06-17 15:25:09,467 - mmaction - INFO - Epoch [16][1140/1879] lr: 2.000e-02, eta: 10:36:58, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7320, loss_cls: 2.1836, loss: 2.1836, grad_norm: 3.7763 2021-06-17 15:25:20,786 - mmaction - INFO - Epoch [16][1160/1879] lr: 2.000e-02, eta: 10:36:45, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7484, loss_cls: 2.1182, loss: 2.1182, grad_norm: 3.7941 2021-06-17 15:25:32,071 - mmaction - INFO - Epoch [16][1180/1879] lr: 2.000e-02, eta: 10:36:33, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7465, loss_cls: 2.1560, loss: 2.1560, grad_norm: 3.7052 2021-06-17 15:25:43,447 - mmaction - INFO - Epoch [16][1200/1879] lr: 2.000e-02, eta: 10:36:20, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7402, loss_cls: 2.1521, loss: 2.1521, grad_norm: 3.7003 2021-06-17 15:25:54,678 - mmaction - INFO - Epoch [16][1220/1879] lr: 2.000e-02, eta: 10:36:07, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7461, loss_cls: 2.0867, loss: 2.0867, grad_norm: 3.5342 2021-06-17 15:26:05,934 - mmaction - INFO - Epoch [16][1240/1879] lr: 2.000e-02, eta: 10:35:53, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7461, loss_cls: 2.1415, loss: 2.1415, grad_norm: 3.6190 2021-06-17 15:26:17,217 - mmaction - INFO - Epoch [16][1260/1879] lr: 2.000e-02, eta: 10:35:40, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7422, loss_cls: 2.1334, loss: 2.1334, grad_norm: 3.6645 2021-06-17 15:26:28,504 - mmaction - INFO - Epoch [16][1280/1879] lr: 2.000e-02, eta: 10:35:27, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7469, loss_cls: 2.1269, loss: 2.1269, grad_norm: 3.6017 2021-06-17 15:26:39,808 - mmaction - INFO - Epoch [16][1300/1879] lr: 2.000e-02, eta: 10:35:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7590, loss_cls: 2.0843, loss: 2.0843, grad_norm: 3.6348 2021-06-17 15:26:51,209 - mmaction - INFO - Epoch [16][1320/1879] lr: 2.000e-02, eta: 10:35:02, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7480, loss_cls: 2.1186, loss: 2.1186, grad_norm: 3.7099 2021-06-17 15:27:02,501 - mmaction - INFO - Epoch [16][1340/1879] lr: 2.000e-02, eta: 10:34:49, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7266, loss_cls: 2.1698, loss: 2.1698, grad_norm: 3.6648 2021-06-17 15:27:13,798 - mmaction - INFO - Epoch [16][1360/1879] lr: 2.000e-02, eta: 10:34:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7539, loss_cls: 2.1184, loss: 2.1184, grad_norm: 3.6070 2021-06-17 15:27:25,010 - mmaction - INFO - Epoch [16][1380/1879] lr: 2.000e-02, eta: 10:34:23, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7543, loss_cls: 2.1246, loss: 2.1246, grad_norm: 3.6602 2021-06-17 15:27:36,316 - mmaction - INFO - Epoch [16][1400/1879] lr: 2.000e-02, eta: 10:34:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7457, loss_cls: 2.1417, loss: 2.1417, grad_norm: 3.6211 2021-06-17 15:27:47,621 - mmaction - INFO - Epoch [16][1420/1879] lr: 2.000e-02, eta: 10:33:57, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7473, loss_cls: 2.1245, loss: 2.1245, grad_norm: 3.6103 2021-06-17 15:27:58,859 - mmaction - INFO - Epoch [16][1440/1879] lr: 2.000e-02, eta: 10:33:44, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7336, loss_cls: 2.1873, loss: 2.1873, grad_norm: 3.7524 2021-06-17 15:28:10,146 - mmaction - INFO - Epoch [16][1460/1879] lr: 2.000e-02, eta: 10:33:31, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7449, loss_cls: 2.1411, loss: 2.1411, grad_norm: 3.6855 2021-06-17 15:28:21,426 - mmaction - INFO - Epoch [16][1480/1879] lr: 2.000e-02, eta: 10:33:18, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7480, loss_cls: 2.1080, loss: 2.1080, grad_norm: 3.6443 2021-06-17 15:28:32,677 - mmaction - INFO - Epoch [16][1500/1879] lr: 2.000e-02, eta: 10:33:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7398, loss_cls: 2.1550, loss: 2.1550, grad_norm: 3.6669 2021-06-17 15:28:44,012 - mmaction - INFO - Epoch [16][1520/1879] lr: 2.000e-02, eta: 10:32:52, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7438, loss_cls: 2.1275, loss: 2.1275, grad_norm: 3.6149 2021-06-17 15:28:55,278 - mmaction - INFO - Epoch [16][1540/1879] lr: 2.000e-02, eta: 10:32:39, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7523, loss_cls: 2.1388, loss: 2.1388, grad_norm: 3.7199 2021-06-17 15:29:06,528 - mmaction - INFO - Epoch [16][1560/1879] lr: 2.000e-02, eta: 10:32:26, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7418, loss_cls: 2.1354, loss: 2.1354, grad_norm: 3.7196 2021-06-17 15:29:17,810 - mmaction - INFO - Epoch [16][1580/1879] lr: 2.000e-02, eta: 10:32:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4895, top5_acc: 0.7473, loss_cls: 2.1348, loss: 2.1348, grad_norm: 3.6468 2021-06-17 15:29:29,007 - mmaction - INFO - Epoch [16][1600/1879] lr: 2.000e-02, eta: 10:31:59, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7500, loss_cls: 2.0914, loss: 2.0914, grad_norm: 3.5835 2021-06-17 15:29:40,313 - mmaction - INFO - Epoch [16][1620/1879] lr: 2.000e-02, eta: 10:31:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7539, loss_cls: 2.1033, loss: 2.1033, grad_norm: 3.7081 2021-06-17 15:29:51,592 - mmaction - INFO - Epoch [16][1640/1879] lr: 2.000e-02, eta: 10:31:34, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7418, loss_cls: 2.1634, loss: 2.1634, grad_norm: 3.6932 2021-06-17 15:30:02,886 - mmaction - INFO - Epoch [16][1660/1879] lr: 2.000e-02, eta: 10:31:21, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7523, loss_cls: 2.0694, loss: 2.0694, grad_norm: 3.6293 2021-06-17 15:30:14,184 - mmaction - INFO - Epoch [16][1680/1879] lr: 2.000e-02, eta: 10:31:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7613, loss_cls: 2.1048, loss: 2.1048, grad_norm: 3.6750 2021-06-17 15:30:25,437 - mmaction - INFO - Epoch [16][1700/1879] lr: 2.000e-02, eta: 10:30:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7609, loss_cls: 2.0714, loss: 2.0714, grad_norm: 3.5646 2021-06-17 15:30:36,654 - mmaction - INFO - Epoch [16][1720/1879] lr: 2.000e-02, eta: 10:30:42, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 2.1028, loss: 2.1028, grad_norm: 3.6409 2021-06-17 15:30:47,963 - mmaction - INFO - Epoch [16][1740/1879] lr: 2.000e-02, eta: 10:30:29, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7598, loss_cls: 2.0657, loss: 2.0657, grad_norm: 3.6515 2021-06-17 15:30:59,275 - mmaction - INFO - Epoch [16][1760/1879] lr: 2.000e-02, eta: 10:30:16, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7449, loss_cls: 2.1552, loss: 2.1552, grad_norm: 3.6440 2021-06-17 15:31:10,571 - mmaction - INFO - Epoch [16][1780/1879] lr: 2.000e-02, eta: 10:30:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7469, loss_cls: 2.1230, loss: 2.1230, grad_norm: 3.6123 2021-06-17 15:31:21,882 - mmaction - INFO - Epoch [16][1800/1879] lr: 2.000e-02, eta: 10:29:50, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7543, loss_cls: 2.2011, loss: 2.2011, grad_norm: 3.7541 2021-06-17 15:31:33,185 - mmaction - INFO - Epoch [16][1820/1879] lr: 2.000e-02, eta: 10:29:37, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7402, loss_cls: 2.1530, loss: 2.1530, grad_norm: 3.6665 2021-06-17 15:31:44,383 - mmaction - INFO - Epoch [16][1840/1879] lr: 2.000e-02, eta: 10:29:24, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7438, loss_cls: 2.1150, loss: 2.1150, grad_norm: 3.5933 2021-06-17 15:31:55,666 - mmaction - INFO - Epoch [16][1860/1879] lr: 2.000e-02, eta: 10:29:11, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7559, loss_cls: 2.1270, loss: 2.1270, grad_norm: 3.6605 2021-06-17 15:32:07,221 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-17 15:33:17,256 - mmaction - INFO - Epoch [17][20/1879] lr: 2.000e-02, eta: 10:30:27, time: 3.478, data_time: 2.923, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7770, loss_cls: 1.9867, loss: 1.9867, grad_norm: 3.6137 2021-06-17 15:33:28,265 - mmaction - INFO - Epoch [17][40/1879] lr: 2.000e-02, eta: 10:30:13, time: 0.550, data_time: 0.002, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7664, loss_cls: 2.0285, loss: 2.0285, grad_norm: 3.6735 2021-06-17 15:33:39,331 - mmaction - INFO - Epoch [17][60/1879] lr: 2.000e-02, eta: 10:30:00, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7344, loss_cls: 2.1080, loss: 2.1080, grad_norm: 3.6299 2021-06-17 15:33:50,354 - mmaction - INFO - Epoch [17][80/1879] lr: 2.000e-02, eta: 10:29:46, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7562, loss_cls: 2.0686, loss: 2.0686, grad_norm: 3.6642 2021-06-17 15:34:01,478 - mmaction - INFO - Epoch [17][100/1879] lr: 2.000e-02, eta: 10:29:33, time: 0.556, data_time: 0.001, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7617, loss_cls: 2.0502, loss: 2.0502, grad_norm: 3.6406 2021-06-17 15:34:12,640 - mmaction - INFO - Epoch [17][120/1879] lr: 2.000e-02, eta: 10:29:19, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7578, loss_cls: 2.0380, loss: 2.0380, grad_norm: 3.7152 2021-06-17 15:34:23,943 - mmaction - INFO - Epoch [17][140/1879] lr: 2.000e-02, eta: 10:29:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7691, loss_cls: 2.0250, loss: 2.0250, grad_norm: 3.7182 2021-06-17 15:34:35,255 - mmaction - INFO - Epoch [17][160/1879] lr: 2.000e-02, eta: 10:28:53, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7488, loss_cls: 2.1044, loss: 2.1044, grad_norm: 3.7307 2021-06-17 15:34:46,624 - mmaction - INFO - Epoch [17][180/1879] lr: 2.000e-02, eta: 10:28:41, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7500, loss_cls: 2.0713, loss: 2.0713, grad_norm: 3.6676 2021-06-17 15:34:57,994 - mmaction - INFO - Epoch [17][200/1879] lr: 2.000e-02, eta: 10:28:28, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7676, loss_cls: 2.0201, loss: 2.0201, grad_norm: 3.6685 2021-06-17 15:35:10,026 - mmaction - INFO - Epoch [17][220/1879] lr: 2.000e-02, eta: 10:28:16, time: 0.601, data_time: 0.001, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7566, loss_cls: 2.0505, loss: 2.0505, grad_norm: 3.6349 2021-06-17 15:35:21,293 - mmaction - INFO - Epoch [17][240/1879] lr: 2.000e-02, eta: 10:28:03, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7547, loss_cls: 2.0917, loss: 2.0917, grad_norm: 3.7598 2021-06-17 15:35:32,526 - mmaction - INFO - Epoch [17][260/1879] lr: 2.000e-02, eta: 10:27:50, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7559, loss_cls: 2.0836, loss: 2.0836, grad_norm: 3.7142 2021-06-17 15:35:43,744 - mmaction - INFO - Epoch [17][280/1879] lr: 2.000e-02, eta: 10:27:37, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7633, loss_cls: 2.0875, loss: 2.0875, grad_norm: 3.7772 2021-06-17 15:35:55,041 - mmaction - INFO - Epoch [17][300/1879] lr: 2.000e-02, eta: 10:27:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7523, loss_cls: 2.1277, loss: 2.1277, grad_norm: 3.7339 2021-06-17 15:36:06,380 - mmaction - INFO - Epoch [17][320/1879] lr: 2.000e-02, eta: 10:27:11, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7445, loss_cls: 2.0846, loss: 2.0846, grad_norm: 3.6092 2021-06-17 15:36:17,659 - mmaction - INFO - Epoch [17][340/1879] lr: 2.000e-02, eta: 10:26:58, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7426, loss_cls: 2.1196, loss: 2.1196, grad_norm: 3.6256 2021-06-17 15:36:28,993 - mmaction - INFO - Epoch [17][360/1879] lr: 2.000e-02, eta: 10:26:45, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7586, loss_cls: 2.0704, loss: 2.0704, grad_norm: 3.6812 2021-06-17 15:36:40,286 - mmaction - INFO - Epoch [17][380/1879] lr: 2.000e-02, eta: 10:26:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7602, loss_cls: 2.0514, loss: 2.0514, grad_norm: 3.6995 2021-06-17 15:36:51,598 - mmaction - INFO - Epoch [17][400/1879] lr: 2.000e-02, eta: 10:26:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7441, loss_cls: 2.1412, loss: 2.1412, grad_norm: 3.6529 2021-06-17 15:37:02,809 - mmaction - INFO - Epoch [17][420/1879] lr: 2.000e-02, eta: 10:26:06, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.5332, top5_acc: 0.7652, loss_cls: 1.9983, loss: 1.9983, grad_norm: 3.4836 2021-06-17 15:37:14,090 - mmaction - INFO - Epoch [17][440/1879] lr: 2.000e-02, eta: 10:25:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7570, loss_cls: 2.0567, loss: 2.0567, grad_norm: 3.6666 2021-06-17 15:37:25,379 - mmaction - INFO - Epoch [17][460/1879] lr: 2.000e-02, eta: 10:25:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7539, loss_cls: 2.0345, loss: 2.0345, grad_norm: 3.6176 2021-06-17 15:37:36,667 - mmaction - INFO - Epoch [17][480/1879] lr: 2.000e-02, eta: 10:25:27, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7453, loss_cls: 2.1234, loss: 2.1234, grad_norm: 3.6800 2021-06-17 15:37:47,975 - mmaction - INFO - Epoch [17][500/1879] lr: 2.000e-02, eta: 10:25:14, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7672, loss_cls: 2.0351, loss: 2.0351, grad_norm: 3.5905 2021-06-17 15:37:59,285 - mmaction - INFO - Epoch [17][520/1879] lr: 2.000e-02, eta: 10:25:01, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7395, loss_cls: 2.1749, loss: 2.1749, grad_norm: 3.7067 2021-06-17 15:38:10,543 - mmaction - INFO - Epoch [17][540/1879] lr: 2.000e-02, eta: 10:24:48, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7523, loss_cls: 2.0953, loss: 2.0953, grad_norm: 3.5932 2021-06-17 15:38:21,876 - mmaction - INFO - Epoch [17][560/1879] lr: 2.000e-02, eta: 10:24:35, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7480, loss_cls: 2.1166, loss: 2.1166, grad_norm: 3.6982 2021-06-17 15:38:33,212 - mmaction - INFO - Epoch [17][580/1879] lr: 2.000e-02, eta: 10:24:22, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7668, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.6319 2021-06-17 15:38:44,523 - mmaction - INFO - Epoch [17][600/1879] lr: 2.000e-02, eta: 10:24:10, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7551, loss_cls: 2.0611, loss: 2.0611, grad_norm: 3.7569 2021-06-17 15:38:55,793 - mmaction - INFO - Epoch [17][620/1879] lr: 2.000e-02, eta: 10:23:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7398, loss_cls: 2.1413, loss: 2.1413, grad_norm: 3.7212 2021-06-17 15:39:07,062 - mmaction - INFO - Epoch [17][640/1879] lr: 2.000e-02, eta: 10:23:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7586, loss_cls: 2.0891, loss: 2.0891, grad_norm: 3.7163 2021-06-17 15:39:18,322 - mmaction - INFO - Epoch [17][660/1879] lr: 2.000e-02, eta: 10:23:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7594, loss_cls: 2.0928, loss: 2.0928, grad_norm: 3.6382 2021-06-17 15:39:29,680 - mmaction - INFO - Epoch [17][680/1879] lr: 2.000e-02, eta: 10:23:18, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7406, loss_cls: 2.1421, loss: 2.1421, grad_norm: 3.7695 2021-06-17 15:39:40,977 - mmaction - INFO - Epoch [17][700/1879] lr: 2.000e-02, eta: 10:23:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 2.0850, loss: 2.0850, grad_norm: 3.6158 2021-06-17 15:39:52,221 - mmaction - INFO - Epoch [17][720/1879] lr: 2.000e-02, eta: 10:22:52, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7492, loss_cls: 2.1073, loss: 2.1073, grad_norm: 3.6425 2021-06-17 15:40:03,564 - mmaction - INFO - Epoch [17][740/1879] lr: 2.000e-02, eta: 10:22:39, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5309, top5_acc: 0.7613, loss_cls: 2.0307, loss: 2.0307, grad_norm: 3.5848 2021-06-17 15:40:14,860 - mmaction - INFO - Epoch [17][760/1879] lr: 2.000e-02, eta: 10:22:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7648, loss_cls: 2.0365, loss: 2.0365, grad_norm: 3.6508 2021-06-17 15:40:26,145 - mmaction - INFO - Epoch [17][780/1879] lr: 2.000e-02, eta: 10:22:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7543, loss_cls: 2.0929, loss: 2.0929, grad_norm: 3.5576 2021-06-17 15:40:37,456 - mmaction - INFO - Epoch [17][800/1879] lr: 2.000e-02, eta: 10:22:00, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7484, loss_cls: 2.1001, loss: 2.1001, grad_norm: 3.5734 2021-06-17 15:40:48,752 - mmaction - INFO - Epoch [17][820/1879] lr: 2.000e-02, eta: 10:21:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7500, loss_cls: 2.0979, loss: 2.0979, grad_norm: 3.6580 2021-06-17 15:40:59,969 - mmaction - INFO - Epoch [17][840/1879] lr: 2.000e-02, eta: 10:21:34, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7656, loss_cls: 2.0776, loss: 2.0776, grad_norm: 3.6665 2021-06-17 15:41:11,304 - mmaction - INFO - Epoch [17][860/1879] lr: 2.000e-02, eta: 10:21:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7453, loss_cls: 2.1335, loss: 2.1335, grad_norm: 3.6097 2021-06-17 15:41:22,563 - mmaction - INFO - Epoch [17][880/1879] lr: 2.000e-02, eta: 10:21:08, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7434, loss_cls: 2.1062, loss: 2.1062, grad_norm: 3.6625 2021-06-17 15:41:33,784 - mmaction - INFO - Epoch [17][900/1879] lr: 2.000e-02, eta: 10:20:55, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7484, loss_cls: 2.1508, loss: 2.1508, grad_norm: 3.6878 2021-06-17 15:41:45,005 - mmaction - INFO - Epoch [17][920/1879] lr: 2.000e-02, eta: 10:20:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7418, loss_cls: 2.1393, loss: 2.1393, grad_norm: 3.6978 2021-06-17 15:41:56,274 - mmaction - INFO - Epoch [17][940/1879] lr: 2.000e-02, eta: 10:20:29, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7371, loss_cls: 2.1615, loss: 2.1615, grad_norm: 3.7243 2021-06-17 15:42:07,586 - mmaction - INFO - Epoch [17][960/1879] lr: 2.000e-02, eta: 10:20:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7535, loss_cls: 2.0463, loss: 2.0463, grad_norm: 3.5616 2021-06-17 15:42:18,906 - mmaction - INFO - Epoch [17][980/1879] lr: 2.000e-02, eta: 10:20:03, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7645, loss_cls: 2.0691, loss: 2.0691, grad_norm: 3.6905 2021-06-17 15:42:30,158 - mmaction - INFO - Epoch [17][1000/1879] lr: 2.000e-02, eta: 10:19:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7578, loss_cls: 2.0975, loss: 2.0975, grad_norm: 3.5990 2021-06-17 15:42:41,404 - mmaction - INFO - Epoch [17][1020/1879] lr: 2.000e-02, eta: 10:19:37, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5184, top5_acc: 0.7562, loss_cls: 2.0624, loss: 2.0624, grad_norm: 3.5614 2021-06-17 15:42:52,651 - mmaction - INFO - Epoch [17][1040/1879] lr: 2.000e-02, eta: 10:19:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7418, loss_cls: 2.1554, loss: 2.1554, grad_norm: 3.7396 2021-06-17 15:43:03,991 - mmaction - INFO - Epoch [17][1060/1879] lr: 2.000e-02, eta: 10:19:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7664, loss_cls: 2.0638, loss: 2.0638, grad_norm: 3.7566 2021-06-17 15:43:15,238 - mmaction - INFO - Epoch [17][1080/1879] lr: 2.000e-02, eta: 10:18:59, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7434, loss_cls: 2.1197, loss: 2.1197, grad_norm: 3.6985 2021-06-17 15:43:26,516 - mmaction - INFO - Epoch [17][1100/1879] lr: 2.000e-02, eta: 10:18:46, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7711, loss_cls: 2.0013, loss: 2.0013, grad_norm: 3.5714 2021-06-17 15:43:37,829 - mmaction - INFO - Epoch [17][1120/1879] lr: 2.000e-02, eta: 10:18:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7496, loss_cls: 2.1038, loss: 2.1038, grad_norm: 3.5675 2021-06-17 15:43:49,038 - mmaction - INFO - Epoch [17][1140/1879] lr: 2.000e-02, eta: 10:18:20, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7551, loss_cls: 2.1351, loss: 2.1351, grad_norm: 3.7022 2021-06-17 15:44:00,371 - mmaction - INFO - Epoch [17][1160/1879] lr: 2.000e-02, eta: 10:18:07, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7512, loss_cls: 2.1157, loss: 2.1157, grad_norm: 3.6715 2021-06-17 15:44:11,652 - mmaction - INFO - Epoch [17][1180/1879] lr: 2.000e-02, eta: 10:17:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7473, loss_cls: 2.1284, loss: 2.1284, grad_norm: 3.7235 2021-06-17 15:44:22,978 - mmaction - INFO - Epoch [17][1200/1879] lr: 2.000e-02, eta: 10:17:41, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7527, loss_cls: 2.0979, loss: 2.0979, grad_norm: 3.6771 2021-06-17 15:44:34,224 - mmaction - INFO - Epoch [17][1220/1879] lr: 2.000e-02, eta: 10:17:28, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7508, loss_cls: 2.1015, loss: 2.1015, grad_norm: 3.7004 2021-06-17 15:44:45,434 - mmaction - INFO - Epoch [17][1240/1879] lr: 2.000e-02, eta: 10:17:15, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7539, loss_cls: 2.0805, loss: 2.0805, grad_norm: 3.6641 2021-06-17 15:44:56,722 - mmaction - INFO - Epoch [17][1260/1879] lr: 2.000e-02, eta: 10:17:02, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7578, loss_cls: 2.0843, loss: 2.0843, grad_norm: 3.6905 2021-06-17 15:45:08,022 - mmaction - INFO - Epoch [17][1280/1879] lr: 2.000e-02, eta: 10:16:49, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7562, loss_cls: 2.0866, loss: 2.0866, grad_norm: 3.6976 2021-06-17 15:45:19,256 - mmaction - INFO - Epoch [17][1300/1879] lr: 2.000e-02, eta: 10:16:36, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7516, loss_cls: 2.0816, loss: 2.0816, grad_norm: 3.7455 2021-06-17 15:45:30,539 - mmaction - INFO - Epoch [17][1320/1879] lr: 2.000e-02, eta: 10:16:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7445, loss_cls: 2.1365, loss: 2.1365, grad_norm: 3.6972 2021-06-17 15:45:41,857 - mmaction - INFO - Epoch [17][1340/1879] lr: 2.000e-02, eta: 10:16:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7441, loss_cls: 2.1128, loss: 2.1128, grad_norm: 3.5783 2021-06-17 15:45:53,129 - mmaction - INFO - Epoch [17][1360/1879] lr: 2.000e-02, eta: 10:15:58, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7480, loss_cls: 2.1306, loss: 2.1306, grad_norm: 3.6729 2021-06-17 15:46:04,381 - mmaction - INFO - Epoch [17][1380/1879] lr: 2.000e-02, eta: 10:15:45, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7742, loss_cls: 2.0423, loss: 2.0423, grad_norm: 3.6461 2021-06-17 15:46:15,681 - mmaction - INFO - Epoch [17][1400/1879] lr: 2.000e-02, eta: 10:15:32, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7520, loss_cls: 2.1074, loss: 2.1074, grad_norm: 3.7198 2021-06-17 15:46:26,927 - mmaction - INFO - Epoch [17][1420/1879] lr: 2.000e-02, eta: 10:15:19, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7305, loss_cls: 2.1758, loss: 2.1758, grad_norm: 3.7146 2021-06-17 15:46:38,219 - mmaction - INFO - Epoch [17][1440/1879] lr: 2.000e-02, eta: 10:15:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7547, loss_cls: 2.0627, loss: 2.0627, grad_norm: 3.5255 2021-06-17 15:46:49,524 - mmaction - INFO - Epoch [17][1460/1879] lr: 2.000e-02, eta: 10:14:53, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7410, loss_cls: 2.1123, loss: 2.1123, grad_norm: 3.6180 2021-06-17 15:47:00,798 - mmaction - INFO - Epoch [17][1480/1879] lr: 2.000e-02, eta: 10:14:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7703, loss_cls: 2.0552, loss: 2.0552, grad_norm: 3.6191 2021-06-17 15:47:12,034 - mmaction - INFO - Epoch [17][1500/1879] lr: 2.000e-02, eta: 10:14:27, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5184, top5_acc: 0.7539, loss_cls: 2.0976, loss: 2.0976, grad_norm: 3.6086 2021-06-17 15:47:23,306 - mmaction - INFO - Epoch [17][1520/1879] lr: 2.000e-02, eta: 10:14:15, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7520, loss_cls: 2.0826, loss: 2.0826, grad_norm: 3.6270 2021-06-17 15:47:34,526 - mmaction - INFO - Epoch [17][1540/1879] lr: 2.000e-02, eta: 10:14:02, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4965, top5_acc: 0.7480, loss_cls: 2.1383, loss: 2.1383, grad_norm: 3.7239 2021-06-17 15:47:45,766 - mmaction - INFO - Epoch [17][1560/1879] lr: 2.000e-02, eta: 10:13:49, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7520, loss_cls: 2.1014, loss: 2.1014, grad_norm: 3.6707 2021-06-17 15:47:57,093 - mmaction - INFO - Epoch [17][1580/1879] lr: 2.000e-02, eta: 10:13:36, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7406, loss_cls: 2.1435, loss: 2.1435, grad_norm: 3.7465 2021-06-17 15:48:08,310 - mmaction - INFO - Epoch [17][1600/1879] lr: 2.000e-02, eta: 10:13:23, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7629, loss_cls: 2.0733, loss: 2.0733, grad_norm: 3.6176 2021-06-17 15:48:19,562 - mmaction - INFO - Epoch [17][1620/1879] lr: 2.000e-02, eta: 10:13:10, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7523, loss_cls: 2.1190, loss: 2.1190, grad_norm: 3.6445 2021-06-17 15:48:30,857 - mmaction - INFO - Epoch [17][1640/1879] lr: 2.000e-02, eta: 10:12:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7449, loss_cls: 2.1341, loss: 2.1341, grad_norm: 3.6255 2021-06-17 15:48:42,147 - mmaction - INFO - Epoch [17][1660/1879] lr: 2.000e-02, eta: 10:12:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7473, loss_cls: 2.1685, loss: 2.1685, grad_norm: 3.6021 2021-06-17 15:48:53,424 - mmaction - INFO - Epoch [17][1680/1879] lr: 2.000e-02, eta: 10:12:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7395, loss_cls: 2.1799, loss: 2.1799, grad_norm: 3.6525 2021-06-17 15:49:04,700 - mmaction - INFO - Epoch [17][1700/1879] lr: 2.000e-02, eta: 10:12:18, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7504, loss_cls: 2.1107, loss: 2.1107, grad_norm: 3.7522 2021-06-17 15:49:15,941 - mmaction - INFO - Epoch [17][1720/1879] lr: 2.000e-02, eta: 10:12:05, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7645, loss_cls: 2.0360, loss: 2.0360, grad_norm: 3.6854 2021-06-17 15:49:27,185 - mmaction - INFO - Epoch [17][1740/1879] lr: 2.000e-02, eta: 10:11:53, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7512, loss_cls: 2.1261, loss: 2.1261, grad_norm: 3.6052 2021-06-17 15:49:38,504 - mmaction - INFO - Epoch [17][1760/1879] lr: 2.000e-02, eta: 10:11:40, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7504, loss_cls: 2.1137, loss: 2.1137, grad_norm: 3.5363 2021-06-17 15:49:49,822 - mmaction - INFO - Epoch [17][1780/1879] lr: 2.000e-02, eta: 10:11:27, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7508, loss_cls: 2.1074, loss: 2.1074, grad_norm: 3.7116 2021-06-17 15:50:01,106 - mmaction - INFO - Epoch [17][1800/1879] lr: 2.000e-02, eta: 10:11:14, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7637, loss_cls: 2.0048, loss: 2.0048, grad_norm: 3.5542 2021-06-17 15:50:12,455 - mmaction - INFO - Epoch [17][1820/1879] lr: 2.000e-02, eta: 10:11:01, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7414, loss_cls: 2.1824, loss: 2.1824, grad_norm: 3.8578 2021-06-17 15:50:23,725 - mmaction - INFO - Epoch [17][1840/1879] lr: 2.000e-02, eta: 10:10:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7375, loss_cls: 2.1983, loss: 2.1983, grad_norm: 3.7507 2021-06-17 15:50:34,963 - mmaction - INFO - Epoch [17][1860/1879] lr: 2.000e-02, eta: 10:10:36, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7398, loss_cls: 2.2467, loss: 2.2467, grad_norm: 3.7208 2021-06-17 15:50:46,613 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-17 15:51:56,200 - mmaction - INFO - Epoch [18][20/1879] lr: 2.000e-02, eta: 10:11:40, time: 3.418, data_time: 2.863, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7723, loss_cls: 1.9680, loss: 1.9680, grad_norm: 3.5859 2021-06-17 15:52:07,281 - mmaction - INFO - Epoch [18][40/1879] lr: 2.000e-02, eta: 10:11:27, time: 0.553, data_time: 0.004, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7598, loss_cls: 2.0441, loss: 2.0441, grad_norm: 3.7185 2021-06-17 15:52:18,315 - mmaction - INFO - Epoch [18][60/1879] lr: 2.000e-02, eta: 10:11:14, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7480, loss_cls: 2.1060, loss: 2.1060, grad_norm: 3.6465 2021-06-17 15:52:29,347 - mmaction - INFO - Epoch [18][80/1879] lr: 2.000e-02, eta: 10:11:00, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7621, loss_cls: 1.9943, loss: 1.9943, grad_norm: 3.5777 2021-06-17 15:52:40,441 - mmaction - INFO - Epoch [18][100/1879] lr: 2.000e-02, eta: 10:10:47, time: 0.555, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7484, loss_cls: 2.1100, loss: 2.1100, grad_norm: 3.7488 2021-06-17 15:52:51,660 - mmaction - INFO - Epoch [18][120/1879] lr: 2.000e-02, eta: 10:10:34, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7645, loss_cls: 1.9995, loss: 1.9995, grad_norm: 3.6288 2021-06-17 15:53:02,926 - mmaction - INFO - Epoch [18][140/1879] lr: 2.000e-02, eta: 10:10:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5336, top5_acc: 0.7691, loss_cls: 1.9932, loss: 1.9932, grad_norm: 3.7042 2021-06-17 15:53:14,199 - mmaction - INFO - Epoch [18][160/1879] lr: 2.000e-02, eta: 10:10:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7555, loss_cls: 2.0576, loss: 2.0576, grad_norm: 3.7771 2021-06-17 15:53:25,555 - mmaction - INFO - Epoch [18][180/1879] lr: 2.000e-02, eta: 10:09:55, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7570, loss_cls: 2.0421, loss: 2.0421, grad_norm: 3.6987 2021-06-17 15:53:36,858 - mmaction - INFO - Epoch [18][200/1879] lr: 2.000e-02, eta: 10:09:42, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7570, loss_cls: 2.0237, loss: 2.0237, grad_norm: 3.6456 2021-06-17 15:53:48,170 - mmaction - INFO - Epoch [18][220/1879] lr: 2.000e-02, eta: 10:09:30, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7500, loss_cls: 2.1261, loss: 2.1261, grad_norm: 3.7670 2021-06-17 15:53:59,433 - mmaction - INFO - Epoch [18][240/1879] lr: 2.000e-02, eta: 10:09:17, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7426, loss_cls: 2.1517, loss: 2.1517, grad_norm: 3.7877 2021-06-17 15:54:10,845 - mmaction - INFO - Epoch [18][260/1879] lr: 2.000e-02, eta: 10:09:04, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7473, loss_cls: 2.1234, loss: 2.1234, grad_norm: 3.6669 2021-06-17 15:54:22,164 - mmaction - INFO - Epoch [18][280/1879] lr: 2.000e-02, eta: 10:08:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7441, loss_cls: 2.1342, loss: 2.1342, grad_norm: 3.6535 2021-06-17 15:54:33,513 - mmaction - INFO - Epoch [18][300/1879] lr: 2.000e-02, eta: 10:08:38, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5375, top5_acc: 0.7691, loss_cls: 1.9764, loss: 1.9764, grad_norm: 3.5823 2021-06-17 15:54:44,832 - mmaction - INFO - Epoch [18][320/1879] lr: 2.000e-02, eta: 10:08:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7574, loss_cls: 2.0813, loss: 2.0813, grad_norm: 3.6568 2021-06-17 15:54:56,077 - mmaction - INFO - Epoch [18][340/1879] lr: 2.000e-02, eta: 10:08:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7562, loss_cls: 2.0678, loss: 2.0678, grad_norm: 3.5695 2021-06-17 15:55:07,454 - mmaction - INFO - Epoch [18][360/1879] lr: 2.000e-02, eta: 10:08:00, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7645, loss_cls: 2.0683, loss: 2.0683, grad_norm: 3.6540 2021-06-17 15:55:18,714 - mmaction - INFO - Epoch [18][380/1879] lr: 2.000e-02, eta: 10:07:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7648, loss_cls: 2.0020, loss: 2.0020, grad_norm: 3.7117 2021-06-17 15:55:30,019 - mmaction - INFO - Epoch [18][400/1879] lr: 2.000e-02, eta: 10:07:34, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7539, loss_cls: 2.0560, loss: 2.0560, grad_norm: 3.6729 2021-06-17 15:55:41,315 - mmaction - INFO - Epoch [18][420/1879] lr: 2.000e-02, eta: 10:07:21, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7629, loss_cls: 2.0334, loss: 2.0334, grad_norm: 3.7507 2021-06-17 15:55:52,608 - mmaction - INFO - Epoch [18][440/1879] lr: 2.000e-02, eta: 10:07:08, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7457, loss_cls: 2.1511, loss: 2.1511, grad_norm: 3.6926 2021-06-17 15:56:03,876 - mmaction - INFO - Epoch [18][460/1879] lr: 2.000e-02, eta: 10:06:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7457, loss_cls: 2.0919, loss: 2.0919, grad_norm: 3.6691 2021-06-17 15:56:15,123 - mmaction - INFO - Epoch [18][480/1879] lr: 2.000e-02, eta: 10:06:43, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7707, loss_cls: 2.0045, loss: 2.0045, grad_norm: 3.7253 2021-06-17 15:56:26,445 - mmaction - INFO - Epoch [18][500/1879] lr: 2.000e-02, eta: 10:06:30, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7625, loss_cls: 2.0626, loss: 2.0626, grad_norm: 3.6919 2021-06-17 15:56:37,697 - mmaction - INFO - Epoch [18][520/1879] lr: 2.000e-02, eta: 10:06:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7590, loss_cls: 2.0333, loss: 2.0333, grad_norm: 3.6085 2021-06-17 15:56:49,001 - mmaction - INFO - Epoch [18][540/1879] lr: 2.000e-02, eta: 10:06:04, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7543, loss_cls: 2.1126, loss: 2.1126, grad_norm: 3.6631 2021-06-17 15:57:00,295 - mmaction - INFO - Epoch [18][560/1879] lr: 2.000e-02, eta: 10:05:51, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7430, loss_cls: 2.1238, loss: 2.1238, grad_norm: 3.7853 2021-06-17 15:57:11,655 - mmaction - INFO - Epoch [18][580/1879] lr: 2.000e-02, eta: 10:05:38, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7668, loss_cls: 2.0206, loss: 2.0206, grad_norm: 3.6752 2021-06-17 15:57:22,994 - mmaction - INFO - Epoch [18][600/1879] lr: 2.000e-02, eta: 10:05:26, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.1207, loss: 2.1207, grad_norm: 3.7282 2021-06-17 15:57:34,267 - mmaction - INFO - Epoch [18][620/1879] lr: 2.000e-02, eta: 10:05:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7602, loss_cls: 2.0568, loss: 2.0568, grad_norm: 3.6333 2021-06-17 15:57:45,636 - mmaction - INFO - Epoch [18][640/1879] lr: 2.000e-02, eta: 10:05:00, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7527, loss_cls: 2.0511, loss: 2.0511, grad_norm: 3.5696 2021-06-17 15:57:56,901 - mmaction - INFO - Epoch [18][660/1879] lr: 2.000e-02, eta: 10:04:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5152, top5_acc: 0.7547, loss_cls: 2.1014, loss: 2.1014, grad_norm: 3.6742 2021-06-17 15:58:08,148 - mmaction - INFO - Epoch [18][680/1879] lr: 2.000e-02, eta: 10:04:34, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7574, loss_cls: 2.0613, loss: 2.0613, grad_norm: 3.6434 2021-06-17 15:58:19,375 - mmaction - INFO - Epoch [18][700/1879] lr: 2.000e-02, eta: 10:04:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 2.0381, loss: 2.0381, grad_norm: 3.6877 2021-06-17 15:58:30,656 - mmaction - INFO - Epoch [18][720/1879] lr: 2.000e-02, eta: 10:04:08, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7668, loss_cls: 2.0134, loss: 2.0134, grad_norm: 3.7334 2021-06-17 15:58:42,019 - mmaction - INFO - Epoch [18][740/1879] lr: 2.000e-02, eta: 10:03:56, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7555, loss_cls: 2.0623, loss: 2.0623, grad_norm: 3.7120 2021-06-17 15:58:53,246 - mmaction - INFO - Epoch [18][760/1879] lr: 2.000e-02, eta: 10:03:43, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7520, loss_cls: 2.0914, loss: 2.0914, grad_norm: 3.7011 2021-06-17 15:59:04,488 - mmaction - INFO - Epoch [18][780/1879] lr: 2.000e-02, eta: 10:03:30, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7543, loss_cls: 2.0894, loss: 2.0894, grad_norm: 3.7621 2021-06-17 15:59:15,802 - mmaction - INFO - Epoch [18][800/1879] lr: 2.000e-02, eta: 10:03:17, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7602, loss_cls: 2.0485, loss: 2.0485, grad_norm: 3.6553 2021-06-17 15:59:27,044 - mmaction - INFO - Epoch [18][820/1879] lr: 2.000e-02, eta: 10:03:04, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7535, loss_cls: 2.0697, loss: 2.0697, grad_norm: 3.6519 2021-06-17 15:59:38,350 - mmaction - INFO - Epoch [18][840/1879] lr: 2.000e-02, eta: 10:02:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7594, loss_cls: 2.0532, loss: 2.0532, grad_norm: 3.7182 2021-06-17 15:59:49,632 - mmaction - INFO - Epoch [18][860/1879] lr: 2.000e-02, eta: 10:02:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7422, loss_cls: 2.1659, loss: 2.1659, grad_norm: 3.7825 2021-06-17 16:00:00,928 - mmaction - INFO - Epoch [18][880/1879] lr: 2.000e-02, eta: 10:02:26, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7461, loss_cls: 2.1046, loss: 2.1046, grad_norm: 3.6926 2021-06-17 16:00:12,229 - mmaction - INFO - Epoch [18][900/1879] lr: 2.000e-02, eta: 10:02:13, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7582, loss_cls: 2.1020, loss: 2.1020, grad_norm: 3.7008 2021-06-17 16:00:23,491 - mmaction - INFO - Epoch [18][920/1879] lr: 2.000e-02, eta: 10:02:00, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7555, loss_cls: 2.0746, loss: 2.0746, grad_norm: 3.7895 2021-06-17 16:00:34,746 - mmaction - INFO - Epoch [18][940/1879] lr: 2.000e-02, eta: 10:01:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7520, loss_cls: 2.1241, loss: 2.1241, grad_norm: 3.7196 2021-06-17 16:00:46,023 - mmaction - INFO - Epoch [18][960/1879] lr: 2.000e-02, eta: 10:01:34, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7535, loss_cls: 2.0679, loss: 2.0679, grad_norm: 3.7144 2021-06-17 16:00:57,231 - mmaction - INFO - Epoch [18][980/1879] lr: 2.000e-02, eta: 10:01:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7461, loss_cls: 2.1085, loss: 2.1085, grad_norm: 3.7348 2021-06-17 16:01:08,558 - mmaction - INFO - Epoch [18][1000/1879] lr: 2.000e-02, eta: 10:01:09, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7383, loss_cls: 2.1295, loss: 2.1295, grad_norm: 3.6756 2021-06-17 16:01:19,850 - mmaction - INFO - Epoch [18][1020/1879] lr: 2.000e-02, eta: 10:00:56, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7539, loss_cls: 2.0818, loss: 2.0818, grad_norm: 3.6625 2021-06-17 16:01:31,092 - mmaction - INFO - Epoch [18][1040/1879] lr: 2.000e-02, eta: 10:00:43, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7504, loss_cls: 2.1241, loss: 2.1241, grad_norm: 3.6943 2021-06-17 16:01:42,378 - mmaction - INFO - Epoch [18][1060/1879] lr: 2.000e-02, eta: 10:00:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7500, loss_cls: 2.0920, loss: 2.0920, grad_norm: 3.6996 2021-06-17 16:01:53,618 - mmaction - INFO - Epoch [18][1080/1879] lr: 2.000e-02, eta: 10:00:17, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7414, loss_cls: 2.1318, loss: 2.1318, grad_norm: 3.7750 2021-06-17 16:02:04,888 - mmaction - INFO - Epoch [18][1100/1879] lr: 2.000e-02, eta: 10:00:04, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7559, loss_cls: 2.0630, loss: 2.0630, grad_norm: 3.6784 2021-06-17 16:02:16,189 - mmaction - INFO - Epoch [18][1120/1879] lr: 2.000e-02, eta: 9:59:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7613, loss_cls: 2.0107, loss: 2.0107, grad_norm: 3.5879 2021-06-17 16:02:27,439 - mmaction - INFO - Epoch [18][1140/1879] lr: 2.000e-02, eta: 9:59:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7523, loss_cls: 2.1039, loss: 2.1039, grad_norm: 3.6432 2021-06-17 16:02:38,707 - mmaction - INFO - Epoch [18][1160/1879] lr: 2.000e-02, eta: 9:59:26, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7516, loss_cls: 2.1133, loss: 2.1133, grad_norm: 3.6582 2021-06-17 16:02:49,977 - mmaction - INFO - Epoch [18][1180/1879] lr: 2.000e-02, eta: 9:59:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7648, loss_cls: 2.0772, loss: 2.0772, grad_norm: 3.7667 2021-06-17 16:03:01,231 - mmaction - INFO - Epoch [18][1200/1879] lr: 2.000e-02, eta: 9:59:00, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7496, loss_cls: 2.1089, loss: 2.1089, grad_norm: 3.6357 2021-06-17 16:03:12,502 - mmaction - INFO - Epoch [18][1220/1879] lr: 2.000e-02, eta: 9:58:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7496, loss_cls: 2.0685, loss: 2.0685, grad_norm: 3.6612 2021-06-17 16:03:23,726 - mmaction - INFO - Epoch [18][1240/1879] lr: 2.000e-02, eta: 9:58:34, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7637, loss_cls: 2.0525, loss: 2.0525, grad_norm: 3.7108 2021-06-17 16:03:35,046 - mmaction - INFO - Epoch [18][1260/1879] lr: 2.000e-02, eta: 9:58:22, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7441, loss_cls: 2.0824, loss: 2.0824, grad_norm: 3.7145 2021-06-17 16:03:46,357 - mmaction - INFO - Epoch [18][1280/1879] lr: 2.000e-02, eta: 9:58:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7539, loss_cls: 2.0690, loss: 2.0690, grad_norm: 3.6417 2021-06-17 16:03:57,612 - mmaction - INFO - Epoch [18][1300/1879] lr: 2.000e-02, eta: 9:57:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7512, loss_cls: 2.0818, loss: 2.0818, grad_norm: 3.6449 2021-06-17 16:04:08,889 - mmaction - INFO - Epoch [18][1320/1879] lr: 2.000e-02, eta: 9:57:43, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7492, loss_cls: 2.1019, loss: 2.1019, grad_norm: 3.7300 2021-06-17 16:04:20,179 - mmaction - INFO - Epoch [18][1340/1879] lr: 2.000e-02, eta: 9:57:30, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7516, loss_cls: 2.1041, loss: 2.1041, grad_norm: 3.7450 2021-06-17 16:04:31,476 - mmaction - INFO - Epoch [18][1360/1879] lr: 2.000e-02, eta: 9:57:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7520, loss_cls: 2.0765, loss: 2.0765, grad_norm: 3.6074 2021-06-17 16:04:42,765 - mmaction - INFO - Epoch [18][1380/1879] lr: 2.000e-02, eta: 9:57:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7488, loss_cls: 2.0963, loss: 2.0963, grad_norm: 3.6811 2021-06-17 16:04:54,126 - mmaction - INFO - Epoch [18][1400/1879] lr: 2.000e-02, eta: 9:56:52, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7465, loss_cls: 2.1003, loss: 2.1003, grad_norm: 3.6707 2021-06-17 16:05:05,398 - mmaction - INFO - Epoch [18][1420/1879] lr: 2.000e-02, eta: 9:56:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7562, loss_cls: 2.0524, loss: 2.0524, grad_norm: 3.7425 2021-06-17 16:05:16,665 - mmaction - INFO - Epoch [18][1440/1879] lr: 2.000e-02, eta: 9:56:27, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7633, loss_cls: 2.0734, loss: 2.0734, grad_norm: 3.6293 2021-06-17 16:05:27,917 - mmaction - INFO - Epoch [18][1460/1879] lr: 2.000e-02, eta: 9:56:14, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7531, loss_cls: 2.0999, loss: 2.0999, grad_norm: 3.7704 2021-06-17 16:05:39,174 - mmaction - INFO - Epoch [18][1480/1879] lr: 2.000e-02, eta: 9:56:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7520, loss_cls: 2.0901, loss: 2.0901, grad_norm: 3.7093 2021-06-17 16:05:50,431 - mmaction - INFO - Epoch [18][1500/1879] lr: 2.000e-02, eta: 9:55:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7387, loss_cls: 2.1325, loss: 2.1325, grad_norm: 3.7755 2021-06-17 16:06:01,658 - mmaction - INFO - Epoch [18][1520/1879] lr: 2.000e-02, eta: 9:55:35, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7586, loss_cls: 2.0432, loss: 2.0432, grad_norm: 3.6742 2021-06-17 16:06:12,935 - mmaction - INFO - Epoch [18][1540/1879] lr: 2.000e-02, eta: 9:55:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7609, loss_cls: 2.0616, loss: 2.0616, grad_norm: 3.6673 2021-06-17 16:06:24,210 - mmaction - INFO - Epoch [18][1560/1879] lr: 2.000e-02, eta: 9:55:10, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7406, loss_cls: 2.1463, loss: 2.1463, grad_norm: 3.6991 2021-06-17 16:06:35,486 - mmaction - INFO - Epoch [18][1580/1879] lr: 2.000e-02, eta: 9:54:57, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7500, loss_cls: 2.0828, loss: 2.0828, grad_norm: 3.6155 2021-06-17 16:06:46,729 - mmaction - INFO - Epoch [18][1600/1879] lr: 2.000e-02, eta: 9:54:44, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7543, loss_cls: 2.0716, loss: 2.0716, grad_norm: 3.7157 2021-06-17 16:06:57,978 - mmaction - INFO - Epoch [18][1620/1879] lr: 2.000e-02, eta: 9:54:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7570, loss_cls: 2.1170, loss: 2.1170, grad_norm: 3.5634 2021-06-17 16:07:09,361 - mmaction - INFO - Epoch [18][1640/1879] lr: 2.000e-02, eta: 9:54:19, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7559, loss_cls: 2.0822, loss: 2.0822, grad_norm: 3.6520 2021-06-17 16:07:20,678 - mmaction - INFO - Epoch [18][1660/1879] lr: 2.000e-02, eta: 9:54:06, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7422, loss_cls: 2.1460, loss: 2.1460, grad_norm: 3.6172 2021-06-17 16:07:31,978 - mmaction - INFO - Epoch [18][1680/1879] lr: 2.000e-02, eta: 9:53:53, time: 0.565, data_time: 0.000, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7418, loss_cls: 2.1685, loss: 2.1685, grad_norm: 3.5933 2021-06-17 16:07:43,258 - mmaction - INFO - Epoch [18][1700/1879] lr: 2.000e-02, eta: 9:53:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7320, loss_cls: 2.1920, loss: 2.1920, grad_norm: 3.7824 2021-06-17 16:07:54,538 - mmaction - INFO - Epoch [18][1720/1879] lr: 2.000e-02, eta: 9:53:28, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7488, loss_cls: 2.1699, loss: 2.1699, grad_norm: 3.8462 2021-06-17 16:08:05,793 - mmaction - INFO - Epoch [18][1740/1879] lr: 2.000e-02, eta: 9:53:15, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7473, loss_cls: 2.1040, loss: 2.1040, grad_norm: 3.6698 2021-06-17 16:08:17,048 - mmaction - INFO - Epoch [18][1760/1879] lr: 2.000e-02, eta: 9:53:02, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7617, loss_cls: 2.0730, loss: 2.0730, grad_norm: 3.6632 2021-06-17 16:08:28,293 - mmaction - INFO - Epoch [18][1780/1879] lr: 2.000e-02, eta: 9:52:49, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7602, loss_cls: 2.0661, loss: 2.0661, grad_norm: 3.6791 2021-06-17 16:08:39,480 - mmaction - INFO - Epoch [18][1800/1879] lr: 2.000e-02, eta: 9:52:36, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7422, loss_cls: 2.1301, loss: 2.1301, grad_norm: 3.6497 2021-06-17 16:08:50,747 - mmaction - INFO - Epoch [18][1820/1879] lr: 2.000e-02, eta: 9:52:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7500, loss_cls: 2.1173, loss: 2.1173, grad_norm: 3.7298 2021-06-17 16:09:02,094 - mmaction - INFO - Epoch [18][1840/1879] lr: 2.000e-02, eta: 9:52:11, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7523, loss_cls: 2.1228, loss: 2.1228, grad_norm: 3.7534 2021-06-17 16:09:13,403 - mmaction - INFO - Epoch [18][1860/1879] lr: 2.000e-02, eta: 9:51:58, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7410, loss_cls: 2.1294, loss: 2.1294, grad_norm: 3.6848 2021-06-17 16:09:24,818 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-17 16:10:34,142 - mmaction - INFO - Epoch [19][20/1879] lr: 2.000e-02, eta: 9:52:56, time: 3.435, data_time: 2.875, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7598, loss_cls: 2.0623, loss: 2.0623, grad_norm: 3.5915 2021-06-17 16:10:45,265 - mmaction - INFO - Epoch [19][40/1879] lr: 2.000e-02, eta: 9:52:43, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7488, loss_cls: 2.0814, loss: 2.0814, grad_norm: 3.6695 2021-06-17 16:10:56,309 - mmaction - INFO - Epoch [19][60/1879] lr: 2.000e-02, eta: 9:52:30, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7621, loss_cls: 2.0361, loss: 2.0361, grad_norm: 3.6791 2021-06-17 16:11:07,343 - mmaction - INFO - Epoch [19][80/1879] lr: 2.000e-02, eta: 9:52:17, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7680, loss_cls: 2.0021, loss: 2.0021, grad_norm: 3.6823 2021-06-17 16:11:18,441 - mmaction - INFO - Epoch [19][100/1879] lr: 2.000e-02, eta: 9:52:03, time: 0.555, data_time: 0.001, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7527, loss_cls: 2.0832, loss: 2.0832, grad_norm: 3.7209 2021-06-17 16:11:29,621 - mmaction - INFO - Epoch [19][120/1879] lr: 2.000e-02, eta: 9:51:50, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7465, loss_cls: 2.1282, loss: 2.1282, grad_norm: 3.6443 2021-06-17 16:11:40,956 - mmaction - INFO - Epoch [19][140/1879] lr: 2.000e-02, eta: 9:51:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5184, top5_acc: 0.7441, loss_cls: 2.0977, loss: 2.0977, grad_norm: 3.7513 2021-06-17 16:11:52,226 - mmaction - INFO - Epoch [19][160/1879] lr: 2.000e-02, eta: 9:51:25, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.5344, top5_acc: 0.7738, loss_cls: 1.9975, loss: 1.9975, grad_norm: 3.5959 2021-06-17 16:12:03,579 - mmaction - INFO - Epoch [19][180/1879] lr: 2.000e-02, eta: 9:51:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7582, loss_cls: 2.0837, loss: 2.0837, grad_norm: 3.7282 2021-06-17 16:12:14,901 - mmaction - INFO - Epoch [19][200/1879] lr: 2.000e-02, eta: 9:50:59, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7609, loss_cls: 2.0451, loss: 2.0451, grad_norm: 3.5677 2021-06-17 16:12:26,263 - mmaction - INFO - Epoch [19][220/1879] lr: 2.000e-02, eta: 9:50:47, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7449, loss_cls: 2.0515, loss: 2.0515, grad_norm: 3.5902 2021-06-17 16:12:37,639 - mmaction - INFO - Epoch [19][240/1879] lr: 2.000e-02, eta: 9:50:34, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7652, loss_cls: 2.0220, loss: 2.0220, grad_norm: 3.5839 2021-06-17 16:12:48,982 - mmaction - INFO - Epoch [19][260/1879] lr: 2.000e-02, eta: 9:50:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5332, top5_acc: 0.7672, loss_cls: 1.9959, loss: 1.9959, grad_norm: 3.6777 2021-06-17 16:13:00,280 - mmaction - INFO - Epoch [19][280/1879] lr: 2.000e-02, eta: 9:50:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7609, loss_cls: 2.0319, loss: 2.0319, grad_norm: 3.6040 2021-06-17 16:13:11,607 - mmaction - INFO - Epoch [19][300/1879] lr: 2.000e-02, eta: 9:49:56, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7508, loss_cls: 2.0450, loss: 2.0450, grad_norm: 3.6390 2021-06-17 16:13:22,890 - mmaction - INFO - Epoch [19][320/1879] lr: 2.000e-02, eta: 9:49:43, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7664, loss_cls: 2.0234, loss: 2.0234, grad_norm: 3.6849 2021-06-17 16:13:34,142 - mmaction - INFO - Epoch [19][340/1879] lr: 2.000e-02, eta: 9:49:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7617, loss_cls: 2.0255, loss: 2.0255, grad_norm: 3.7615 2021-06-17 16:13:45,390 - mmaction - INFO - Epoch [19][360/1879] lr: 2.000e-02, eta: 9:49:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7602, loss_cls: 2.0604, loss: 2.0604, grad_norm: 3.6947 2021-06-17 16:13:56,691 - mmaction - INFO - Epoch [19][380/1879] lr: 2.000e-02, eta: 9:49:05, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7621, loss_cls: 2.0405, loss: 2.0405, grad_norm: 3.7489 2021-06-17 16:14:08,013 - mmaction - INFO - Epoch [19][400/1879] lr: 2.000e-02, eta: 9:48:52, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7523, loss_cls: 2.0663, loss: 2.0663, grad_norm: 3.6493 2021-06-17 16:14:19,308 - mmaction - INFO - Epoch [19][420/1879] lr: 2.000e-02, eta: 9:48:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7625, loss_cls: 2.0289, loss: 2.0289, grad_norm: 3.7130 2021-06-17 16:14:30,547 - mmaction - INFO - Epoch [19][440/1879] lr: 2.000e-02, eta: 9:48:26, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7711, loss_cls: 2.0459, loss: 2.0459, grad_norm: 3.6687 2021-06-17 16:14:41,930 - mmaction - INFO - Epoch [19][460/1879] lr: 2.000e-02, eta: 9:48:14, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7613, loss_cls: 2.0643, loss: 2.0643, grad_norm: 3.6617 2021-06-17 16:14:53,247 - mmaction - INFO - Epoch [19][480/1879] lr: 2.000e-02, eta: 9:48:01, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7613, loss_cls: 2.0328, loss: 2.0328, grad_norm: 3.7420 2021-06-17 16:15:04,562 - mmaction - INFO - Epoch [19][500/1879] lr: 2.000e-02, eta: 9:47:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7637, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.6922 2021-06-17 16:15:15,827 - mmaction - INFO - Epoch [19][520/1879] lr: 2.000e-02, eta: 9:47:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7570, loss_cls: 2.0607, loss: 2.0607, grad_norm: 3.7536 2021-06-17 16:15:27,179 - mmaction - INFO - Epoch [19][540/1879] lr: 2.000e-02, eta: 9:47:23, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5332, top5_acc: 0.7598, loss_cls: 2.0454, loss: 2.0454, grad_norm: 3.6635 2021-06-17 16:15:38,437 - mmaction - INFO - Epoch [19][560/1879] lr: 2.000e-02, eta: 9:47:10, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7562, loss_cls: 2.0876, loss: 2.0876, grad_norm: 3.7064 2021-06-17 16:15:49,704 - mmaction - INFO - Epoch [19][580/1879] lr: 2.000e-02, eta: 9:46:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5406, top5_acc: 0.7762, loss_cls: 1.9428, loss: 1.9428, grad_norm: 3.7558 2021-06-17 16:16:01,096 - mmaction - INFO - Epoch [19][600/1879] lr: 2.000e-02, eta: 9:46:45, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7434, loss_cls: 2.0841, loss: 2.0841, grad_norm: 3.7913 2021-06-17 16:16:12,331 - mmaction - INFO - Epoch [19][620/1879] lr: 2.000e-02, eta: 9:46:32, time: 0.562, data_time: 0.000, memory: 7080, top1_acc: 0.5309, top5_acc: 0.7648, loss_cls: 2.0196, loss: 2.0196, grad_norm: 3.6666 2021-06-17 16:16:23,648 - mmaction - INFO - Epoch [19][640/1879] lr: 2.000e-02, eta: 9:46:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7648, loss_cls: 1.9943, loss: 1.9943, grad_norm: 3.6356 2021-06-17 16:16:34,892 - mmaction - INFO - Epoch [19][660/1879] lr: 2.000e-02, eta: 9:46:06, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7539, loss_cls: 2.0814, loss: 2.0814, grad_norm: 3.7545 2021-06-17 16:16:46,189 - mmaction - INFO - Epoch [19][680/1879] lr: 2.000e-02, eta: 9:45:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7605, loss_cls: 2.0312, loss: 2.0312, grad_norm: 3.6967 2021-06-17 16:16:57,477 - mmaction - INFO - Epoch [19][700/1879] lr: 2.000e-02, eta: 9:45:41, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7547, loss_cls: 2.0979, loss: 2.0979, grad_norm: 3.7359 2021-06-17 16:17:08,742 - mmaction - INFO - Epoch [19][720/1879] lr: 2.000e-02, eta: 9:45:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7543, loss_cls: 2.1295, loss: 2.1295, grad_norm: 3.6480 2021-06-17 16:17:20,000 - mmaction - INFO - Epoch [19][740/1879] lr: 2.000e-02, eta: 9:45:15, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7395, loss_cls: 2.1356, loss: 2.1356, grad_norm: 3.6227 2021-06-17 16:17:31,326 - mmaction - INFO - Epoch [19][760/1879] lr: 2.000e-02, eta: 9:45:02, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5270, top5_acc: 0.7695, loss_cls: 2.0224, loss: 2.0224, grad_norm: 3.6657 2021-06-17 16:17:42,562 - mmaction - INFO - Epoch [19][780/1879] lr: 2.000e-02, eta: 9:44:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7590, loss_cls: 2.0480, loss: 2.0480, grad_norm: 3.6668 2021-06-17 16:17:53,825 - mmaction - INFO - Epoch [19][800/1879] lr: 2.000e-02, eta: 9:44:37, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7594, loss_cls: 2.0737, loss: 2.0737, grad_norm: 3.8246 2021-06-17 16:18:05,210 - mmaction - INFO - Epoch [19][820/1879] lr: 2.000e-02, eta: 9:44:24, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7625, loss_cls: 2.0328, loss: 2.0328, grad_norm: 3.6628 2021-06-17 16:18:16,449 - mmaction - INFO - Epoch [19][840/1879] lr: 2.000e-02, eta: 9:44:11, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7543, loss_cls: 2.0481, loss: 2.0481, grad_norm: 3.6779 2021-06-17 16:18:27,760 - mmaction - INFO - Epoch [19][860/1879] lr: 2.000e-02, eta: 9:43:59, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7473, loss_cls: 2.0727, loss: 2.0727, grad_norm: 3.7055 2021-06-17 16:18:39,030 - mmaction - INFO - Epoch [19][880/1879] lr: 2.000e-02, eta: 9:43:46, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7496, loss_cls: 2.0935, loss: 2.0935, grad_norm: 3.6819 2021-06-17 16:18:50,278 - mmaction - INFO - Epoch [19][900/1879] lr: 2.000e-02, eta: 9:43:33, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7695, loss_cls: 2.0173, loss: 2.0173, grad_norm: 3.5816 2021-06-17 16:19:01,553 - mmaction - INFO - Epoch [19][920/1879] lr: 2.000e-02, eta: 9:43:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7602, loss_cls: 2.0392, loss: 2.0392, grad_norm: 3.6499 2021-06-17 16:19:12,836 - mmaction - INFO - Epoch [19][940/1879] lr: 2.000e-02, eta: 9:43:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7508, loss_cls: 2.0594, loss: 2.0594, grad_norm: 3.7415 2021-06-17 16:19:24,125 - mmaction - INFO - Epoch [19][960/1879] lr: 2.000e-02, eta: 9:42:55, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7648, loss_cls: 2.0399, loss: 2.0399, grad_norm: 3.6908 2021-06-17 16:19:35,451 - mmaction - INFO - Epoch [19][980/1879] lr: 2.000e-02, eta: 9:42:42, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7699, loss_cls: 2.0183, loss: 2.0183, grad_norm: 3.6944 2021-06-17 16:19:46,685 - mmaction - INFO - Epoch [19][1000/1879] lr: 2.000e-02, eta: 9:42:29, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5211, top5_acc: 0.7543, loss_cls: 2.0703, loss: 2.0703, grad_norm: 3.6521 2021-06-17 16:19:57,922 - mmaction - INFO - Epoch [19][1020/1879] lr: 2.000e-02, eta: 9:42:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7500, loss_cls: 2.1224, loss: 2.1224, grad_norm: 3.7585 2021-06-17 16:20:09,185 - mmaction - INFO - Epoch [19][1040/1879] lr: 2.000e-02, eta: 9:42:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5309, top5_acc: 0.7633, loss_cls: 2.0390, loss: 2.0390, grad_norm: 3.5827 2021-06-17 16:20:20,533 - mmaction - INFO - Epoch [19][1060/1879] lr: 2.000e-02, eta: 9:41:51, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7727, loss_cls: 1.9840, loss: 1.9840, grad_norm: 3.7341 2021-06-17 16:20:31,720 - mmaction - INFO - Epoch [19][1080/1879] lr: 2.000e-02, eta: 9:41:38, time: 0.559, data_time: 0.000, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7723, loss_cls: 2.0364, loss: 2.0364, grad_norm: 3.6878 2021-06-17 16:20:42,978 - mmaction - INFO - Epoch [19][1100/1879] lr: 2.000e-02, eta: 9:41:26, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5051, top5_acc: 0.7547, loss_cls: 2.0792, loss: 2.0792, grad_norm: 3.6425 2021-06-17 16:20:54,231 - mmaction - INFO - Epoch [19][1120/1879] lr: 2.000e-02, eta: 9:41:13, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7586, loss_cls: 2.0464, loss: 2.0464, grad_norm: 3.5665 2021-06-17 16:21:05,553 - mmaction - INFO - Epoch [19][1140/1879] lr: 2.000e-02, eta: 9:41:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7465, loss_cls: 2.1425, loss: 2.1425, grad_norm: 3.7114 2021-06-17 16:21:16,887 - mmaction - INFO - Epoch [19][1160/1879] lr: 2.000e-02, eta: 9:40:47, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7531, loss_cls: 2.1045, loss: 2.1045, grad_norm: 3.6851 2021-06-17 16:21:28,126 - mmaction - INFO - Epoch [19][1180/1879] lr: 2.000e-02, eta: 9:40:35, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7383, loss_cls: 2.1180, loss: 2.1180, grad_norm: 3.6654 2021-06-17 16:21:39,352 - mmaction - INFO - Epoch [19][1200/1879] lr: 2.000e-02, eta: 9:40:22, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7516, loss_cls: 2.0419, loss: 2.0419, grad_norm: 3.6923 2021-06-17 16:21:50,642 - mmaction - INFO - Epoch [19][1220/1879] lr: 2.000e-02, eta: 9:40:09, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7566, loss_cls: 2.1238, loss: 2.1238, grad_norm: 3.7225 2021-06-17 16:22:01,865 - mmaction - INFO - Epoch [19][1240/1879] lr: 2.000e-02, eta: 9:39:56, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7559, loss_cls: 2.0492, loss: 2.0492, grad_norm: 3.6134 2021-06-17 16:22:13,158 - mmaction - INFO - Epoch [19][1260/1879] lr: 2.000e-02, eta: 9:39:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7520, loss_cls: 2.0839, loss: 2.0839, grad_norm: 3.7088 2021-06-17 16:22:24,433 - mmaction - INFO - Epoch [19][1280/1879] lr: 2.000e-02, eta: 9:39:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7500, loss_cls: 2.1024, loss: 2.1024, grad_norm: 3.7790 2021-06-17 16:22:35,732 - mmaction - INFO - Epoch [19][1300/1879] lr: 2.000e-02, eta: 9:39:18, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5152, top5_acc: 0.7586, loss_cls: 2.0882, loss: 2.0882, grad_norm: 3.7530 2021-06-17 16:22:46,985 - mmaction - INFO - Epoch [19][1320/1879] lr: 2.000e-02, eta: 9:39:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7547, loss_cls: 2.0600, loss: 2.0600, grad_norm: 3.7331 2021-06-17 16:22:58,288 - mmaction - INFO - Epoch [19][1340/1879] lr: 2.000e-02, eta: 9:38:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7570, loss_cls: 2.0126, loss: 2.0126, grad_norm: 3.6332 2021-06-17 16:23:09,579 - mmaction - INFO - Epoch [19][1360/1879] lr: 2.000e-02, eta: 9:38:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7555, loss_cls: 2.0979, loss: 2.0979, grad_norm: 3.6720 2021-06-17 16:23:20,841 - mmaction - INFO - Epoch [19][1380/1879] lr: 2.000e-02, eta: 9:38:27, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7621, loss_cls: 2.0477, loss: 2.0477, grad_norm: 3.6109 2021-06-17 16:23:32,107 - mmaction - INFO - Epoch [19][1400/1879] lr: 2.000e-02, eta: 9:38:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7562, loss_cls: 2.0768, loss: 2.0768, grad_norm: 3.6682 2021-06-17 16:23:43,403 - mmaction - INFO - Epoch [19][1420/1879] lr: 2.000e-02, eta: 9:38:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5270, top5_acc: 0.7492, loss_cls: 2.1006, loss: 2.1006, grad_norm: 3.7012 2021-06-17 16:23:54,681 - mmaction - INFO - Epoch [19][1440/1879] lr: 2.000e-02, eta: 9:37:49, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7434, loss_cls: 2.1196, loss: 2.1196, grad_norm: 3.7018 2021-06-17 16:24:05,942 - mmaction - INFO - Epoch [19][1460/1879] lr: 2.000e-02, eta: 9:37:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7465, loss_cls: 2.1222, loss: 2.1222, grad_norm: 3.7283 2021-06-17 16:24:17,258 - mmaction - INFO - Epoch [19][1480/1879] lr: 2.000e-02, eta: 9:37:24, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7484, loss_cls: 2.1216, loss: 2.1216, grad_norm: 3.7324 2021-06-17 16:24:28,593 - mmaction - INFO - Epoch [19][1500/1879] lr: 2.000e-02, eta: 9:37:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5121, top5_acc: 0.7418, loss_cls: 2.1316, loss: 2.1316, grad_norm: 3.7839 2021-06-17 16:24:39,897 - mmaction - INFO - Epoch [19][1520/1879] lr: 2.000e-02, eta: 9:36:59, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7449, loss_cls: 2.1103, loss: 2.1103, grad_norm: 3.7140 2021-06-17 16:24:51,188 - mmaction - INFO - Epoch [19][1540/1879] lr: 2.000e-02, eta: 9:36:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7520, loss_cls: 2.1018, loss: 2.1018, grad_norm: 3.6556 2021-06-17 16:25:02,509 - mmaction - INFO - Epoch [19][1560/1879] lr: 2.000e-02, eta: 9:36:33, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7625, loss_cls: 2.0177, loss: 2.0177, grad_norm: 3.6397 2021-06-17 16:25:13,804 - mmaction - INFO - Epoch [19][1580/1879] lr: 2.000e-02, eta: 9:36:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7312, loss_cls: 2.1565, loss: 2.1565, grad_norm: 3.7055 2021-06-17 16:25:25,040 - mmaction - INFO - Epoch [19][1600/1879] lr: 2.000e-02, eta: 9:36:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7738, loss_cls: 1.9813, loss: 1.9813, grad_norm: 3.5790 2021-06-17 16:25:36,329 - mmaction - INFO - Epoch [19][1620/1879] lr: 2.000e-02, eta: 9:35:55, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7492, loss_cls: 2.1351, loss: 2.1351, grad_norm: 3.7939 2021-06-17 16:25:47,578 - mmaction - INFO - Epoch [19][1640/1879] lr: 2.000e-02, eta: 9:35:42, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7418, loss_cls: 2.1694, loss: 2.1694, grad_norm: 3.6884 2021-06-17 16:25:58,870 - mmaction - INFO - Epoch [19][1660/1879] lr: 2.000e-02, eta: 9:35:30, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5316, top5_acc: 0.7664, loss_cls: 1.9977, loss: 1.9977, grad_norm: 3.6587 2021-06-17 16:26:10,226 - mmaction - INFO - Epoch [19][1680/1879] lr: 2.000e-02, eta: 9:35:17, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7578, loss_cls: 2.0376, loss: 2.0376, grad_norm: 3.6937 2021-06-17 16:26:21,483 - mmaction - INFO - Epoch [19][1700/1879] lr: 2.000e-02, eta: 9:35:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7531, loss_cls: 2.1122, loss: 2.1122, grad_norm: 3.7971 2021-06-17 16:26:32,822 - mmaction - INFO - Epoch [19][1720/1879] lr: 2.000e-02, eta: 9:34:52, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7535, loss_cls: 2.0905, loss: 2.0905, grad_norm: 3.7164 2021-06-17 16:26:44,114 - mmaction - INFO - Epoch [19][1740/1879] lr: 2.000e-02, eta: 9:34:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7449, loss_cls: 2.1722, loss: 2.1722, grad_norm: 3.6906 2021-06-17 16:26:55,383 - mmaction - INFO - Epoch [19][1760/1879] lr: 2.000e-02, eta: 9:34:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7578, loss_cls: 2.0716, loss: 2.0716, grad_norm: 3.6335 2021-06-17 16:27:06,685 - mmaction - INFO - Epoch [19][1780/1879] lr: 2.000e-02, eta: 9:34:14, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7672, loss_cls: 2.0906, loss: 2.0906, grad_norm: 3.6928 2021-06-17 16:27:17,977 - mmaction - INFO - Epoch [19][1800/1879] lr: 2.000e-02, eta: 9:34:01, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7492, loss_cls: 2.1061, loss: 2.1061, grad_norm: 3.6766 2021-06-17 16:27:29,268 - mmaction - INFO - Epoch [19][1820/1879] lr: 2.000e-02, eta: 9:33:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7543, loss_cls: 2.0905, loss: 2.0905, grad_norm: 3.7142 2021-06-17 16:27:40,533 - mmaction - INFO - Epoch [19][1840/1879] lr: 2.000e-02, eta: 9:33:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7480, loss_cls: 2.0786, loss: 2.0786, grad_norm: 3.7569 2021-06-17 16:27:51,809 - mmaction - INFO - Epoch [19][1860/1879] lr: 2.000e-02, eta: 9:33:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7480, loss_cls: 2.1109, loss: 2.1109, grad_norm: 3.6806 2021-06-17 16:28:03,324 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-17 16:29:12,209 - mmaction - INFO - Epoch [20][20/1879] lr: 2.000e-02, eta: 9:34:13, time: 3.400, data_time: 2.838, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7527, loss_cls: 2.0813, loss: 2.0813, grad_norm: 3.6598 2021-06-17 16:29:23,281 - mmaction - INFO - Epoch [20][40/1879] lr: 2.000e-02, eta: 9:34:00, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7754, loss_cls: 1.9908, loss: 1.9908, grad_norm: 3.6341 2021-06-17 16:29:34,345 - mmaction - INFO - Epoch [20][60/1879] lr: 2.000e-02, eta: 9:33:47, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7695, loss_cls: 2.0113, loss: 2.0113, grad_norm: 3.6638 2021-06-17 16:29:45,401 - mmaction - INFO - Epoch [20][80/1879] lr: 2.000e-02, eta: 9:33:34, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7566, loss_cls: 2.0666, loss: 2.0666, grad_norm: 3.6757 2021-06-17 16:29:56,509 - mmaction - INFO - Epoch [20][100/1879] lr: 2.000e-02, eta: 9:33:21, time: 0.556, data_time: 0.001, memory: 7080, top1_acc: 0.5332, top5_acc: 0.7773, loss_cls: 1.9573, loss: 1.9573, grad_norm: 3.5935 2021-06-17 16:30:07,786 - mmaction - INFO - Epoch [20][120/1879] lr: 2.000e-02, eta: 9:33:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7492, loss_cls: 2.0798, loss: 2.0798, grad_norm: 3.6191 2021-06-17 16:30:19,006 - mmaction - INFO - Epoch [20][140/1879] lr: 2.000e-02, eta: 9:32:56, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.4914, top5_acc: 0.7457, loss_cls: 2.1264, loss: 2.1264, grad_norm: 3.7739 2021-06-17 16:30:30,284 - mmaction - INFO - Epoch [20][160/1879] lr: 2.000e-02, eta: 9:32:43, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7465, loss_cls: 2.1024, loss: 2.1024, grad_norm: 3.6701 2021-06-17 16:30:41,636 - mmaction - INFO - Epoch [20][180/1879] lr: 2.000e-02, eta: 9:32:30, time: 0.569, data_time: 0.003, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7555, loss_cls: 2.0441, loss: 2.0441, grad_norm: 3.7066 2021-06-17 16:30:52,943 - mmaction - INFO - Epoch [20][200/1879] lr: 2.000e-02, eta: 9:32:18, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7676, loss_cls: 2.0096, loss: 2.0096, grad_norm: 3.6274 2021-06-17 16:31:04,285 - mmaction - INFO - Epoch [20][220/1879] lr: 2.000e-02, eta: 9:32:05, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7570, loss_cls: 2.0443, loss: 2.0443, grad_norm: 3.7537 2021-06-17 16:31:15,583 - mmaction - INFO - Epoch [20][240/1879] lr: 2.000e-02, eta: 9:31:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7715, loss_cls: 1.9984, loss: 1.9984, grad_norm: 3.6339 2021-06-17 16:31:26,829 - mmaction - INFO - Epoch [20][260/1879] lr: 2.000e-02, eta: 9:31:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7531, loss_cls: 2.1081, loss: 2.1081, grad_norm: 3.7076 2021-06-17 16:31:38,130 - mmaction - INFO - Epoch [20][280/1879] lr: 2.000e-02, eta: 9:31:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7711, loss_cls: 1.9754, loss: 1.9754, grad_norm: 3.6338 2021-06-17 16:31:49,432 - mmaction - INFO - Epoch [20][300/1879] lr: 2.000e-02, eta: 9:31:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7441, loss_cls: 2.1030, loss: 2.1030, grad_norm: 3.7404 2021-06-17 16:32:00,762 - mmaction - INFO - Epoch [20][320/1879] lr: 2.000e-02, eta: 9:31:02, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7469, loss_cls: 2.1062, loss: 2.1062, grad_norm: 3.6714 2021-06-17 16:32:12,038 - mmaction - INFO - Epoch [20][340/1879] lr: 2.000e-02, eta: 9:30:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7574, loss_cls: 2.0488, loss: 2.0488, grad_norm: 3.6534 2021-06-17 16:32:23,332 - mmaction - INFO - Epoch [20][360/1879] lr: 2.000e-02, eta: 9:30:36, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7559, loss_cls: 2.0657, loss: 2.0657, grad_norm: 3.7591 2021-06-17 16:32:34,572 - mmaction - INFO - Epoch [20][380/1879] lr: 2.000e-02, eta: 9:30:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5234, top5_acc: 0.7621, loss_cls: 2.0340, loss: 2.0340, grad_norm: 3.7582 2021-06-17 16:32:45,849 - mmaction - INFO - Epoch [20][400/1879] lr: 2.000e-02, eta: 9:30:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7609, loss_cls: 2.0449, loss: 2.0449, grad_norm: 3.6770 2021-06-17 16:32:57,196 - mmaction - INFO - Epoch [20][420/1879] lr: 2.000e-02, eta: 9:29:58, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7688, loss_cls: 2.0322, loss: 2.0322, grad_norm: 3.7680 2021-06-17 16:33:08,499 - mmaction - INFO - Epoch [20][440/1879] lr: 2.000e-02, eta: 9:29:45, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7641, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.7360 2021-06-17 16:33:19,774 - mmaction - INFO - Epoch [20][460/1879] lr: 2.000e-02, eta: 9:29:33, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7523, loss_cls: 2.0628, loss: 2.0628, grad_norm: 3.6936 2021-06-17 16:33:31,070 - mmaction - INFO - Epoch [20][480/1879] lr: 2.000e-02, eta: 9:29:20, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7562, loss_cls: 2.0862, loss: 2.0862, grad_norm: 3.6959 2021-06-17 16:33:42,332 - mmaction - INFO - Epoch [20][500/1879] lr: 2.000e-02, eta: 9:29:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7473, loss_cls: 2.1425, loss: 2.1425, grad_norm: 3.7640 2021-06-17 16:33:53,548 - mmaction - INFO - Epoch [20][520/1879] lr: 2.000e-02, eta: 9:28:54, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.5051, top5_acc: 0.7480, loss_cls: 2.1001, loss: 2.1001, grad_norm: 3.6582 2021-06-17 16:34:04,876 - mmaction - INFO - Epoch [20][540/1879] lr: 2.000e-02, eta: 9:28:42, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7637, loss_cls: 2.0104, loss: 2.0104, grad_norm: 3.6374 2021-06-17 16:34:16,198 - mmaction - INFO - Epoch [20][560/1879] lr: 2.000e-02, eta: 9:28:29, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7457, loss_cls: 2.0606, loss: 2.0606, grad_norm: 3.7040 2021-06-17 16:34:27,451 - mmaction - INFO - Epoch [20][580/1879] lr: 2.000e-02, eta: 9:28:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7660, loss_cls: 2.0027, loss: 2.0027, grad_norm: 3.6195 2021-06-17 16:34:38,769 - mmaction - INFO - Epoch [20][600/1879] lr: 2.000e-02, eta: 9:28:04, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7590, loss_cls: 2.0623, loss: 2.0623, grad_norm: 3.5992 2021-06-17 16:34:50,081 - mmaction - INFO - Epoch [20][620/1879] lr: 2.000e-02, eta: 9:27:51, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7574, loss_cls: 2.0442, loss: 2.0442, grad_norm: 3.6643 2021-06-17 16:35:01,319 - mmaction - INFO - Epoch [20][640/1879] lr: 2.000e-02, eta: 9:27:38, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7555, loss_cls: 2.0534, loss: 2.0534, grad_norm: 3.6570 2021-06-17 16:35:12,566 - mmaction - INFO - Epoch [20][660/1879] lr: 2.000e-02, eta: 9:27:26, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7645, loss_cls: 2.0049, loss: 2.0049, grad_norm: 3.5827 2021-06-17 16:35:23,878 - mmaction - INFO - Epoch [20][680/1879] lr: 2.000e-02, eta: 9:27:13, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7449, loss_cls: 2.1065, loss: 2.1065, grad_norm: 3.8566 2021-06-17 16:35:35,140 - mmaction - INFO - Epoch [20][700/1879] lr: 2.000e-02, eta: 9:27:00, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7555, loss_cls: 2.0823, loss: 2.0823, grad_norm: 3.7814 2021-06-17 16:35:46,439 - mmaction - INFO - Epoch [20][720/1879] lr: 2.000e-02, eta: 9:26:48, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5258, top5_acc: 0.7738, loss_cls: 2.0091, loss: 2.0091, grad_norm: 3.6665 2021-06-17 16:35:57,675 - mmaction - INFO - Epoch [20][740/1879] lr: 2.000e-02, eta: 9:26:35, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7484, loss_cls: 2.0706, loss: 2.0706, grad_norm: 3.8144 2021-06-17 16:36:08,937 - mmaction - INFO - Epoch [20][760/1879] lr: 2.000e-02, eta: 9:26:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5336, top5_acc: 0.7727, loss_cls: 1.9910, loss: 1.9910, grad_norm: 3.6108 2021-06-17 16:36:20,216 - mmaction - INFO - Epoch [20][780/1879] lr: 2.000e-02, eta: 9:26:10, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7586, loss_cls: 2.0787, loss: 2.0787, grad_norm: 3.8248 2021-06-17 16:36:31,514 - mmaction - INFO - Epoch [20][800/1879] lr: 2.000e-02, eta: 9:25:57, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5211, top5_acc: 0.7496, loss_cls: 2.0891, loss: 2.0891, grad_norm: 3.6585 2021-06-17 16:36:42,703 - mmaction - INFO - Epoch [20][820/1879] lr: 2.000e-02, eta: 9:25:44, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7609, loss_cls: 2.0180, loss: 2.0180, grad_norm: 3.6479 2021-06-17 16:36:54,078 - mmaction - INFO - Epoch [20][840/1879] lr: 2.000e-02, eta: 9:25:32, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7641, loss_cls: 2.0356, loss: 2.0356, grad_norm: 3.6014 2021-06-17 16:37:05,251 - mmaction - INFO - Epoch [20][860/1879] lr: 2.000e-02, eta: 9:25:19, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7691, loss_cls: 2.0237, loss: 2.0237, grad_norm: 3.7203 2021-06-17 16:37:16,449 - mmaction - INFO - Epoch [20][880/1879] lr: 2.000e-02, eta: 9:25:06, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7453, loss_cls: 2.1450, loss: 2.1450, grad_norm: 3.7962 2021-06-17 16:37:27,717 - mmaction - INFO - Epoch [20][900/1879] lr: 2.000e-02, eta: 9:24:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7520, loss_cls: 2.0758, loss: 2.0758, grad_norm: 3.7504 2021-06-17 16:37:39,054 - mmaction - INFO - Epoch [20][920/1879] lr: 2.000e-02, eta: 9:24:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5184, top5_acc: 0.7566, loss_cls: 2.0554, loss: 2.0554, grad_norm: 3.6559 2021-06-17 16:37:50,307 - mmaction - INFO - Epoch [20][940/1879] lr: 2.000e-02, eta: 9:24:28, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7605, loss_cls: 2.0518, loss: 2.0518, grad_norm: 3.7137 2021-06-17 16:38:01,596 - mmaction - INFO - Epoch [20][960/1879] lr: 2.000e-02, eta: 9:24:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7508, loss_cls: 2.0635, loss: 2.0635, grad_norm: 3.6796 2021-06-17 16:38:12,867 - mmaction - INFO - Epoch [20][980/1879] lr: 2.000e-02, eta: 9:24:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7719, loss_cls: 2.0065, loss: 2.0065, grad_norm: 3.5503 2021-06-17 16:38:24,165 - mmaction - INFO - Epoch [20][1000/1879] lr: 2.000e-02, eta: 9:23:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7625, loss_cls: 2.0336, loss: 2.0336, grad_norm: 3.7436 2021-06-17 16:38:35,494 - mmaction - INFO - Epoch [20][1020/1879] lr: 2.000e-02, eta: 9:23:37, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7562, loss_cls: 2.0607, loss: 2.0607, grad_norm: 3.7368 2021-06-17 16:38:46,718 - mmaction - INFO - Epoch [20][1040/1879] lr: 2.000e-02, eta: 9:23:25, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5316, top5_acc: 0.7699, loss_cls: 1.9808, loss: 1.9808, grad_norm: 3.6959 2021-06-17 16:38:58,025 - mmaction - INFO - Epoch [20][1060/1879] lr: 2.000e-02, eta: 9:23:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7664, loss_cls: 2.0244, loss: 2.0244, grad_norm: 3.6502 2021-06-17 16:39:09,225 - mmaction - INFO - Epoch [20][1080/1879] lr: 2.000e-02, eta: 9:22:59, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7574, loss_cls: 2.0119, loss: 2.0119, grad_norm: 3.6344 2021-06-17 16:39:20,472 - mmaction - INFO - Epoch [20][1100/1879] lr: 2.000e-02, eta: 9:22:47, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7523, loss_cls: 2.0771, loss: 2.0771, grad_norm: 3.7600 2021-06-17 16:39:31,778 - mmaction - INFO - Epoch [20][1120/1879] lr: 2.000e-02, eta: 9:22:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7531, loss_cls: 2.0306, loss: 2.0306, grad_norm: 3.6706 2021-06-17 16:39:43,053 - mmaction - INFO - Epoch [20][1140/1879] lr: 2.000e-02, eta: 9:22:21, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7492, loss_cls: 2.0840, loss: 2.0840, grad_norm: 3.7067 2021-06-17 16:39:54,277 - mmaction - INFO - Epoch [20][1160/1879] lr: 2.000e-02, eta: 9:22:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5301, top5_acc: 0.7746, loss_cls: 1.9904, loss: 1.9904, grad_norm: 3.7073 2021-06-17 16:40:05,549 - mmaction - INFO - Epoch [20][1180/1879] lr: 2.000e-02, eta: 9:21:56, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7582, loss_cls: 2.0543, loss: 2.0543, grad_norm: 3.7459 2021-06-17 16:40:16,846 - mmaction - INFO - Epoch [20][1200/1879] lr: 2.000e-02, eta: 9:21:43, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7676, loss_cls: 2.0021, loss: 2.0021, grad_norm: 3.7738 2021-06-17 16:40:28,093 - mmaction - INFO - Epoch [20][1220/1879] lr: 2.000e-02, eta: 9:21:31, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7641, loss_cls: 2.0754, loss: 2.0754, grad_norm: 3.6985 2021-06-17 16:40:39,320 - mmaction - INFO - Epoch [20][1240/1879] lr: 2.000e-02, eta: 9:21:18, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7461, loss_cls: 2.1229, loss: 2.1229, grad_norm: 3.6530 2021-06-17 16:40:50,622 - mmaction - INFO - Epoch [20][1260/1879] lr: 2.000e-02, eta: 9:21:05, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7609, loss_cls: 2.0771, loss: 2.0771, grad_norm: 3.6988 2021-06-17 16:41:01,911 - mmaction - INFO - Epoch [20][1280/1879] lr: 2.000e-02, eta: 9:20:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7590, loss_cls: 2.0926, loss: 2.0926, grad_norm: 3.7367 2021-06-17 16:41:13,174 - mmaction - INFO - Epoch [20][1300/1879] lr: 2.000e-02, eta: 9:20:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7684, loss_cls: 2.0168, loss: 2.0168, grad_norm: 3.6682 2021-06-17 16:41:24,426 - mmaction - INFO - Epoch [20][1320/1879] lr: 2.000e-02, eta: 9:20:27, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7562, loss_cls: 2.1001, loss: 2.1001, grad_norm: 3.7557 2021-06-17 16:41:35,785 - mmaction - INFO - Epoch [20][1340/1879] lr: 2.000e-02, eta: 9:20:15, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7512, loss_cls: 2.1354, loss: 2.1354, grad_norm: 3.6705 2021-06-17 16:41:47,090 - mmaction - INFO - Epoch [20][1360/1879] lr: 2.000e-02, eta: 9:20:02, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7605, loss_cls: 2.0591, loss: 2.0591, grad_norm: 3.5919 2021-06-17 16:41:58,319 - mmaction - INFO - Epoch [20][1380/1879] lr: 2.000e-02, eta: 9:19:50, time: 0.562, data_time: 0.000, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7512, loss_cls: 2.1235, loss: 2.1235, grad_norm: 3.6713 2021-06-17 16:42:09,579 - mmaction - INFO - Epoch [20][1400/1879] lr: 2.000e-02, eta: 9:19:37, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7648, loss_cls: 2.0390, loss: 2.0390, grad_norm: 3.6017 2021-06-17 16:42:20,845 - mmaction - INFO - Epoch [20][1420/1879] lr: 2.000e-02, eta: 9:19:24, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5332, top5_acc: 0.7711, loss_cls: 1.9874, loss: 1.9874, grad_norm: 3.6558 2021-06-17 16:42:32,064 - mmaction - INFO - Epoch [20][1440/1879] lr: 2.000e-02, eta: 9:19:11, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7574, loss_cls: 2.0599, loss: 2.0599, grad_norm: 3.7532 2021-06-17 16:42:43,387 - mmaction - INFO - Epoch [20][1460/1879] lr: 2.000e-02, eta: 9:18:59, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7543, loss_cls: 2.0784, loss: 2.0784, grad_norm: 3.6529 2021-06-17 16:42:54,732 - mmaction - INFO - Epoch [20][1480/1879] lr: 2.000e-02, eta: 9:18:46, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7582, loss_cls: 2.0364, loss: 2.0364, grad_norm: 3.6648 2021-06-17 16:43:05,933 - mmaction - INFO - Epoch [20][1500/1879] lr: 2.000e-02, eta: 9:18:34, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7551, loss_cls: 2.0929, loss: 2.0929, grad_norm: 3.7244 2021-06-17 16:43:17,165 - mmaction - INFO - Epoch [20][1520/1879] lr: 2.000e-02, eta: 9:18:21, time: 0.562, data_time: 0.000, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7496, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.7015 2021-06-17 16:43:28,469 - mmaction - INFO - Epoch [20][1540/1879] lr: 2.000e-02, eta: 9:18:08, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7504, loss_cls: 2.1190, loss: 2.1190, grad_norm: 3.7143 2021-06-17 16:43:39,792 - mmaction - INFO - Epoch [20][1560/1879] lr: 2.000e-02, eta: 9:17:56, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7480, loss_cls: 2.0904, loss: 2.0904, grad_norm: 3.5847 2021-06-17 16:43:51,101 - mmaction - INFO - Epoch [20][1580/1879] lr: 2.000e-02, eta: 9:17:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7582, loss_cls: 2.0074, loss: 2.0074, grad_norm: 3.5959 2021-06-17 16:44:02,468 - mmaction - INFO - Epoch [20][1600/1879] lr: 2.000e-02, eta: 9:17:31, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.5316, top5_acc: 0.7660, loss_cls: 2.0461, loss: 2.0461, grad_norm: 3.7545 2021-06-17 16:44:13,712 - mmaction - INFO - Epoch [20][1620/1879] lr: 2.000e-02, eta: 9:17:18, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7590, loss_cls: 2.0325, loss: 2.0325, grad_norm: 3.7021 2021-06-17 16:44:24,961 - mmaction - INFO - Epoch [20][1640/1879] lr: 2.000e-02, eta: 9:17:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7531, loss_cls: 2.0658, loss: 2.0658, grad_norm: 3.6990 2021-06-17 16:44:36,235 - mmaction - INFO - Epoch [20][1660/1879] lr: 2.000e-02, eta: 9:16:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5359, top5_acc: 0.7566, loss_cls: 2.0391, loss: 2.0391, grad_norm: 3.5784 2021-06-17 16:44:47,522 - mmaction - INFO - Epoch [20][1680/1879] lr: 2.000e-02, eta: 9:16:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7586, loss_cls: 2.0594, loss: 2.0594, grad_norm: 3.6565 2021-06-17 16:44:58,822 - mmaction - INFO - Epoch [20][1700/1879] lr: 2.000e-02, eta: 9:16:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7676, loss_cls: 1.9825, loss: 1.9825, grad_norm: 3.5823 2021-06-17 16:45:10,053 - mmaction - INFO - Epoch [20][1720/1879] lr: 2.000e-02, eta: 9:16:15, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7492, loss_cls: 2.0793, loss: 2.0793, grad_norm: 3.7863 2021-06-17 16:45:21,351 - mmaction - INFO - Epoch [20][1740/1879] lr: 2.000e-02, eta: 9:16:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7582, loss_cls: 2.0462, loss: 2.0462, grad_norm: 3.6863 2021-06-17 16:45:32,615 - mmaction - INFO - Epoch [20][1760/1879] lr: 2.000e-02, eta: 9:15:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7711, loss_cls: 2.0016, loss: 2.0016, grad_norm: 3.7467 2021-06-17 16:45:43,879 - mmaction - INFO - Epoch [20][1780/1879] lr: 2.000e-02, eta: 9:15:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7418, loss_cls: 2.1418, loss: 2.1418, grad_norm: 3.7553 2021-06-17 16:45:55,172 - mmaction - INFO - Epoch [20][1800/1879] lr: 2.000e-02, eta: 9:15:25, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7488, loss_cls: 2.0887, loss: 2.0887, grad_norm: 3.6958 2021-06-17 16:46:06,485 - mmaction - INFO - Epoch [20][1820/1879] lr: 2.000e-02, eta: 9:15:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7598, loss_cls: 2.1073, loss: 2.1073, grad_norm: 3.6538 2021-06-17 16:46:17,686 - mmaction - INFO - Epoch [20][1840/1879] lr: 2.000e-02, eta: 9:14:59, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7598, loss_cls: 2.0639, loss: 2.0639, grad_norm: 3.7027 2021-06-17 16:46:28,963 - mmaction - INFO - Epoch [20][1860/1879] lr: 2.000e-02, eta: 9:14:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7496, loss_cls: 2.0641, loss: 2.0641, grad_norm: 3.6320 2021-06-17 16:46:40,430 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-17 16:47:50,592 - mmaction - INFO - Epoch [21][20/1879] lr: 2.000e-03, eta: 9:15:33, time: 3.469, data_time: 2.919, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7664, loss_cls: 2.0125, loss: 2.0125, grad_norm: 3.6169 2021-06-17 16:48:01,654 - mmaction - INFO - Epoch [21][40/1879] lr: 2.000e-03, eta: 9:15:20, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7797, loss_cls: 1.9444, loss: 1.9444, grad_norm: 3.5787 2021-06-17 16:48:12,700 - mmaction - INFO - Epoch [21][60/1879] lr: 2.000e-03, eta: 9:15:07, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.5434, top5_acc: 0.7715, loss_cls: 1.9418, loss: 1.9418, grad_norm: 3.5363 2021-06-17 16:48:23,763 - mmaction - INFO - Epoch [21][80/1879] lr: 2.000e-03, eta: 9:14:54, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.5660, top5_acc: 0.7883, loss_cls: 1.8673, loss: 1.8673, grad_norm: 3.4941 2021-06-17 16:48:34,858 - mmaction - INFO - Epoch [21][100/1879] lr: 2.000e-03, eta: 9:14:41, time: 0.555, data_time: 0.001, memory: 7080, top1_acc: 0.5676, top5_acc: 0.7918, loss_cls: 1.8272, loss: 1.8272, grad_norm: 3.4471 2021-06-17 16:48:46,149 - mmaction - INFO - Epoch [21][120/1879] lr: 2.000e-03, eta: 9:14:29, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5891, top5_acc: 0.7961, loss_cls: 1.8066, loss: 1.8066, grad_norm: 3.4162 2021-06-17 16:48:57,464 - mmaction - INFO - Epoch [21][140/1879] lr: 2.000e-03, eta: 9:14:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5707, top5_acc: 0.7953, loss_cls: 1.8068, loss: 1.8068, grad_norm: 3.4791 2021-06-17 16:49:08,884 - mmaction - INFO - Epoch [21][160/1879] lr: 2.000e-03, eta: 9:14:04, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5707, top5_acc: 0.8074, loss_cls: 1.7348, loss: 1.7348, grad_norm: 3.4912 2021-06-17 16:49:20,200 - mmaction - INFO - Epoch [21][180/1879] lr: 2.000e-03, eta: 9:13:51, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5750, top5_acc: 0.7871, loss_cls: 1.8024, loss: 1.8024, grad_norm: 3.4500 2021-06-17 16:49:31,542 - mmaction - INFO - Epoch [21][200/1879] lr: 2.000e-03, eta: 9:13:38, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5664, top5_acc: 0.7875, loss_cls: 1.8535, loss: 1.8535, grad_norm: 3.5520 2021-06-17 16:49:42,865 - mmaction - INFO - Epoch [21][220/1879] lr: 2.000e-03, eta: 9:13:26, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5660, top5_acc: 0.7914, loss_cls: 1.8330, loss: 1.8330, grad_norm: 3.5569 2021-06-17 16:49:54,220 - mmaction - INFO - Epoch [21][240/1879] lr: 2.000e-03, eta: 9:13:13, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5629, top5_acc: 0.7852, loss_cls: 1.8419, loss: 1.8419, grad_norm: 3.5477 2021-06-17 16:50:05,474 - mmaction - INFO - Epoch [21][260/1879] lr: 2.000e-03, eta: 9:13:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5758, top5_acc: 0.7953, loss_cls: 1.7911, loss: 1.7911, grad_norm: 3.4904 2021-06-17 16:50:16,800 - mmaction - INFO - Epoch [21][280/1879] lr: 2.000e-03, eta: 9:12:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5641, top5_acc: 0.7988, loss_cls: 1.7674, loss: 1.7674, grad_norm: 3.5428 2021-06-17 16:50:28,190 - mmaction - INFO - Epoch [21][300/1879] lr: 2.000e-03, eta: 9:12:36, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5746, top5_acc: 0.7926, loss_cls: 1.8005, loss: 1.8005, grad_norm: 3.4830 2021-06-17 16:50:39,458 - mmaction - INFO - Epoch [21][320/1879] lr: 2.000e-03, eta: 9:12:23, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5836, top5_acc: 0.7965, loss_cls: 1.7490, loss: 1.7490, grad_norm: 3.4836 2021-06-17 16:50:50,695 - mmaction - INFO - Epoch [21][340/1879] lr: 2.000e-03, eta: 9:12:10, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5836, top5_acc: 0.8043, loss_cls: 1.7434, loss: 1.7434, grad_norm: 3.4746 2021-06-17 16:51:01,998 - mmaction - INFO - Epoch [21][360/1879] lr: 2.000e-03, eta: 9:11:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5793, top5_acc: 0.8000, loss_cls: 1.7789, loss: 1.7789, grad_norm: 3.5836 2021-06-17 16:51:13,290 - mmaction - INFO - Epoch [21][380/1879] lr: 2.000e-03, eta: 9:11:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5859, top5_acc: 0.7906, loss_cls: 1.7797, loss: 1.7797, grad_norm: 3.5320 2021-06-17 16:51:24,553 - mmaction - INFO - Epoch [21][400/1879] lr: 2.000e-03, eta: 9:11:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5750, top5_acc: 0.7980, loss_cls: 1.7779, loss: 1.7779, grad_norm: 3.5086 2021-06-17 16:51:35,760 - mmaction - INFO - Epoch [21][420/1879] lr: 2.000e-03, eta: 9:11:20, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5805, top5_acc: 0.7887, loss_cls: 1.7967, loss: 1.7967, grad_norm: 3.4888 2021-06-17 16:51:47,036 - mmaction - INFO - Epoch [21][440/1879] lr: 2.000e-03, eta: 9:11:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5914, top5_acc: 0.8043, loss_cls: 1.7618, loss: 1.7618, grad_norm: 3.5510 2021-06-17 16:51:58,292 - mmaction - INFO - Epoch [21][460/1879] lr: 2.000e-03, eta: 9:10:54, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5734, top5_acc: 0.7844, loss_cls: 1.8625, loss: 1.8625, grad_norm: 3.5591 2021-06-17 16:52:09,588 - mmaction - INFO - Epoch [21][480/1879] lr: 2.000e-03, eta: 9:10:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5793, top5_acc: 0.7953, loss_cls: 1.7758, loss: 1.7758, grad_norm: 3.5623 2021-06-17 16:52:20,869 - mmaction - INFO - Epoch [21][500/1879] lr: 2.000e-03, eta: 9:10:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5902, top5_acc: 0.8094, loss_cls: 1.7318, loss: 1.7318, grad_norm: 3.5049 2021-06-17 16:52:32,137 - mmaction - INFO - Epoch [21][520/1879] lr: 2.000e-03, eta: 9:10:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5848, top5_acc: 0.8000, loss_cls: 1.7655, loss: 1.7655, grad_norm: 3.4614 2021-06-17 16:52:43,383 - mmaction - INFO - Epoch [21][540/1879] lr: 2.000e-03, eta: 9:10:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5973, top5_acc: 0.8023, loss_cls: 1.7363, loss: 1.7363, grad_norm: 3.5465 2021-06-17 16:52:54,682 - mmaction - INFO - Epoch [21][560/1879] lr: 2.000e-03, eta: 9:09:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6008, top5_acc: 0.8152, loss_cls: 1.6969, loss: 1.6969, grad_norm: 3.6301 2021-06-17 16:53:05,853 - mmaction - INFO - Epoch [21][580/1879] lr: 2.000e-03, eta: 9:09:38, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5930, top5_acc: 0.8137, loss_cls: 1.6938, loss: 1.6938, grad_norm: 3.5486 2021-06-17 16:53:17,085 - mmaction - INFO - Epoch [21][600/1879] lr: 2.000e-03, eta: 9:09:26, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5766, top5_acc: 0.7922, loss_cls: 1.7987, loss: 1.7987, grad_norm: 3.5298 2021-06-17 16:53:28,324 - mmaction - INFO - Epoch [21][620/1879] lr: 2.000e-03, eta: 9:09:13, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5871, top5_acc: 0.8059, loss_cls: 1.7675, loss: 1.7675, grad_norm: 3.6523 2021-06-17 16:53:39,588 - mmaction - INFO - Epoch [21][640/1879] lr: 2.000e-03, eta: 9:09:00, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5852, top5_acc: 0.8023, loss_cls: 1.7578, loss: 1.7578, grad_norm: 3.5924 2021-06-17 16:53:50,928 - mmaction - INFO - Epoch [21][660/1879] lr: 2.000e-03, eta: 9:08:48, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.5887, top5_acc: 0.8012, loss_cls: 1.7610, loss: 1.7610, grad_norm: 3.5879 2021-06-17 16:54:02,197 - mmaction - INFO - Epoch [21][680/1879] lr: 2.000e-03, eta: 9:08:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5828, top5_acc: 0.8098, loss_cls: 1.7369, loss: 1.7369, grad_norm: 3.5617 2021-06-17 16:54:13,477 - mmaction - INFO - Epoch [21][700/1879] lr: 2.000e-03, eta: 9:08:23, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8098, loss_cls: 1.6814, loss: 1.6814, grad_norm: 3.5070 2021-06-17 16:54:24,712 - mmaction - INFO - Epoch [21][720/1879] lr: 2.000e-03, eta: 9:08:10, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5910, top5_acc: 0.8121, loss_cls: 1.7186, loss: 1.7186, grad_norm: 3.6374 2021-06-17 16:54:36,047 - mmaction - INFO - Epoch [21][740/1879] lr: 2.000e-03, eta: 9:07:58, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5918, top5_acc: 0.7973, loss_cls: 1.7077, loss: 1.7077, grad_norm: 3.5439 2021-06-17 16:54:47,290 - mmaction - INFO - Epoch [21][760/1879] lr: 2.000e-03, eta: 9:07:45, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5844, top5_acc: 0.7973, loss_cls: 1.7488, loss: 1.7488, grad_norm: 3.5333 2021-06-17 16:54:58,587 - mmaction - INFO - Epoch [21][780/1879] lr: 2.000e-03, eta: 9:07:32, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5926, top5_acc: 0.8137, loss_cls: 1.7017, loss: 1.7017, grad_norm: 3.5884 2021-06-17 16:55:09,912 - mmaction - INFO - Epoch [21][800/1879] lr: 2.000e-03, eta: 9:07:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5820, top5_acc: 0.7906, loss_cls: 1.7964, loss: 1.7964, grad_norm: 3.6032 2021-06-17 16:55:21,193 - mmaction - INFO - Epoch [21][820/1879] lr: 2.000e-03, eta: 9:07:07, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5922, top5_acc: 0.8070, loss_cls: 1.7434, loss: 1.7434, grad_norm: 3.5469 2021-06-17 16:55:32,533 - mmaction - INFO - Epoch [21][840/1879] lr: 2.000e-03, eta: 9:06:55, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.5996, top5_acc: 0.8152, loss_cls: 1.6804, loss: 1.6804, grad_norm: 3.5527 2021-06-17 16:55:43,829 - mmaction - INFO - Epoch [21][860/1879] lr: 2.000e-03, eta: 9:06:42, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8090, loss_cls: 1.6849, loss: 1.6849, grad_norm: 3.6293 2021-06-17 16:55:55,086 - mmaction - INFO - Epoch [21][880/1879] lr: 2.000e-03, eta: 9:06:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5816, top5_acc: 0.8129, loss_cls: 1.7200, loss: 1.7200, grad_norm: 3.6038 2021-06-17 16:56:06,374 - mmaction - INFO - Epoch [21][900/1879] lr: 2.000e-03, eta: 9:06:17, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5840, top5_acc: 0.8105, loss_cls: 1.7053, loss: 1.7053, grad_norm: 3.6021 2021-06-17 16:56:17,644 - mmaction - INFO - Epoch [21][920/1879] lr: 2.000e-03, eta: 9:06:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5965, top5_acc: 0.8137, loss_cls: 1.7027, loss: 1.7027, grad_norm: 3.6672 2021-06-17 16:56:29,041 - mmaction - INFO - Epoch [21][940/1879] lr: 2.000e-03, eta: 9:05:52, time: 0.571, data_time: 0.001, memory: 7080, top1_acc: 0.5922, top5_acc: 0.7996, loss_cls: 1.7202, loss: 1.7202, grad_norm: 3.6047 2021-06-17 16:56:40,367 - mmaction - INFO - Epoch [21][960/1879] lr: 2.000e-03, eta: 9:05:39, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5902, top5_acc: 0.7941, loss_cls: 1.7700, loss: 1.7700, grad_norm: 3.5736 2021-06-17 16:56:51,597 - mmaction - INFO - Epoch [21][980/1879] lr: 2.000e-03, eta: 9:05:27, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5930, top5_acc: 0.8063, loss_cls: 1.7478, loss: 1.7478, grad_norm: 3.6049 2021-06-17 16:57:02,823 - mmaction - INFO - Epoch [21][1000/1879] lr: 2.000e-03, eta: 9:05:14, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5914, top5_acc: 0.7980, loss_cls: 1.7495, loss: 1.7495, grad_norm: 3.7020 2021-06-17 16:57:14,067 - mmaction - INFO - Epoch [21][1020/1879] lr: 2.000e-03, eta: 9:05:01, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5875, top5_acc: 0.8047, loss_cls: 1.7573, loss: 1.7573, grad_norm: 3.5993 2021-06-17 16:57:25,386 - mmaction - INFO - Epoch [21][1040/1879] lr: 2.000e-03, eta: 9:04:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5902, top5_acc: 0.8016, loss_cls: 1.7526, loss: 1.7526, grad_norm: 3.6943 2021-06-17 16:57:36,662 - mmaction - INFO - Epoch [21][1060/1879] lr: 2.000e-03, eta: 9:04:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5980, top5_acc: 0.8086, loss_cls: 1.7316, loss: 1.7316, grad_norm: 3.6652 2021-06-17 16:57:47,924 - mmaction - INFO - Epoch [21][1080/1879] lr: 2.000e-03, eta: 9:04:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5813, top5_acc: 0.8012, loss_cls: 1.7442, loss: 1.7442, grad_norm: 3.6816 2021-06-17 16:57:59,237 - mmaction - INFO - Epoch [21][1100/1879] lr: 2.000e-03, eta: 9:04:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6023, top5_acc: 0.8121, loss_cls: 1.6907, loss: 1.6907, grad_norm: 3.5892 2021-06-17 16:58:10,559 - mmaction - INFO - Epoch [21][1120/1879] lr: 2.000e-03, eta: 9:03:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8203, loss_cls: 1.6622, loss: 1.6622, grad_norm: 3.6227 2021-06-17 16:58:21,803 - mmaction - INFO - Epoch [21][1140/1879] lr: 2.000e-03, eta: 9:03:46, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5809, top5_acc: 0.8129, loss_cls: 1.7259, loss: 1.7259, grad_norm: 3.7115 2021-06-17 16:58:33,074 - mmaction - INFO - Epoch [21][1160/1879] lr: 2.000e-03, eta: 9:03:33, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8215, loss_cls: 1.5960, loss: 1.5960, grad_norm: 3.5291 2021-06-17 16:58:44,363 - mmaction - INFO - Epoch [21][1180/1879] lr: 2.000e-03, eta: 9:03:21, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5891, top5_acc: 0.8000, loss_cls: 1.7505, loss: 1.7505, grad_norm: 3.6507 2021-06-17 16:58:55,628 - mmaction - INFO - Epoch [21][1200/1879] lr: 2.000e-03, eta: 9:03:08, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8320, loss_cls: 1.6054, loss: 1.6054, grad_norm: 3.5631 2021-06-17 16:59:06,868 - mmaction - INFO - Epoch [21][1220/1879] lr: 2.000e-03, eta: 9:02:56, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5988, top5_acc: 0.8145, loss_cls: 1.6679, loss: 1.6679, grad_norm: 3.5925 2021-06-17 16:59:18,172 - mmaction - INFO - Epoch [21][1240/1879] lr: 2.000e-03, eta: 9:02:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5996, top5_acc: 0.8133, loss_cls: 1.6997, loss: 1.6997, grad_norm: 3.7193 2021-06-17 16:59:29,452 - mmaction - INFO - Epoch [21][1260/1879] lr: 2.000e-03, eta: 9:02:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5801, top5_acc: 0.8133, loss_cls: 1.7372, loss: 1.7372, grad_norm: 3.7718 2021-06-17 16:59:40,722 - mmaction - INFO - Epoch [21][1280/1879] lr: 2.000e-03, eta: 9:02:18, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6016, top5_acc: 0.8125, loss_cls: 1.6908, loss: 1.6908, grad_norm: 3.5660 2021-06-17 16:59:52,045 - mmaction - INFO - Epoch [21][1300/1879] lr: 2.000e-03, eta: 9:02:05, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8109, loss_cls: 1.6853, loss: 1.6853, grad_norm: 3.5654 2021-06-17 17:00:03,314 - mmaction - INFO - Epoch [21][1320/1879] lr: 2.000e-03, eta: 9:01:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6016, top5_acc: 0.8180, loss_cls: 1.6845, loss: 1.6845, grad_norm: 3.6849 2021-06-17 17:00:14,535 - mmaction - INFO - Epoch [21][1340/1879] lr: 2.000e-03, eta: 9:01:40, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5938, top5_acc: 0.8074, loss_cls: 1.6934, loss: 1.6934, grad_norm: 3.6615 2021-06-17 17:00:25,808 - mmaction - INFO - Epoch [21][1360/1879] lr: 2.000e-03, eta: 9:01:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6031, top5_acc: 0.8238, loss_cls: 1.6718, loss: 1.6718, grad_norm: 3.6214 2021-06-17 17:00:37,155 - mmaction - INFO - Epoch [21][1380/1879] lr: 2.000e-03, eta: 9:01:15, time: 0.567, data_time: 0.000, memory: 7080, top1_acc: 0.6023, top5_acc: 0.8148, loss_cls: 1.6964, loss: 1.6964, grad_norm: 3.6620 2021-06-17 17:00:48,410 - mmaction - INFO - Epoch [21][1400/1879] lr: 2.000e-03, eta: 9:01:02, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5934, top5_acc: 0.8094, loss_cls: 1.7282, loss: 1.7282, grad_norm: 3.6996 2021-06-17 17:00:59,639 - mmaction - INFO - Epoch [21][1420/1879] lr: 2.000e-03, eta: 9:00:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8105, loss_cls: 1.6793, loss: 1.6793, grad_norm: 3.6520 2021-06-17 17:01:10,847 - mmaction - INFO - Epoch [21][1440/1879] lr: 2.000e-03, eta: 9:00:37, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6012, top5_acc: 0.8063, loss_cls: 1.7265, loss: 1.7265, grad_norm: 3.6951 2021-06-17 17:01:22,055 - mmaction - INFO - Epoch [21][1460/1879] lr: 2.000e-03, eta: 9:00:25, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5961, top5_acc: 0.8121, loss_cls: 1.6991, loss: 1.6991, grad_norm: 3.6773 2021-06-17 17:01:33,431 - mmaction - INFO - Epoch [21][1480/1879] lr: 2.000e-03, eta: 9:00:12, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.5973, top5_acc: 0.8059, loss_cls: 1.7226, loss: 1.7226, grad_norm: 3.6821 2021-06-17 17:01:44,719 - mmaction - INFO - Epoch [21][1500/1879] lr: 2.000e-03, eta: 9:00:00, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6016, top5_acc: 0.8156, loss_cls: 1.6876, loss: 1.6876, grad_norm: 3.6479 2021-06-17 17:01:55,942 - mmaction - INFO - Epoch [21][1520/1879] lr: 2.000e-03, eta: 8:59:47, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5898, top5_acc: 0.8098, loss_cls: 1.6990, loss: 1.6990, grad_norm: 3.6087 2021-06-17 17:02:07,324 - mmaction - INFO - Epoch [21][1540/1879] lr: 2.000e-03, eta: 8:59:35, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.5836, top5_acc: 0.8086, loss_cls: 1.7541, loss: 1.7541, grad_norm: 3.6993 2021-06-17 17:02:18,632 - mmaction - INFO - Epoch [21][1560/1879] lr: 2.000e-03, eta: 8:59:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6043, top5_acc: 0.8164, loss_cls: 1.6763, loss: 1.6763, grad_norm: 3.6598 2021-06-17 17:02:29,901 - mmaction - INFO - Epoch [21][1580/1879] lr: 2.000e-03, eta: 8:59:09, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5754, top5_acc: 0.7992, loss_cls: 1.7769, loss: 1.7769, grad_norm: 3.7563 2021-06-17 17:02:41,183 - mmaction - INFO - Epoch [21][1600/1879] lr: 2.000e-03, eta: 8:58:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5969, top5_acc: 0.8078, loss_cls: 1.7240, loss: 1.7240, grad_norm: 3.7269 2021-06-17 17:02:52,371 - mmaction - INFO - Epoch [21][1620/1879] lr: 2.000e-03, eta: 8:58:44, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6027, top5_acc: 0.7977, loss_cls: 1.7233, loss: 1.7233, grad_norm: 3.6713 2021-06-17 17:03:03,614 - mmaction - INFO - Epoch [21][1640/1879] lr: 2.000e-03, eta: 8:58:32, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5938, top5_acc: 0.8020, loss_cls: 1.7264, loss: 1.7264, grad_norm: 3.7702 2021-06-17 17:03:14,909 - mmaction - INFO - Epoch [21][1660/1879] lr: 2.000e-03, eta: 8:58:19, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8203, loss_cls: 1.6609, loss: 1.6609, grad_norm: 3.7101 2021-06-17 17:03:26,107 - mmaction - INFO - Epoch [21][1680/1879] lr: 2.000e-03, eta: 8:58:06, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.5984, top5_acc: 0.8195, loss_cls: 1.7035, loss: 1.7035, grad_norm: 3.7197 2021-06-17 17:03:37,414 - mmaction - INFO - Epoch [21][1700/1879] lr: 2.000e-03, eta: 8:57:54, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8227, loss_cls: 1.6584, loss: 1.6584, grad_norm: 3.6756 2021-06-17 17:03:48,713 - mmaction - INFO - Epoch [21][1720/1879] lr: 2.000e-03, eta: 8:57:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6035, top5_acc: 0.8191, loss_cls: 1.6177, loss: 1.6177, grad_norm: 3.6612 2021-06-17 17:03:59,944 - mmaction - INFO - Epoch [21][1740/1879] lr: 2.000e-03, eta: 8:57:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5984, top5_acc: 0.8078, loss_cls: 1.6955, loss: 1.6955, grad_norm: 3.6960 2021-06-17 17:04:11,195 - mmaction - INFO - Epoch [21][1760/1879] lr: 2.000e-03, eta: 8:57:16, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5980, top5_acc: 0.8191, loss_cls: 1.6634, loss: 1.6634, grad_norm: 3.6953 2021-06-17 17:04:22,440 - mmaction - INFO - Epoch [21][1780/1879] lr: 2.000e-03, eta: 8:57:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5789, top5_acc: 0.7945, loss_cls: 1.7913, loss: 1.7913, grad_norm: 3.7257 2021-06-17 17:04:33,727 - mmaction - INFO - Epoch [21][1800/1879] lr: 2.000e-03, eta: 8:56:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5930, top5_acc: 0.8152, loss_cls: 1.7268, loss: 1.7268, grad_norm: 3.7841 2021-06-17 17:04:45,071 - mmaction - INFO - Epoch [21][1820/1879] lr: 2.000e-03, eta: 8:56:39, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5898, top5_acc: 0.8086, loss_cls: 1.7500, loss: 1.7500, grad_norm: 3.6922 2021-06-17 17:04:56,329 - mmaction - INFO - Epoch [21][1840/1879] lr: 2.000e-03, eta: 8:56:26, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5953, top5_acc: 0.8129, loss_cls: 1.6939, loss: 1.6939, grad_norm: 3.6965 2021-06-17 17:05:07,617 - mmaction - INFO - Epoch [21][1860/1879] lr: 2.000e-03, eta: 8:56:14, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6070, top5_acc: 0.8102, loss_cls: 1.6892, loss: 1.6892, grad_norm: 3.6933 2021-06-17 17:05:18,925 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-17 17:06:27,546 - mmaction - INFO - Epoch [22][20/1879] lr: 2.000e-03, eta: 8:56:53, time: 3.414, data_time: 2.860, memory: 7080, top1_acc: 0.6035, top5_acc: 0.8215, loss_cls: 1.6361, loss: 1.6361, grad_norm: 3.6166 2021-06-17 17:06:38,633 - mmaction - INFO - Epoch [22][40/1879] lr: 2.000e-03, eta: 8:56:40, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8266, loss_cls: 1.6188, loss: 1.6188, grad_norm: 3.6215 2021-06-17 17:06:49,678 - mmaction - INFO - Epoch [22][60/1879] lr: 2.000e-03, eta: 8:56:27, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.5957, top5_acc: 0.8180, loss_cls: 1.6548, loss: 1.6548, grad_norm: 3.6815 2021-06-17 17:07:00,732 - mmaction - INFO - Epoch [22][80/1879] lr: 2.000e-03, eta: 8:56:14, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8227, loss_cls: 1.6075, loss: 1.6075, grad_norm: 3.6195 2021-06-17 17:07:11,795 - mmaction - INFO - Epoch [22][100/1879] lr: 2.000e-03, eta: 8:56:02, time: 0.554, data_time: 0.001, memory: 7080, top1_acc: 0.6035, top5_acc: 0.8133, loss_cls: 1.6687, loss: 1.6687, grad_norm: 3.6190 2021-06-17 17:07:23,057 - mmaction - INFO - Epoch [22][120/1879] lr: 2.000e-03, eta: 8:55:49, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5945, top5_acc: 0.8195, loss_cls: 1.6579, loss: 1.6579, grad_norm: 3.6589 2021-06-17 17:07:34,273 - mmaction - INFO - Epoch [22][140/1879] lr: 2.000e-03, eta: 8:55:36, time: 0.560, data_time: 0.000, memory: 7080, top1_acc: 0.5930, top5_acc: 0.8039, loss_cls: 1.7161, loss: 1.7161, grad_norm: 3.7016 2021-06-17 17:07:45,567 - mmaction - INFO - Epoch [22][160/1879] lr: 2.000e-03, eta: 8:55:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8164, loss_cls: 1.6614, loss: 1.6614, grad_norm: 3.6453 2021-06-17 17:07:56,894 - mmaction - INFO - Epoch [22][180/1879] lr: 2.000e-03, eta: 8:55:11, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6070, top5_acc: 0.8238, loss_cls: 1.6577, loss: 1.6577, grad_norm: 3.7483 2021-06-17 17:08:08,215 - mmaction - INFO - Epoch [22][200/1879] lr: 2.000e-03, eta: 8:54:59, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8176, loss_cls: 1.6566, loss: 1.6566, grad_norm: 3.7164 2021-06-17 17:08:19,580 - mmaction - INFO - Epoch [22][220/1879] lr: 2.000e-03, eta: 8:54:46, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.5879, top5_acc: 0.7922, loss_cls: 1.7690, loss: 1.7690, grad_norm: 3.8014 2021-06-17 17:08:30,955 - mmaction - INFO - Epoch [22][240/1879] lr: 2.000e-03, eta: 8:54:34, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6008, top5_acc: 0.8172, loss_cls: 1.7015, loss: 1.7015, grad_norm: 3.6692 2021-06-17 17:08:42,179 - mmaction - INFO - Epoch [22][260/1879] lr: 2.000e-03, eta: 8:54:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5945, top5_acc: 0.8172, loss_cls: 1.6872, loss: 1.6872, grad_norm: 3.7194 2021-06-17 17:08:53,497 - mmaction - INFO - Epoch [22][280/1879] lr: 2.000e-03, eta: 8:54:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5875, top5_acc: 0.8012, loss_cls: 1.7214, loss: 1.7214, grad_norm: 3.6741 2021-06-17 17:09:04,782 - mmaction - INFO - Epoch [22][300/1879] lr: 2.000e-03, eta: 8:53:56, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5906, top5_acc: 0.8102, loss_cls: 1.6995, loss: 1.6995, grad_norm: 3.7510 2021-06-17 17:09:16,020 - mmaction - INFO - Epoch [22][320/1879] lr: 2.000e-03, eta: 8:53:43, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8289, loss_cls: 1.5904, loss: 1.5904, grad_norm: 3.6520 2021-06-17 17:09:27,387 - mmaction - INFO - Epoch [22][340/1879] lr: 2.000e-03, eta: 8:53:31, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8266, loss_cls: 1.5704, loss: 1.5704, grad_norm: 3.6363 2021-06-17 17:09:38,615 - mmaction - INFO - Epoch [22][360/1879] lr: 2.000e-03, eta: 8:53:18, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5996, top5_acc: 0.8059, loss_cls: 1.7011, loss: 1.7011, grad_norm: 3.7301 2021-06-17 17:09:49,934 - mmaction - INFO - Epoch [22][380/1879] lr: 2.000e-03, eta: 8:53:06, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.5891, top5_acc: 0.7957, loss_cls: 1.7798, loss: 1.7798, grad_norm: 3.7673 2021-06-17 17:10:01,249 - mmaction - INFO - Epoch [22][400/1879] lr: 2.000e-03, eta: 8:52:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5938, top5_acc: 0.8102, loss_cls: 1.7037, loss: 1.7037, grad_norm: 3.7563 2021-06-17 17:10:12,530 - mmaction - INFO - Epoch [22][420/1879] lr: 2.000e-03, eta: 8:52:41, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6039, top5_acc: 0.8176, loss_cls: 1.6458, loss: 1.6458, grad_norm: 3.7345 2021-06-17 17:10:23,740 - mmaction - INFO - Epoch [22][440/1879] lr: 2.000e-03, eta: 8:52:28, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8250, loss_cls: 1.6018, loss: 1.6018, grad_norm: 3.6475 2021-06-17 17:10:34,972 - mmaction - INFO - Epoch [22][460/1879] lr: 2.000e-03, eta: 8:52:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5934, top5_acc: 0.8066, loss_cls: 1.6716, loss: 1.6716, grad_norm: 3.7151 2021-06-17 17:10:46,241 - mmaction - INFO - Epoch [22][480/1879] lr: 2.000e-03, eta: 8:52:03, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6008, top5_acc: 0.7984, loss_cls: 1.7290, loss: 1.7290, grad_norm: 3.7501 2021-06-17 17:10:57,540 - mmaction - INFO - Epoch [22][500/1879] lr: 2.000e-03, eta: 8:51:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6031, top5_acc: 0.8102, loss_cls: 1.7228, loss: 1.7228, grad_norm: 3.7733 2021-06-17 17:11:08,757 - mmaction - INFO - Epoch [22][520/1879] lr: 2.000e-03, eta: 8:51:38, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8180, loss_cls: 1.6429, loss: 1.6429, grad_norm: 3.6278 2021-06-17 17:11:19,991 - mmaction - INFO - Epoch [22][540/1879] lr: 2.000e-03, eta: 8:51:25, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5875, top5_acc: 0.8102, loss_cls: 1.6958, loss: 1.6958, grad_norm: 3.7591 2021-06-17 17:11:31,227 - mmaction - INFO - Epoch [22][560/1879] lr: 2.000e-03, eta: 8:51:13, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8020, loss_cls: 1.6843, loss: 1.6843, grad_norm: 3.6631 2021-06-17 17:11:42,529 - mmaction - INFO - Epoch [22][580/1879] lr: 2.000e-03, eta: 8:51:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6020, top5_acc: 0.8156, loss_cls: 1.6601, loss: 1.6601, grad_norm: 3.7211 2021-06-17 17:11:53,821 - mmaction - INFO - Epoch [22][600/1879] lr: 2.000e-03, eta: 8:50:48, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8152, loss_cls: 1.6827, loss: 1.6827, grad_norm: 3.7356 2021-06-17 17:12:05,078 - mmaction - INFO - Epoch [22][620/1879] lr: 2.000e-03, eta: 8:50:35, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8184, loss_cls: 1.6474, loss: 1.6474, grad_norm: 3.7100 2021-06-17 17:12:16,310 - mmaction - INFO - Epoch [22][640/1879] lr: 2.000e-03, eta: 8:50:22, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6012, top5_acc: 0.8105, loss_cls: 1.6664, loss: 1.6664, grad_norm: 3.7612 2021-06-17 17:12:27,567 - mmaction - INFO - Epoch [22][660/1879] lr: 2.000e-03, eta: 8:50:10, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8176, loss_cls: 1.6308, loss: 1.6308, grad_norm: 3.6625 2021-06-17 17:12:38,859 - mmaction - INFO - Epoch [22][680/1879] lr: 2.000e-03, eta: 8:49:57, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8129, loss_cls: 1.6585, loss: 1.6585, grad_norm: 3.6817 2021-06-17 17:12:50,161 - mmaction - INFO - Epoch [22][700/1879] lr: 2.000e-03, eta: 8:49:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6133, top5_acc: 0.8164, loss_cls: 1.6691, loss: 1.6691, grad_norm: 3.7231 2021-06-17 17:13:01,467 - mmaction - INFO - Epoch [22][720/1879] lr: 2.000e-03, eta: 8:49:32, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8156, loss_cls: 1.6395, loss: 1.6395, grad_norm: 3.6872 2021-06-17 17:13:12,735 - mmaction - INFO - Epoch [22][740/1879] lr: 2.000e-03, eta: 8:49:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8137, loss_cls: 1.6364, loss: 1.6364, grad_norm: 3.6752 2021-06-17 17:13:24,027 - mmaction - INFO - Epoch [22][760/1879] lr: 2.000e-03, eta: 8:49:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6070, top5_acc: 0.8063, loss_cls: 1.6769, loss: 1.6769, grad_norm: 3.7243 2021-06-17 17:13:35,278 - mmaction - INFO - Epoch [22][780/1879] lr: 2.000e-03, eta: 8:48:55, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8152, loss_cls: 1.6339, loss: 1.6339, grad_norm: 3.7273 2021-06-17 17:13:46,569 - mmaction - INFO - Epoch [22][800/1879] lr: 2.000e-03, eta: 8:48:42, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5949, top5_acc: 0.8105, loss_cls: 1.7025, loss: 1.7025, grad_norm: 3.7510 2021-06-17 17:13:57,831 - mmaction - INFO - Epoch [22][820/1879] lr: 2.000e-03, eta: 8:48:30, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8254, loss_cls: 1.5987, loss: 1.5987, grad_norm: 3.6679 2021-06-17 17:14:09,187 - mmaction - INFO - Epoch [22][840/1879] lr: 2.000e-03, eta: 8:48:17, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6020, top5_acc: 0.8160, loss_cls: 1.6835, loss: 1.6835, grad_norm: 3.7386 2021-06-17 17:14:20,479 - mmaction - INFO - Epoch [22][860/1879] lr: 2.000e-03, eta: 8:48:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5895, top5_acc: 0.8043, loss_cls: 1.7131, loss: 1.7131, grad_norm: 3.7871 2021-06-17 17:14:31,728 - mmaction - INFO - Epoch [22][880/1879] lr: 2.000e-03, eta: 8:47:52, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6020, top5_acc: 0.8184, loss_cls: 1.6285, loss: 1.6285, grad_norm: 3.7141 2021-06-17 17:14:43,015 - mmaction - INFO - Epoch [22][900/1879] lr: 2.000e-03, eta: 8:47:39, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5961, top5_acc: 0.8066, loss_cls: 1.7051, loss: 1.7051, grad_norm: 3.7980 2021-06-17 17:14:54,238 - mmaction - INFO - Epoch [22][920/1879] lr: 2.000e-03, eta: 8:47:27, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8152, loss_cls: 1.6569, loss: 1.6569, grad_norm: 3.6876 2021-06-17 17:15:05,535 - mmaction - INFO - Epoch [22][940/1879] lr: 2.000e-03, eta: 8:47:14, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8148, loss_cls: 1.6762, loss: 1.6762, grad_norm: 3.7057 2021-06-17 17:15:16,784 - mmaction - INFO - Epoch [22][960/1879] lr: 2.000e-03, eta: 8:47:02, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5813, top5_acc: 0.7980, loss_cls: 1.7577, loss: 1.7577, grad_norm: 3.8458 2021-06-17 17:15:28,038 - mmaction - INFO - Epoch [22][980/1879] lr: 2.000e-03, eta: 8:46:49, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6137, top5_acc: 0.8219, loss_cls: 1.6124, loss: 1.6124, grad_norm: 3.7058 2021-06-17 17:15:39,260 - mmaction - INFO - Epoch [22][1000/1879] lr: 2.000e-03, eta: 8:46:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8184, loss_cls: 1.5889, loss: 1.5889, grad_norm: 3.7202 2021-06-17 17:15:50,474 - mmaction - INFO - Epoch [22][1020/1879] lr: 2.000e-03, eta: 8:46:24, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8184, loss_cls: 1.6512, loss: 1.6512, grad_norm: 3.7526 2021-06-17 17:16:01,787 - mmaction - INFO - Epoch [22][1040/1879] lr: 2.000e-03, eta: 8:46:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6039, top5_acc: 0.8281, loss_cls: 1.6538, loss: 1.6538, grad_norm: 3.7123 2021-06-17 17:16:13,049 - mmaction - INFO - Epoch [22][1060/1879] lr: 2.000e-03, eta: 8:45:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6031, top5_acc: 0.8176, loss_cls: 1.6604, loss: 1.6604, grad_norm: 3.7376 2021-06-17 17:16:24,348 - mmaction - INFO - Epoch [22][1080/1879] lr: 2.000e-03, eta: 8:45:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8184, loss_cls: 1.6218, loss: 1.6218, grad_norm: 3.7616 2021-06-17 17:16:35,656 - mmaction - INFO - Epoch [22][1100/1879] lr: 2.000e-03, eta: 8:45:34, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6566, loss: 1.6566, grad_norm: 3.7198 2021-06-17 17:16:46,932 - mmaction - INFO - Epoch [22][1120/1879] lr: 2.000e-03, eta: 8:45:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8258, loss_cls: 1.6345, loss: 1.6345, grad_norm: 3.7127 2021-06-17 17:16:58,165 - mmaction - INFO - Epoch [22][1140/1879] lr: 2.000e-03, eta: 8:45:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8168, loss_cls: 1.6217, loss: 1.6217, grad_norm: 3.7617 2021-06-17 17:17:09,483 - mmaction - INFO - Epoch [22][1160/1879] lr: 2.000e-03, eta: 8:44:56, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6016, top5_acc: 0.8191, loss_cls: 1.6706, loss: 1.6706, grad_norm: 3.7666 2021-06-17 17:17:20,725 - mmaction - INFO - Epoch [22][1180/1879] lr: 2.000e-03, eta: 8:44:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8156, loss_cls: 1.6685, loss: 1.6685, grad_norm: 3.7398 2021-06-17 17:17:32,008 - mmaction - INFO - Epoch [22][1200/1879] lr: 2.000e-03, eta: 8:44:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6043, top5_acc: 0.8125, loss_cls: 1.6664, loss: 1.6664, grad_norm: 3.7977 2021-06-17 17:17:43,264 - mmaction - INFO - Epoch [22][1220/1879] lr: 2.000e-03, eta: 8:44:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8098, loss_cls: 1.6680, loss: 1.6680, grad_norm: 3.7434 2021-06-17 17:17:54,539 - mmaction - INFO - Epoch [22][1240/1879] lr: 2.000e-03, eta: 8:44:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8258, loss_cls: 1.6018, loss: 1.6018, grad_norm: 3.6427 2021-06-17 17:18:05,789 - mmaction - INFO - Epoch [22][1260/1879] lr: 2.000e-03, eta: 8:43:54, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8266, loss_cls: 1.6149, loss: 1.6149, grad_norm: 3.7071 2021-06-17 17:18:17,007 - mmaction - INFO - Epoch [22][1280/1879] lr: 2.000e-03, eta: 8:43:41, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.5914, top5_acc: 0.8012, loss_cls: 1.7439, loss: 1.7439, grad_norm: 3.8274 2021-06-17 17:18:28,358 - mmaction - INFO - Epoch [22][1300/1879] lr: 2.000e-03, eta: 8:43:29, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8121, loss_cls: 1.6576, loss: 1.6576, grad_norm: 3.7733 2021-06-17 17:18:39,644 - mmaction - INFO - Epoch [22][1320/1879] lr: 2.000e-03, eta: 8:43:16, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5973, top5_acc: 0.8164, loss_cls: 1.6538, loss: 1.6538, grad_norm: 3.7549 2021-06-17 17:18:50,920 - mmaction - INFO - Epoch [22][1340/1879] lr: 2.000e-03, eta: 8:43:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6012, top5_acc: 0.8129, loss_cls: 1.6627, loss: 1.6627, grad_norm: 3.7552 2021-06-17 17:19:02,232 - mmaction - INFO - Epoch [22][1360/1879] lr: 2.000e-03, eta: 8:42:51, time: 0.566, data_time: 0.000, memory: 7080, top1_acc: 0.6043, top5_acc: 0.8145, loss_cls: 1.6652, loss: 1.6652, grad_norm: 3.7698 2021-06-17 17:19:13,471 - mmaction - INFO - Epoch [22][1380/1879] lr: 2.000e-03, eta: 8:42:39, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6004, top5_acc: 0.8160, loss_cls: 1.6783, loss: 1.6783, grad_norm: 3.8596 2021-06-17 17:19:24,734 - mmaction - INFO - Epoch [22][1400/1879] lr: 2.000e-03, eta: 8:42:26, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5984, top5_acc: 0.8051, loss_cls: 1.6828, loss: 1.6828, grad_norm: 3.7535 2021-06-17 17:19:36,016 - mmaction - INFO - Epoch [22][1420/1879] lr: 2.000e-03, eta: 8:42:14, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5906, top5_acc: 0.8012, loss_cls: 1.7151, loss: 1.7151, grad_norm: 3.8473 2021-06-17 17:19:47,337 - mmaction - INFO - Epoch [22][1440/1879] lr: 2.000e-03, eta: 8:42:01, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8187, loss_cls: 1.6123, loss: 1.6123, grad_norm: 3.7354 2021-06-17 17:19:58,627 - mmaction - INFO - Epoch [22][1460/1879] lr: 2.000e-03, eta: 8:41:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6035, top5_acc: 0.8164, loss_cls: 1.6713, loss: 1.6713, grad_norm: 3.7966 2021-06-17 17:20:09,880 - mmaction - INFO - Epoch [22][1480/1879] lr: 2.000e-03, eta: 8:41:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8145, loss_cls: 1.6588, loss: 1.6588, grad_norm: 3.8180 2021-06-17 17:20:21,142 - mmaction - INFO - Epoch [22][1500/1879] lr: 2.000e-03, eta: 8:41:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8125, loss_cls: 1.6855, loss: 1.6855, grad_norm: 3.8483 2021-06-17 17:20:32,336 - mmaction - INFO - Epoch [22][1520/1879] lr: 2.000e-03, eta: 8:41:11, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8301, loss_cls: 1.6347, loss: 1.6347, grad_norm: 3.7582 2021-06-17 17:20:43,572 - mmaction - INFO - Epoch [22][1540/1879] lr: 2.000e-03, eta: 8:40:59, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8242, loss_cls: 1.5911, loss: 1.5911, grad_norm: 3.7836 2021-06-17 17:20:54,880 - mmaction - INFO - Epoch [22][1560/1879] lr: 2.000e-03, eta: 8:40:46, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8246, loss_cls: 1.5984, loss: 1.5984, grad_norm: 3.7133 2021-06-17 17:21:06,119 - mmaction - INFO - Epoch [22][1580/1879] lr: 2.000e-03, eta: 8:40:34, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8250, loss_cls: 1.6090, loss: 1.6090, grad_norm: 3.7446 2021-06-17 17:21:17,314 - mmaction - INFO - Epoch [22][1600/1879] lr: 2.000e-03, eta: 8:40:21, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.5922, top5_acc: 0.8098, loss_cls: 1.6988, loss: 1.6988, grad_norm: 3.7684 2021-06-17 17:21:28,640 - mmaction - INFO - Epoch [22][1620/1879] lr: 2.000e-03, eta: 8:40:09, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8242, loss_cls: 1.6331, loss: 1.6331, grad_norm: 3.8097 2021-06-17 17:21:39,902 - mmaction - INFO - Epoch [22][1640/1879] lr: 2.000e-03, eta: 8:39:56, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8289, loss_cls: 1.5849, loss: 1.5849, grad_norm: 3.7339 2021-06-17 17:21:51,177 - mmaction - INFO - Epoch [22][1660/1879] lr: 2.000e-03, eta: 8:39:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8180, loss_cls: 1.6571, loss: 1.6571, grad_norm: 3.7847 2021-06-17 17:22:02,420 - mmaction - INFO - Epoch [22][1680/1879] lr: 2.000e-03, eta: 8:39:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8211, loss_cls: 1.6000, loss: 1.6000, grad_norm: 3.7893 2021-06-17 17:22:13,658 - mmaction - INFO - Epoch [22][1700/1879] lr: 2.000e-03, eta: 8:39:19, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8066, loss_cls: 1.6859, loss: 1.6859, grad_norm: 3.8575 2021-06-17 17:22:24,906 - mmaction - INFO - Epoch [22][1720/1879] lr: 2.000e-03, eta: 8:39:06, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8238, loss_cls: 1.6091, loss: 1.6091, grad_norm: 3.7591 2021-06-17 17:22:36,225 - mmaction - INFO - Epoch [22][1740/1879] lr: 2.000e-03, eta: 8:38:54, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5988, top5_acc: 0.8141, loss_cls: 1.6523, loss: 1.6523, grad_norm: 3.7253 2021-06-17 17:22:47,452 - mmaction - INFO - Epoch [22][1760/1879] lr: 2.000e-03, eta: 8:38:41, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8230, loss_cls: 1.6211, loss: 1.6211, grad_norm: 3.6832 2021-06-17 17:22:58,686 - mmaction - INFO - Epoch [22][1780/1879] lr: 2.000e-03, eta: 8:38:29, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8227, loss_cls: 1.6197, loss: 1.6197, grad_norm: 3.8544 2021-06-17 17:23:09,897 - mmaction - INFO - Epoch [22][1800/1879] lr: 2.000e-03, eta: 8:38:16, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8281, loss_cls: 1.5948, loss: 1.5948, grad_norm: 3.8203 2021-06-17 17:23:21,153 - mmaction - INFO - Epoch [22][1820/1879] lr: 2.000e-03, eta: 8:38:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.5961, top5_acc: 0.8168, loss_cls: 1.7191, loss: 1.7191, grad_norm: 3.8569 2021-06-17 17:23:32,443 - mmaction - INFO - Epoch [22][1840/1879] lr: 2.000e-03, eta: 8:37:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8414, loss_cls: 1.5425, loss: 1.5425, grad_norm: 3.7807 2021-06-17 17:23:43,714 - mmaction - INFO - Epoch [22][1860/1879] lr: 2.000e-03, eta: 8:37:39, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6109, top5_acc: 0.8309, loss_cls: 1.5824, loss: 1.5824, grad_norm: 3.7505 2021-06-17 17:23:55,092 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-17 17:25:04,863 - mmaction - INFO - Epoch [23][20/1879] lr: 2.000e-03, eta: 8:38:15, time: 3.472, data_time: 2.893, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8254, loss_cls: 1.6207, loss: 1.6207, grad_norm: 3.7731 2021-06-17 17:25:15,896 - mmaction - INFO - Epoch [23][40/1879] lr: 2.000e-03, eta: 8:38:02, time: 0.552, data_time: 0.004, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8297, loss_cls: 1.5970, loss: 1.5970, grad_norm: 3.7684 2021-06-17 17:25:26,942 - mmaction - INFO - Epoch [23][60/1879] lr: 2.000e-03, eta: 8:37:49, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8227, loss_cls: 1.6301, loss: 1.6301, grad_norm: 3.7623 2021-06-17 17:25:37,980 - mmaction - INFO - Epoch [23][80/1879] lr: 2.000e-03, eta: 8:37:36, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8242, loss_cls: 1.6299, loss: 1.6299, grad_norm: 3.7538 2021-06-17 17:25:49,083 - mmaction - INFO - Epoch [23][100/1879] lr: 2.000e-03, eta: 8:37:23, time: 0.555, data_time: 0.001, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8215, loss_cls: 1.6342, loss: 1.6342, grad_norm: 3.7814 2021-06-17 17:26:00,324 - mmaction - INFO - Epoch [23][120/1879] lr: 2.000e-03, eta: 8:37:11, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8152, loss_cls: 1.6284, loss: 1.6284, grad_norm: 3.7627 2021-06-17 17:26:11,575 - mmaction - INFO - Epoch [23][140/1879] lr: 2.000e-03, eta: 8:36:58, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6012, top5_acc: 0.8219, loss_cls: 1.6377, loss: 1.6377, grad_norm: 3.8622 2021-06-17 17:26:22,908 - mmaction - INFO - Epoch [23][160/1879] lr: 2.000e-03, eta: 8:36:46, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8187, loss_cls: 1.6046, loss: 1.6046, grad_norm: 3.7319 2021-06-17 17:26:34,177 - mmaction - INFO - Epoch [23][180/1879] lr: 2.000e-03, eta: 8:36:33, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8145, loss_cls: 1.6402, loss: 1.6402, grad_norm: 3.7517 2021-06-17 17:26:45,504 - mmaction - INFO - Epoch [23][200/1879] lr: 2.000e-03, eta: 8:36:21, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8348, loss_cls: 1.5724, loss: 1.5724, grad_norm: 3.7067 2021-06-17 17:26:56,857 - mmaction - INFO - Epoch [23][220/1879] lr: 2.000e-03, eta: 8:36:09, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.5918, top5_acc: 0.8113, loss_cls: 1.6987, loss: 1.6987, grad_norm: 3.8329 2021-06-17 17:27:08,169 - mmaction - INFO - Epoch [23][240/1879] lr: 2.000e-03, eta: 8:35:56, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6020, top5_acc: 0.8156, loss_cls: 1.6420, loss: 1.6420, grad_norm: 3.7574 2021-06-17 17:27:19,461 - mmaction - INFO - Epoch [23][260/1879] lr: 2.000e-03, eta: 8:35:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6004, top5_acc: 0.8238, loss_cls: 1.6617, loss: 1.6617, grad_norm: 3.7761 2021-06-17 17:27:30,868 - mmaction - INFO - Epoch [23][280/1879] lr: 2.000e-03, eta: 8:35:31, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8164, loss_cls: 1.6313, loss: 1.6313, grad_norm: 3.8737 2021-06-17 17:27:42,107 - mmaction - INFO - Epoch [23][300/1879] lr: 2.000e-03, eta: 8:35:19, time: 0.562, data_time: 0.000, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8273, loss_cls: 1.5977, loss: 1.5977, grad_norm: 3.7178 2021-06-17 17:27:53,384 - mmaction - INFO - Epoch [23][320/1879] lr: 2.000e-03, eta: 8:35:06, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8270, loss_cls: 1.6170, loss: 1.6170, grad_norm: 3.8229 2021-06-17 17:28:04,687 - mmaction - INFO - Epoch [23][340/1879] lr: 2.000e-03, eta: 8:34:54, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8305, loss_cls: 1.5877, loss: 1.5877, grad_norm: 3.7192 2021-06-17 17:28:16,011 - mmaction - INFO - Epoch [23][360/1879] lr: 2.000e-03, eta: 8:34:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5965, top5_acc: 0.8164, loss_cls: 1.7100, loss: 1.7100, grad_norm: 3.8470 2021-06-17 17:28:27,304 - mmaction - INFO - Epoch [23][380/1879] lr: 2.000e-03, eta: 8:34:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8262, loss_cls: 1.5905, loss: 1.5905, grad_norm: 3.6774 2021-06-17 17:28:38,583 - mmaction - INFO - Epoch [23][400/1879] lr: 2.000e-03, eta: 8:34:16, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8160, loss_cls: 1.6387, loss: 1.6387, grad_norm: 3.7363 2021-06-17 17:28:49,814 - mmaction - INFO - Epoch [23][420/1879] lr: 2.000e-03, eta: 8:34:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8289, loss_cls: 1.6192, loss: 1.6192, grad_norm: 3.6619 2021-06-17 17:29:01,100 - mmaction - INFO - Epoch [23][440/1879] lr: 2.000e-03, eta: 8:33:51, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6055, top5_acc: 0.8191, loss_cls: 1.6355, loss: 1.6355, grad_norm: 3.7860 2021-06-17 17:29:12,355 - mmaction - INFO - Epoch [23][460/1879] lr: 2.000e-03, eta: 8:33:39, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5906, top5_acc: 0.8070, loss_cls: 1.7268, loss: 1.7268, grad_norm: 3.8941 2021-06-17 17:29:23,642 - mmaction - INFO - Epoch [23][480/1879] lr: 2.000e-03, eta: 8:33:26, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8207, loss_cls: 1.6157, loss: 1.6157, grad_norm: 3.7381 2021-06-17 17:29:34,942 - mmaction - INFO - Epoch [23][500/1879] lr: 2.000e-03, eta: 8:33:14, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8184, loss_cls: 1.6183, loss: 1.6183, grad_norm: 3.7979 2021-06-17 17:29:46,230 - mmaction - INFO - Epoch [23][520/1879] lr: 2.000e-03, eta: 8:33:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8348, loss_cls: 1.5817, loss: 1.5817, grad_norm: 3.6599 2021-06-17 17:29:57,485 - mmaction - INFO - Epoch [23][540/1879] lr: 2.000e-03, eta: 8:32:49, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8078, loss_cls: 1.6475, loss: 1.6475, grad_norm: 3.7754 2021-06-17 17:30:08,751 - mmaction - INFO - Epoch [23][560/1879] lr: 2.000e-03, eta: 8:32:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8219, loss_cls: 1.6117, loss: 1.6117, grad_norm: 3.7523 2021-06-17 17:30:20,047 - mmaction - INFO - Epoch [23][580/1879] lr: 2.000e-03, eta: 8:32:24, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6133, top5_acc: 0.8266, loss_cls: 1.6524, loss: 1.6524, grad_norm: 3.8445 2021-06-17 17:30:31,280 - mmaction - INFO - Epoch [23][600/1879] lr: 2.000e-03, eta: 8:32:11, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8207, loss_cls: 1.6082, loss: 1.6082, grad_norm: 3.7954 2021-06-17 17:30:42,574 - mmaction - INFO - Epoch [23][620/1879] lr: 2.000e-03, eta: 8:31:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.5992, top5_acc: 0.8207, loss_cls: 1.6556, loss: 1.6556, grad_norm: 3.8354 2021-06-17 17:30:53,857 - mmaction - INFO - Epoch [23][640/1879] lr: 2.000e-03, eta: 8:31:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8223, loss_cls: 1.6489, loss: 1.6489, grad_norm: 3.8138 2021-06-17 17:31:05,097 - mmaction - INFO - Epoch [23][660/1879] lr: 2.000e-03, eta: 8:31:34, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8250, loss_cls: 1.5645, loss: 1.5645, grad_norm: 3.7139 2021-06-17 17:31:16,390 - mmaction - INFO - Epoch [23][680/1879] lr: 2.000e-03, eta: 8:31:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8195, loss_cls: 1.6018, loss: 1.6018, grad_norm: 3.8246 2021-06-17 17:31:27,697 - mmaction - INFO - Epoch [23][700/1879] lr: 2.000e-03, eta: 8:31:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8285, loss_cls: 1.5955, loss: 1.5955, grad_norm: 3.7745 2021-06-17 17:31:38,971 - mmaction - INFO - Epoch [23][720/1879] lr: 2.000e-03, eta: 8:30:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8148, loss_cls: 1.6158, loss: 1.6158, grad_norm: 3.7156 2021-06-17 17:31:50,217 - mmaction - INFO - Epoch [23][740/1879] lr: 2.000e-03, eta: 8:30:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6105, top5_acc: 0.8117, loss_cls: 1.6550, loss: 1.6550, grad_norm: 3.7813 2021-06-17 17:32:01,495 - mmaction - INFO - Epoch [23][760/1879] lr: 2.000e-03, eta: 8:30:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8410, loss_cls: 1.5178, loss: 1.5178, grad_norm: 3.7139 2021-06-17 17:32:12,733 - mmaction - INFO - Epoch [23][780/1879] lr: 2.000e-03, eta: 8:30:19, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6074, top5_acc: 0.8227, loss_cls: 1.6415, loss: 1.6415, grad_norm: 3.8233 2021-06-17 17:32:24,013 - mmaction - INFO - Epoch [23][800/1879] lr: 2.000e-03, eta: 8:30:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8176, loss_cls: 1.6233, loss: 1.6233, grad_norm: 3.8156 2021-06-17 17:32:35,354 - mmaction - INFO - Epoch [23][820/1879] lr: 2.000e-03, eta: 8:29:54, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8301, loss_cls: 1.5838, loss: 1.5838, grad_norm: 3.8230 2021-06-17 17:32:46,623 - mmaction - INFO - Epoch [23][840/1879] lr: 2.000e-03, eta: 8:29:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8309, loss_cls: 1.5610, loss: 1.5610, grad_norm: 3.7727 2021-06-17 17:32:57,860 - mmaction - INFO - Epoch [23][860/1879] lr: 2.000e-03, eta: 8:29:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5938, top5_acc: 0.8172, loss_cls: 1.6614, loss: 1.6614, grad_norm: 3.8914 2021-06-17 17:33:09,128 - mmaction - INFO - Epoch [23][880/1879] lr: 2.000e-03, eta: 8:29:17, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6004, top5_acc: 0.8223, loss_cls: 1.6754, loss: 1.6754, grad_norm: 3.8361 2021-06-17 17:33:20,360 - mmaction - INFO - Epoch [23][900/1879] lr: 2.000e-03, eta: 8:29:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8246, loss_cls: 1.6494, loss: 1.6494, grad_norm: 3.8877 2021-06-17 17:33:31,663 - mmaction - INFO - Epoch [23][920/1879] lr: 2.000e-03, eta: 8:28:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6008, top5_acc: 0.8031, loss_cls: 1.6881, loss: 1.6881, grad_norm: 3.8566 2021-06-17 17:33:42,909 - mmaction - INFO - Epoch [23][940/1879] lr: 2.000e-03, eta: 8:28:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8234, loss_cls: 1.6163, loss: 1.6163, grad_norm: 3.7513 2021-06-17 17:33:54,135 - mmaction - INFO - Epoch [23][960/1879] lr: 2.000e-03, eta: 8:28:27, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8262, loss_cls: 1.6014, loss: 1.6014, grad_norm: 3.8395 2021-06-17 17:34:05,478 - mmaction - INFO - Epoch [23][980/1879] lr: 2.000e-03, eta: 8:28:14, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8082, loss_cls: 1.6388, loss: 1.6388, grad_norm: 3.7719 2021-06-17 17:34:16,762 - mmaction - INFO - Epoch [23][1000/1879] lr: 2.000e-03, eta: 8:28:02, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6016, top5_acc: 0.8148, loss_cls: 1.6806, loss: 1.6806, grad_norm: 3.9070 2021-06-17 17:34:28,061 - mmaction - INFO - Epoch [23][1020/1879] lr: 2.000e-03, eta: 8:27:49, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8187, loss_cls: 1.6608, loss: 1.6608, grad_norm: 3.8518 2021-06-17 17:34:39,286 - mmaction - INFO - Epoch [23][1040/1879] lr: 2.000e-03, eta: 8:27:37, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8242, loss_cls: 1.6176, loss: 1.6176, grad_norm: 3.7936 2021-06-17 17:34:50,574 - mmaction - INFO - Epoch [23][1060/1879] lr: 2.000e-03, eta: 8:27:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6109, top5_acc: 0.8305, loss_cls: 1.6284, loss: 1.6284, grad_norm: 3.7936 2021-06-17 17:35:01,823 - mmaction - INFO - Epoch [23][1080/1879] lr: 2.000e-03, eta: 8:27:12, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.5973, top5_acc: 0.8187, loss_cls: 1.6528, loss: 1.6528, grad_norm: 3.8516 2021-06-17 17:35:13,121 - mmaction - INFO - Epoch [23][1100/1879] lr: 2.000e-03, eta: 8:26:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8070, loss_cls: 1.6879, loss: 1.6879, grad_norm: 3.8790 2021-06-17 17:35:24,349 - mmaction - INFO - Epoch [23][1120/1879] lr: 2.000e-03, eta: 8:26:47, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6012, top5_acc: 0.8184, loss_cls: 1.6662, loss: 1.6662, grad_norm: 3.8492 2021-06-17 17:35:35,564 - mmaction - INFO - Epoch [23][1140/1879] lr: 2.000e-03, eta: 8:26:34, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6133, top5_acc: 0.8121, loss_cls: 1.6545, loss: 1.6545, grad_norm: 3.8342 2021-06-17 17:35:46,831 - mmaction - INFO - Epoch [23][1160/1879] lr: 2.000e-03, eta: 8:26:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8254, loss_cls: 1.6140, loss: 1.6140, grad_norm: 3.8677 2021-06-17 17:35:58,118 - mmaction - INFO - Epoch [23][1180/1879] lr: 2.000e-03, eta: 8:26:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8164, loss_cls: 1.6470, loss: 1.6470, grad_norm: 3.8635 2021-06-17 17:36:09,458 - mmaction - INFO - Epoch [23][1200/1879] lr: 2.000e-03, eta: 8:25:57, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8152, loss_cls: 1.6388, loss: 1.6388, grad_norm: 3.7391 2021-06-17 17:36:20,663 - mmaction - INFO - Epoch [23][1220/1879] lr: 2.000e-03, eta: 8:25:44, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8227, loss_cls: 1.5967, loss: 1.5967, grad_norm: 3.7798 2021-06-17 17:36:31,934 - mmaction - INFO - Epoch [23][1240/1879] lr: 2.000e-03, eta: 8:25:32, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.5949, top5_acc: 0.8152, loss_cls: 1.6649, loss: 1.6649, grad_norm: 3.9390 2021-06-17 17:36:43,246 - mmaction - INFO - Epoch [23][1260/1879] lr: 2.000e-03, eta: 8:25:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8160, loss_cls: 1.6402, loss: 1.6402, grad_norm: 3.8706 2021-06-17 17:36:54,512 - mmaction - INFO - Epoch [23][1280/1879] lr: 2.000e-03, eta: 8:25:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5988, top5_acc: 0.8070, loss_cls: 1.6842, loss: 1.6842, grad_norm: 3.8642 2021-06-17 17:37:05,806 - mmaction - INFO - Epoch [23][1300/1879] lr: 2.000e-03, eta: 8:24:55, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5961, top5_acc: 0.8148, loss_cls: 1.6653, loss: 1.6653, grad_norm: 3.8898 2021-06-17 17:37:17,091 - mmaction - INFO - Epoch [23][1320/1879] lr: 2.000e-03, eta: 8:24:42, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8313, loss_cls: 1.5936, loss: 1.5936, grad_norm: 3.8490 2021-06-17 17:37:28,367 - mmaction - INFO - Epoch [23][1340/1879] lr: 2.000e-03, eta: 8:24:30, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6090, top5_acc: 0.8113, loss_cls: 1.6433, loss: 1.6433, grad_norm: 3.8226 2021-06-17 17:37:39,651 - mmaction - INFO - Epoch [23][1360/1879] lr: 2.000e-03, eta: 8:24:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6051, top5_acc: 0.8148, loss_cls: 1.6325, loss: 1.6325, grad_norm: 3.8223 2021-06-17 17:37:50,950 - mmaction - INFO - Epoch [23][1380/1879] lr: 2.000e-03, eta: 8:24:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8176, loss_cls: 1.6397, loss: 1.6397, grad_norm: 3.7590 2021-06-17 17:38:02,237 - mmaction - INFO - Epoch [23][1400/1879] lr: 2.000e-03, eta: 8:23:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5988, top5_acc: 0.8133, loss_cls: 1.6715, loss: 1.6715, grad_norm: 3.8343 2021-06-17 17:38:13,620 - mmaction - INFO - Epoch [23][1420/1879] lr: 2.000e-03, eta: 8:23:40, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.5926, top5_acc: 0.8199, loss_cls: 1.6694, loss: 1.6694, grad_norm: 3.8552 2021-06-17 17:38:24,909 - mmaction - INFO - Epoch [23][1440/1879] lr: 2.000e-03, eta: 8:23:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.5977, top5_acc: 0.8102, loss_cls: 1.6861, loss: 1.6861, grad_norm: 3.7895 2021-06-17 17:38:36,268 - mmaction - INFO - Epoch [23][1460/1879] lr: 2.000e-03, eta: 8:23:15, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6035, top5_acc: 0.8027, loss_cls: 1.6896, loss: 1.6896, grad_norm: 3.8203 2021-06-17 17:38:47,605 - mmaction - INFO - Epoch [23][1480/1879] lr: 2.000e-03, eta: 8:23:03, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.5941, top5_acc: 0.8160, loss_cls: 1.6562, loss: 1.6562, grad_norm: 3.7995 2021-06-17 17:38:58,930 - mmaction - INFO - Epoch [23][1500/1879] lr: 2.000e-03, eta: 8:22:51, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8258, loss_cls: 1.6121, loss: 1.6121, grad_norm: 3.7823 2021-06-17 17:39:10,207 - mmaction - INFO - Epoch [23][1520/1879] lr: 2.000e-03, eta: 8:22:38, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8285, loss_cls: 1.5952, loss: 1.5952, grad_norm: 3.7159 2021-06-17 17:39:21,500 - mmaction - INFO - Epoch [23][1540/1879] lr: 2.000e-03, eta: 8:22:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6016, top5_acc: 0.8219, loss_cls: 1.6492, loss: 1.6492, grad_norm: 3.8338 2021-06-17 17:39:32,820 - mmaction - INFO - Epoch [23][1560/1879] lr: 2.000e-03, eta: 8:22:13, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6078, top5_acc: 0.8145, loss_cls: 1.6224, loss: 1.6224, grad_norm: 3.8544 2021-06-17 17:39:44,120 - mmaction - INFO - Epoch [23][1580/1879] lr: 2.000e-03, eta: 8:22:01, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8219, loss_cls: 1.6437, loss: 1.6437, grad_norm: 3.8689 2021-06-17 17:39:55,431 - mmaction - INFO - Epoch [23][1600/1879] lr: 2.000e-03, eta: 8:21:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6070, top5_acc: 0.8176, loss_cls: 1.6214, loss: 1.6214, grad_norm: 3.8004 2021-06-17 17:40:06,659 - mmaction - INFO - Epoch [23][1620/1879] lr: 2.000e-03, eta: 8:21:36, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8234, loss_cls: 1.5931, loss: 1.5931, grad_norm: 3.7651 2021-06-17 17:40:17,975 - mmaction - INFO - Epoch [23][1640/1879] lr: 2.000e-03, eta: 8:21:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8129, loss_cls: 1.6094, loss: 1.6094, grad_norm: 3.8152 2021-06-17 17:40:29,343 - mmaction - INFO - Epoch [23][1660/1879] lr: 2.000e-03, eta: 8:21:11, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6035, top5_acc: 0.8098, loss_cls: 1.6698, loss: 1.6698, grad_norm: 3.8602 2021-06-17 17:40:40,630 - mmaction - INFO - Epoch [23][1680/1879] lr: 2.000e-03, eta: 8:20:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8172, loss_cls: 1.6103, loss: 1.6103, grad_norm: 3.9094 2021-06-17 17:40:51,882 - mmaction - INFO - Epoch [23][1700/1879] lr: 2.000e-03, eta: 8:20:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8379, loss_cls: 1.5461, loss: 1.5461, grad_norm: 3.7767 2021-06-17 17:41:03,230 - mmaction - INFO - Epoch [23][1720/1879] lr: 2.000e-03, eta: 8:20:34, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8145, loss_cls: 1.6555, loss: 1.6555, grad_norm: 3.9000 2021-06-17 17:41:14,496 - mmaction - INFO - Epoch [23][1740/1879] lr: 2.000e-03, eta: 8:20:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8242, loss_cls: 1.6299, loss: 1.6299, grad_norm: 3.8344 2021-06-17 17:41:25,728 - mmaction - INFO - Epoch [23][1760/1879] lr: 2.000e-03, eta: 8:20:09, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8289, loss_cls: 1.5756, loss: 1.5756, grad_norm: 3.6927 2021-06-17 17:41:36,991 - mmaction - INFO - Epoch [23][1780/1879] lr: 2.000e-03, eta: 8:19:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8211, loss_cls: 1.5798, loss: 1.5798, grad_norm: 3.8062 2021-06-17 17:41:48,245 - mmaction - INFO - Epoch [23][1800/1879] lr: 2.000e-03, eta: 8:19:44, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8105, loss_cls: 1.6418, loss: 1.6418, grad_norm: 3.8790 2021-06-17 17:41:59,565 - mmaction - INFO - Epoch [23][1820/1879] lr: 2.000e-03, eta: 8:19:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8219, loss_cls: 1.6227, loss: 1.6227, grad_norm: 3.8467 2021-06-17 17:42:10,884 - mmaction - INFO - Epoch [23][1840/1879] lr: 2.000e-03, eta: 8:19:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8336, loss_cls: 1.5801, loss: 1.5801, grad_norm: 3.8802 2021-06-17 17:42:22,179 - mmaction - INFO - Epoch [23][1860/1879] lr: 2.000e-03, eta: 8:19:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8187, loss_cls: 1.6358, loss: 1.6358, grad_norm: 3.8119 2021-06-17 17:42:33,364 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-17 17:43:42,050 - mmaction - INFO - Epoch [24][20/1879] lr: 2.000e-03, eta: 8:19:37, time: 3.411, data_time: 2.857, memory: 7080, top1_acc: 0.6137, top5_acc: 0.8270, loss_cls: 1.5938, loss: 1.5938, grad_norm: 3.8745 2021-06-17 17:43:53,086 - mmaction - INFO - Epoch [24][40/1879] lr: 2.000e-03, eta: 8:19:25, time: 0.551, data_time: 0.003, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8230, loss_cls: 1.6091, loss: 1.6091, grad_norm: 3.8409 2021-06-17 17:44:04,141 - mmaction - INFO - Epoch [24][60/1879] lr: 2.000e-03, eta: 8:19:12, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8270, loss_cls: 1.5890, loss: 1.5890, grad_norm: 3.8927 2021-06-17 17:44:15,194 - mmaction - INFO - Epoch [24][80/1879] lr: 2.000e-03, eta: 8:18:59, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8285, loss_cls: 1.5699, loss: 1.5699, grad_norm: 3.8072 2021-06-17 17:44:26,303 - mmaction - INFO - Epoch [24][100/1879] lr: 2.000e-03, eta: 8:18:46, time: 0.556, data_time: 0.001, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8164, loss_cls: 1.6386, loss: 1.6386, grad_norm: 3.8354 2021-06-17 17:44:37,531 - mmaction - INFO - Epoch [24][120/1879] lr: 2.000e-03, eta: 8:18:34, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.5996, top5_acc: 0.8164, loss_cls: 1.6354, loss: 1.6354, grad_norm: 3.9293 2021-06-17 17:44:48,814 - mmaction - INFO - Epoch [24][140/1879] lr: 2.000e-03, eta: 8:18:22, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8289, loss_cls: 1.6016, loss: 1.6016, grad_norm: 3.7623 2021-06-17 17:45:00,068 - mmaction - INFO - Epoch [24][160/1879] lr: 2.000e-03, eta: 8:18:09, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8156, loss_cls: 1.6361, loss: 1.6361, grad_norm: 3.8308 2021-06-17 17:45:11,414 - mmaction - INFO - Epoch [24][180/1879] lr: 2.000e-03, eta: 8:17:57, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8246, loss_cls: 1.5765, loss: 1.5765, grad_norm: 3.8033 2021-06-17 17:45:22,695 - mmaction - INFO - Epoch [24][200/1879] lr: 2.000e-03, eta: 8:17:44, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8266, loss_cls: 1.6138, loss: 1.6138, grad_norm: 3.8620 2021-06-17 17:45:34,051 - mmaction - INFO - Epoch [24][220/1879] lr: 2.000e-03, eta: 8:17:32, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8180, loss_cls: 1.6039, loss: 1.6039, grad_norm: 3.8096 2021-06-17 17:45:45,348 - mmaction - INFO - Epoch [24][240/1879] lr: 2.000e-03, eta: 8:17:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6168, top5_acc: 0.8332, loss_cls: 1.5666, loss: 1.5666, grad_norm: 3.8641 2021-06-17 17:45:56,607 - mmaction - INFO - Epoch [24][260/1879] lr: 2.000e-03, eta: 8:17:07, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8125, loss_cls: 1.6276, loss: 1.6276, grad_norm: 3.8761 2021-06-17 17:46:07,879 - mmaction - INFO - Epoch [24][280/1879] lr: 2.000e-03, eta: 8:16:55, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8293, loss_cls: 1.5770, loss: 1.5770, grad_norm: 3.8153 2021-06-17 17:46:19,175 - mmaction - INFO - Epoch [24][300/1879] lr: 2.000e-03, eta: 8:16:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8203, loss_cls: 1.6337, loss: 1.6337, grad_norm: 3.8555 2021-06-17 17:46:30,486 - mmaction - INFO - Epoch [24][320/1879] lr: 2.000e-03, eta: 8:16:30, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6109, top5_acc: 0.8270, loss_cls: 1.6035, loss: 1.6035, grad_norm: 3.8889 2021-06-17 17:46:41,764 - mmaction - INFO - Epoch [24][340/1879] lr: 2.000e-03, eta: 8:16:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8305, loss_cls: 1.5808, loss: 1.5808, grad_norm: 3.7942 2021-06-17 17:46:53,071 - mmaction - INFO - Epoch [24][360/1879] lr: 2.000e-03, eta: 8:16:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8305, loss_cls: 1.5811, loss: 1.5811, grad_norm: 3.8495 2021-06-17 17:47:04,372 - mmaction - INFO - Epoch [24][380/1879] lr: 2.000e-03, eta: 8:15:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8211, loss_cls: 1.5900, loss: 1.5900, grad_norm: 3.8503 2021-06-17 17:47:15,612 - mmaction - INFO - Epoch [24][400/1879] lr: 2.000e-03, eta: 8:15:40, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8230, loss_cls: 1.5730, loss: 1.5730, grad_norm: 3.8366 2021-06-17 17:47:26,897 - mmaction - INFO - Epoch [24][420/1879] lr: 2.000e-03, eta: 8:15:27, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.5977, top5_acc: 0.8152, loss_cls: 1.6893, loss: 1.6893, grad_norm: 3.8920 2021-06-17 17:47:38,148 - mmaction - INFO - Epoch [24][440/1879] lr: 2.000e-03, eta: 8:15:15, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8176, loss_cls: 1.5914, loss: 1.5914, grad_norm: 3.8736 2021-06-17 17:47:49,416 - mmaction - INFO - Epoch [24][460/1879] lr: 2.000e-03, eta: 8:15:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6066, top5_acc: 0.8199, loss_cls: 1.6541, loss: 1.6541, grad_norm: 3.9468 2021-06-17 17:48:00,737 - mmaction - INFO - Epoch [24][480/1879] lr: 2.000e-03, eta: 8:14:50, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8129, loss_cls: 1.6324, loss: 1.6324, grad_norm: 3.8212 2021-06-17 17:48:11,968 - mmaction - INFO - Epoch [24][500/1879] lr: 2.000e-03, eta: 8:14:38, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8297, loss_cls: 1.5967, loss: 1.5967, grad_norm: 3.7346 2021-06-17 17:48:23,211 - mmaction - INFO - Epoch [24][520/1879] lr: 2.000e-03, eta: 8:14:25, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8199, loss_cls: 1.6350, loss: 1.6350, grad_norm: 3.8240 2021-06-17 17:48:34,490 - mmaction - INFO - Epoch [24][540/1879] lr: 2.000e-03, eta: 8:14:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8258, loss_cls: 1.5915, loss: 1.5915, grad_norm: 3.8374 2021-06-17 17:48:45,759 - mmaction - INFO - Epoch [24][560/1879] lr: 2.000e-03, eta: 8:14:00, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8273, loss_cls: 1.5934, loss: 1.5934, grad_norm: 3.8311 2021-06-17 17:48:57,118 - mmaction - INFO - Epoch [24][580/1879] lr: 2.000e-03, eta: 8:13:48, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8273, loss_cls: 1.5733, loss: 1.5733, grad_norm: 3.8500 2021-06-17 17:49:08,370 - mmaction - INFO - Epoch [24][600/1879] lr: 2.000e-03, eta: 8:13:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8168, loss_cls: 1.6053, loss: 1.6053, grad_norm: 3.8140 2021-06-17 17:49:19,637 - mmaction - INFO - Epoch [24][620/1879] lr: 2.000e-03, eta: 8:13:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8309, loss_cls: 1.5693, loss: 1.5693, grad_norm: 3.9031 2021-06-17 17:49:30,823 - mmaction - INFO - Epoch [24][640/1879] lr: 2.000e-03, eta: 8:13:11, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8215, loss_cls: 1.6094, loss: 1.6094, grad_norm: 3.9181 2021-06-17 17:49:42,102 - mmaction - INFO - Epoch [24][660/1879] lr: 2.000e-03, eta: 8:12:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6059, top5_acc: 0.8148, loss_cls: 1.6299, loss: 1.6299, grad_norm: 3.7636 2021-06-17 17:49:53,436 - mmaction - INFO - Epoch [24][680/1879] lr: 2.000e-03, eta: 8:12:46, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8234, loss_cls: 1.6013, loss: 1.6013, grad_norm: 3.8235 2021-06-17 17:50:04,765 - mmaction - INFO - Epoch [24][700/1879] lr: 2.000e-03, eta: 8:12:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8219, loss_cls: 1.5888, loss: 1.5888, grad_norm: 3.8425 2021-06-17 17:50:15,969 - mmaction - INFO - Epoch [24][720/1879] lr: 2.000e-03, eta: 8:12:21, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8246, loss_cls: 1.6319, loss: 1.6319, grad_norm: 3.9139 2021-06-17 17:50:27,264 - mmaction - INFO - Epoch [24][740/1879] lr: 2.000e-03, eta: 8:12:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8320, loss_cls: 1.5870, loss: 1.5870, grad_norm: 3.8787 2021-06-17 17:50:38,538 - mmaction - INFO - Epoch [24][760/1879] lr: 2.000e-03, eta: 8:11:56, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8254, loss_cls: 1.5579, loss: 1.5579, grad_norm: 3.8034 2021-06-17 17:50:49,820 - mmaction - INFO - Epoch [24][780/1879] lr: 2.000e-03, eta: 8:11:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8250, loss_cls: 1.6101, loss: 1.6101, grad_norm: 3.9322 2021-06-17 17:51:01,090 - mmaction - INFO - Epoch [24][800/1879] lr: 2.000e-03, eta: 8:11:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8363, loss_cls: 1.5500, loss: 1.5500, grad_norm: 3.8457 2021-06-17 17:51:12,383 - mmaction - INFO - Epoch [24][820/1879] lr: 2.000e-03, eta: 8:11:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8250, loss_cls: 1.6367, loss: 1.6367, grad_norm: 3.9737 2021-06-17 17:51:23,572 - mmaction - INFO - Epoch [24][840/1879] lr: 2.000e-03, eta: 8:11:06, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8168, loss_cls: 1.6120, loss: 1.6120, grad_norm: 3.9403 2021-06-17 17:51:34,895 - mmaction - INFO - Epoch [24][860/1879] lr: 2.000e-03, eta: 8:10:54, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8258, loss_cls: 1.5954, loss: 1.5954, grad_norm: 3.8889 2021-06-17 17:51:46,139 - mmaction - INFO - Epoch [24][880/1879] lr: 2.000e-03, eta: 8:10:42, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6090, top5_acc: 0.8176, loss_cls: 1.6054, loss: 1.6054, grad_norm: 3.9330 2021-06-17 17:51:57,460 - mmaction - INFO - Epoch [24][900/1879] lr: 2.000e-03, eta: 8:10:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8246, loss_cls: 1.5823, loss: 1.5823, grad_norm: 3.8649 2021-06-17 17:52:08,698 - mmaction - INFO - Epoch [24][920/1879] lr: 2.000e-03, eta: 8:10:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8211, loss_cls: 1.5874, loss: 1.5874, grad_norm: 3.8359 2021-06-17 17:52:20,006 - mmaction - INFO - Epoch [24][940/1879] lr: 2.000e-03, eta: 8:10:04, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8328, loss_cls: 1.5892, loss: 1.5892, grad_norm: 3.9274 2021-06-17 17:52:31,319 - mmaction - INFO - Epoch [24][960/1879] lr: 2.000e-03, eta: 8:09:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8273, loss_cls: 1.6212, loss: 1.6212, grad_norm: 3.8727 2021-06-17 17:52:42,563 - mmaction - INFO - Epoch [24][980/1879] lr: 2.000e-03, eta: 8:09:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6105, top5_acc: 0.8223, loss_cls: 1.5964, loss: 1.5964, grad_norm: 3.9183 2021-06-17 17:52:53,875 - mmaction - INFO - Epoch [24][1000/1879] lr: 2.000e-03, eta: 8:09:27, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6133, top5_acc: 0.8207, loss_cls: 1.6098, loss: 1.6098, grad_norm: 3.8441 2021-06-17 17:53:05,107 - mmaction - INFO - Epoch [24][1020/1879] lr: 2.000e-03, eta: 8:09:15, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8063, loss_cls: 1.6736, loss: 1.6736, grad_norm: 3.9008 2021-06-17 17:53:16,397 - mmaction - INFO - Epoch [24][1040/1879] lr: 2.000e-03, eta: 8:09:02, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8242, loss_cls: 1.5885, loss: 1.5885, grad_norm: 3.7827 2021-06-17 17:53:27,674 - mmaction - INFO - Epoch [24][1060/1879] lr: 2.000e-03, eta: 8:08:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8305, loss_cls: 1.5680, loss: 1.5680, grad_norm: 3.8202 2021-06-17 17:53:38,960 - mmaction - INFO - Epoch [24][1080/1879] lr: 2.000e-03, eta: 8:08:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8313, loss_cls: 1.5448, loss: 1.5448, grad_norm: 3.8394 2021-06-17 17:53:50,266 - mmaction - INFO - Epoch [24][1100/1879] lr: 2.000e-03, eta: 8:08:25, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8199, loss_cls: 1.6163, loss: 1.6163, grad_norm: 3.9194 2021-06-17 17:54:01,552 - mmaction - INFO - Epoch [24][1120/1879] lr: 2.000e-03, eta: 8:08:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8250, loss_cls: 1.6267, loss: 1.6267, grad_norm: 3.9668 2021-06-17 17:54:12,920 - mmaction - INFO - Epoch [24][1140/1879] lr: 2.000e-03, eta: 8:08:00, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8199, loss_cls: 1.6417, loss: 1.6417, grad_norm: 3.9615 2021-06-17 17:54:24,198 - mmaction - INFO - Epoch [24][1160/1879] lr: 2.000e-03, eta: 8:07:48, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8289, loss_cls: 1.5594, loss: 1.5594, grad_norm: 3.8504 2021-06-17 17:54:35,505 - mmaction - INFO - Epoch [24][1180/1879] lr: 2.000e-03, eta: 8:07:36, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8156, loss_cls: 1.6310, loss: 1.6310, grad_norm: 3.9287 2021-06-17 17:54:46,772 - mmaction - INFO - Epoch [24][1200/1879] lr: 2.000e-03, eta: 8:07:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8324, loss_cls: 1.5993, loss: 1.5993, grad_norm: 3.8976 2021-06-17 17:54:58,045 - mmaction - INFO - Epoch [24][1220/1879] lr: 2.000e-03, eta: 8:07:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8156, loss_cls: 1.6566, loss: 1.6566, grad_norm: 3.8767 2021-06-17 17:55:09,340 - mmaction - INFO - Epoch [24][1240/1879] lr: 2.000e-03, eta: 8:06:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8258, loss_cls: 1.5899, loss: 1.5899, grad_norm: 3.8864 2021-06-17 17:55:20,657 - mmaction - INFO - Epoch [24][1260/1879] lr: 2.000e-03, eta: 8:06:46, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8332, loss_cls: 1.5523, loss: 1.5523, grad_norm: 3.8087 2021-06-17 17:55:31,960 - mmaction - INFO - Epoch [24][1280/1879] lr: 2.000e-03, eta: 8:06:34, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6043, top5_acc: 0.8125, loss_cls: 1.6574, loss: 1.6574, grad_norm: 3.9650 2021-06-17 17:55:43,273 - mmaction - INFO - Epoch [24][1300/1879] lr: 2.000e-03, eta: 8:06:21, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8246, loss_cls: 1.5935, loss: 1.5935, grad_norm: 3.8495 2021-06-17 17:55:54,608 - mmaction - INFO - Epoch [24][1320/1879] lr: 2.000e-03, eta: 8:06:09, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8328, loss_cls: 1.5365, loss: 1.5365, grad_norm: 3.8183 2021-06-17 17:56:05,936 - mmaction - INFO - Epoch [24][1340/1879] lr: 2.000e-03, eta: 8:05:57, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8223, loss_cls: 1.6132, loss: 1.6132, grad_norm: 3.8371 2021-06-17 17:56:17,284 - mmaction - INFO - Epoch [24][1360/1879] lr: 2.000e-03, eta: 8:05:44, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6066, top5_acc: 0.8121, loss_cls: 1.6642, loss: 1.6642, grad_norm: 3.9339 2021-06-17 17:56:28,515 - mmaction - INFO - Epoch [24][1380/1879] lr: 2.000e-03, eta: 8:05:32, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6070, top5_acc: 0.8215, loss_cls: 1.6110, loss: 1.6110, grad_norm: 3.9103 2021-06-17 17:56:39,826 - mmaction - INFO - Epoch [24][1400/1879] lr: 2.000e-03, eta: 8:05:20, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6168, top5_acc: 0.8273, loss_cls: 1.5900, loss: 1.5900, grad_norm: 3.9140 2021-06-17 17:56:51,115 - mmaction - INFO - Epoch [24][1420/1879] lr: 2.000e-03, eta: 8:05:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8316, loss_cls: 1.5962, loss: 1.5962, grad_norm: 3.8787 2021-06-17 17:57:02,371 - mmaction - INFO - Epoch [24][1440/1879] lr: 2.000e-03, eta: 8:04:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8156, loss_cls: 1.5985, loss: 1.5985, grad_norm: 3.8303 2021-06-17 17:57:13,572 - mmaction - INFO - Epoch [24][1460/1879] lr: 2.000e-03, eta: 8:04:42, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6055, top5_acc: 0.8246, loss_cls: 1.6276, loss: 1.6276, grad_norm: 3.9122 2021-06-17 17:57:24,923 - mmaction - INFO - Epoch [24][1480/1879] lr: 2.000e-03, eta: 8:04:30, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8320, loss_cls: 1.5993, loss: 1.5993, grad_norm: 3.8952 2021-06-17 17:57:36,221 - mmaction - INFO - Epoch [24][1500/1879] lr: 2.000e-03, eta: 8:04:18, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8336, loss_cls: 1.5569, loss: 1.5569, grad_norm: 3.8158 2021-06-17 17:57:47,555 - mmaction - INFO - Epoch [24][1520/1879] lr: 2.000e-03, eta: 8:04:05, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6168, top5_acc: 0.8129, loss_cls: 1.6714, loss: 1.6714, grad_norm: 3.8831 2021-06-17 17:57:58,876 - mmaction - INFO - Epoch [24][1540/1879] lr: 2.000e-03, eta: 8:03:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6074, top5_acc: 0.8082, loss_cls: 1.6616, loss: 1.6616, grad_norm: 4.0094 2021-06-17 17:58:10,140 - mmaction - INFO - Epoch [24][1560/1879] lr: 2.000e-03, eta: 8:03:41, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6043, top5_acc: 0.8121, loss_cls: 1.6924, loss: 1.6924, grad_norm: 4.0078 2021-06-17 17:58:21,371 - mmaction - INFO - Epoch [24][1580/1879] lr: 2.000e-03, eta: 8:03:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8207, loss_cls: 1.6089, loss: 1.6089, grad_norm: 3.8583 2021-06-17 17:58:32,666 - mmaction - INFO - Epoch [24][1600/1879] lr: 2.000e-03, eta: 8:03:16, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6086, top5_acc: 0.8242, loss_cls: 1.6284, loss: 1.6284, grad_norm: 3.9229 2021-06-17 17:58:43,861 - mmaction - INFO - Epoch [24][1620/1879] lr: 2.000e-03, eta: 8:03:03, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8246, loss_cls: 1.5889, loss: 1.5889, grad_norm: 3.9483 2021-06-17 17:58:55,110 - mmaction - INFO - Epoch [24][1640/1879] lr: 2.000e-03, eta: 8:02:51, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8355, loss_cls: 1.5576, loss: 1.5576, grad_norm: 3.8683 2021-06-17 17:59:06,398 - mmaction - INFO - Epoch [24][1660/1879] lr: 2.000e-03, eta: 8:02:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8277, loss_cls: 1.5737, loss: 1.5737, grad_norm: 3.8913 2021-06-17 17:59:17,685 - mmaction - INFO - Epoch [24][1680/1879] lr: 2.000e-03, eta: 8:02:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8223, loss_cls: 1.6384, loss: 1.6384, grad_norm: 3.9573 2021-06-17 17:59:29,044 - mmaction - INFO - Epoch [24][1700/1879] lr: 2.000e-03, eta: 8:02:14, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8172, loss_cls: 1.5860, loss: 1.5860, grad_norm: 3.8956 2021-06-17 17:59:40,353 - mmaction - INFO - Epoch [24][1720/1879] lr: 2.000e-03, eta: 8:02:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8313, loss_cls: 1.5999, loss: 1.5999, grad_norm: 3.9111 2021-06-17 17:59:51,617 - mmaction - INFO - Epoch [24][1740/1879] lr: 2.000e-03, eta: 8:01:49, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8293, loss_cls: 1.5851, loss: 1.5851, grad_norm: 3.9872 2021-06-17 18:00:03,691 - mmaction - INFO - Epoch [24][1760/1879] lr: 2.000e-03, eta: 8:01:38, time: 0.603, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8230, loss_cls: 1.5883, loss: 1.5883, grad_norm: 3.8637 2021-06-17 18:00:15,177 - mmaction - INFO - Epoch [24][1780/1879] lr: 2.000e-03, eta: 8:01:26, time: 0.575, data_time: 0.001, memory: 7080, top1_acc: 0.6109, top5_acc: 0.8184, loss_cls: 1.6527, loss: 1.6527, grad_norm: 3.9520 2021-06-17 18:00:26,440 - mmaction - INFO - Epoch [24][1800/1879] lr: 2.000e-03, eta: 8:01:13, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8227, loss_cls: 1.5986, loss: 1.5986, grad_norm: 3.9434 2021-06-17 18:00:37,753 - mmaction - INFO - Epoch [24][1820/1879] lr: 2.000e-03, eta: 8:01:01, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8305, loss_cls: 1.5729, loss: 1.5729, grad_norm: 3.8802 2021-06-17 18:00:49,019 - mmaction - INFO - Epoch [24][1840/1879] lr: 2.000e-03, eta: 8:00:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8250, loss_cls: 1.6042, loss: 1.6042, grad_norm: 3.9601 2021-06-17 18:01:00,298 - mmaction - INFO - Epoch [24][1860/1879] lr: 2.000e-03, eta: 8:00:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8172, loss_cls: 1.6554, loss: 1.6554, grad_norm: 3.9698 2021-06-17 18:01:12,629 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-17 18:02:23,297 - mmaction - INFO - Epoch [25][20/1879] lr: 2.000e-03, eta: 8:01:03, time: 3.454, data_time: 2.896, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8207, loss_cls: 1.6145, loss: 1.6145, grad_norm: 3.8524 2021-06-17 18:02:34,379 - mmaction - INFO - Epoch [25][40/1879] lr: 2.000e-03, eta: 8:00:50, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8301, loss_cls: 1.5838, loss: 1.5838, grad_norm: 3.8767 2021-06-17 18:02:45,412 - mmaction - INFO - Epoch [25][60/1879] lr: 2.000e-03, eta: 8:00:38, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8180, loss_cls: 1.6279, loss: 1.6279, grad_norm: 3.9690 2021-06-17 18:02:56,447 - mmaction - INFO - Epoch [25][80/1879] lr: 2.000e-03, eta: 8:00:25, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8187, loss_cls: 1.6103, loss: 1.6103, grad_norm: 3.8271 2021-06-17 18:03:07,536 - mmaction - INFO - Epoch [25][100/1879] lr: 2.000e-03, eta: 8:00:12, time: 0.555, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8363, loss_cls: 1.5396, loss: 1.5396, grad_norm: 3.8375 2021-06-17 18:03:18,817 - mmaction - INFO - Epoch [25][120/1879] lr: 2.000e-03, eta: 8:00:00, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6051, top5_acc: 0.8305, loss_cls: 1.6057, loss: 1.6057, grad_norm: 3.9194 2021-06-17 18:03:30,156 - mmaction - INFO - Epoch [25][140/1879] lr: 2.000e-03, eta: 7:59:48, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8344, loss_cls: 1.5263, loss: 1.5263, grad_norm: 3.7416 2021-06-17 18:03:41,442 - mmaction - INFO - Epoch [25][160/1879] lr: 2.000e-03, eta: 7:59:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8313, loss_cls: 1.5432, loss: 1.5432, grad_norm: 3.8977 2021-06-17 18:03:52,741 - mmaction - INFO - Epoch [25][180/1879] lr: 2.000e-03, eta: 7:59:23, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8297, loss_cls: 1.5745, loss: 1.5745, grad_norm: 3.8506 2021-06-17 18:04:04,083 - mmaction - INFO - Epoch [25][200/1879] lr: 2.000e-03, eta: 7:59:10, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6051, top5_acc: 0.8277, loss_cls: 1.6022, loss: 1.6022, grad_norm: 3.9419 2021-06-17 18:04:15,432 - mmaction - INFO - Epoch [25][220/1879] lr: 2.000e-03, eta: 7:58:58, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8156, loss_cls: 1.5972, loss: 1.5972, grad_norm: 3.8987 2021-06-17 18:04:26,761 - mmaction - INFO - Epoch [25][240/1879] lr: 2.000e-03, eta: 7:58:46, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8250, loss_cls: 1.5679, loss: 1.5679, grad_norm: 3.8820 2021-06-17 18:04:38,111 - mmaction - INFO - Epoch [25][260/1879] lr: 2.000e-03, eta: 7:58:33, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8180, loss_cls: 1.6133, loss: 1.6133, grad_norm: 3.9862 2021-06-17 18:04:49,445 - mmaction - INFO - Epoch [25][280/1879] lr: 2.000e-03, eta: 7:58:21, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8313, loss_cls: 1.5979, loss: 1.5979, grad_norm: 3.9183 2021-06-17 18:05:00,708 - mmaction - INFO - Epoch [25][300/1879] lr: 2.000e-03, eta: 7:58:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8285, loss_cls: 1.5617, loss: 1.5617, grad_norm: 3.8009 2021-06-17 18:05:12,041 - mmaction - INFO - Epoch [25][320/1879] lr: 2.000e-03, eta: 7:57:56, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8328, loss_cls: 1.5375, loss: 1.5375, grad_norm: 3.8509 2021-06-17 18:05:23,404 - mmaction - INFO - Epoch [25][340/1879] lr: 2.000e-03, eta: 7:57:44, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8227, loss_cls: 1.6000, loss: 1.6000, grad_norm: 3.8985 2021-06-17 18:05:34,603 - mmaction - INFO - Epoch [25][360/1879] lr: 2.000e-03, eta: 7:57:32, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8305, loss_cls: 1.5590, loss: 1.5590, grad_norm: 3.8372 2021-06-17 18:05:45,911 - mmaction - INFO - Epoch [25][380/1879] lr: 2.000e-03, eta: 7:57:19, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8316, loss_cls: 1.5745, loss: 1.5745, grad_norm: 3.9613 2021-06-17 18:05:57,196 - mmaction - INFO - Epoch [25][400/1879] lr: 2.000e-03, eta: 7:57:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8324, loss_cls: 1.5594, loss: 1.5594, grad_norm: 3.8914 2021-06-17 18:06:08,500 - mmaction - INFO - Epoch [25][420/1879] lr: 2.000e-03, eta: 7:56:55, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8281, loss_cls: 1.6034, loss: 1.6034, grad_norm: 4.0154 2021-06-17 18:06:19,799 - mmaction - INFO - Epoch [25][440/1879] lr: 2.000e-03, eta: 7:56:42, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8293, loss_cls: 1.5342, loss: 1.5342, grad_norm: 3.8032 2021-06-17 18:06:31,070 - mmaction - INFO - Epoch [25][460/1879] lr: 2.000e-03, eta: 7:56:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8426, loss_cls: 1.5649, loss: 1.5649, grad_norm: 4.0128 2021-06-17 18:06:42,382 - mmaction - INFO - Epoch [25][480/1879] lr: 2.000e-03, eta: 7:56:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8238, loss_cls: 1.6051, loss: 1.6051, grad_norm: 4.0111 2021-06-17 18:06:53,695 - mmaction - INFO - Epoch [25][500/1879] lr: 2.000e-03, eta: 7:56:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6109, top5_acc: 0.8199, loss_cls: 1.6510, loss: 1.6510, grad_norm: 3.9776 2021-06-17 18:07:04,940 - mmaction - INFO - Epoch [25][520/1879] lr: 2.000e-03, eta: 7:55:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8195, loss_cls: 1.5927, loss: 1.5927, grad_norm: 3.8946 2021-06-17 18:07:16,246 - mmaction - INFO - Epoch [25][540/1879] lr: 2.000e-03, eta: 7:55:40, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8344, loss_cls: 1.5475, loss: 1.5475, grad_norm: 3.9423 2021-06-17 18:07:27,566 - mmaction - INFO - Epoch [25][560/1879] lr: 2.000e-03, eta: 7:55:28, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8305, loss_cls: 1.5668, loss: 1.5668, grad_norm: 3.9773 2021-06-17 18:07:38,903 - mmaction - INFO - Epoch [25][580/1879] lr: 2.000e-03, eta: 7:55:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8199, loss_cls: 1.6276, loss: 1.6276, grad_norm: 4.0081 2021-06-17 18:07:50,130 - mmaction - INFO - Epoch [25][600/1879] lr: 2.000e-03, eta: 7:55:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8313, loss_cls: 1.5758, loss: 1.5758, grad_norm: 3.9059 2021-06-17 18:08:01,417 - mmaction - INFO - Epoch [25][620/1879] lr: 2.000e-03, eta: 7:54:51, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8367, loss_cls: 1.5244, loss: 1.5244, grad_norm: 3.8798 2021-06-17 18:08:12,672 - mmaction - INFO - Epoch [25][640/1879] lr: 2.000e-03, eta: 7:54:38, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8289, loss_cls: 1.5865, loss: 1.5865, grad_norm: 3.9965 2021-06-17 18:08:23,909 - mmaction - INFO - Epoch [25][660/1879] lr: 2.000e-03, eta: 7:54:26, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8313, loss_cls: 1.5657, loss: 1.5657, grad_norm: 3.8991 2021-06-17 18:08:35,207 - mmaction - INFO - Epoch [25][680/1879] lr: 2.000e-03, eta: 7:54:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8168, loss_cls: 1.6028, loss: 1.6028, grad_norm: 3.9487 2021-06-17 18:08:46,498 - mmaction - INFO - Epoch [25][700/1879] lr: 2.000e-03, eta: 7:54:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6105, top5_acc: 0.8273, loss_cls: 1.5745, loss: 1.5745, grad_norm: 3.8932 2021-06-17 18:08:57,783 - mmaction - INFO - Epoch [25][720/1879] lr: 2.000e-03, eta: 7:53:49, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8273, loss_cls: 1.5978, loss: 1.5978, grad_norm: 3.8990 2021-06-17 18:09:08,987 - mmaction - INFO - Epoch [25][740/1879] lr: 2.000e-03, eta: 7:53:36, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8301, loss_cls: 1.5706, loss: 1.5706, grad_norm: 3.9251 2021-06-17 18:09:20,276 - mmaction - INFO - Epoch [25][760/1879] lr: 2.000e-03, eta: 7:53:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8187, loss_cls: 1.6086, loss: 1.6086, grad_norm: 3.9459 2021-06-17 18:09:31,588 - mmaction - INFO - Epoch [25][780/1879] lr: 2.000e-03, eta: 7:53:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6000, top5_acc: 0.8195, loss_cls: 1.6541, loss: 1.6541, grad_norm: 3.9730 2021-06-17 18:09:42,835 - mmaction - INFO - Epoch [25][800/1879] lr: 2.000e-03, eta: 7:52:59, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8203, loss_cls: 1.5817, loss: 1.5817, grad_norm: 3.8652 2021-06-17 18:09:54,158 - mmaction - INFO - Epoch [25][820/1879] lr: 2.000e-03, eta: 7:52:47, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8336, loss_cls: 1.5592, loss: 1.5592, grad_norm: 3.8916 2021-06-17 18:10:05,434 - mmaction - INFO - Epoch [25][840/1879] lr: 2.000e-03, eta: 7:52:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6086, top5_acc: 0.8223, loss_cls: 1.6127, loss: 1.6127, grad_norm: 3.9694 2021-06-17 18:10:16,683 - mmaction - INFO - Epoch [25][860/1879] lr: 2.000e-03, eta: 7:52:22, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8332, loss_cls: 1.5623, loss: 1.5623, grad_norm: 3.8869 2021-06-17 18:10:28,003 - mmaction - INFO - Epoch [25][880/1879] lr: 2.000e-03, eta: 7:52:10, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8223, loss_cls: 1.6035, loss: 1.6035, grad_norm: 3.9106 2021-06-17 18:10:39,314 - mmaction - INFO - Epoch [25][900/1879] lr: 2.000e-03, eta: 7:51:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8266, loss_cls: 1.5473, loss: 1.5473, grad_norm: 3.8913 2021-06-17 18:10:50,604 - mmaction - INFO - Epoch [25][920/1879] lr: 2.000e-03, eta: 7:51:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.5465, loss: 1.5465, grad_norm: 3.9089 2021-06-17 18:11:01,854 - mmaction - INFO - Epoch [25][940/1879] lr: 2.000e-03, eta: 7:51:33, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8133, loss_cls: 1.6233, loss: 1.6233, grad_norm: 4.0700 2021-06-17 18:11:13,157 - mmaction - INFO - Epoch [25][960/1879] lr: 2.000e-03, eta: 7:51:21, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8215, loss_cls: 1.6155, loss: 1.6155, grad_norm: 3.9564 2021-06-17 18:11:24,534 - mmaction - INFO - Epoch [25][980/1879] lr: 2.000e-03, eta: 7:51:08, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8223, loss_cls: 1.6148, loss: 1.6148, grad_norm: 3.9538 2021-06-17 18:11:35,861 - mmaction - INFO - Epoch [25][1000/1879] lr: 2.000e-03, eta: 7:50:56, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8293, loss_cls: 1.5798, loss: 1.5798, grad_norm: 3.9075 2021-06-17 18:11:47,176 - mmaction - INFO - Epoch [25][1020/1879] lr: 2.000e-03, eta: 7:50:44, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8254, loss_cls: 1.5679, loss: 1.5679, grad_norm: 3.8993 2021-06-17 18:11:58,420 - mmaction - INFO - Epoch [25][1040/1879] lr: 2.000e-03, eta: 7:50:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8273, loss_cls: 1.5447, loss: 1.5447, grad_norm: 3.8766 2021-06-17 18:12:09,759 - mmaction - INFO - Epoch [25][1060/1879] lr: 2.000e-03, eta: 7:50:19, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8285, loss_cls: 1.5425, loss: 1.5425, grad_norm: 3.9051 2021-06-17 18:12:21,049 - mmaction - INFO - Epoch [25][1080/1879] lr: 2.000e-03, eta: 7:50:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8270, loss_cls: 1.6457, loss: 1.6457, grad_norm: 3.9839 2021-06-17 18:12:32,323 - mmaction - INFO - Epoch [25][1100/1879] lr: 2.000e-03, eta: 7:49:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8191, loss_cls: 1.5911, loss: 1.5911, grad_norm: 3.9450 2021-06-17 18:12:43,638 - mmaction - INFO - Epoch [25][1120/1879] lr: 2.000e-03, eta: 7:49:42, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8227, loss_cls: 1.6507, loss: 1.6507, grad_norm: 3.9650 2021-06-17 18:12:54,930 - mmaction - INFO - Epoch [25][1140/1879] lr: 2.000e-03, eta: 7:49:30, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8266, loss_cls: 1.5929, loss: 1.5929, grad_norm: 3.9629 2021-06-17 18:13:06,190 - mmaction - INFO - Epoch [25][1160/1879] lr: 2.000e-03, eta: 7:49:17, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8289, loss_cls: 1.5770, loss: 1.5770, grad_norm: 3.9802 2021-06-17 18:13:17,413 - mmaction - INFO - Epoch [25][1180/1879] lr: 2.000e-03, eta: 7:49:05, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8281, loss_cls: 1.5804, loss: 1.5804, grad_norm: 4.0134 2021-06-17 18:13:28,692 - mmaction - INFO - Epoch [25][1200/1879] lr: 2.000e-03, eta: 7:48:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8172, loss_cls: 1.6291, loss: 1.6291, grad_norm: 3.9508 2021-06-17 18:13:40,031 - mmaction - INFO - Epoch [25][1220/1879] lr: 2.000e-03, eta: 7:48:40, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8270, loss_cls: 1.5910, loss: 1.5910, grad_norm: 3.8932 2021-06-17 18:13:51,327 - mmaction - INFO - Epoch [25][1240/1879] lr: 2.000e-03, eta: 7:48:28, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8332, loss_cls: 1.5655, loss: 1.5655, grad_norm: 4.0148 2021-06-17 18:14:02,715 - mmaction - INFO - Epoch [25][1260/1879] lr: 2.000e-03, eta: 7:48:16, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8270, loss_cls: 1.5610, loss: 1.5610, grad_norm: 3.9532 2021-06-17 18:14:14,051 - mmaction - INFO - Epoch [25][1280/1879] lr: 2.000e-03, eta: 7:48:03, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8277, loss_cls: 1.5924, loss: 1.5924, grad_norm: 3.9486 2021-06-17 18:14:25,361 - mmaction - INFO - Epoch [25][1300/1879] lr: 2.000e-03, eta: 7:47:51, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8148, loss_cls: 1.6553, loss: 1.6553, grad_norm: 4.0622 2021-06-17 18:14:36,641 - mmaction - INFO - Epoch [25][1320/1879] lr: 2.000e-03, eta: 7:47:39, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6168, top5_acc: 0.8219, loss_cls: 1.6169, loss: 1.6169, grad_norm: 3.9208 2021-06-17 18:14:47,969 - mmaction - INFO - Epoch [25][1340/1879] lr: 2.000e-03, eta: 7:47:26, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6047, top5_acc: 0.8336, loss_cls: 1.5818, loss: 1.5818, grad_norm: 3.9408 2021-06-17 18:14:59,210 - mmaction - INFO - Epoch [25][1360/1879] lr: 2.000e-03, eta: 7:47:14, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8348, loss_cls: 1.5714, loss: 1.5714, grad_norm: 3.9726 2021-06-17 18:15:10,528 - mmaction - INFO - Epoch [25][1380/1879] lr: 2.000e-03, eta: 7:47:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8359, loss_cls: 1.5880, loss: 1.5880, grad_norm: 3.9425 2021-06-17 18:15:21,783 - mmaction - INFO - Epoch [25][1400/1879] lr: 2.000e-03, eta: 7:46:49, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8172, loss_cls: 1.6490, loss: 1.6490, grad_norm: 4.0548 2021-06-17 18:15:33,069 - mmaction - INFO - Epoch [25][1420/1879] lr: 2.000e-03, eta: 7:46:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8281, loss_cls: 1.6081, loss: 1.6081, grad_norm: 3.9380 2021-06-17 18:15:44,362 - mmaction - INFO - Epoch [25][1440/1879] lr: 2.000e-03, eta: 7:46:25, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8223, loss_cls: 1.6181, loss: 1.6181, grad_norm: 3.9400 2021-06-17 18:15:55,708 - mmaction - INFO - Epoch [25][1460/1879] lr: 2.000e-03, eta: 7:46:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8281, loss_cls: 1.5754, loss: 1.5754, grad_norm: 3.9569 2021-06-17 18:16:06,948 - mmaction - INFO - Epoch [25][1480/1879] lr: 2.000e-03, eta: 7:46:00, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8258, loss_cls: 1.5742, loss: 1.5742, grad_norm: 3.8895 2021-06-17 18:16:18,233 - mmaction - INFO - Epoch [25][1500/1879] lr: 2.000e-03, eta: 7:45:48, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8152, loss_cls: 1.6063, loss: 1.6063, grad_norm: 3.9198 2021-06-17 18:16:29,531 - mmaction - INFO - Epoch [25][1520/1879] lr: 2.000e-03, eta: 7:45:35, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8301, loss_cls: 1.5669, loss: 1.5669, grad_norm: 3.9682 2021-06-17 18:16:40,847 - mmaction - INFO - Epoch [25][1540/1879] lr: 2.000e-03, eta: 7:45:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6172, top5_acc: 0.8223, loss_cls: 1.6008, loss: 1.6008, grad_norm: 3.9880 2021-06-17 18:16:52,068 - mmaction - INFO - Epoch [25][1560/1879] lr: 2.000e-03, eta: 7:45:11, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6105, top5_acc: 0.8098, loss_cls: 1.6787, loss: 1.6787, grad_norm: 4.0559 2021-06-17 18:17:03,384 - mmaction - INFO - Epoch [25][1580/1879] lr: 2.000e-03, eta: 7:44:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6094, top5_acc: 0.8242, loss_cls: 1.6395, loss: 1.6395, grad_norm: 4.0350 2021-06-17 18:17:14,624 - mmaction - INFO - Epoch [25][1600/1879] lr: 2.000e-03, eta: 7:44:46, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8309, loss_cls: 1.5491, loss: 1.5491, grad_norm: 3.9395 2021-06-17 18:17:25,901 - mmaction - INFO - Epoch [25][1620/1879] lr: 2.000e-03, eta: 7:44:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8391, loss_cls: 1.5348, loss: 1.5348, grad_norm: 3.9157 2021-06-17 18:17:37,236 - mmaction - INFO - Epoch [25][1640/1879] lr: 2.000e-03, eta: 7:44:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8211, loss_cls: 1.6077, loss: 1.6077, grad_norm: 3.9823 2021-06-17 18:17:48,477 - mmaction - INFO - Epoch [25][1660/1879] lr: 2.000e-03, eta: 7:44:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6094, top5_acc: 0.8129, loss_cls: 1.6319, loss: 1.6319, grad_norm: 3.9874 2021-06-17 18:17:59,698 - mmaction - INFO - Epoch [25][1680/1879] lr: 2.000e-03, eta: 7:43:57, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8352, loss_cls: 1.5526, loss: 1.5526, grad_norm: 3.9861 2021-06-17 18:18:10,954 - mmaction - INFO - Epoch [25][1700/1879] lr: 2.000e-03, eta: 7:43:44, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8266, loss_cls: 1.6181, loss: 1.6181, grad_norm: 3.9934 2021-06-17 18:18:22,163 - mmaction - INFO - Epoch [25][1720/1879] lr: 2.000e-03, eta: 7:43:32, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8203, loss_cls: 1.6336, loss: 1.6336, grad_norm: 4.0540 2021-06-17 18:18:33,439 - mmaction - INFO - Epoch [25][1740/1879] lr: 2.000e-03, eta: 7:43:20, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8273, loss_cls: 1.5809, loss: 1.5809, grad_norm: 3.9413 2021-06-17 18:18:44,725 - mmaction - INFO - Epoch [25][1760/1879] lr: 2.000e-03, eta: 7:43:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8246, loss_cls: 1.5942, loss: 1.5942, grad_norm: 3.9416 2021-06-17 18:18:55,950 - mmaction - INFO - Epoch [25][1780/1879] lr: 2.000e-03, eta: 7:42:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8281, loss_cls: 1.5670, loss: 1.5670, grad_norm: 4.0078 2021-06-17 18:19:07,306 - mmaction - INFO - Epoch [25][1800/1879] lr: 2.000e-03, eta: 7:42:43, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8359, loss_cls: 1.5779, loss: 1.5779, grad_norm: 3.9609 2021-06-17 18:19:18,502 - mmaction - INFO - Epoch [25][1820/1879] lr: 2.000e-03, eta: 7:42:30, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8227, loss_cls: 1.5921, loss: 1.5921, grad_norm: 3.9815 2021-06-17 18:19:29,802 - mmaction - INFO - Epoch [25][1840/1879] lr: 2.000e-03, eta: 7:42:18, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8281, loss_cls: 1.5773, loss: 1.5773, grad_norm: 3.9236 2021-06-17 18:19:41,108 - mmaction - INFO - Epoch [25][1860/1879] lr: 2.000e-03, eta: 7:42:06, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8223, loss_cls: 1.6151, loss: 1.6151, grad_norm: 4.0118 2021-06-17 18:19:52,518 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-17 18:21:02,815 - mmaction - INFO - Epoch [26][20/1879] lr: 2.000e-03, eta: 7:42:29, time: 3.491, data_time: 2.890, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8348, loss_cls: 1.5268, loss: 1.5268, grad_norm: 3.8660 2021-06-17 18:21:13,849 - mmaction - INFO - Epoch [26][40/1879] lr: 2.000e-03, eta: 7:42:17, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8230, loss_cls: 1.6091, loss: 1.6091, grad_norm: 3.9472 2021-06-17 18:21:24,857 - mmaction - INFO - Epoch [26][60/1879] lr: 2.000e-03, eta: 7:42:04, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6094, top5_acc: 0.8270, loss_cls: 1.6255, loss: 1.6255, grad_norm: 3.9735 2021-06-17 18:21:35,931 - mmaction - INFO - Epoch [26][80/1879] lr: 2.000e-03, eta: 7:41:52, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8313, loss_cls: 1.5283, loss: 1.5283, grad_norm: 3.9392 2021-06-17 18:21:47,014 - mmaction - INFO - Epoch [26][100/1879] lr: 2.000e-03, eta: 7:41:39, time: 0.555, data_time: 0.001, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8145, loss_cls: 1.6255, loss: 1.6255, grad_norm: 3.9369 2021-06-17 18:21:58,285 - mmaction - INFO - Epoch [26][120/1879] lr: 2.000e-03, eta: 7:41:27, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8270, loss_cls: 1.6043, loss: 1.6043, grad_norm: 3.9630 2021-06-17 18:22:09,533 - mmaction - INFO - Epoch [26][140/1879] lr: 2.000e-03, eta: 7:41:14, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8332, loss_cls: 1.5384, loss: 1.5384, grad_norm: 3.9375 2021-06-17 18:22:20,805 - mmaction - INFO - Epoch [26][160/1879] lr: 2.000e-03, eta: 7:41:02, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8270, loss_cls: 1.5846, loss: 1.5846, grad_norm: 3.9535 2021-06-17 18:22:32,056 - mmaction - INFO - Epoch [26][180/1879] lr: 2.000e-03, eta: 7:40:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8305, loss_cls: 1.5600, loss: 1.5600, grad_norm: 3.9972 2021-06-17 18:22:43,382 - mmaction - INFO - Epoch [26][200/1879] lr: 2.000e-03, eta: 7:40:37, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8270, loss_cls: 1.5806, loss: 1.5806, grad_norm: 3.9142 2021-06-17 18:22:54,651 - mmaction - INFO - Epoch [26][220/1879] lr: 2.000e-03, eta: 7:40:25, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8230, loss_cls: 1.5896, loss: 1.5896, grad_norm: 3.9243 2021-06-17 18:23:05,901 - mmaction - INFO - Epoch [26][240/1879] lr: 2.000e-03, eta: 7:40:12, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8254, loss_cls: 1.5815, loss: 1.5815, grad_norm: 3.8744 2021-06-17 18:23:17,171 - mmaction - INFO - Epoch [26][260/1879] lr: 2.000e-03, eta: 7:40:00, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8313, loss_cls: 1.5804, loss: 1.5804, grad_norm: 3.9541 2021-06-17 18:23:28,531 - mmaction - INFO - Epoch [26][280/1879] lr: 2.000e-03, eta: 7:39:48, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8285, loss_cls: 1.6019, loss: 1.6019, grad_norm: 3.9820 2021-06-17 18:23:39,781 - mmaction - INFO - Epoch [26][300/1879] lr: 2.000e-03, eta: 7:39:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8398, loss_cls: 1.5270, loss: 1.5270, grad_norm: 3.9131 2021-06-17 18:23:51,039 - mmaction - INFO - Epoch [26][320/1879] lr: 2.000e-03, eta: 7:39:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6031, top5_acc: 0.8113, loss_cls: 1.6561, loss: 1.6561, grad_norm: 4.0672 2021-06-17 18:24:02,362 - mmaction - INFO - Epoch [26][340/1879] lr: 2.000e-03, eta: 7:39:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8270, loss_cls: 1.5843, loss: 1.5843, grad_norm: 3.9391 2021-06-17 18:24:13,665 - mmaction - INFO - Epoch [26][360/1879] lr: 2.000e-03, eta: 7:38:58, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8379, loss_cls: 1.4915, loss: 1.4915, grad_norm: 3.8564 2021-06-17 18:24:24,970 - mmaction - INFO - Epoch [26][380/1879] lr: 2.000e-03, eta: 7:38:46, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8371, loss_cls: 1.5736, loss: 1.5736, grad_norm: 3.9702 2021-06-17 18:24:36,241 - mmaction - INFO - Epoch [26][400/1879] lr: 2.000e-03, eta: 7:38:34, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8313, loss_cls: 1.5843, loss: 1.5843, grad_norm: 3.8571 2021-06-17 18:24:47,557 - mmaction - INFO - Epoch [26][420/1879] lr: 2.000e-03, eta: 7:38:21, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8336, loss_cls: 1.5395, loss: 1.5395, grad_norm: 3.8997 2021-06-17 18:24:58,859 - mmaction - INFO - Epoch [26][440/1879] lr: 2.000e-03, eta: 7:38:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8168, loss_cls: 1.6431, loss: 1.6431, grad_norm: 3.9651 2021-06-17 18:25:10,301 - mmaction - INFO - Epoch [26][460/1879] lr: 2.000e-03, eta: 7:37:57, time: 0.572, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8313, loss_cls: 1.5546, loss: 1.5546, grad_norm: 3.9761 2021-06-17 18:25:21,555 - mmaction - INFO - Epoch [26][480/1879] lr: 2.000e-03, eta: 7:37:45, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8246, loss_cls: 1.5981, loss: 1.5981, grad_norm: 3.9553 2021-06-17 18:25:32,853 - mmaction - INFO - Epoch [26][500/1879] lr: 2.000e-03, eta: 7:37:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8336, loss_cls: 1.5549, loss: 1.5549, grad_norm: 3.9141 2021-06-17 18:25:44,065 - mmaction - INFO - Epoch [26][520/1879] lr: 2.000e-03, eta: 7:37:20, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6133, top5_acc: 0.8207, loss_cls: 1.6061, loss: 1.6061, grad_norm: 3.9622 2021-06-17 18:25:55,359 - mmaction - INFO - Epoch [26][540/1879] lr: 2.000e-03, eta: 7:37:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8371, loss_cls: 1.5897, loss: 1.5897, grad_norm: 3.9679 2021-06-17 18:26:06,585 - mmaction - INFO - Epoch [26][560/1879] lr: 2.000e-03, eta: 7:36:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8285, loss_cls: 1.5573, loss: 1.5573, grad_norm: 3.9292 2021-06-17 18:26:17,892 - mmaction - INFO - Epoch [26][580/1879] lr: 2.000e-03, eta: 7:36:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8340, loss_cls: 1.5475, loss: 1.5475, grad_norm: 3.9355 2021-06-17 18:26:29,131 - mmaction - INFO - Epoch [26][600/1879] lr: 2.000e-03, eta: 7:36:31, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8406, loss_cls: 1.5539, loss: 1.5539, grad_norm: 3.9895 2021-06-17 18:26:40,406 - mmaction - INFO - Epoch [26][620/1879] lr: 2.000e-03, eta: 7:36:18, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8434, loss_cls: 1.5195, loss: 1.5195, grad_norm: 3.8818 2021-06-17 18:26:51,699 - mmaction - INFO - Epoch [26][640/1879] lr: 2.000e-03, eta: 7:36:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8281, loss_cls: 1.5786, loss: 1.5786, grad_norm: 4.0033 2021-06-17 18:27:02,981 - mmaction - INFO - Epoch [26][660/1879] lr: 2.000e-03, eta: 7:35:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8227, loss_cls: 1.6213, loss: 1.6213, grad_norm: 4.0445 2021-06-17 18:27:14,265 - mmaction - INFO - Epoch [26][680/1879] lr: 2.000e-03, eta: 7:35:41, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8266, loss_cls: 1.5923, loss: 1.5923, grad_norm: 4.0367 2021-06-17 18:27:25,656 - mmaction - INFO - Epoch [26][700/1879] lr: 2.000e-03, eta: 7:35:29, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8293, loss_cls: 1.5879, loss: 1.5879, grad_norm: 3.9766 2021-06-17 18:27:36,930 - mmaction - INFO - Epoch [26][720/1879] lr: 2.000e-03, eta: 7:35:17, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8293, loss_cls: 1.5785, loss: 1.5785, grad_norm: 3.9932 2021-06-17 18:27:48,216 - mmaction - INFO - Epoch [26][740/1879] lr: 2.000e-03, eta: 7:35:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8258, loss_cls: 1.5867, loss: 1.5867, grad_norm: 3.9724 2021-06-17 18:27:59,496 - mmaction - INFO - Epoch [26][760/1879] lr: 2.000e-03, eta: 7:34:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8234, loss_cls: 1.5578, loss: 1.5578, grad_norm: 3.9195 2021-06-17 18:28:10,756 - mmaction - INFO - Epoch [26][780/1879] lr: 2.000e-03, eta: 7:34:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8258, loss_cls: 1.6010, loss: 1.6010, grad_norm: 4.0193 2021-06-17 18:28:22,029 - mmaction - INFO - Epoch [26][800/1879] lr: 2.000e-03, eta: 7:34:27, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8348, loss_cls: 1.5404, loss: 1.5404, grad_norm: 4.0043 2021-06-17 18:28:33,338 - mmaction - INFO - Epoch [26][820/1879] lr: 2.000e-03, eta: 7:34:15, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8262, loss_cls: 1.5520, loss: 1.5520, grad_norm: 3.9580 2021-06-17 18:28:44,658 - mmaction - INFO - Epoch [26][840/1879] lr: 2.000e-03, eta: 7:34:03, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8266, loss_cls: 1.5761, loss: 1.5761, grad_norm: 4.0035 2021-06-17 18:28:55,922 - mmaction - INFO - Epoch [26][860/1879] lr: 2.000e-03, eta: 7:33:50, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8398, loss_cls: 1.5390, loss: 1.5390, grad_norm: 3.9588 2021-06-17 18:29:07,250 - mmaction - INFO - Epoch [26][880/1879] lr: 2.000e-03, eta: 7:33:38, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8395, loss_cls: 1.5084, loss: 1.5084, grad_norm: 3.9789 2021-06-17 18:29:18,467 - mmaction - INFO - Epoch [26][900/1879] lr: 2.000e-03, eta: 7:33:26, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8289, loss_cls: 1.5875, loss: 1.5875, grad_norm: 4.0895 2021-06-17 18:29:29,715 - mmaction - INFO - Epoch [26][920/1879] lr: 2.000e-03, eta: 7:33:13, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8273, loss_cls: 1.5568, loss: 1.5568, grad_norm: 4.0317 2021-06-17 18:29:41,010 - mmaction - INFO - Epoch [26][940/1879] lr: 2.000e-03, eta: 7:33:01, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8320, loss_cls: 1.5680, loss: 1.5680, grad_norm: 4.0679 2021-06-17 18:29:52,272 - mmaction - INFO - Epoch [26][960/1879] lr: 2.000e-03, eta: 7:32:49, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8336, loss_cls: 1.5796, loss: 1.5796, grad_norm: 4.0678 2021-06-17 18:30:03,563 - mmaction - INFO - Epoch [26][980/1879] lr: 2.000e-03, eta: 7:32:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8254, loss_cls: 1.5987, loss: 1.5987, grad_norm: 4.0435 2021-06-17 18:30:14,890 - mmaction - INFO - Epoch [26][1000/1879] lr: 2.000e-03, eta: 7:32:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8320, loss_cls: 1.5784, loss: 1.5784, grad_norm: 4.0320 2021-06-17 18:30:26,148 - mmaction - INFO - Epoch [26][1020/1879] lr: 2.000e-03, eta: 7:32:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8453, loss_cls: 1.4805, loss: 1.4805, grad_norm: 3.8627 2021-06-17 18:30:37,397 - mmaction - INFO - Epoch [26][1040/1879] lr: 2.000e-03, eta: 7:32:00, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8211, loss_cls: 1.6515, loss: 1.6515, grad_norm: 4.1277 2021-06-17 18:30:48,692 - mmaction - INFO - Epoch [26][1060/1879] lr: 2.000e-03, eta: 7:31:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5734, loss: 1.5734, grad_norm: 4.0142 2021-06-17 18:30:59,911 - mmaction - INFO - Epoch [26][1080/1879] lr: 2.000e-03, eta: 7:31:35, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8313, loss_cls: 1.5479, loss: 1.5479, grad_norm: 4.0486 2021-06-17 18:31:11,234 - mmaction - INFO - Epoch [26][1100/1879] lr: 2.000e-03, eta: 7:31:23, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8383, loss_cls: 1.5556, loss: 1.5556, grad_norm: 4.0383 2021-06-17 18:31:22,525 - mmaction - INFO - Epoch [26][1120/1879] lr: 2.000e-03, eta: 7:31:10, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8344, loss_cls: 1.5507, loss: 1.5507, grad_norm: 4.0254 2021-06-17 18:31:33,840 - mmaction - INFO - Epoch [26][1140/1879] lr: 2.000e-03, eta: 7:30:58, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8289, loss_cls: 1.5906, loss: 1.5906, grad_norm: 4.0370 2021-06-17 18:31:45,152 - mmaction - INFO - Epoch [26][1160/1879] lr: 2.000e-03, eta: 7:30:46, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8125, loss_cls: 1.6639, loss: 1.6639, grad_norm: 4.0717 2021-06-17 18:31:56,406 - mmaction - INFO - Epoch [26][1180/1879] lr: 2.000e-03, eta: 7:30:33, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8285, loss_cls: 1.5740, loss: 1.5740, grad_norm: 3.9158 2021-06-17 18:32:07,777 - mmaction - INFO - Epoch [26][1200/1879] lr: 2.000e-03, eta: 7:30:21, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8352, loss_cls: 1.5583, loss: 1.5583, grad_norm: 3.9525 2021-06-17 18:32:19,025 - mmaction - INFO - Epoch [26][1220/1879] lr: 2.000e-03, eta: 7:30:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.5778, loss: 1.5778, grad_norm: 4.0963 2021-06-17 18:32:30,266 - mmaction - INFO - Epoch [26][1240/1879] lr: 2.000e-03, eta: 7:29:56, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8230, loss_cls: 1.6242, loss: 1.6242, grad_norm: 4.0430 2021-06-17 18:32:41,542 - mmaction - INFO - Epoch [26][1260/1879] lr: 2.000e-03, eta: 7:29:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8266, loss_cls: 1.6285, loss: 1.6285, grad_norm: 4.0567 2021-06-17 18:32:52,792 - mmaction - INFO - Epoch [26][1280/1879] lr: 2.000e-03, eta: 7:29:32, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6172, top5_acc: 0.8215, loss_cls: 1.5980, loss: 1.5980, grad_norm: 3.9760 2021-06-17 18:33:04,044 - mmaction - INFO - Epoch [26][1300/1879] lr: 2.000e-03, eta: 7:29:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8180, loss_cls: 1.6065, loss: 1.6065, grad_norm: 4.0574 2021-06-17 18:33:15,328 - mmaction - INFO - Epoch [26][1320/1879] lr: 2.000e-03, eta: 7:29:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8219, loss_cls: 1.5947, loss: 1.5947, grad_norm: 4.1175 2021-06-17 18:33:26,704 - mmaction - INFO - Epoch [26][1340/1879] lr: 2.000e-03, eta: 7:28:55, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8375, loss_cls: 1.5688, loss: 1.5688, grad_norm: 3.9585 2021-06-17 18:33:37,980 - mmaction - INFO - Epoch [26][1360/1879] lr: 2.000e-03, eta: 7:28:43, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6133, top5_acc: 0.8281, loss_cls: 1.5835, loss: 1.5835, grad_norm: 4.0272 2021-06-17 18:33:49,227 - mmaction - INFO - Epoch [26][1380/1879] lr: 2.000e-03, eta: 7:28:30, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8305, loss_cls: 1.5343, loss: 1.5343, grad_norm: 3.8304 2021-06-17 18:34:00,495 - mmaction - INFO - Epoch [26][1400/1879] lr: 2.000e-03, eta: 7:28:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8250, loss_cls: 1.5934, loss: 1.5934, grad_norm: 4.0466 2021-06-17 18:34:11,732 - mmaction - INFO - Epoch [26][1420/1879] lr: 2.000e-03, eta: 7:28:06, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8230, loss_cls: 1.5946, loss: 1.5946, grad_norm: 3.9908 2021-06-17 18:34:23,058 - mmaction - INFO - Epoch [26][1440/1879] lr: 2.000e-03, eta: 7:27:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8359, loss_cls: 1.5482, loss: 1.5482, grad_norm: 4.0070 2021-06-17 18:34:34,374 - mmaction - INFO - Epoch [26][1460/1879] lr: 2.000e-03, eta: 7:27:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6020, top5_acc: 0.8117, loss_cls: 1.6526, loss: 1.6526, grad_norm: 4.0470 2021-06-17 18:34:45,563 - mmaction - INFO - Epoch [26][1480/1879] lr: 2.000e-03, eta: 7:27:29, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8344, loss_cls: 1.5224, loss: 1.5224, grad_norm: 3.9076 2021-06-17 18:34:56,909 - mmaction - INFO - Epoch [26][1500/1879] lr: 2.000e-03, eta: 7:27:17, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6121, top5_acc: 0.8145, loss_cls: 1.6275, loss: 1.6275, grad_norm: 4.0273 2021-06-17 18:35:08,128 - mmaction - INFO - Epoch [26][1520/1879] lr: 2.000e-03, eta: 7:27:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8199, loss_cls: 1.6414, loss: 1.6414, grad_norm: 4.0528 2021-06-17 18:35:19,435 - mmaction - INFO - Epoch [26][1540/1879] lr: 2.000e-03, eta: 7:26:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8246, loss_cls: 1.5630, loss: 1.5630, grad_norm: 3.9936 2021-06-17 18:35:30,734 - mmaction - INFO - Epoch [26][1560/1879] lr: 2.000e-03, eta: 7:26:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8359, loss_cls: 1.5741, loss: 1.5741, grad_norm: 4.0121 2021-06-17 18:35:42,026 - mmaction - INFO - Epoch [26][1580/1879] lr: 2.000e-03, eta: 7:26:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8195, loss_cls: 1.5817, loss: 1.5817, grad_norm: 3.9550 2021-06-17 18:35:53,261 - mmaction - INFO - Epoch [26][1600/1879] lr: 2.000e-03, eta: 7:26:15, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6172, top5_acc: 0.8305, loss_cls: 1.5812, loss: 1.5812, grad_norm: 4.0250 2021-06-17 18:36:04,442 - mmaction - INFO - Epoch [26][1620/1879] lr: 2.000e-03, eta: 7:26:03, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8293, loss_cls: 1.5960, loss: 1.5960, grad_norm: 4.0082 2021-06-17 18:36:15,746 - mmaction - INFO - Epoch [26][1640/1879] lr: 2.000e-03, eta: 7:25:50, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8148, loss_cls: 1.6088, loss: 1.6088, grad_norm: 4.0211 2021-06-17 18:36:27,035 - mmaction - INFO - Epoch [26][1660/1879] lr: 2.000e-03, eta: 7:25:38, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8230, loss_cls: 1.6001, loss: 1.6001, grad_norm: 3.9656 2021-06-17 18:36:38,319 - mmaction - INFO - Epoch [26][1680/1879] lr: 2.000e-03, eta: 7:25:26, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8289, loss_cls: 1.5890, loss: 1.5890, grad_norm: 4.0319 2021-06-17 18:36:49,567 - mmaction - INFO - Epoch [26][1700/1879] lr: 2.000e-03, eta: 7:25:14, time: 0.562, data_time: 0.000, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8281, loss_cls: 1.5775, loss: 1.5775, grad_norm: 3.9042 2021-06-17 18:37:00,872 - mmaction - INFO - Epoch [26][1720/1879] lr: 2.000e-03, eta: 7:25:01, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8375, loss_cls: 1.4932, loss: 1.4932, grad_norm: 3.9232 2021-06-17 18:37:12,220 - mmaction - INFO - Epoch [26][1740/1879] lr: 2.000e-03, eta: 7:24:49, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8313, loss_cls: 1.5701, loss: 1.5701, grad_norm: 3.9845 2021-06-17 18:37:23,470 - mmaction - INFO - Epoch [26][1760/1879] lr: 2.000e-03, eta: 7:24:37, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8371, loss_cls: 1.4992, loss: 1.4992, grad_norm: 3.9120 2021-06-17 18:37:34,735 - mmaction - INFO - Epoch [26][1780/1879] lr: 2.000e-03, eta: 7:24:24, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8277, loss_cls: 1.5807, loss: 1.5807, grad_norm: 3.9672 2021-06-17 18:37:45,995 - mmaction - INFO - Epoch [26][1800/1879] lr: 2.000e-03, eta: 7:24:12, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8367, loss_cls: 1.5246, loss: 1.5246, grad_norm: 3.8811 2021-06-17 18:37:57,242 - mmaction - INFO - Epoch [26][1820/1879] lr: 2.000e-03, eta: 7:24:00, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6066, top5_acc: 0.8191, loss_cls: 1.6464, loss: 1.6464, grad_norm: 4.0778 2021-06-17 18:38:08,493 - mmaction - INFO - Epoch [26][1840/1879] lr: 2.000e-03, eta: 7:23:48, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8223, loss_cls: 1.6226, loss: 1.6226, grad_norm: 4.0956 2021-06-17 18:38:19,699 - mmaction - INFO - Epoch [26][1860/1879] lr: 2.000e-03, eta: 7:23:35, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8355, loss_cls: 1.5583, loss: 1.5583, grad_norm: 3.9328 2021-06-17 18:38:31,023 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-17 18:39:40,635 - mmaction - INFO - Epoch [27][20/1879] lr: 2.000e-03, eta: 7:23:55, time: 3.445, data_time: 2.879, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8398, loss_cls: 1.5383, loss: 1.5383, grad_norm: 3.9719 2021-06-17 18:39:51,699 - mmaction - INFO - Epoch [27][40/1879] lr: 2.000e-03, eta: 7:23:42, time: 0.552, data_time: 0.004, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8344, loss_cls: 1.5235, loss: 1.5235, grad_norm: 3.9417 2021-06-17 18:40:03,368 - mmaction - INFO - Epoch [27][60/1879] lr: 2.000e-03, eta: 7:23:30, time: 0.584, data_time: 0.001, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8277, loss_cls: 1.5952, loss: 1.5952, grad_norm: 4.0370 2021-06-17 18:40:14,413 - mmaction - INFO - Epoch [27][80/1879] lr: 2.000e-03, eta: 7:23:18, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8297, loss_cls: 1.5574, loss: 1.5574, grad_norm: 3.9781 2021-06-17 18:40:25,543 - mmaction - INFO - Epoch [27][100/1879] lr: 2.000e-03, eta: 7:23:05, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8277, loss_cls: 1.6035, loss: 1.6035, grad_norm: 4.0611 2021-06-17 18:40:36,798 - mmaction - INFO - Epoch [27][120/1879] lr: 2.000e-03, eta: 7:22:53, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6109, top5_acc: 0.8277, loss_cls: 1.5903, loss: 1.5903, grad_norm: 4.0181 2021-06-17 18:40:48,083 - mmaction - INFO - Epoch [27][140/1879] lr: 2.000e-03, eta: 7:22:40, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8301, loss_cls: 1.5337, loss: 1.5337, grad_norm: 3.9499 2021-06-17 18:40:59,405 - mmaction - INFO - Epoch [27][160/1879] lr: 2.000e-03, eta: 7:22:28, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8430, loss_cls: 1.5307, loss: 1.5307, grad_norm: 4.0000 2021-06-17 18:41:10,733 - mmaction - INFO - Epoch [27][180/1879] lr: 2.000e-03, eta: 7:22:16, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8383, loss_cls: 1.5220, loss: 1.5220, grad_norm: 4.0012 2021-06-17 18:41:22,012 - mmaction - INFO - Epoch [27][200/1879] lr: 2.000e-03, eta: 7:22:04, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8340, loss_cls: 1.5431, loss: 1.5431, grad_norm: 4.0887 2021-06-17 18:41:33,304 - mmaction - INFO - Epoch [27][220/1879] lr: 2.000e-03, eta: 7:21:51, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8289, loss_cls: 1.5816, loss: 1.5816, grad_norm: 4.1411 2021-06-17 18:41:44,656 - mmaction - INFO - Epoch [27][240/1879] lr: 2.000e-03, eta: 7:21:39, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8254, loss_cls: 1.5952, loss: 1.5952, grad_norm: 4.0385 2021-06-17 18:41:56,021 - mmaction - INFO - Epoch [27][260/1879] lr: 2.000e-03, eta: 7:21:27, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8352, loss_cls: 1.5372, loss: 1.5372, grad_norm: 4.0643 2021-06-17 18:42:07,401 - mmaction - INFO - Epoch [27][280/1879] lr: 2.000e-03, eta: 7:21:15, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8324, loss_cls: 1.5405, loss: 1.5405, grad_norm: 4.0232 2021-06-17 18:42:18,753 - mmaction - INFO - Epoch [27][300/1879] lr: 2.000e-03, eta: 7:21:02, time: 0.567, data_time: 0.000, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8324, loss_cls: 1.5297, loss: 1.5297, grad_norm: 3.9719 2021-06-17 18:42:30,005 - mmaction - INFO - Epoch [27][320/1879] lr: 2.000e-03, eta: 7:20:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8309, loss_cls: 1.5382, loss: 1.5382, grad_norm: 4.0037 2021-06-17 18:42:41,293 - mmaction - INFO - Epoch [27][340/1879] lr: 2.000e-03, eta: 7:20:38, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8172, loss_cls: 1.6054, loss: 1.6054, grad_norm: 4.0691 2021-06-17 18:42:52,594 - mmaction - INFO - Epoch [27][360/1879] lr: 2.000e-03, eta: 7:20:25, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8352, loss_cls: 1.5519, loss: 1.5519, grad_norm: 4.0401 2021-06-17 18:43:03,844 - mmaction - INFO - Epoch [27][380/1879] lr: 2.000e-03, eta: 7:20:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8215, loss_cls: 1.6096, loss: 1.6096, grad_norm: 4.1062 2021-06-17 18:43:15,101 - mmaction - INFO - Epoch [27][400/1879] lr: 2.000e-03, eta: 7:20:01, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8293, loss_cls: 1.5875, loss: 1.5875, grad_norm: 4.0602 2021-06-17 18:43:26,396 - mmaction - INFO - Epoch [27][420/1879] lr: 2.000e-03, eta: 7:19:49, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8215, loss_cls: 1.6010, loss: 1.6010, grad_norm: 3.9740 2021-06-17 18:43:37,753 - mmaction - INFO - Epoch [27][440/1879] lr: 2.000e-03, eta: 7:19:36, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8266, loss_cls: 1.5722, loss: 1.5722, grad_norm: 4.0515 2021-06-17 18:43:49,053 - mmaction - INFO - Epoch [27][460/1879] lr: 2.000e-03, eta: 7:19:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8344, loss_cls: 1.5887, loss: 1.5887, grad_norm: 4.0316 2021-06-17 18:44:00,343 - mmaction - INFO - Epoch [27][480/1879] lr: 2.000e-03, eta: 7:19:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8313, loss_cls: 1.5868, loss: 1.5868, grad_norm: 4.0142 2021-06-17 18:44:11,567 - mmaction - INFO - Epoch [27][500/1879] lr: 2.000e-03, eta: 7:18:59, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8359, loss_cls: 1.5274, loss: 1.5274, grad_norm: 3.9400 2021-06-17 18:44:22,843 - mmaction - INFO - Epoch [27][520/1879] lr: 2.000e-03, eta: 7:18:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8289, loss_cls: 1.5704, loss: 1.5704, grad_norm: 4.0651 2021-06-17 18:44:34,147 - mmaction - INFO - Epoch [27][540/1879] lr: 2.000e-03, eta: 7:18:35, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8348, loss_cls: 1.5553, loss: 1.5553, grad_norm: 4.0613 2021-06-17 18:44:45,426 - mmaction - INFO - Epoch [27][560/1879] lr: 2.000e-03, eta: 7:18:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.5965, top5_acc: 0.8195, loss_cls: 1.6163, loss: 1.6163, grad_norm: 4.1370 2021-06-17 18:44:56,751 - mmaction - INFO - Epoch [27][580/1879] lr: 2.000e-03, eta: 7:18:10, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8285, loss_cls: 1.5713, loss: 1.5713, grad_norm: 3.9789 2021-06-17 18:45:08,113 - mmaction - INFO - Epoch [27][600/1879] lr: 2.000e-03, eta: 7:17:58, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8324, loss_cls: 1.5218, loss: 1.5218, grad_norm: 3.9586 2021-06-17 18:45:19,362 - mmaction - INFO - Epoch [27][620/1879] lr: 2.000e-03, eta: 7:17:46, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8285, loss_cls: 1.5637, loss: 1.5637, grad_norm: 4.0310 2021-06-17 18:45:30,653 - mmaction - INFO - Epoch [27][640/1879] lr: 2.000e-03, eta: 7:17:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8305, loss_cls: 1.5434, loss: 1.5434, grad_norm: 4.0585 2021-06-17 18:45:41,876 - mmaction - INFO - Epoch [27][660/1879] lr: 2.000e-03, eta: 7:17:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8391, loss_cls: 1.5347, loss: 1.5347, grad_norm: 4.0122 2021-06-17 18:45:53,131 - mmaction - INFO - Epoch [27][680/1879] lr: 2.000e-03, eta: 7:17:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8285, loss_cls: 1.5432, loss: 1.5432, grad_norm: 4.0214 2021-06-17 18:46:04,429 - mmaction - INFO - Epoch [27][700/1879] lr: 2.000e-03, eta: 7:16:57, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8223, loss_cls: 1.6154, loss: 1.6154, grad_norm: 4.1513 2021-06-17 18:46:15,722 - mmaction - INFO - Epoch [27][720/1879] lr: 2.000e-03, eta: 7:16:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8281, loss_cls: 1.5918, loss: 1.5918, grad_norm: 4.0660 2021-06-17 18:46:27,075 - mmaction - INFO - Epoch [27][740/1879] lr: 2.000e-03, eta: 7:16:32, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8199, loss_cls: 1.6116, loss: 1.6116, grad_norm: 4.0289 2021-06-17 18:46:38,400 - mmaction - INFO - Epoch [27][760/1879] lr: 2.000e-03, eta: 7:16:20, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8262, loss_cls: 1.5924, loss: 1.5924, grad_norm: 4.0562 2021-06-17 18:46:49,723 - mmaction - INFO - Epoch [27][780/1879] lr: 2.000e-03, eta: 7:16:08, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8457, loss_cls: 1.5041, loss: 1.5041, grad_norm: 4.0357 2021-06-17 18:47:01,021 - mmaction - INFO - Epoch [27][800/1879] lr: 2.000e-03, eta: 7:15:55, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8348, loss_cls: 1.5563, loss: 1.5563, grad_norm: 4.0711 2021-06-17 18:47:12,307 - mmaction - INFO - Epoch [27][820/1879] lr: 2.000e-03, eta: 7:15:43, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8293, loss_cls: 1.5888, loss: 1.5888, grad_norm: 4.1715 2021-06-17 18:47:23,595 - mmaction - INFO - Epoch [27][840/1879] lr: 2.000e-03, eta: 7:15:31, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8289, loss_cls: 1.5639, loss: 1.5639, grad_norm: 4.0906 2021-06-17 18:47:34,875 - mmaction - INFO - Epoch [27][860/1879] lr: 2.000e-03, eta: 7:15:19, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8250, loss_cls: 1.5852, loss: 1.5852, grad_norm: 4.0115 2021-06-17 18:47:46,147 - mmaction - INFO - Epoch [27][880/1879] lr: 2.000e-03, eta: 7:15:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8391, loss_cls: 1.5164, loss: 1.5164, grad_norm: 3.9252 2021-06-17 18:47:57,426 - mmaction - INFO - Epoch [27][900/1879] lr: 2.000e-03, eta: 7:14:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8348, loss_cls: 1.5208, loss: 1.5208, grad_norm: 3.9637 2021-06-17 18:48:08,664 - mmaction - INFO - Epoch [27][920/1879] lr: 2.000e-03, eta: 7:14:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8383, loss_cls: 1.5141, loss: 1.5141, grad_norm: 4.0014 2021-06-17 18:48:19,903 - mmaction - INFO - Epoch [27][940/1879] lr: 2.000e-03, eta: 7:14:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8285, loss_cls: 1.5910, loss: 1.5910, grad_norm: 4.1119 2021-06-17 18:48:31,205 - mmaction - INFO - Epoch [27][960/1879] lr: 2.000e-03, eta: 7:14:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8305, loss_cls: 1.5295, loss: 1.5295, grad_norm: 4.0667 2021-06-17 18:48:42,509 - mmaction - INFO - Epoch [27][980/1879] lr: 2.000e-03, eta: 7:14:05, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8352, loss_cls: 1.5189, loss: 1.5189, grad_norm: 4.0240 2021-06-17 18:48:53,797 - mmaction - INFO - Epoch [27][1000/1879] lr: 2.000e-03, eta: 7:13:53, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8332, loss_cls: 1.5321, loss: 1.5321, grad_norm: 4.0466 2021-06-17 18:49:05,163 - mmaction - INFO - Epoch [27][1020/1879] lr: 2.000e-03, eta: 7:13:40, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8301, loss_cls: 1.5455, loss: 1.5455, grad_norm: 4.1485 2021-06-17 18:49:16,476 - mmaction - INFO - Epoch [27][1040/1879] lr: 2.000e-03, eta: 7:13:28, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.5965, top5_acc: 0.8027, loss_cls: 1.6781, loss: 1.6781, grad_norm: 4.1374 2021-06-17 18:49:27,677 - mmaction - INFO - Epoch [27][1060/1879] lr: 2.000e-03, eta: 7:13:16, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8344, loss_cls: 1.5359, loss: 1.5359, grad_norm: 3.9303 2021-06-17 18:49:38,925 - mmaction - INFO - Epoch [27][1080/1879] lr: 2.000e-03, eta: 7:13:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8441, loss_cls: 1.5252, loss: 1.5252, grad_norm: 4.0035 2021-06-17 18:49:50,182 - mmaction - INFO - Epoch [27][1100/1879] lr: 2.000e-03, eta: 7:12:51, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8285, loss_cls: 1.5676, loss: 1.5676, grad_norm: 4.0663 2021-06-17 18:50:01,502 - mmaction - INFO - Epoch [27][1120/1879] lr: 2.000e-03, eta: 7:12:39, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8238, loss_cls: 1.6105, loss: 1.6105, grad_norm: 4.0887 2021-06-17 18:50:12,738 - mmaction - INFO - Epoch [27][1140/1879] lr: 2.000e-03, eta: 7:12:27, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6062, top5_acc: 0.8301, loss_cls: 1.5901, loss: 1.5901, grad_norm: 4.0884 2021-06-17 18:50:23,975 - mmaction - INFO - Epoch [27][1160/1879] lr: 2.000e-03, eta: 7:12:14, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8402, loss_cls: 1.5080, loss: 1.5080, grad_norm: 4.0125 2021-06-17 18:50:35,243 - mmaction - INFO - Epoch [27][1180/1879] lr: 2.000e-03, eta: 7:12:02, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6137, top5_acc: 0.8246, loss_cls: 1.5950, loss: 1.5950, grad_norm: 4.1127 2021-06-17 18:50:46,557 - mmaction - INFO - Epoch [27][1200/1879] lr: 2.000e-03, eta: 7:11:50, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8348, loss_cls: 1.5374, loss: 1.5374, grad_norm: 4.0530 2021-06-17 18:50:57,879 - mmaction - INFO - Epoch [27][1220/1879] lr: 2.000e-03, eta: 7:11:38, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8270, loss_cls: 1.5549, loss: 1.5549, grad_norm: 4.0585 2021-06-17 18:51:09,170 - mmaction - INFO - Epoch [27][1240/1879] lr: 2.000e-03, eta: 7:11:25, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8383, loss_cls: 1.5232, loss: 1.5232, grad_norm: 3.9511 2021-06-17 18:51:20,507 - mmaction - INFO - Epoch [27][1260/1879] lr: 2.000e-03, eta: 7:11:13, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8316, loss_cls: 1.5514, loss: 1.5514, grad_norm: 4.1292 2021-06-17 18:51:31,799 - mmaction - INFO - Epoch [27][1280/1879] lr: 2.000e-03, eta: 7:11:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8391, loss_cls: 1.5097, loss: 1.5097, grad_norm: 4.0163 2021-06-17 18:51:43,029 - mmaction - INFO - Epoch [27][1300/1879] lr: 2.000e-03, eta: 7:10:49, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6172, top5_acc: 0.8289, loss_cls: 1.5948, loss: 1.5948, grad_norm: 4.1795 2021-06-17 18:51:54,367 - mmaction - INFO - Epoch [27][1320/1879] lr: 2.000e-03, eta: 7:10:36, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8375, loss_cls: 1.5674, loss: 1.5674, grad_norm: 4.0265 2021-06-17 18:52:05,566 - mmaction - INFO - Epoch [27][1340/1879] lr: 2.000e-03, eta: 7:10:24, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8375, loss_cls: 1.5266, loss: 1.5266, grad_norm: 4.0474 2021-06-17 18:52:16,769 - mmaction - INFO - Epoch [27][1360/1879] lr: 2.000e-03, eta: 7:10:12, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8316, loss_cls: 1.5951, loss: 1.5951, grad_norm: 4.2635 2021-06-17 18:52:28,123 - mmaction - INFO - Epoch [27][1380/1879] lr: 2.000e-03, eta: 7:09:59, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6168, top5_acc: 0.8258, loss_cls: 1.5588, loss: 1.5588, grad_norm: 4.0095 2021-06-17 18:52:39,481 - mmaction - INFO - Epoch [27][1400/1879] lr: 2.000e-03, eta: 7:09:47, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8320, loss_cls: 1.5566, loss: 1.5566, grad_norm: 4.0393 2021-06-17 18:52:50,778 - mmaction - INFO - Epoch [27][1420/1879] lr: 2.000e-03, eta: 7:09:35, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8297, loss_cls: 1.5580, loss: 1.5580, grad_norm: 4.0869 2021-06-17 18:53:02,032 - mmaction - INFO - Epoch [27][1440/1879] lr: 2.000e-03, eta: 7:09:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8258, loss_cls: 1.6180, loss: 1.6180, grad_norm: 4.2094 2021-06-17 18:53:13,302 - mmaction - INFO - Epoch [27][1460/1879] lr: 2.000e-03, eta: 7:09:11, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8293, loss_cls: 1.5307, loss: 1.5307, grad_norm: 4.0219 2021-06-17 18:53:24,531 - mmaction - INFO - Epoch [27][1480/1879] lr: 2.000e-03, eta: 7:08:58, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8344, loss_cls: 1.5608, loss: 1.5608, grad_norm: 4.1015 2021-06-17 18:53:35,802 - mmaction - INFO - Epoch [27][1500/1879] lr: 2.000e-03, eta: 7:08:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8270, loss_cls: 1.5804, loss: 1.5804, grad_norm: 4.0586 2021-06-17 18:53:47,087 - mmaction - INFO - Epoch [27][1520/1879] lr: 2.000e-03, eta: 7:08:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8316, loss_cls: 1.5882, loss: 1.5882, grad_norm: 4.1563 2021-06-17 18:53:58,408 - mmaction - INFO - Epoch [27][1540/1879] lr: 2.000e-03, eta: 7:08:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8352, loss_cls: 1.5610, loss: 1.5610, grad_norm: 4.1366 2021-06-17 18:54:09,726 - mmaction - INFO - Epoch [27][1560/1879] lr: 2.000e-03, eta: 7:08:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8293, loss_cls: 1.5346, loss: 1.5346, grad_norm: 4.0745 2021-06-17 18:54:20,960 - mmaction - INFO - Epoch [27][1580/1879] lr: 2.000e-03, eta: 7:07:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8223, loss_cls: 1.5784, loss: 1.5784, grad_norm: 4.0453 2021-06-17 18:54:32,300 - mmaction - INFO - Epoch [27][1600/1879] lr: 2.000e-03, eta: 7:07:45, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8301, loss_cls: 1.5392, loss: 1.5392, grad_norm: 4.1306 2021-06-17 18:54:43,562 - mmaction - INFO - Epoch [27][1620/1879] lr: 2.000e-03, eta: 7:07:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8367, loss_cls: 1.5197, loss: 1.5197, grad_norm: 4.0169 2021-06-17 18:54:54,845 - mmaction - INFO - Epoch [27][1640/1879] lr: 2.000e-03, eta: 7:07:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8320, loss_cls: 1.5493, loss: 1.5493, grad_norm: 4.0653 2021-06-17 18:55:06,085 - mmaction - INFO - Epoch [27][1660/1879] lr: 2.000e-03, eta: 7:07:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8320, loss_cls: 1.5442, loss: 1.5442, grad_norm: 4.0415 2021-06-17 18:55:17,379 - mmaction - INFO - Epoch [27][1680/1879] lr: 2.000e-03, eta: 7:06:56, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8238, loss_cls: 1.6050, loss: 1.6050, grad_norm: 4.0972 2021-06-17 18:55:28,577 - mmaction - INFO - Epoch [27][1700/1879] lr: 2.000e-03, eta: 7:06:43, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8344, loss_cls: 1.5834, loss: 1.5834, grad_norm: 4.1605 2021-06-17 18:55:39,780 - mmaction - INFO - Epoch [27][1720/1879] lr: 2.000e-03, eta: 7:06:31, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8168, loss_cls: 1.6353, loss: 1.6353, grad_norm: 4.1616 2021-06-17 18:55:51,117 - mmaction - INFO - Epoch [27][1740/1879] lr: 2.000e-03, eta: 7:06:19, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8184, loss_cls: 1.6139, loss: 1.6139, grad_norm: 4.1242 2021-06-17 18:56:02,421 - mmaction - INFO - Epoch [27][1760/1879] lr: 2.000e-03, eta: 7:06:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6105, top5_acc: 0.8344, loss_cls: 1.5691, loss: 1.5691, grad_norm: 4.0308 2021-06-17 18:56:13,665 - mmaction - INFO - Epoch [27][1780/1879] lr: 2.000e-03, eta: 7:05:54, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8234, loss_cls: 1.5853, loss: 1.5853, grad_norm: 4.0622 2021-06-17 18:56:24,910 - mmaction - INFO - Epoch [27][1800/1879] lr: 2.000e-03, eta: 7:05:42, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8297, loss_cls: 1.5865, loss: 1.5865, grad_norm: 4.1268 2021-06-17 18:56:36,191 - mmaction - INFO - Epoch [27][1820/1879] lr: 2.000e-03, eta: 7:05:30, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8219, loss_cls: 1.5904, loss: 1.5904, grad_norm: 4.0318 2021-06-17 18:56:47,520 - mmaction - INFO - Epoch [27][1840/1879] lr: 2.000e-03, eta: 7:05:18, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8320, loss_cls: 1.5876, loss: 1.5876, grad_norm: 4.0790 2021-06-17 18:56:58,795 - mmaction - INFO - Epoch [27][1860/1879] lr: 2.000e-03, eta: 7:05:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8156, loss_cls: 1.5961, loss: 1.5961, grad_norm: 4.0838 2021-06-17 18:57:10,178 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-17 18:58:20,142 - mmaction - INFO - Epoch [28][20/1879] lr: 2.000e-03, eta: 7:05:22, time: 3.460, data_time: 2.907, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8293, loss_cls: 1.5682, loss: 1.5682, grad_norm: 4.1043 2021-06-17 18:58:31,235 - mmaction - INFO - Epoch [28][40/1879] lr: 2.000e-03, eta: 7:05:09, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8270, loss_cls: 1.5936, loss: 1.5936, grad_norm: 4.0965 2021-06-17 18:58:42,281 - mmaction - INFO - Epoch [28][60/1879] lr: 2.000e-03, eta: 7:04:57, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8348, loss_cls: 1.5342, loss: 1.5342, grad_norm: 4.0040 2021-06-17 18:58:53,332 - mmaction - INFO - Epoch [28][80/1879] lr: 2.000e-03, eta: 7:04:44, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8480, loss_cls: 1.4634, loss: 1.4634, grad_norm: 3.9486 2021-06-17 18:59:04,428 - mmaction - INFO - Epoch [28][100/1879] lr: 2.000e-03, eta: 7:04:32, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8273, loss_cls: 1.6081, loss: 1.6081, grad_norm: 4.0987 2021-06-17 18:59:15,660 - mmaction - INFO - Epoch [28][120/1879] lr: 2.000e-03, eta: 7:04:20, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8250, loss_cls: 1.5575, loss: 1.5575, grad_norm: 4.0454 2021-06-17 18:59:26,864 - mmaction - INFO - Epoch [28][140/1879] lr: 2.000e-03, eta: 7:04:07, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8285, loss_cls: 1.5684, loss: 1.5684, grad_norm: 3.9896 2021-06-17 18:59:38,122 - mmaction - INFO - Epoch [28][160/1879] lr: 2.000e-03, eta: 7:03:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8434, loss_cls: 1.4889, loss: 1.4889, grad_norm: 3.9991 2021-06-17 18:59:49,554 - mmaction - INFO - Epoch [28][180/1879] lr: 2.000e-03, eta: 7:03:43, time: 0.572, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8375, loss_cls: 1.5433, loss: 1.5433, grad_norm: 4.0647 2021-06-17 19:00:00,868 - mmaction - INFO - Epoch [28][200/1879] lr: 2.000e-03, eta: 7:03:31, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8242, loss_cls: 1.5455, loss: 1.5455, grad_norm: 3.9776 2021-06-17 19:00:12,272 - mmaction - INFO - Epoch [28][220/1879] lr: 2.000e-03, eta: 7:03:18, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8336, loss_cls: 1.5730, loss: 1.5730, grad_norm: 4.0911 2021-06-17 19:00:23,564 - mmaction - INFO - Epoch [28][240/1879] lr: 2.000e-03, eta: 7:03:06, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8348, loss_cls: 1.5158, loss: 1.5158, grad_norm: 4.0244 2021-06-17 19:00:34,844 - mmaction - INFO - Epoch [28][260/1879] lr: 2.000e-03, eta: 7:02:54, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8398, loss_cls: 1.4900, loss: 1.4900, grad_norm: 3.9713 2021-06-17 19:00:46,140 - mmaction - INFO - Epoch [28][280/1879] lr: 2.000e-03, eta: 7:02:42, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8418, loss_cls: 1.5253, loss: 1.5253, grad_norm: 3.9970 2021-06-17 19:00:57,479 - mmaction - INFO - Epoch [28][300/1879] lr: 2.000e-03, eta: 7:02:30, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8289, loss_cls: 1.5759, loss: 1.5759, grad_norm: 4.1128 2021-06-17 19:01:08,693 - mmaction - INFO - Epoch [28][320/1879] lr: 2.000e-03, eta: 7:02:17, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8434, loss_cls: 1.4836, loss: 1.4836, grad_norm: 4.0954 2021-06-17 19:01:20,081 - mmaction - INFO - Epoch [28][340/1879] lr: 2.000e-03, eta: 7:02:05, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8254, loss_cls: 1.6059, loss: 1.6059, grad_norm: 4.1194 2021-06-17 19:01:31,416 - mmaction - INFO - Epoch [28][360/1879] lr: 2.000e-03, eta: 7:01:53, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8293, loss_cls: 1.5538, loss: 1.5538, grad_norm: 4.0620 2021-06-17 19:01:42,761 - mmaction - INFO - Epoch [28][380/1879] lr: 2.000e-03, eta: 7:01:41, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6102, top5_acc: 0.8230, loss_cls: 1.5657, loss: 1.5657, grad_norm: 4.0766 2021-06-17 19:01:53,997 - mmaction - INFO - Epoch [28][400/1879] lr: 2.000e-03, eta: 7:01:28, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8324, loss_cls: 1.5566, loss: 1.5566, grad_norm: 4.0626 2021-06-17 19:02:05,300 - mmaction - INFO - Epoch [28][420/1879] lr: 2.000e-03, eta: 7:01:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8383, loss_cls: 1.5267, loss: 1.5267, grad_norm: 3.9911 2021-06-17 19:02:16,549 - mmaction - INFO - Epoch [28][440/1879] lr: 2.000e-03, eta: 7:01:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8227, loss_cls: 1.6096, loss: 1.6096, grad_norm: 4.0870 2021-06-17 19:02:27,851 - mmaction - INFO - Epoch [28][460/1879] lr: 2.000e-03, eta: 7:00:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8266, loss_cls: 1.5357, loss: 1.5357, grad_norm: 3.9775 2021-06-17 19:02:39,088 - mmaction - INFO - Epoch [28][480/1879] lr: 2.000e-03, eta: 7:00:39, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8344, loss_cls: 1.5247, loss: 1.5247, grad_norm: 4.1038 2021-06-17 19:02:50,331 - mmaction - INFO - Epoch [28][500/1879] lr: 2.000e-03, eta: 7:00:27, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8363, loss_cls: 1.5528, loss: 1.5528, grad_norm: 4.1338 2021-06-17 19:03:01,592 - mmaction - INFO - Epoch [28][520/1879] lr: 2.000e-03, eta: 7:00:15, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8281, loss_cls: 1.5592, loss: 1.5592, grad_norm: 4.1175 2021-06-17 19:03:12,888 - mmaction - INFO - Epoch [28][540/1879] lr: 2.000e-03, eta: 7:00:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8324, loss_cls: 1.5520, loss: 1.5520, grad_norm: 4.1197 2021-06-17 19:03:24,168 - mmaction - INFO - Epoch [28][560/1879] lr: 2.000e-03, eta: 6:59:50, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8344, loss_cls: 1.5072, loss: 1.5072, grad_norm: 4.1100 2021-06-17 19:03:35,451 - mmaction - INFO - Epoch [28][580/1879] lr: 2.000e-03, eta: 6:59:38, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8355, loss_cls: 1.5481, loss: 1.5481, grad_norm: 4.2485 2021-06-17 19:03:46,649 - mmaction - INFO - Epoch [28][600/1879] lr: 2.000e-03, eta: 6:59:26, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8215, loss_cls: 1.5509, loss: 1.5509, grad_norm: 4.0437 2021-06-17 19:03:57,908 - mmaction - INFO - Epoch [28][620/1879] lr: 2.000e-03, eta: 6:59:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8234, loss_cls: 1.6158, loss: 1.6158, grad_norm: 4.1740 2021-06-17 19:04:09,217 - mmaction - INFO - Epoch [28][640/1879] lr: 2.000e-03, eta: 6:59:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8383, loss_cls: 1.4985, loss: 1.4985, grad_norm: 4.0824 2021-06-17 19:04:20,504 - mmaction - INFO - Epoch [28][660/1879] lr: 2.000e-03, eta: 6:58:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8465, loss_cls: 1.5025, loss: 1.5025, grad_norm: 4.0468 2021-06-17 19:04:31,759 - mmaction - INFO - Epoch [28][680/1879] lr: 2.000e-03, eta: 6:58:37, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8391, loss_cls: 1.5604, loss: 1.5604, grad_norm: 4.1083 2021-06-17 19:04:43,014 - mmaction - INFO - Epoch [28][700/1879] lr: 2.000e-03, eta: 6:58:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8371, loss_cls: 1.5338, loss: 1.5338, grad_norm: 4.0500 2021-06-17 19:04:54,301 - mmaction - INFO - Epoch [28][720/1879] lr: 2.000e-03, eta: 6:58:12, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8289, loss_cls: 1.5630, loss: 1.5630, grad_norm: 4.2025 2021-06-17 19:05:05,542 - mmaction - INFO - Epoch [28][740/1879] lr: 2.000e-03, eta: 6:58:00, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8449, loss_cls: 1.5119, loss: 1.5119, grad_norm: 4.0489 2021-06-17 19:05:16,717 - mmaction - INFO - Epoch [28][760/1879] lr: 2.000e-03, eta: 6:57:48, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8465, loss_cls: 1.4941, loss: 1.4941, grad_norm: 4.0467 2021-06-17 19:05:28,000 - mmaction - INFO - Epoch [28][780/1879] lr: 2.000e-03, eta: 6:57:35, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8242, loss_cls: 1.5825, loss: 1.5825, grad_norm: 4.0135 2021-06-17 19:05:39,336 - mmaction - INFO - Epoch [28][800/1879] lr: 2.000e-03, eta: 6:57:23, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8316, loss_cls: 1.5631, loss: 1.5631, grad_norm: 4.0469 2021-06-17 19:05:50,626 - mmaction - INFO - Epoch [28][820/1879] lr: 2.000e-03, eta: 6:57:11, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8219, loss_cls: 1.5894, loss: 1.5894, grad_norm: 4.1267 2021-06-17 19:06:01,836 - mmaction - INFO - Epoch [28][840/1879] lr: 2.000e-03, eta: 6:56:59, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8273, loss_cls: 1.5512, loss: 1.5512, grad_norm: 4.1576 2021-06-17 19:06:13,057 - mmaction - INFO - Epoch [28][860/1879] lr: 2.000e-03, eta: 6:56:46, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8469, loss_cls: 1.4845, loss: 1.4845, grad_norm: 4.0508 2021-06-17 19:06:24,408 - mmaction - INFO - Epoch [28][880/1879] lr: 2.000e-03, eta: 6:56:34, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8293, loss_cls: 1.5946, loss: 1.5946, grad_norm: 4.1710 2021-06-17 19:06:35,691 - mmaction - INFO - Epoch [28][900/1879] lr: 2.000e-03, eta: 6:56:22, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6059, top5_acc: 0.8238, loss_cls: 1.6176, loss: 1.6176, grad_norm: 4.2267 2021-06-17 19:06:46,992 - mmaction - INFO - Epoch [28][920/1879] lr: 2.000e-03, eta: 6:56:10, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8285, loss_cls: 1.5677, loss: 1.5677, grad_norm: 4.1315 2021-06-17 19:06:58,200 - mmaction - INFO - Epoch [28][940/1879] lr: 2.000e-03, eta: 6:55:57, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6117, top5_acc: 0.8289, loss_cls: 1.5909, loss: 1.5909, grad_norm: 4.1840 2021-06-17 19:07:09,413 - mmaction - INFO - Epoch [28][960/1879] lr: 2.000e-03, eta: 6:55:45, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8422, loss_cls: 1.4974, loss: 1.4974, grad_norm: 4.0505 2021-06-17 19:07:20,714 - mmaction - INFO - Epoch [28][980/1879] lr: 2.000e-03, eta: 6:55:33, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8496, loss_cls: 1.4593, loss: 1.4593, grad_norm: 4.0332 2021-06-17 19:07:31,986 - mmaction - INFO - Epoch [28][1000/1879] lr: 2.000e-03, eta: 6:55:21, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8289, loss_cls: 1.5503, loss: 1.5503, grad_norm: 4.1524 2021-06-17 19:07:43,233 - mmaction - INFO - Epoch [28][1020/1879] lr: 2.000e-03, eta: 6:55:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8340, loss_cls: 1.4882, loss: 1.4882, grad_norm: 3.9005 2021-06-17 19:07:54,467 - mmaction - INFO - Epoch [28][1040/1879] lr: 2.000e-03, eta: 6:54:56, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8246, loss_cls: 1.5851, loss: 1.5851, grad_norm: 4.1581 2021-06-17 19:08:05,763 - mmaction - INFO - Epoch [28][1060/1879] lr: 2.000e-03, eta: 6:54:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8250, loss_cls: 1.5706, loss: 1.5706, grad_norm: 4.0290 2021-06-17 19:08:17,032 - mmaction - INFO - Epoch [28][1080/1879] lr: 2.000e-03, eta: 6:54:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8293, loss_cls: 1.5860, loss: 1.5860, grad_norm: 4.1320 2021-06-17 19:08:28,287 - mmaction - INFO - Epoch [28][1100/1879] lr: 2.000e-03, eta: 6:54:19, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8203, loss_cls: 1.5993, loss: 1.5993, grad_norm: 4.1279 2021-06-17 19:08:39,513 - mmaction - INFO - Epoch [28][1120/1879] lr: 2.000e-03, eta: 6:54:07, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8340, loss_cls: 1.5468, loss: 1.5468, grad_norm: 4.1255 2021-06-17 19:08:50,708 - mmaction - INFO - Epoch [28][1140/1879] lr: 2.000e-03, eta: 6:53:55, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8230, loss_cls: 1.5983, loss: 1.5983, grad_norm: 4.1320 2021-06-17 19:09:01,984 - mmaction - INFO - Epoch [28][1160/1879] lr: 2.000e-03, eta: 6:53:42, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8316, loss_cls: 1.5427, loss: 1.5427, grad_norm: 4.0460 2021-06-17 19:09:13,274 - mmaction - INFO - Epoch [28][1180/1879] lr: 2.000e-03, eta: 6:53:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8336, loss_cls: 1.5390, loss: 1.5390, grad_norm: 4.0451 2021-06-17 19:09:24,594 - mmaction - INFO - Epoch [28][1200/1879] lr: 2.000e-03, eta: 6:53:18, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8250, loss_cls: 1.6017, loss: 1.6017, grad_norm: 4.1582 2021-06-17 19:09:35,822 - mmaction - INFO - Epoch [28][1220/1879] lr: 2.000e-03, eta: 6:53:06, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8289, loss_cls: 1.5615, loss: 1.5615, grad_norm: 4.0924 2021-06-17 19:09:47,062 - mmaction - INFO - Epoch [28][1240/1879] lr: 2.000e-03, eta: 6:52:54, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8316, loss_cls: 1.5494, loss: 1.5494, grad_norm: 4.0048 2021-06-17 19:09:58,356 - mmaction - INFO - Epoch [28][1260/1879] lr: 2.000e-03, eta: 6:52:41, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8273, loss_cls: 1.5578, loss: 1.5578, grad_norm: 4.0988 2021-06-17 19:10:09,610 - mmaction - INFO - Epoch [28][1280/1879] lr: 2.000e-03, eta: 6:52:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8355, loss_cls: 1.5527, loss: 1.5527, grad_norm: 4.1392 2021-06-17 19:10:20,886 - mmaction - INFO - Epoch [28][1300/1879] lr: 2.000e-03, eta: 6:52:17, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8227, loss_cls: 1.5704, loss: 1.5704, grad_norm: 4.1564 2021-06-17 19:10:32,168 - mmaction - INFO - Epoch [28][1320/1879] lr: 2.000e-03, eta: 6:52:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8328, loss_cls: 1.5523, loss: 1.5523, grad_norm: 4.1518 2021-06-17 19:10:43,411 - mmaction - INFO - Epoch [28][1340/1879] lr: 2.000e-03, eta: 6:51:52, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8406, loss_cls: 1.5124, loss: 1.5124, grad_norm: 4.0320 2021-06-17 19:10:54,654 - mmaction - INFO - Epoch [28][1360/1879] lr: 2.000e-03, eta: 6:51:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6094, top5_acc: 0.8262, loss_cls: 1.5925, loss: 1.5925, grad_norm: 4.1791 2021-06-17 19:11:05,908 - mmaction - INFO - Epoch [28][1380/1879] lr: 2.000e-03, eta: 6:51:28, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8352, loss_cls: 1.5403, loss: 1.5403, grad_norm: 4.1242 2021-06-17 19:11:17,168 - mmaction - INFO - Epoch [28][1400/1879] lr: 2.000e-03, eta: 6:51:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8305, loss_cls: 1.5475, loss: 1.5475, grad_norm: 4.1194 2021-06-17 19:11:28,480 - mmaction - INFO - Epoch [28][1420/1879] lr: 2.000e-03, eta: 6:51:03, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8270, loss_cls: 1.5464, loss: 1.5464, grad_norm: 4.0551 2021-06-17 19:11:39,732 - mmaction - INFO - Epoch [28][1440/1879] lr: 2.000e-03, eta: 6:50:51, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8328, loss_cls: 1.5625, loss: 1.5625, grad_norm: 4.1841 2021-06-17 19:11:51,000 - mmaction - INFO - Epoch [28][1460/1879] lr: 2.000e-03, eta: 6:50:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8348, loss_cls: 1.5341, loss: 1.5341, grad_norm: 4.0921 2021-06-17 19:12:02,300 - mmaction - INFO - Epoch [28][1480/1879] lr: 2.000e-03, eta: 6:50:27, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8258, loss_cls: 1.5763, loss: 1.5763, grad_norm: 4.1821 2021-06-17 19:12:13,608 - mmaction - INFO - Epoch [28][1500/1879] lr: 2.000e-03, eta: 6:50:15, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6141, top5_acc: 0.8227, loss_cls: 1.5712, loss: 1.5712, grad_norm: 4.2031 2021-06-17 19:12:24,903 - mmaction - INFO - Epoch [28][1520/1879] lr: 2.000e-03, eta: 6:50:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8371, loss_cls: 1.5089, loss: 1.5089, grad_norm: 4.0943 2021-06-17 19:12:36,200 - mmaction - INFO - Epoch [28][1540/1879] lr: 2.000e-03, eta: 6:49:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8285, loss_cls: 1.5840, loss: 1.5840, grad_norm: 4.1352 2021-06-17 19:12:47,533 - mmaction - INFO - Epoch [28][1560/1879] lr: 2.000e-03, eta: 6:49:38, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8387, loss_cls: 1.5098, loss: 1.5098, grad_norm: 4.0973 2021-06-17 19:12:58,727 - mmaction - INFO - Epoch [28][1580/1879] lr: 2.000e-03, eta: 6:49:26, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8309, loss_cls: 1.5569, loss: 1.5569, grad_norm: 4.1366 2021-06-17 19:13:10,071 - mmaction - INFO - Epoch [28][1600/1879] lr: 2.000e-03, eta: 6:49:14, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8297, loss_cls: 1.5516, loss: 1.5516, grad_norm: 4.1568 2021-06-17 19:13:21,363 - mmaction - INFO - Epoch [28][1620/1879] lr: 2.000e-03, eta: 6:49:01, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8305, loss_cls: 1.5959, loss: 1.5959, grad_norm: 4.2115 2021-06-17 19:13:32,645 - mmaction - INFO - Epoch [28][1640/1879] lr: 2.000e-03, eta: 6:48:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8281, loss_cls: 1.6060, loss: 1.6060, grad_norm: 4.2439 2021-06-17 19:13:43,882 - mmaction - INFO - Epoch [28][1660/1879] lr: 2.000e-03, eta: 6:48:37, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8328, loss_cls: 1.5485, loss: 1.5485, grad_norm: 4.1389 2021-06-17 19:13:55,122 - mmaction - INFO - Epoch [28][1680/1879] lr: 2.000e-03, eta: 6:48:25, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8285, loss_cls: 1.5522, loss: 1.5522, grad_norm: 4.0888 2021-06-17 19:14:06,381 - mmaction - INFO - Epoch [28][1700/1879] lr: 2.000e-03, eta: 6:48:12, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8305, loss_cls: 1.5474, loss: 1.5474, grad_norm: 4.1038 2021-06-17 19:14:17,618 - mmaction - INFO - Epoch [28][1720/1879] lr: 2.000e-03, eta: 6:48:00, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8293, loss_cls: 1.5797, loss: 1.5797, grad_norm: 4.1208 2021-06-17 19:14:28,836 - mmaction - INFO - Epoch [28][1740/1879] lr: 2.000e-03, eta: 6:47:48, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8254, loss_cls: 1.5551, loss: 1.5551, grad_norm: 4.0396 2021-06-17 19:14:40,129 - mmaction - INFO - Epoch [28][1760/1879] lr: 2.000e-03, eta: 6:47:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8375, loss_cls: 1.4803, loss: 1.4803, grad_norm: 4.0247 2021-06-17 19:14:51,386 - mmaction - INFO - Epoch [28][1780/1879] lr: 2.000e-03, eta: 6:47:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8340, loss_cls: 1.5687, loss: 1.5687, grad_norm: 4.1173 2021-06-17 19:15:02,656 - mmaction - INFO - Epoch [28][1800/1879] lr: 2.000e-03, eta: 6:47:11, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8305, loss_cls: 1.5593, loss: 1.5593, grad_norm: 4.0615 2021-06-17 19:15:13,933 - mmaction - INFO - Epoch [28][1820/1879] lr: 2.000e-03, eta: 6:46:59, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8469, loss_cls: 1.4693, loss: 1.4693, grad_norm: 3.9840 2021-06-17 19:15:25,217 - mmaction - INFO - Epoch [28][1840/1879] lr: 2.000e-03, eta: 6:46:47, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8355, loss_cls: 1.5283, loss: 1.5283, grad_norm: 4.0599 2021-06-17 19:15:36,494 - mmaction - INFO - Epoch [28][1860/1879] lr: 2.000e-03, eta: 6:46:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8266, loss_cls: 1.6021, loss: 1.6021, grad_norm: 4.1965 2021-06-17 19:15:47,831 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-17 19:16:56,541 - mmaction - INFO - Epoch [29][20/1879] lr: 2.000e-03, eta: 6:46:46, time: 3.368, data_time: 2.800, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8516, loss_cls: 1.4528, loss: 1.4528, grad_norm: 4.0213 2021-06-17 19:17:07,642 - mmaction - INFO - Epoch [29][40/1879] lr: 2.000e-03, eta: 6:46:34, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8445, loss_cls: 1.4765, loss: 1.4765, grad_norm: 4.1174 2021-06-17 19:17:18,688 - mmaction - INFO - Epoch [29][60/1879] lr: 2.000e-03, eta: 6:46:22, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8273, loss_cls: 1.5620, loss: 1.5620, grad_norm: 4.1175 2021-06-17 19:17:29,765 - mmaction - INFO - Epoch [29][80/1879] lr: 2.000e-03, eta: 6:46:09, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8297, loss_cls: 1.5364, loss: 1.5364, grad_norm: 4.1665 2021-06-17 19:17:40,918 - mmaction - INFO - Epoch [29][100/1879] lr: 2.000e-03, eta: 6:45:57, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.6207, top5_acc: 0.8367, loss_cls: 1.5421, loss: 1.5421, grad_norm: 4.1601 2021-06-17 19:17:52,185 - mmaction - INFO - Epoch [29][120/1879] lr: 2.000e-03, eta: 6:45:45, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8387, loss_cls: 1.5123, loss: 1.5123, grad_norm: 4.1266 2021-06-17 19:18:03,505 - mmaction - INFO - Epoch [29][140/1879] lr: 2.000e-03, eta: 6:45:33, time: 0.566, data_time: 0.000, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8379, loss_cls: 1.5241, loss: 1.5241, grad_norm: 4.1769 2021-06-17 19:18:14,870 - mmaction - INFO - Epoch [29][160/1879] lr: 2.000e-03, eta: 6:45:20, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8305, loss_cls: 1.5414, loss: 1.5414, grad_norm: 4.1523 2021-06-17 19:18:26,212 - mmaction - INFO - Epoch [29][180/1879] lr: 2.000e-03, eta: 6:45:08, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8242, loss_cls: 1.5681, loss: 1.5681, grad_norm: 4.2148 2021-06-17 19:18:37,426 - mmaction - INFO - Epoch [29][200/1879] lr: 2.000e-03, eta: 6:44:56, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8387, loss_cls: 1.5100, loss: 1.5100, grad_norm: 4.0308 2021-06-17 19:18:48,842 - mmaction - INFO - Epoch [29][220/1879] lr: 2.000e-03, eta: 6:44:44, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8406, loss_cls: 1.4855, loss: 1.4855, grad_norm: 4.0517 2021-06-17 19:19:00,113 - mmaction - INFO - Epoch [29][240/1879] lr: 2.000e-03, eta: 6:44:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8418, loss_cls: 1.5101, loss: 1.5101, grad_norm: 4.1510 2021-06-17 19:19:11,394 - mmaction - INFO - Epoch [29][260/1879] lr: 2.000e-03, eta: 6:44:19, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6156, top5_acc: 0.8406, loss_cls: 1.5708, loss: 1.5708, grad_norm: 4.2885 2021-06-17 19:19:22,637 - mmaction - INFO - Epoch [29][280/1879] lr: 2.000e-03, eta: 6:44:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8418, loss_cls: 1.4923, loss: 1.4923, grad_norm: 4.1588 2021-06-17 19:19:33,952 - mmaction - INFO - Epoch [29][300/1879] lr: 2.000e-03, eta: 6:43:55, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8285, loss_cls: 1.6056, loss: 1.6056, grad_norm: 4.1897 2021-06-17 19:19:45,171 - mmaction - INFO - Epoch [29][320/1879] lr: 2.000e-03, eta: 6:43:43, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8328, loss_cls: 1.4990, loss: 1.4990, grad_norm: 4.0953 2021-06-17 19:19:56,475 - mmaction - INFO - Epoch [29][340/1879] lr: 2.000e-03, eta: 6:43:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8305, loss_cls: 1.5689, loss: 1.5689, grad_norm: 4.1161 2021-06-17 19:20:07,881 - mmaction - INFO - Epoch [29][360/1879] lr: 2.000e-03, eta: 6:43:18, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8359, loss_cls: 1.5359, loss: 1.5359, grad_norm: 4.1119 2021-06-17 19:20:19,109 - mmaction - INFO - Epoch [29][380/1879] lr: 2.000e-03, eta: 6:43:06, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8320, loss_cls: 1.5725, loss: 1.5725, grad_norm: 4.2011 2021-06-17 19:20:30,390 - mmaction - INFO - Epoch [29][400/1879] lr: 2.000e-03, eta: 6:42:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8375, loss_cls: 1.5546, loss: 1.5546, grad_norm: 4.1578 2021-06-17 19:20:41,641 - mmaction - INFO - Epoch [29][420/1879] lr: 2.000e-03, eta: 6:42:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8348, loss_cls: 1.5053, loss: 1.5053, grad_norm: 4.1036 2021-06-17 19:20:52,905 - mmaction - INFO - Epoch [29][440/1879] lr: 2.000e-03, eta: 6:42:29, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8227, loss_cls: 1.5656, loss: 1.5656, grad_norm: 4.1976 2021-06-17 19:21:04,192 - mmaction - INFO - Epoch [29][460/1879] lr: 2.000e-03, eta: 6:42:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8359, loss_cls: 1.5287, loss: 1.5287, grad_norm: 4.1625 2021-06-17 19:21:15,467 - mmaction - INFO - Epoch [29][480/1879] lr: 2.000e-03, eta: 6:42:05, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8387, loss_cls: 1.5578, loss: 1.5578, grad_norm: 4.1603 2021-06-17 19:21:26,712 - mmaction - INFO - Epoch [29][500/1879] lr: 2.000e-03, eta: 6:41:53, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8348, loss_cls: 1.5277, loss: 1.5277, grad_norm: 4.1506 2021-06-17 19:21:38,014 - mmaction - INFO - Epoch [29][520/1879] lr: 2.000e-03, eta: 6:41:40, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8316, loss_cls: 1.5376, loss: 1.5376, grad_norm: 4.1601 2021-06-17 19:21:49,270 - mmaction - INFO - Epoch [29][540/1879] lr: 2.000e-03, eta: 6:41:28, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8328, loss_cls: 1.5441, loss: 1.5441, grad_norm: 4.1646 2021-06-17 19:22:00,535 - mmaction - INFO - Epoch [29][560/1879] lr: 2.000e-03, eta: 6:41:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8125, loss_cls: 1.6162, loss: 1.6162, grad_norm: 4.2235 2021-06-17 19:22:11,850 - mmaction - INFO - Epoch [29][580/1879] lr: 2.000e-03, eta: 6:41:04, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8328, loss_cls: 1.5370, loss: 1.5370, grad_norm: 4.2471 2021-06-17 19:22:23,168 - mmaction - INFO - Epoch [29][600/1879] lr: 2.000e-03, eta: 6:40:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8238, loss_cls: 1.5702, loss: 1.5702, grad_norm: 4.2492 2021-06-17 19:22:34,461 - mmaction - INFO - Epoch [29][620/1879] lr: 2.000e-03, eta: 6:40:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8465, loss_cls: 1.4916, loss: 1.4916, grad_norm: 4.0745 2021-06-17 19:22:45,755 - mmaction - INFO - Epoch [29][640/1879] lr: 2.000e-03, eta: 6:40:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8324, loss_cls: 1.5703, loss: 1.5703, grad_norm: 4.1641 2021-06-17 19:22:56,996 - mmaction - INFO - Epoch [29][660/1879] lr: 2.000e-03, eta: 6:40:15, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8223, loss_cls: 1.5488, loss: 1.5488, grad_norm: 4.0316 2021-06-17 19:23:08,350 - mmaction - INFO - Epoch [29][680/1879] lr: 2.000e-03, eta: 6:40:03, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8371, loss_cls: 1.4966, loss: 1.4966, grad_norm: 4.0371 2021-06-17 19:23:19,516 - mmaction - INFO - Epoch [29][700/1879] lr: 2.000e-03, eta: 6:39:51, time: 0.558, data_time: 0.000, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8285, loss_cls: 1.5496, loss: 1.5496, grad_norm: 4.2118 2021-06-17 19:23:30,812 - mmaction - INFO - Epoch [29][720/1879] lr: 2.000e-03, eta: 6:39:38, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8254, loss_cls: 1.5526, loss: 1.5526, grad_norm: 4.0643 2021-06-17 19:23:42,099 - mmaction - INFO - Epoch [29][740/1879] lr: 2.000e-03, eta: 6:39:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8359, loss_cls: 1.5202, loss: 1.5202, grad_norm: 4.1363 2021-06-17 19:23:53,336 - mmaction - INFO - Epoch [29][760/1879] lr: 2.000e-03, eta: 6:39:14, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8453, loss_cls: 1.5251, loss: 1.5251, grad_norm: 4.1542 2021-06-17 19:24:04,560 - mmaction - INFO - Epoch [29][780/1879] lr: 2.000e-03, eta: 6:39:02, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8324, loss_cls: 1.5296, loss: 1.5296, grad_norm: 4.0703 2021-06-17 19:24:15,832 - mmaction - INFO - Epoch [29][800/1879] lr: 2.000e-03, eta: 6:38:49, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8414, loss_cls: 1.5373, loss: 1.5373, grad_norm: 4.1348 2021-06-17 19:24:27,087 - mmaction - INFO - Epoch [29][820/1879] lr: 2.000e-03, eta: 6:38:37, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8363, loss_cls: 1.5370, loss: 1.5370, grad_norm: 4.1035 2021-06-17 19:24:38,353 - mmaction - INFO - Epoch [29][840/1879] lr: 2.000e-03, eta: 6:38:25, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8313, loss_cls: 1.5359, loss: 1.5359, grad_norm: 4.1236 2021-06-17 19:24:49,595 - mmaction - INFO - Epoch [29][860/1879] lr: 2.000e-03, eta: 6:38:13, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8246, loss_cls: 1.5492, loss: 1.5492, grad_norm: 4.1140 2021-06-17 19:25:00,868 - mmaction - INFO - Epoch [29][880/1879] lr: 2.000e-03, eta: 6:38:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8242, loss_cls: 1.5666, loss: 1.5666, grad_norm: 4.0719 2021-06-17 19:25:12,220 - mmaction - INFO - Epoch [29][900/1879] lr: 2.000e-03, eta: 6:37:48, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8320, loss_cls: 1.5475, loss: 1.5475, grad_norm: 4.0672 2021-06-17 19:25:23,524 - mmaction - INFO - Epoch [29][920/1879] lr: 2.000e-03, eta: 6:37:36, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8375, loss_cls: 1.4985, loss: 1.4985, grad_norm: 4.0796 2021-06-17 19:25:34,742 - mmaction - INFO - Epoch [29][940/1879] lr: 2.000e-03, eta: 6:37:24, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8281, loss_cls: 1.5397, loss: 1.5397, grad_norm: 4.2516 2021-06-17 19:25:45,984 - mmaction - INFO - Epoch [29][960/1879] lr: 2.000e-03, eta: 6:37:12, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8344, loss_cls: 1.5120, loss: 1.5120, grad_norm: 4.2048 2021-06-17 19:25:57,312 - mmaction - INFO - Epoch [29][980/1879] lr: 2.000e-03, eta: 6:37:00, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8367, loss_cls: 1.5043, loss: 1.5043, grad_norm: 4.1548 2021-06-17 19:26:08,611 - mmaction - INFO - Epoch [29][1000/1879] lr: 2.000e-03, eta: 6:36:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6082, top5_acc: 0.8234, loss_cls: 1.5852, loss: 1.5852, grad_norm: 4.3252 2021-06-17 19:26:19,829 - mmaction - INFO - Epoch [29][1020/1879] lr: 2.000e-03, eta: 6:36:35, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8277, loss_cls: 1.5251, loss: 1.5251, grad_norm: 4.0830 2021-06-17 19:26:31,036 - mmaction - INFO - Epoch [29][1040/1879] lr: 2.000e-03, eta: 6:36:23, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8258, loss_cls: 1.5900, loss: 1.5900, grad_norm: 4.3002 2021-06-17 19:26:42,349 - mmaction - INFO - Epoch [29][1060/1879] lr: 2.000e-03, eta: 6:36:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8316, loss_cls: 1.5230, loss: 1.5230, grad_norm: 4.0621 2021-06-17 19:26:53,601 - mmaction - INFO - Epoch [29][1080/1879] lr: 2.000e-03, eta: 6:35:59, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8383, loss_cls: 1.5193, loss: 1.5193, grad_norm: 4.2137 2021-06-17 19:27:04,909 - mmaction - INFO - Epoch [29][1100/1879] lr: 2.000e-03, eta: 6:35:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8316, loss_cls: 1.5339, loss: 1.5339, grad_norm: 4.1641 2021-06-17 19:27:16,269 - mmaction - INFO - Epoch [29][1120/1879] lr: 2.000e-03, eta: 6:35:34, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8254, loss_cls: 1.5688, loss: 1.5688, grad_norm: 4.2268 2021-06-17 19:27:27,577 - mmaction - INFO - Epoch [29][1140/1879] lr: 2.000e-03, eta: 6:35:22, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8266, loss_cls: 1.5550, loss: 1.5550, grad_norm: 4.1803 2021-06-17 19:27:38,907 - mmaction - INFO - Epoch [29][1160/1879] lr: 2.000e-03, eta: 6:35:10, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8344, loss_cls: 1.4984, loss: 1.4984, grad_norm: 4.0828 2021-06-17 19:27:50,122 - mmaction - INFO - Epoch [29][1180/1879] lr: 2.000e-03, eta: 6:34:58, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8289, loss_cls: 1.5478, loss: 1.5478, grad_norm: 4.1493 2021-06-17 19:28:01,402 - mmaction - INFO - Epoch [29][1200/1879] lr: 2.000e-03, eta: 6:34:45, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5598, loss: 1.5598, grad_norm: 4.2040 2021-06-17 19:28:12,621 - mmaction - INFO - Epoch [29][1220/1879] lr: 2.000e-03, eta: 6:34:33, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8418, loss_cls: 1.4790, loss: 1.4790, grad_norm: 4.1851 2021-06-17 19:28:23,906 - mmaction - INFO - Epoch [29][1240/1879] lr: 2.000e-03, eta: 6:34:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8289, loss_cls: 1.5819, loss: 1.5819, grad_norm: 4.2960 2021-06-17 19:28:35,144 - mmaction - INFO - Epoch [29][1260/1879] lr: 2.000e-03, eta: 6:34:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8363, loss_cls: 1.5366, loss: 1.5366, grad_norm: 4.2045 2021-06-17 19:28:46,412 - mmaction - INFO - Epoch [29][1280/1879] lr: 2.000e-03, eta: 6:33:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8313, loss_cls: 1.5492, loss: 1.5492, grad_norm: 4.1714 2021-06-17 19:28:57,582 - mmaction - INFO - Epoch [29][1300/1879] lr: 2.000e-03, eta: 6:33:44, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8273, loss_cls: 1.5410, loss: 1.5410, grad_norm: 4.2457 2021-06-17 19:29:08,843 - mmaction - INFO - Epoch [29][1320/1879] lr: 2.000e-03, eta: 6:33:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8250, loss_cls: 1.5953, loss: 1.5953, grad_norm: 4.1558 2021-06-17 19:29:20,080 - mmaction - INFO - Epoch [29][1340/1879] lr: 2.000e-03, eta: 6:33:20, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8273, loss_cls: 1.5275, loss: 1.5275, grad_norm: 4.1147 2021-06-17 19:29:31,316 - mmaction - INFO - Epoch [29][1360/1879] lr: 2.000e-03, eta: 6:33:08, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8262, loss_cls: 1.5942, loss: 1.5942, grad_norm: 4.3329 2021-06-17 19:29:42,654 - mmaction - INFO - Epoch [29][1380/1879] lr: 2.000e-03, eta: 6:32:56, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8375, loss_cls: 1.5345, loss: 1.5345, grad_norm: 4.1991 2021-06-17 19:29:53,950 - mmaction - INFO - Epoch [29][1400/1879] lr: 2.000e-03, eta: 6:32:43, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8223, loss_cls: 1.6278, loss: 1.6278, grad_norm: 4.2319 2021-06-17 19:30:05,278 - mmaction - INFO - Epoch [29][1420/1879] lr: 2.000e-03, eta: 6:32:31, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8410, loss_cls: 1.5174, loss: 1.5174, grad_norm: 4.1341 2021-06-17 19:30:16,512 - mmaction - INFO - Epoch [29][1440/1879] lr: 2.000e-03, eta: 6:32:19, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8313, loss_cls: 1.5581, loss: 1.5581, grad_norm: 4.2497 2021-06-17 19:30:27,809 - mmaction - INFO - Epoch [29][1460/1879] lr: 2.000e-03, eta: 6:32:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8336, loss_cls: 1.5457, loss: 1.5457, grad_norm: 4.1733 2021-06-17 19:30:39,068 - mmaction - INFO - Epoch [29][1480/1879] lr: 2.000e-03, eta: 6:31:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8348, loss_cls: 1.5249, loss: 1.5249, grad_norm: 4.1246 2021-06-17 19:30:50,288 - mmaction - INFO - Epoch [29][1500/1879] lr: 2.000e-03, eta: 6:31:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8344, loss_cls: 1.5305, loss: 1.5305, grad_norm: 4.1524 2021-06-17 19:31:01,603 - mmaction - INFO - Epoch [29][1520/1879] lr: 2.000e-03, eta: 6:31:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8344, loss_cls: 1.5099, loss: 1.5099, grad_norm: 4.2112 2021-06-17 19:31:12,846 - mmaction - INFO - Epoch [29][1540/1879] lr: 2.000e-03, eta: 6:31:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8281, loss_cls: 1.5695, loss: 1.5695, grad_norm: 4.2429 2021-06-17 19:31:24,117 - mmaction - INFO - Epoch [29][1560/1879] lr: 2.000e-03, eta: 6:31:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8313, loss_cls: 1.5203, loss: 1.5203, grad_norm: 4.1329 2021-06-17 19:31:35,407 - mmaction - INFO - Epoch [29][1580/1879] lr: 2.000e-03, eta: 6:30:54, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8344, loss_cls: 1.5134, loss: 1.5134, grad_norm: 4.0961 2021-06-17 19:31:46,716 - mmaction - INFO - Epoch [29][1600/1879] lr: 2.000e-03, eta: 6:30:42, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8309, loss_cls: 1.5607, loss: 1.5607, grad_norm: 4.2129 2021-06-17 19:31:58,035 - mmaction - INFO - Epoch [29][1620/1879] lr: 2.000e-03, eta: 6:30:29, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8410, loss_cls: 1.5391, loss: 1.5391, grad_norm: 4.1939 2021-06-17 19:32:09,301 - mmaction - INFO - Epoch [29][1640/1879] lr: 2.000e-03, eta: 6:30:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8281, loss_cls: 1.5561, loss: 1.5561, grad_norm: 4.1794 2021-06-17 19:32:20,566 - mmaction - INFO - Epoch [29][1660/1879] lr: 2.000e-03, eta: 6:30:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8352, loss_cls: 1.5582, loss: 1.5582, grad_norm: 4.3323 2021-06-17 19:32:31,942 - mmaction - INFO - Epoch [29][1680/1879] lr: 2.000e-03, eta: 6:29:53, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8414, loss_cls: 1.5072, loss: 1.5072, grad_norm: 4.2046 2021-06-17 19:32:43,212 - mmaction - INFO - Epoch [29][1700/1879] lr: 2.000e-03, eta: 6:29:41, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8305, loss_cls: 1.5310, loss: 1.5310, grad_norm: 4.1805 2021-06-17 19:32:54,464 - mmaction - INFO - Epoch [29][1720/1879] lr: 2.000e-03, eta: 6:29:29, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8379, loss_cls: 1.5095, loss: 1.5095, grad_norm: 4.1087 2021-06-17 19:33:05,694 - mmaction - INFO - Epoch [29][1740/1879] lr: 2.000e-03, eta: 6:29:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8469, loss_cls: 1.4378, loss: 1.4378, grad_norm: 4.0432 2021-06-17 19:33:16,928 - mmaction - INFO - Epoch [29][1760/1879] lr: 2.000e-03, eta: 6:29:04, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8273, loss_cls: 1.5553, loss: 1.5553, grad_norm: 4.2198 2021-06-17 19:33:28,199 - mmaction - INFO - Epoch [29][1780/1879] lr: 2.000e-03, eta: 6:28:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8270, loss_cls: 1.5593, loss: 1.5593, grad_norm: 4.2683 2021-06-17 19:33:39,458 - mmaction - INFO - Epoch [29][1800/1879] lr: 2.000e-03, eta: 6:28:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8277, loss_cls: 1.5507, loss: 1.5507, grad_norm: 4.1205 2021-06-17 19:33:50,746 - mmaction - INFO - Epoch [29][1820/1879] lr: 2.000e-03, eta: 6:28:28, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8391, loss_cls: 1.5128, loss: 1.5128, grad_norm: 4.2028 2021-06-17 19:34:02,071 - mmaction - INFO - Epoch [29][1840/1879] lr: 2.000e-03, eta: 6:28:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8379, loss_cls: 1.4938, loss: 1.4938, grad_norm: 4.0934 2021-06-17 19:34:13,316 - mmaction - INFO - Epoch [29][1860/1879] lr: 2.000e-03, eta: 6:28:03, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8367, loss_cls: 1.5276, loss: 1.5276, grad_norm: 4.2477 2021-06-17 19:34:24,618 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-17 19:35:33,654 - mmaction - INFO - Epoch [30][20/1879] lr: 2.000e-03, eta: 6:28:13, time: 3.414, data_time: 2.865, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8355, loss_cls: 1.4916, loss: 1.4916, grad_norm: 4.1444 2021-06-17 19:35:44,728 - mmaction - INFO - Epoch [30][40/1879] lr: 2.000e-03, eta: 6:28:01, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8277, loss_cls: 1.5820, loss: 1.5820, grad_norm: 4.2758 2021-06-17 19:35:55,765 - mmaction - INFO - Epoch [30][60/1879] lr: 2.000e-03, eta: 6:27:48, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8250, loss_cls: 1.5642, loss: 1.5642, grad_norm: 4.2855 2021-06-17 19:36:06,846 - mmaction - INFO - Epoch [30][80/1879] lr: 2.000e-03, eta: 6:27:36, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8324, loss_cls: 1.5356, loss: 1.5356, grad_norm: 4.2023 2021-06-17 19:36:17,990 - mmaction - INFO - Epoch [30][100/1879] lr: 2.000e-03, eta: 6:27:24, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8355, loss_cls: 1.4815, loss: 1.4815, grad_norm: 4.0756 2021-06-17 19:36:29,234 - mmaction - INFO - Epoch [30][120/1879] lr: 2.000e-03, eta: 6:27:11, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8449, loss_cls: 1.5314, loss: 1.5314, grad_norm: 4.1848 2021-06-17 19:36:40,562 - mmaction - INFO - Epoch [30][140/1879] lr: 2.000e-03, eta: 6:26:59, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8402, loss_cls: 1.4932, loss: 1.4932, grad_norm: 4.0923 2021-06-17 19:36:51,835 - mmaction - INFO - Epoch [30][160/1879] lr: 2.000e-03, eta: 6:26:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8320, loss_cls: 1.5112, loss: 1.5112, grad_norm: 4.2177 2021-06-17 19:37:03,143 - mmaction - INFO - Epoch [30][180/1879] lr: 2.000e-03, eta: 6:26:35, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8305, loss_cls: 1.5424, loss: 1.5424, grad_norm: 4.2291 2021-06-17 19:37:14,447 - mmaction - INFO - Epoch [30][200/1879] lr: 2.000e-03, eta: 6:26:23, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8367, loss_cls: 1.5102, loss: 1.5102, grad_norm: 4.2287 2021-06-17 19:37:25,763 - mmaction - INFO - Epoch [30][220/1879] lr: 2.000e-03, eta: 6:26:11, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8387, loss_cls: 1.5004, loss: 1.5004, grad_norm: 4.1825 2021-06-17 19:37:37,059 - mmaction - INFO - Epoch [30][240/1879] lr: 2.000e-03, eta: 6:25:58, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8344, loss_cls: 1.4848, loss: 1.4848, grad_norm: 4.0664 2021-06-17 19:37:48,379 - mmaction - INFO - Epoch [30][260/1879] lr: 2.000e-03, eta: 6:25:46, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8355, loss_cls: 1.4929, loss: 1.4929, grad_norm: 4.2070 2021-06-17 19:37:59,754 - mmaction - INFO - Epoch [30][280/1879] lr: 2.000e-03, eta: 6:25:34, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8418, loss_cls: 1.5125, loss: 1.5125, grad_norm: 4.1395 2021-06-17 19:38:11,008 - mmaction - INFO - Epoch [30][300/1879] lr: 2.000e-03, eta: 6:25:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8449, loss_cls: 1.4827, loss: 1.4827, grad_norm: 4.1432 2021-06-17 19:38:22,324 - mmaction - INFO - Epoch [30][320/1879] lr: 2.000e-03, eta: 6:25:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8531, loss_cls: 1.4334, loss: 1.4334, grad_norm: 4.0915 2021-06-17 19:38:33,619 - mmaction - INFO - Epoch [30][340/1879] lr: 2.000e-03, eta: 6:24:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8363, loss_cls: 1.5267, loss: 1.5267, grad_norm: 4.1396 2021-06-17 19:38:44,936 - mmaction - INFO - Epoch [30][360/1879] lr: 2.000e-03, eta: 6:24:45, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8398, loss_cls: 1.4563, loss: 1.4563, grad_norm: 4.0936 2021-06-17 19:38:56,189 - mmaction - INFO - Epoch [30][380/1879] lr: 2.000e-03, eta: 6:24:33, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8426, loss_cls: 1.4930, loss: 1.4930, grad_norm: 4.2351 2021-06-17 19:39:07,478 - mmaction - INFO - Epoch [30][400/1879] lr: 2.000e-03, eta: 6:24:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8359, loss_cls: 1.5054, loss: 1.5054, grad_norm: 4.1510 2021-06-17 19:39:18,760 - mmaction - INFO - Epoch [30][420/1879] lr: 2.000e-03, eta: 6:24:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8313, loss_cls: 1.5588, loss: 1.5588, grad_norm: 4.2610 2021-06-17 19:39:30,057 - mmaction - INFO - Epoch [30][440/1879] lr: 2.000e-03, eta: 6:23:57, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.5338, loss: 1.5338, grad_norm: 4.2674 2021-06-17 19:39:41,329 - mmaction - INFO - Epoch [30][460/1879] lr: 2.000e-03, eta: 6:23:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8352, loss_cls: 1.5377, loss: 1.5377, grad_norm: 4.2394 2021-06-17 19:39:52,618 - mmaction - INFO - Epoch [30][480/1879] lr: 2.000e-03, eta: 6:23:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6098, top5_acc: 0.8195, loss_cls: 1.6010, loss: 1.6010, grad_norm: 4.3650 2021-06-17 19:40:04,106 - mmaction - INFO - Epoch [30][500/1879] lr: 2.000e-03, eta: 6:23:20, time: 0.574, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8301, loss_cls: 1.5539, loss: 1.5539, grad_norm: 4.2543 2021-06-17 19:40:15,414 - mmaction - INFO - Epoch [30][520/1879] lr: 2.000e-03, eta: 6:23:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8480, loss_cls: 1.4665, loss: 1.4665, grad_norm: 4.1339 2021-06-17 19:40:26,684 - mmaction - INFO - Epoch [30][540/1879] lr: 2.000e-03, eta: 6:22:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8379, loss_cls: 1.5060, loss: 1.5060, grad_norm: 4.2908 2021-06-17 19:40:37,933 - mmaction - INFO - Epoch [30][560/1879] lr: 2.000e-03, eta: 6:22:44, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8395, loss_cls: 1.5230, loss: 1.5230, grad_norm: 4.2294 2021-06-17 19:40:49,218 - mmaction - INFO - Epoch [30][580/1879] lr: 2.000e-03, eta: 6:22:32, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8465, loss_cls: 1.5142, loss: 1.5142, grad_norm: 4.2048 2021-06-17 19:41:00,527 - mmaction - INFO - Epoch [30][600/1879] lr: 2.000e-03, eta: 6:22:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8375, loss_cls: 1.5981, loss: 1.5981, grad_norm: 4.3336 2021-06-17 19:41:11,855 - mmaction - INFO - Epoch [30][620/1879] lr: 2.000e-03, eta: 6:22:07, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8488, loss_cls: 1.4741, loss: 1.4741, grad_norm: 4.2675 2021-06-17 19:41:23,146 - mmaction - INFO - Epoch [30][640/1879] lr: 2.000e-03, eta: 6:21:55, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8242, loss_cls: 1.5613, loss: 1.5613, grad_norm: 4.2488 2021-06-17 19:41:34,357 - mmaction - INFO - Epoch [30][660/1879] lr: 2.000e-03, eta: 6:21:43, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8453, loss_cls: 1.5387, loss: 1.5387, grad_norm: 4.2454 2021-06-17 19:41:45,621 - mmaction - INFO - Epoch [30][680/1879] lr: 2.000e-03, eta: 6:21:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8348, loss_cls: 1.5323, loss: 1.5323, grad_norm: 4.2168 2021-06-17 19:41:56,936 - mmaction - INFO - Epoch [30][700/1879] lr: 2.000e-03, eta: 6:21:18, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8418, loss_cls: 1.4953, loss: 1.4953, grad_norm: 4.2049 2021-06-17 19:42:08,151 - mmaction - INFO - Epoch [30][720/1879] lr: 2.000e-03, eta: 6:21:06, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8352, loss_cls: 1.4767, loss: 1.4767, grad_norm: 4.1004 2021-06-17 19:42:19,397 - mmaction - INFO - Epoch [30][740/1879] lr: 2.000e-03, eta: 6:20:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8289, loss_cls: 1.5387, loss: 1.5387, grad_norm: 4.1938 2021-06-17 19:42:30,750 - mmaction - INFO - Epoch [30][760/1879] lr: 2.000e-03, eta: 6:20:42, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8371, loss_cls: 1.4771, loss: 1.4771, grad_norm: 4.1486 2021-06-17 19:42:41,993 - mmaction - INFO - Epoch [30][780/1879] lr: 2.000e-03, eta: 6:20:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6113, top5_acc: 0.8277, loss_cls: 1.5925, loss: 1.5925, grad_norm: 4.3188 2021-06-17 19:42:53,370 - mmaction - INFO - Epoch [30][800/1879] lr: 2.000e-03, eta: 6:20:18, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8383, loss_cls: 1.5239, loss: 1.5239, grad_norm: 4.2220 2021-06-17 19:43:04,611 - mmaction - INFO - Epoch [30][820/1879] lr: 2.000e-03, eta: 6:20:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8406, loss_cls: 1.5282, loss: 1.5282, grad_norm: 4.2375 2021-06-17 19:43:15,912 - mmaction - INFO - Epoch [30][840/1879] lr: 2.000e-03, eta: 6:19:53, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6137, top5_acc: 0.8172, loss_cls: 1.6011, loss: 1.6011, grad_norm: 4.2777 2021-06-17 19:43:27,273 - mmaction - INFO - Epoch [30][860/1879] lr: 2.000e-03, eta: 6:19:41, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8449, loss_cls: 1.5063, loss: 1.5063, grad_norm: 4.1914 2021-06-17 19:43:38,519 - mmaction - INFO - Epoch [30][880/1879] lr: 2.000e-03, eta: 6:19:29, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8441, loss_cls: 1.4590, loss: 1.4590, grad_norm: 4.1045 2021-06-17 19:43:49,830 - mmaction - INFO - Epoch [30][900/1879] lr: 2.000e-03, eta: 6:19:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8367, loss_cls: 1.4721, loss: 1.4721, grad_norm: 4.0745 2021-06-17 19:44:01,079 - mmaction - INFO - Epoch [30][920/1879] lr: 2.000e-03, eta: 6:19:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8383, loss_cls: 1.5114, loss: 1.5114, grad_norm: 4.1565 2021-06-17 19:44:12,346 - mmaction - INFO - Epoch [30][940/1879] lr: 2.000e-03, eta: 6:18:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8301, loss_cls: 1.5989, loss: 1.5989, grad_norm: 4.1631 2021-06-17 19:44:23,571 - mmaction - INFO - Epoch [30][960/1879] lr: 2.000e-03, eta: 6:18:40, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8309, loss_cls: 1.5531, loss: 1.5531, grad_norm: 4.1931 2021-06-17 19:44:34,801 - mmaction - INFO - Epoch [30][980/1879] lr: 2.000e-03, eta: 6:18:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6168, top5_acc: 0.8273, loss_cls: 1.5788, loss: 1.5788, grad_norm: 4.2928 2021-06-17 19:44:46,044 - mmaction - INFO - Epoch [30][1000/1879] lr: 2.000e-03, eta: 6:18:16, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8367, loss_cls: 1.5583, loss: 1.5583, grad_norm: 4.2639 2021-06-17 19:44:57,290 - mmaction - INFO - Epoch [30][1020/1879] lr: 2.000e-03, eta: 6:18:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.5516, loss: 1.5516, grad_norm: 4.1649 2021-06-17 19:45:08,575 - mmaction - INFO - Epoch [30][1040/1879] lr: 2.000e-03, eta: 6:17:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8367, loss_cls: 1.5313, loss: 1.5313, grad_norm: 4.1851 2021-06-17 19:45:19,790 - mmaction - INFO - Epoch [30][1060/1879] lr: 2.000e-03, eta: 6:17:39, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8426, loss_cls: 1.4848, loss: 1.4848, grad_norm: 4.1121 2021-06-17 19:45:31,112 - mmaction - INFO - Epoch [30][1080/1879] lr: 2.000e-03, eta: 6:17:27, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8172, loss_cls: 1.5976, loss: 1.5976, grad_norm: 4.3236 2021-06-17 19:45:42,379 - mmaction - INFO - Epoch [30][1100/1879] lr: 2.000e-03, eta: 6:17:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6219, top5_acc: 0.8355, loss_cls: 1.5399, loss: 1.5399, grad_norm: 4.2733 2021-06-17 19:45:53,632 - mmaction - INFO - Epoch [30][1120/1879] lr: 2.000e-03, eta: 6:17:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8320, loss_cls: 1.5620, loss: 1.5620, grad_norm: 4.2309 2021-06-17 19:46:04,812 - mmaction - INFO - Epoch [30][1140/1879] lr: 2.000e-03, eta: 6:16:51, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8355, loss_cls: 1.5253, loss: 1.5253, grad_norm: 4.2098 2021-06-17 19:46:16,136 - mmaction - INFO - Epoch [30][1160/1879] lr: 2.000e-03, eta: 6:16:38, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8285, loss_cls: 1.5306, loss: 1.5306, grad_norm: 4.2836 2021-06-17 19:46:27,458 - mmaction - INFO - Epoch [30][1180/1879] lr: 2.000e-03, eta: 6:16:26, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8332, loss_cls: 1.5342, loss: 1.5342, grad_norm: 4.1976 2021-06-17 19:46:38,711 - mmaction - INFO - Epoch [30][1200/1879] lr: 2.000e-03, eta: 6:16:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8469, loss_cls: 1.4843, loss: 1.4843, grad_norm: 4.2230 2021-06-17 19:46:50,009 - mmaction - INFO - Epoch [30][1220/1879] lr: 2.000e-03, eta: 6:16:02, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8352, loss_cls: 1.5722, loss: 1.5722, grad_norm: 4.2686 2021-06-17 19:47:01,231 - mmaction - INFO - Epoch [30][1240/1879] lr: 2.000e-03, eta: 6:15:50, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8285, loss_cls: 1.5799, loss: 1.5799, grad_norm: 4.3048 2021-06-17 19:47:12,450 - mmaction - INFO - Epoch [30][1260/1879] lr: 2.000e-03, eta: 6:15:38, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8422, loss_cls: 1.4725, loss: 1.4725, grad_norm: 4.1957 2021-06-17 19:47:23,725 - mmaction - INFO - Epoch [30][1280/1879] lr: 2.000e-03, eta: 6:15:25, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8242, loss_cls: 1.5798, loss: 1.5798, grad_norm: 4.2255 2021-06-17 19:47:35,009 - mmaction - INFO - Epoch [30][1300/1879] lr: 2.000e-03, eta: 6:15:13, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6188, top5_acc: 0.8355, loss_cls: 1.5586, loss: 1.5586, grad_norm: 4.3473 2021-06-17 19:47:46,307 - mmaction - INFO - Epoch [30][1320/1879] lr: 2.000e-03, eta: 6:15:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8449, loss_cls: 1.4905, loss: 1.4905, grad_norm: 4.2499 2021-06-17 19:47:57,531 - mmaction - INFO - Epoch [30][1340/1879] lr: 2.000e-03, eta: 6:14:49, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8273, loss_cls: 1.5499, loss: 1.5499, grad_norm: 4.1761 2021-06-17 19:48:08,847 - mmaction - INFO - Epoch [30][1360/1879] lr: 2.000e-03, eta: 6:14:37, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8281, loss_cls: 1.5535, loss: 1.5535, grad_norm: 4.2822 2021-06-17 19:48:20,069 - mmaction - INFO - Epoch [30][1380/1879] lr: 2.000e-03, eta: 6:14:25, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8273, loss_cls: 1.5498, loss: 1.5498, grad_norm: 4.1604 2021-06-17 19:48:31,360 - mmaction - INFO - Epoch [30][1400/1879] lr: 2.000e-03, eta: 6:14:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8426, loss_cls: 1.5075, loss: 1.5075, grad_norm: 4.1254 2021-06-17 19:48:42,574 - mmaction - INFO - Epoch [30][1420/1879] lr: 2.000e-03, eta: 6:14:00, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8461, loss_cls: 1.4614, loss: 1.4614, grad_norm: 4.1561 2021-06-17 19:48:53,911 - mmaction - INFO - Epoch [30][1440/1879] lr: 2.000e-03, eta: 6:13:48, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8422, loss_cls: 1.5087, loss: 1.5087, grad_norm: 4.1588 2021-06-17 19:49:05,136 - mmaction - INFO - Epoch [30][1460/1879] lr: 2.000e-03, eta: 6:13:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8336, loss_cls: 1.5160, loss: 1.5160, grad_norm: 4.1508 2021-06-17 19:49:16,450 - mmaction - INFO - Epoch [30][1480/1879] lr: 2.000e-03, eta: 6:13:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8367, loss_cls: 1.5355, loss: 1.5355, grad_norm: 4.1720 2021-06-17 19:49:27,703 - mmaction - INFO - Epoch [30][1500/1879] lr: 2.000e-03, eta: 6:13:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8348, loss_cls: 1.5395, loss: 1.5395, grad_norm: 4.2298 2021-06-17 19:49:38,983 - mmaction - INFO - Epoch [30][1520/1879] lr: 2.000e-03, eta: 6:13:00, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8438, loss_cls: 1.4933, loss: 1.4933, grad_norm: 4.2083 2021-06-17 19:49:50,233 - mmaction - INFO - Epoch [30][1540/1879] lr: 2.000e-03, eta: 6:12:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8406, loss_cls: 1.4735, loss: 1.4735, grad_norm: 4.1155 2021-06-17 19:50:01,430 - mmaction - INFO - Epoch [30][1560/1879] lr: 2.000e-03, eta: 6:12:35, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8422, loss_cls: 1.5194, loss: 1.5194, grad_norm: 4.2300 2021-06-17 19:50:12,747 - mmaction - INFO - Epoch [30][1580/1879] lr: 2.000e-03, eta: 6:12:23, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8379, loss_cls: 1.5298, loss: 1.5298, grad_norm: 4.2182 2021-06-17 19:50:23,968 - mmaction - INFO - Epoch [30][1600/1879] lr: 2.000e-03, eta: 6:12:11, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8344, loss_cls: 1.5472, loss: 1.5472, grad_norm: 4.2085 2021-06-17 19:50:35,248 - mmaction - INFO - Epoch [30][1620/1879] lr: 2.000e-03, eta: 6:11:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6129, top5_acc: 0.8348, loss_cls: 1.5705, loss: 1.5705, grad_norm: 4.1819 2021-06-17 19:50:46,543 - mmaction - INFO - Epoch [30][1640/1879] lr: 2.000e-03, eta: 6:11:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8352, loss_cls: 1.5439, loss: 1.5439, grad_norm: 4.3128 2021-06-17 19:50:57,812 - mmaction - INFO - Epoch [30][1660/1879] lr: 2.000e-03, eta: 6:11:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8332, loss_cls: 1.5343, loss: 1.5343, grad_norm: 4.2291 2021-06-17 19:51:09,171 - mmaction - INFO - Epoch [30][1680/1879] lr: 2.000e-03, eta: 6:11:22, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8293, loss_cls: 1.5657, loss: 1.5657, grad_norm: 4.3123 2021-06-17 19:51:20,423 - mmaction - INFO - Epoch [30][1700/1879] lr: 2.000e-03, eta: 6:11:10, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8293, loss_cls: 1.5359, loss: 1.5359, grad_norm: 4.2425 2021-06-17 19:51:31,670 - mmaction - INFO - Epoch [30][1720/1879] lr: 2.000e-03, eta: 6:10:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8305, loss_cls: 1.5347, loss: 1.5347, grad_norm: 4.2921 2021-06-17 19:51:42,853 - mmaction - INFO - Epoch [30][1740/1879] lr: 2.000e-03, eta: 6:10:46, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8289, loss_cls: 1.5748, loss: 1.5748, grad_norm: 4.3325 2021-06-17 19:51:54,131 - mmaction - INFO - Epoch [30][1760/1879] lr: 2.000e-03, eta: 6:10:34, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8273, loss_cls: 1.5515, loss: 1.5515, grad_norm: 4.2737 2021-06-17 19:52:05,464 - mmaction - INFO - Epoch [30][1780/1879] lr: 2.000e-03, eta: 6:10:22, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8359, loss_cls: 1.5061, loss: 1.5061, grad_norm: 4.1991 2021-06-17 19:52:16,798 - mmaction - INFO - Epoch [30][1800/1879] lr: 2.000e-03, eta: 6:10:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8297, loss_cls: 1.5137, loss: 1.5137, grad_norm: 4.1301 2021-06-17 19:52:28,050 - mmaction - INFO - Epoch [30][1820/1879] lr: 2.000e-03, eta: 6:09:57, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8301, loss_cls: 1.5292, loss: 1.5292, grad_norm: 4.2059 2021-06-17 19:52:39,341 - mmaction - INFO - Epoch [30][1840/1879] lr: 2.000e-03, eta: 6:09:45, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8234, loss_cls: 1.5848, loss: 1.5848, grad_norm: 4.2323 2021-06-17 19:52:50,644 - mmaction - INFO - Epoch [30][1860/1879] lr: 2.000e-03, eta: 6:09:33, time: 0.565, data_time: 0.000, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8438, loss_cls: 1.5035, loss: 1.5035, grad_norm: 4.2873 2021-06-17 19:53:01,988 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-17 19:54:08,327 - mmaction - INFO - Epoch [31][20/1879] lr: 2.000e-03, eta: 6:09:38, time: 3.252, data_time: 2.682, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8344, loss_cls: 1.5227, loss: 1.5227, grad_norm: 4.2282 2021-06-17 19:54:19,374 - mmaction - INFO - Epoch [31][40/1879] lr: 2.000e-03, eta: 6:09:26, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8266, loss_cls: 1.5594, loss: 1.5594, grad_norm: 4.1909 2021-06-17 19:54:30,432 - mmaction - INFO - Epoch [31][60/1879] lr: 2.000e-03, eta: 6:09:13, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8449, loss_cls: 1.4782, loss: 1.4782, grad_norm: 4.1101 2021-06-17 19:54:41,493 - mmaction - INFO - Epoch [31][80/1879] lr: 2.000e-03, eta: 6:09:01, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8344, loss_cls: 1.5444, loss: 1.5444, grad_norm: 4.2415 2021-06-17 19:54:52,680 - mmaction - INFO - Epoch [31][100/1879] lr: 2.000e-03, eta: 6:08:49, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.6234, top5_acc: 0.8301, loss_cls: 1.5547, loss: 1.5547, grad_norm: 4.1989 2021-06-17 19:55:03,915 - mmaction - INFO - Epoch [31][120/1879] lr: 2.000e-03, eta: 6:08:37, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8348, loss_cls: 1.5063, loss: 1.5063, grad_norm: 4.3417 2021-06-17 19:55:15,223 - mmaction - INFO - Epoch [31][140/1879] lr: 2.000e-03, eta: 6:08:25, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8313, loss_cls: 1.5377, loss: 1.5377, grad_norm: 4.2205 2021-06-17 19:55:26,541 - mmaction - INFO - Epoch [31][160/1879] lr: 2.000e-03, eta: 6:08:12, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8293, loss_cls: 1.5650, loss: 1.5650, grad_norm: 4.3356 2021-06-17 19:55:37,904 - mmaction - INFO - Epoch [31][180/1879] lr: 2.000e-03, eta: 6:08:00, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8523, loss_cls: 1.4521, loss: 1.4521, grad_norm: 4.2597 2021-06-17 19:55:49,224 - mmaction - INFO - Epoch [31][200/1879] lr: 2.000e-03, eta: 6:07:48, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8441, loss_cls: 1.4825, loss: 1.4825, grad_norm: 4.1532 2021-06-17 19:56:00,601 - mmaction - INFO - Epoch [31][220/1879] lr: 2.000e-03, eta: 6:07:36, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8383, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.2678 2021-06-17 19:56:11,931 - mmaction - INFO - Epoch [31][240/1879] lr: 2.000e-03, eta: 6:07:24, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8438, loss_cls: 1.4778, loss: 1.4778, grad_norm: 4.1570 2021-06-17 19:56:23,232 - mmaction - INFO - Epoch [31][260/1879] lr: 2.000e-03, eta: 6:07:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8230, loss_cls: 1.5886, loss: 1.5886, grad_norm: 4.4026 2021-06-17 19:56:34,536 - mmaction - INFO - Epoch [31][280/1879] lr: 2.000e-03, eta: 6:07:00, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8410, loss_cls: 1.5033, loss: 1.5033, grad_norm: 4.2868 2021-06-17 19:56:45,776 - mmaction - INFO - Epoch [31][300/1879] lr: 2.000e-03, eta: 6:06:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8402, loss_cls: 1.5377, loss: 1.5377, grad_norm: 4.2910 2021-06-17 19:56:57,058 - mmaction - INFO - Epoch [31][320/1879] lr: 2.000e-03, eta: 6:06:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8441, loss_cls: 1.4681, loss: 1.4681, grad_norm: 4.1253 2021-06-17 19:57:08,253 - mmaction - INFO - Epoch [31][340/1879] lr: 2.000e-03, eta: 6:06:23, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8465, loss_cls: 1.4790, loss: 1.4790, grad_norm: 4.1761 2021-06-17 19:57:19,466 - mmaction - INFO - Epoch [31][360/1879] lr: 2.000e-03, eta: 6:06:11, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8492, loss_cls: 1.4749, loss: 1.4749, grad_norm: 4.2614 2021-06-17 19:57:30,733 - mmaction - INFO - Epoch [31][380/1879] lr: 2.000e-03, eta: 6:05:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8430, loss_cls: 1.4694, loss: 1.4694, grad_norm: 4.1650 2021-06-17 19:57:42,008 - mmaction - INFO - Epoch [31][400/1879] lr: 2.000e-03, eta: 6:05:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8328, loss_cls: 1.5083, loss: 1.5083, grad_norm: 4.2190 2021-06-17 19:57:53,289 - mmaction - INFO - Epoch [31][420/1879] lr: 2.000e-03, eta: 6:05:35, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8383, loss_cls: 1.5286, loss: 1.5286, grad_norm: 4.2929 2021-06-17 19:58:04,579 - mmaction - INFO - Epoch [31][440/1879] lr: 2.000e-03, eta: 6:05:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8238, loss_cls: 1.5745, loss: 1.5745, grad_norm: 4.2497 2021-06-17 19:58:15,900 - mmaction - INFO - Epoch [31][460/1879] lr: 2.000e-03, eta: 6:05:10, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8539, loss_cls: 1.4641, loss: 1.4641, grad_norm: 4.1504 2021-06-17 19:58:27,111 - mmaction - INFO - Epoch [31][480/1879] lr: 2.000e-03, eta: 6:04:58, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8383, loss_cls: 1.5212, loss: 1.5212, grad_norm: 4.2907 2021-06-17 19:58:38,422 - mmaction - INFO - Epoch [31][500/1879] lr: 2.000e-03, eta: 6:04:46, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8398, loss_cls: 1.5148, loss: 1.5148, grad_norm: 4.1877 2021-06-17 19:58:49,676 - mmaction - INFO - Epoch [31][520/1879] lr: 2.000e-03, eta: 6:04:34, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8379, loss_cls: 1.5054, loss: 1.5054, grad_norm: 4.2385 2021-06-17 19:59:00,957 - mmaction - INFO - Epoch [31][540/1879] lr: 2.000e-03, eta: 6:04:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8254, loss_cls: 1.5547, loss: 1.5547, grad_norm: 4.3340 2021-06-17 19:59:12,196 - mmaction - INFO - Epoch [31][560/1879] lr: 2.000e-03, eta: 6:04:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8187, loss_cls: 1.5739, loss: 1.5739, grad_norm: 4.2060 2021-06-17 19:59:23,475 - mmaction - INFO - Epoch [31][580/1879] lr: 2.000e-03, eta: 6:03:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8406, loss_cls: 1.4857, loss: 1.4857, grad_norm: 4.1773 2021-06-17 19:59:34,819 - mmaction - INFO - Epoch [31][600/1879] lr: 2.000e-03, eta: 6:03:45, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8305, loss_cls: 1.5467, loss: 1.5467, grad_norm: 4.2042 2021-06-17 19:59:46,046 - mmaction - INFO - Epoch [31][620/1879] lr: 2.000e-03, eta: 6:03:33, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.5178, loss: 1.5178, grad_norm: 4.2535 2021-06-17 19:59:57,367 - mmaction - INFO - Epoch [31][640/1879] lr: 2.000e-03, eta: 6:03:21, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8445, loss_cls: 1.4728, loss: 1.4728, grad_norm: 4.1628 2021-06-17 20:00:08,686 - mmaction - INFO - Epoch [31][660/1879] lr: 2.000e-03, eta: 6:03:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8496, loss_cls: 1.4270, loss: 1.4270, grad_norm: 4.0927 2021-06-17 20:00:19,911 - mmaction - INFO - Epoch [31][680/1879] lr: 2.000e-03, eta: 6:02:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8438, loss_cls: 1.4495, loss: 1.4495, grad_norm: 4.1670 2021-06-17 20:00:31,198 - mmaction - INFO - Epoch [31][700/1879] lr: 2.000e-03, eta: 6:02:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8187, loss_cls: 1.5835, loss: 1.5835, grad_norm: 4.2690 2021-06-17 20:00:42,461 - mmaction - INFO - Epoch [31][720/1879] lr: 2.000e-03, eta: 6:02:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6199, top5_acc: 0.8410, loss_cls: 1.5142, loss: 1.5142, grad_norm: 4.2206 2021-06-17 20:00:53,780 - mmaction - INFO - Epoch [31][740/1879] lr: 2.000e-03, eta: 6:02:20, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8266, loss_cls: 1.5450, loss: 1.5450, grad_norm: 4.2801 2021-06-17 20:01:05,068 - mmaction - INFO - Epoch [31][760/1879] lr: 2.000e-03, eta: 6:02:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8352, loss_cls: 1.4987, loss: 1.4987, grad_norm: 4.1929 2021-06-17 20:01:16,361 - mmaction - INFO - Epoch [31][780/1879] lr: 2.000e-03, eta: 6:01:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8375, loss_cls: 1.5014, loss: 1.5014, grad_norm: 4.1905 2021-06-17 20:01:27,680 - mmaction - INFO - Epoch [31][800/1879] lr: 2.000e-03, eta: 6:01:44, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8371, loss_cls: 1.4922, loss: 1.4922, grad_norm: 4.1969 2021-06-17 20:01:39,011 - mmaction - INFO - Epoch [31][820/1879] lr: 2.000e-03, eta: 6:01:32, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8414, loss_cls: 1.5055, loss: 1.5055, grad_norm: 4.3373 2021-06-17 20:01:50,277 - mmaction - INFO - Epoch [31][840/1879] lr: 2.000e-03, eta: 6:01:20, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8246, loss_cls: 1.5412, loss: 1.5412, grad_norm: 4.2870 2021-06-17 20:02:01,513 - mmaction - INFO - Epoch [31][860/1879] lr: 2.000e-03, eta: 6:01:07, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8383, loss_cls: 1.5342, loss: 1.5342, grad_norm: 4.3170 2021-06-17 20:02:12,801 - mmaction - INFO - Epoch [31][880/1879] lr: 2.000e-03, eta: 6:00:55, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8301, loss_cls: 1.5897, loss: 1.5897, grad_norm: 4.3854 2021-06-17 20:02:24,149 - mmaction - INFO - Epoch [31][900/1879] lr: 2.000e-03, eta: 6:00:43, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8445, loss_cls: 1.4589, loss: 1.4589, grad_norm: 4.2225 2021-06-17 20:02:35,437 - mmaction - INFO - Epoch [31][920/1879] lr: 2.000e-03, eta: 6:00:31, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8359, loss_cls: 1.4960, loss: 1.4960, grad_norm: 4.2462 2021-06-17 20:02:46,663 - mmaction - INFO - Epoch [31][940/1879] lr: 2.000e-03, eta: 6:00:19, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8395, loss_cls: 1.4659, loss: 1.4659, grad_norm: 4.2100 2021-06-17 20:02:57,931 - mmaction - INFO - Epoch [31][960/1879] lr: 2.000e-03, eta: 6:00:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8313, loss_cls: 1.5255, loss: 1.5255, grad_norm: 4.2889 2021-06-17 20:03:09,161 - mmaction - INFO - Epoch [31][980/1879] lr: 2.000e-03, eta: 5:59:55, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8297, loss_cls: 1.5411, loss: 1.5411, grad_norm: 4.2373 2021-06-17 20:03:20,339 - mmaction - INFO - Epoch [31][1000/1879] lr: 2.000e-03, eta: 5:59:42, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4813, loss: 1.4813, grad_norm: 4.2414 2021-06-17 20:03:31,572 - mmaction - INFO - Epoch [31][1020/1879] lr: 2.000e-03, eta: 5:59:30, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8332, loss_cls: 1.4763, loss: 1.4763, grad_norm: 4.2273 2021-06-17 20:03:42,768 - mmaction - INFO - Epoch [31][1040/1879] lr: 2.000e-03, eta: 5:59:18, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8426, loss_cls: 1.4800, loss: 1.4800, grad_norm: 4.2278 2021-06-17 20:03:54,085 - mmaction - INFO - Epoch [31][1060/1879] lr: 2.000e-03, eta: 5:59:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8387, loss_cls: 1.4748, loss: 1.4748, grad_norm: 4.1602 2021-06-17 20:04:05,360 - mmaction - INFO - Epoch [31][1080/1879] lr: 2.000e-03, eta: 5:58:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8355, loss_cls: 1.5003, loss: 1.5003, grad_norm: 4.3102 2021-06-17 20:04:16,637 - mmaction - INFO - Epoch [31][1100/1879] lr: 2.000e-03, eta: 5:58:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8477, loss_cls: 1.4926, loss: 1.4926, grad_norm: 4.3091 2021-06-17 20:04:27,881 - mmaction - INFO - Epoch [31][1120/1879] lr: 2.000e-03, eta: 5:58:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8402, loss_cls: 1.5498, loss: 1.5498, grad_norm: 4.3225 2021-06-17 20:04:39,217 - mmaction - INFO - Epoch [31][1140/1879] lr: 2.000e-03, eta: 5:58:17, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8234, loss_cls: 1.6246, loss: 1.6246, grad_norm: 4.3875 2021-06-17 20:04:50,542 - mmaction - INFO - Epoch [31][1160/1879] lr: 2.000e-03, eta: 5:58:05, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8457, loss_cls: 1.4712, loss: 1.4712, grad_norm: 4.2457 2021-06-17 20:05:01,798 - mmaction - INFO - Epoch [31][1180/1879] lr: 2.000e-03, eta: 5:57:53, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8445, loss_cls: 1.4790, loss: 1.4790, grad_norm: 4.2105 2021-06-17 20:05:13,053 - mmaction - INFO - Epoch [31][1200/1879] lr: 2.000e-03, eta: 5:57:41, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8387, loss_cls: 1.5341, loss: 1.5341, grad_norm: 4.2862 2021-06-17 20:05:24,359 - mmaction - INFO - Epoch [31][1220/1879] lr: 2.000e-03, eta: 5:57:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8406, loss_cls: 1.4820, loss: 1.4820, grad_norm: 4.2642 2021-06-17 20:05:35,587 - mmaction - INFO - Epoch [31][1240/1879] lr: 2.000e-03, eta: 5:57:17, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8270, loss_cls: 1.5361, loss: 1.5361, grad_norm: 4.3670 2021-06-17 20:05:46,863 - mmaction - INFO - Epoch [31][1260/1879] lr: 2.000e-03, eta: 5:57:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8398, loss_cls: 1.5029, loss: 1.5029, grad_norm: 4.3670 2021-06-17 20:05:58,148 - mmaction - INFO - Epoch [31][1280/1879] lr: 2.000e-03, eta: 5:56:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6152, top5_acc: 0.8367, loss_cls: 1.5438, loss: 1.5438, grad_norm: 4.3470 2021-06-17 20:06:09,421 - mmaction - INFO - Epoch [31][1300/1879] lr: 2.000e-03, eta: 5:56:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6137, top5_acc: 0.8285, loss_cls: 1.5840, loss: 1.5840, grad_norm: 4.3978 2021-06-17 20:06:20,750 - mmaction - INFO - Epoch [31][1320/1879] lr: 2.000e-03, eta: 5:56:28, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8434, loss_cls: 1.4916, loss: 1.4916, grad_norm: 4.1452 2021-06-17 20:06:31,970 - mmaction - INFO - Epoch [31][1340/1879] lr: 2.000e-03, eta: 5:56:16, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8367, loss_cls: 1.5355, loss: 1.5355, grad_norm: 4.2873 2021-06-17 20:06:43,228 - mmaction - INFO - Epoch [31][1360/1879] lr: 2.000e-03, eta: 5:56:04, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8363, loss_cls: 1.4913, loss: 1.4913, grad_norm: 4.0864 2021-06-17 20:06:54,468 - mmaction - INFO - Epoch [31][1380/1879] lr: 2.000e-03, eta: 5:55:52, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8414, loss_cls: 1.5467, loss: 1.5467, grad_norm: 4.3488 2021-06-17 20:07:05,745 - mmaction - INFO - Epoch [31][1400/1879] lr: 2.000e-03, eta: 5:55:40, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8465, loss_cls: 1.4605, loss: 1.4605, grad_norm: 4.2518 2021-06-17 20:07:16,973 - mmaction - INFO - Epoch [31][1420/1879] lr: 2.000e-03, eta: 5:55:28, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8281, loss_cls: 1.5585, loss: 1.5585, grad_norm: 4.3486 2021-06-17 20:07:28,311 - mmaction - INFO - Epoch [31][1440/1879] lr: 2.000e-03, eta: 5:55:16, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8426, loss_cls: 1.4803, loss: 1.4803, grad_norm: 4.2568 2021-06-17 20:07:39,565 - mmaction - INFO - Epoch [31][1460/1879] lr: 2.000e-03, eta: 5:55:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8316, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.3156 2021-06-17 20:07:50,817 - mmaction - INFO - Epoch [31][1480/1879] lr: 2.000e-03, eta: 5:54:51, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8402, loss_cls: 1.4791, loss: 1.4791, grad_norm: 4.2409 2021-06-17 20:08:02,155 - mmaction - INFO - Epoch [31][1500/1879] lr: 2.000e-03, eta: 5:54:39, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8230, loss_cls: 1.5860, loss: 1.5860, grad_norm: 4.3565 2021-06-17 20:08:13,391 - mmaction - INFO - Epoch [31][1520/1879] lr: 2.000e-03, eta: 5:54:27, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8387, loss_cls: 1.5587, loss: 1.5587, grad_norm: 4.3450 2021-06-17 20:08:24,718 - mmaction - INFO - Epoch [31][1540/1879] lr: 2.000e-03, eta: 5:54:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8340, loss_cls: 1.5510, loss: 1.5510, grad_norm: 4.2611 2021-06-17 20:08:35,952 - mmaction - INFO - Epoch [31][1560/1879] lr: 2.000e-03, eta: 5:54:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8305, loss_cls: 1.5853, loss: 1.5853, grad_norm: 4.2129 2021-06-17 20:08:47,164 - mmaction - INFO - Epoch [31][1580/1879] lr: 2.000e-03, eta: 5:53:51, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8410, loss_cls: 1.5677, loss: 1.5677, grad_norm: 4.3167 2021-06-17 20:08:58,488 - mmaction - INFO - Epoch [31][1600/1879] lr: 2.000e-03, eta: 5:53:39, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8262, loss_cls: 1.5836, loss: 1.5836, grad_norm: 4.3479 2021-06-17 20:09:09,714 - mmaction - INFO - Epoch [31][1620/1879] lr: 2.000e-03, eta: 5:53:26, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8469, loss_cls: 1.4524, loss: 1.4524, grad_norm: 4.0528 2021-06-17 20:09:21,062 - mmaction - INFO - Epoch [31][1640/1879] lr: 2.000e-03, eta: 5:53:14, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8266, loss_cls: 1.5738, loss: 1.5738, grad_norm: 4.2757 2021-06-17 20:09:32,286 - mmaction - INFO - Epoch [31][1660/1879] lr: 2.000e-03, eta: 5:53:02, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8246, loss_cls: 1.5804, loss: 1.5804, grad_norm: 4.4240 2021-06-17 20:09:43,569 - mmaction - INFO - Epoch [31][1680/1879] lr: 2.000e-03, eta: 5:52:50, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8363, loss_cls: 1.4892, loss: 1.4892, grad_norm: 4.2740 2021-06-17 20:09:54,805 - mmaction - INFO - Epoch [31][1700/1879] lr: 2.000e-03, eta: 5:52:38, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8258, loss_cls: 1.5633, loss: 1.5633, grad_norm: 4.2543 2021-06-17 20:10:06,102 - mmaction - INFO - Epoch [31][1720/1879] lr: 2.000e-03, eta: 5:52:26, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8340, loss_cls: 1.5066, loss: 1.5066, grad_norm: 4.3059 2021-06-17 20:10:17,381 - mmaction - INFO - Epoch [31][1740/1879] lr: 2.000e-03, eta: 5:52:14, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8410, loss_cls: 1.5026, loss: 1.5026, grad_norm: 4.2441 2021-06-17 20:10:28,586 - mmaction - INFO - Epoch [31][1760/1879] lr: 2.000e-03, eta: 5:52:02, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8371, loss_cls: 1.5120, loss: 1.5120, grad_norm: 4.3064 2021-06-17 20:10:39,880 - mmaction - INFO - Epoch [31][1780/1879] lr: 2.000e-03, eta: 5:51:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8418, loss_cls: 1.4952, loss: 1.4952, grad_norm: 4.3298 2021-06-17 20:10:51,129 - mmaction - INFO - Epoch [31][1800/1879] lr: 2.000e-03, eta: 5:51:37, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8348, loss_cls: 1.5320, loss: 1.5320, grad_norm: 4.3067 2021-06-17 20:11:02,421 - mmaction - INFO - Epoch [31][1820/1879] lr: 2.000e-03, eta: 5:51:25, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8305, loss_cls: 1.5448, loss: 1.5448, grad_norm: 4.2420 2021-06-17 20:11:13,680 - mmaction - INFO - Epoch [31][1840/1879] lr: 2.000e-03, eta: 5:51:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8344, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.2627 2021-06-17 20:11:24,951 - mmaction - INFO - Epoch [31][1860/1879] lr: 2.000e-03, eta: 5:51:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8445, loss_cls: 1.5023, loss: 1.5023, grad_norm: 4.2212 2021-06-17 20:11:36,476 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-17 20:12:44,963 - mmaction - INFO - Epoch [32][20/1879] lr: 2.000e-03, eta: 5:51:06, time: 3.408, data_time: 2.842, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8391, loss_cls: 1.5172, loss: 1.5172, grad_norm: 4.3064 2021-06-17 20:12:56,043 - mmaction - INFO - Epoch [32][40/1879] lr: 2.000e-03, eta: 5:50:53, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8430, loss_cls: 1.4789, loss: 1.4789, grad_norm: 4.2223 2021-06-17 20:13:07,097 - mmaction - INFO - Epoch [32][60/1879] lr: 2.000e-03, eta: 5:50:41, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8344, loss_cls: 1.5117, loss: 1.5117, grad_norm: 4.2728 2021-06-17 20:13:18,113 - mmaction - INFO - Epoch [32][80/1879] lr: 2.000e-03, eta: 5:50:29, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8457, loss_cls: 1.4668, loss: 1.4668, grad_norm: 4.2646 2021-06-17 20:13:29,274 - mmaction - INFO - Epoch [32][100/1879] lr: 2.000e-03, eta: 5:50:17, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8418, loss_cls: 1.4657, loss: 1.4657, grad_norm: 4.3410 2021-06-17 20:13:40,462 - mmaction - INFO - Epoch [32][120/1879] lr: 2.000e-03, eta: 5:50:04, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8371, loss_cls: 1.5383, loss: 1.5383, grad_norm: 4.2406 2021-06-17 20:13:51,681 - mmaction - INFO - Epoch [32][140/1879] lr: 2.000e-03, eta: 5:49:52, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8406, loss_cls: 1.4741, loss: 1.4741, grad_norm: 4.2076 2021-06-17 20:14:02,970 - mmaction - INFO - Epoch [32][160/1879] lr: 2.000e-03, eta: 5:49:40, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8363, loss_cls: 1.5268, loss: 1.5268, grad_norm: 4.3209 2021-06-17 20:14:14,266 - mmaction - INFO - Epoch [32][180/1879] lr: 2.000e-03, eta: 5:49:28, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8250, loss_cls: 1.5217, loss: 1.5217, grad_norm: 4.2175 2021-06-17 20:14:25,593 - mmaction - INFO - Epoch [32][200/1879] lr: 2.000e-03, eta: 5:49:16, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8434, loss_cls: 1.4520, loss: 1.4520, grad_norm: 4.1722 2021-06-17 20:14:36,889 - mmaction - INFO - Epoch [32][220/1879] lr: 2.000e-03, eta: 5:49:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8395, loss_cls: 1.5179, loss: 1.5179, grad_norm: 4.2816 2021-06-17 20:14:48,229 - mmaction - INFO - Epoch [32][240/1879] lr: 2.000e-03, eta: 5:48:52, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8418, loss_cls: 1.5053, loss: 1.5053, grad_norm: 4.3182 2021-06-17 20:14:59,493 - mmaction - INFO - Epoch [32][260/1879] lr: 2.000e-03, eta: 5:48:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8441, loss_cls: 1.4839, loss: 1.4839, grad_norm: 4.2608 2021-06-17 20:15:10,886 - mmaction - INFO - Epoch [32][280/1879] lr: 2.000e-03, eta: 5:48:28, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8375, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.2887 2021-06-17 20:15:22,134 - mmaction - INFO - Epoch [32][300/1879] lr: 2.000e-03, eta: 5:48:15, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8285, loss_cls: 1.5657, loss: 1.5657, grad_norm: 4.3951 2021-06-17 20:15:33,391 - mmaction - INFO - Epoch [32][320/1879] lr: 2.000e-03, eta: 5:48:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8242, loss_cls: 1.5677, loss: 1.5677, grad_norm: 4.4328 2021-06-17 20:15:44,610 - mmaction - INFO - Epoch [32][340/1879] lr: 2.000e-03, eta: 5:47:51, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8414, loss_cls: 1.5073, loss: 1.5073, grad_norm: 4.2810 2021-06-17 20:15:55,889 - mmaction - INFO - Epoch [32][360/1879] lr: 2.000e-03, eta: 5:47:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8223, loss_cls: 1.5640, loss: 1.5640, grad_norm: 4.3256 2021-06-17 20:16:07,152 - mmaction - INFO - Epoch [32][380/1879] lr: 2.000e-03, eta: 5:47:27, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8418, loss_cls: 1.4792, loss: 1.4792, grad_norm: 4.3183 2021-06-17 20:16:18,403 - mmaction - INFO - Epoch [32][400/1879] lr: 2.000e-03, eta: 5:47:15, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8367, loss_cls: 1.4775, loss: 1.4775, grad_norm: 4.2682 2021-06-17 20:16:29,672 - mmaction - INFO - Epoch [32][420/1879] lr: 2.000e-03, eta: 5:47:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8301, loss_cls: 1.5284, loss: 1.5284, grad_norm: 4.2995 2021-06-17 20:16:40,998 - mmaction - INFO - Epoch [32][440/1879] lr: 2.000e-03, eta: 5:46:50, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8527, loss_cls: 1.4244, loss: 1.4244, grad_norm: 4.2096 2021-06-17 20:16:52,235 - mmaction - INFO - Epoch [32][460/1879] lr: 2.000e-03, eta: 5:46:38, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8406, loss_cls: 1.4535, loss: 1.4535, grad_norm: 4.1980 2021-06-17 20:17:03,376 - mmaction - INFO - Epoch [32][480/1879] lr: 2.000e-03, eta: 5:46:26, time: 0.557, data_time: 0.001, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8340, loss_cls: 1.5775, loss: 1.5775, grad_norm: 4.4862 2021-06-17 20:17:14,565 - mmaction - INFO - Epoch [32][500/1879] lr: 2.000e-03, eta: 5:46:14, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8344, loss_cls: 1.4917, loss: 1.4917, grad_norm: 4.3399 2021-06-17 20:17:25,862 - mmaction - INFO - Epoch [32][520/1879] lr: 2.000e-03, eta: 5:46:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8398, loss_cls: 1.4934, loss: 1.4934, grad_norm: 4.3162 2021-06-17 20:17:37,111 - mmaction - INFO - Epoch [32][540/1879] lr: 2.000e-03, eta: 5:45:50, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8500, loss_cls: 1.5058, loss: 1.5058, grad_norm: 4.3078 2021-06-17 20:17:48,405 - mmaction - INFO - Epoch [32][560/1879] lr: 2.000e-03, eta: 5:45:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8355, loss_cls: 1.4854, loss: 1.4854, grad_norm: 4.2924 2021-06-17 20:17:59,690 - mmaction - INFO - Epoch [32][580/1879] lr: 2.000e-03, eta: 5:45:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8332, loss_cls: 1.5269, loss: 1.5269, grad_norm: 4.3578 2021-06-17 20:18:10,943 - mmaction - INFO - Epoch [32][600/1879] lr: 2.000e-03, eta: 5:45:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8336, loss_cls: 1.4801, loss: 1.4801, grad_norm: 4.2601 2021-06-17 20:18:22,182 - mmaction - INFO - Epoch [32][620/1879] lr: 2.000e-03, eta: 5:45:01, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8355, loss_cls: 1.5495, loss: 1.5495, grad_norm: 4.3376 2021-06-17 20:18:33,463 - mmaction - INFO - Epoch [32][640/1879] lr: 2.000e-03, eta: 5:44:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8406, loss_cls: 1.4870, loss: 1.4870, grad_norm: 4.3260 2021-06-17 20:18:44,780 - mmaction - INFO - Epoch [32][660/1879] lr: 2.000e-03, eta: 5:44:37, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8492, loss_cls: 1.4707, loss: 1.4707, grad_norm: 4.3205 2021-06-17 20:18:56,017 - mmaction - INFO - Epoch [32][680/1879] lr: 2.000e-03, eta: 5:44:25, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8285, loss_cls: 1.5488, loss: 1.5488, grad_norm: 4.2740 2021-06-17 20:19:07,277 - mmaction - INFO - Epoch [32][700/1879] lr: 2.000e-03, eta: 5:44:13, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8352, loss_cls: 1.4662, loss: 1.4662, grad_norm: 4.2622 2021-06-17 20:19:18,517 - mmaction - INFO - Epoch [32][720/1879] lr: 2.000e-03, eta: 5:44:01, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8367, loss_cls: 1.5263, loss: 1.5263, grad_norm: 4.4742 2021-06-17 20:19:29,782 - mmaction - INFO - Epoch [32][740/1879] lr: 2.000e-03, eta: 5:43:49, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8445, loss_cls: 1.5099, loss: 1.5099, grad_norm: 4.3946 2021-06-17 20:19:41,091 - mmaction - INFO - Epoch [32][760/1879] lr: 2.000e-03, eta: 5:43:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8328, loss_cls: 1.5417, loss: 1.5417, grad_norm: 4.3675 2021-06-17 20:19:52,438 - mmaction - INFO - Epoch [32][780/1879] lr: 2.000e-03, eta: 5:43:24, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8395, loss_cls: 1.4865, loss: 1.4865, grad_norm: 4.3450 2021-06-17 20:20:03,714 - mmaction - INFO - Epoch [32][800/1879] lr: 2.000e-03, eta: 5:43:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8414, loss_cls: 1.4885, loss: 1.4885, grad_norm: 4.3034 2021-06-17 20:20:15,003 - mmaction - INFO - Epoch [32][820/1879] lr: 2.000e-03, eta: 5:43:00, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8230, loss_cls: 1.5709, loss: 1.5709, grad_norm: 4.3557 2021-06-17 20:20:26,300 - mmaction - INFO - Epoch [32][840/1879] lr: 2.000e-03, eta: 5:42:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8387, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.2833 2021-06-17 20:20:37,523 - mmaction - INFO - Epoch [32][860/1879] lr: 2.000e-03, eta: 5:42:36, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8293, loss_cls: 1.5601, loss: 1.5601, grad_norm: 4.3365 2021-06-17 20:20:48,757 - mmaction - INFO - Epoch [32][880/1879] lr: 2.000e-03, eta: 5:42:24, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8320, loss_cls: 1.5830, loss: 1.5830, grad_norm: 4.4693 2021-06-17 20:21:00,055 - mmaction - INFO - Epoch [32][900/1879] lr: 2.000e-03, eta: 5:42:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6137, top5_acc: 0.8301, loss_cls: 1.5759, loss: 1.5759, grad_norm: 4.3090 2021-06-17 20:21:11,274 - mmaction - INFO - Epoch [32][920/1879] lr: 2.000e-03, eta: 5:42:00, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8422, loss_cls: 1.4931, loss: 1.4931, grad_norm: 4.3177 2021-06-17 20:21:22,615 - mmaction - INFO - Epoch [32][940/1879] lr: 2.000e-03, eta: 5:41:47, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8352, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.2873 2021-06-17 20:21:33,870 - mmaction - INFO - Epoch [32][960/1879] lr: 2.000e-03, eta: 5:41:35, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8539, loss_cls: 1.4387, loss: 1.4387, grad_norm: 4.2106 2021-06-17 20:21:45,171 - mmaction - INFO - Epoch [32][980/1879] lr: 2.000e-03, eta: 5:41:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8430, loss_cls: 1.4644, loss: 1.4644, grad_norm: 4.2197 2021-06-17 20:21:56,353 - mmaction - INFO - Epoch [32][1000/1879] lr: 2.000e-03, eta: 5:41:11, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8293, loss_cls: 1.5351, loss: 1.5351, grad_norm: 4.3958 2021-06-17 20:22:07,647 - mmaction - INFO - Epoch [32][1020/1879] lr: 2.000e-03, eta: 5:40:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8309, loss_cls: 1.5335, loss: 1.5335, grad_norm: 4.3212 2021-06-17 20:22:18,961 - mmaction - INFO - Epoch [32][1040/1879] lr: 2.000e-03, eta: 5:40:47, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8227, loss_cls: 1.5621, loss: 1.5621, grad_norm: 4.2606 2021-06-17 20:22:30,216 - mmaction - INFO - Epoch [32][1060/1879] lr: 2.000e-03, eta: 5:40:35, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8285, loss_cls: 1.5508, loss: 1.5508, grad_norm: 4.3543 2021-06-17 20:22:41,434 - mmaction - INFO - Epoch [32][1080/1879] lr: 2.000e-03, eta: 5:40:23, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8359, loss_cls: 1.5176, loss: 1.5176, grad_norm: 4.3128 2021-06-17 20:22:52,688 - mmaction - INFO - Epoch [32][1100/1879] lr: 2.000e-03, eta: 5:40:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8426, loss_cls: 1.4826, loss: 1.4826, grad_norm: 4.3484 2021-06-17 20:23:03,867 - mmaction - INFO - Epoch [32][1120/1879] lr: 2.000e-03, eta: 5:39:58, time: 0.559, data_time: 0.000, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8355, loss_cls: 1.5059, loss: 1.5059, grad_norm: 4.2725 2021-06-17 20:23:15,187 - mmaction - INFO - Epoch [32][1140/1879] lr: 2.000e-03, eta: 5:39:46, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8285, loss_cls: 1.5309, loss: 1.5309, grad_norm: 4.3792 2021-06-17 20:23:26,481 - mmaction - INFO - Epoch [32][1160/1879] lr: 2.000e-03, eta: 5:39:34, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8406, loss_cls: 1.4770, loss: 1.4770, grad_norm: 4.2430 2021-06-17 20:23:37,766 - mmaction - INFO - Epoch [32][1180/1879] lr: 2.000e-03, eta: 5:39:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8348, loss_cls: 1.5113, loss: 1.5113, grad_norm: 4.3231 2021-06-17 20:23:49,062 - mmaction - INFO - Epoch [32][1200/1879] lr: 2.000e-03, eta: 5:39:10, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8363, loss_cls: 1.5149, loss: 1.5149, grad_norm: 4.3625 2021-06-17 20:24:00,327 - mmaction - INFO - Epoch [32][1220/1879] lr: 2.000e-03, eta: 5:38:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8270, loss_cls: 1.5497, loss: 1.5497, grad_norm: 4.3719 2021-06-17 20:24:11,625 - mmaction - INFO - Epoch [32][1240/1879] lr: 2.000e-03, eta: 5:38:46, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8324, loss_cls: 1.5005, loss: 1.5005, grad_norm: 4.3336 2021-06-17 20:24:22,893 - mmaction - INFO - Epoch [32][1260/1879] lr: 2.000e-03, eta: 5:38:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8457, loss_cls: 1.4900, loss: 1.4900, grad_norm: 4.3529 2021-06-17 20:24:34,166 - mmaction - INFO - Epoch [32][1280/1879] lr: 2.000e-03, eta: 5:38:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8434, loss_cls: 1.4630, loss: 1.4630, grad_norm: 4.2320 2021-06-17 20:24:45,482 - mmaction - INFO - Epoch [32][1300/1879] lr: 2.000e-03, eta: 5:38:10, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8320, loss_cls: 1.4889, loss: 1.4889, grad_norm: 4.3435 2021-06-17 20:24:56,811 - mmaction - INFO - Epoch [32][1320/1879] lr: 2.000e-03, eta: 5:37:58, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8492, loss_cls: 1.4711, loss: 1.4711, grad_norm: 4.2880 2021-06-17 20:25:08,041 - mmaction - INFO - Epoch [32][1340/1879] lr: 2.000e-03, eta: 5:37:45, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8379, loss_cls: 1.4914, loss: 1.4914, grad_norm: 4.2934 2021-06-17 20:25:19,265 - mmaction - INFO - Epoch [32][1360/1879] lr: 2.000e-03, eta: 5:37:33, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8438, loss_cls: 1.5107, loss: 1.5107, grad_norm: 4.3296 2021-06-17 20:25:30,555 - mmaction - INFO - Epoch [32][1380/1879] lr: 2.000e-03, eta: 5:37:21, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8328, loss_cls: 1.5261, loss: 1.5261, grad_norm: 4.2810 2021-06-17 20:25:41,866 - mmaction - INFO - Epoch [32][1400/1879] lr: 2.000e-03, eta: 5:37:09, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8387, loss_cls: 1.4791, loss: 1.4791, grad_norm: 4.3643 2021-06-17 20:25:53,111 - mmaction - INFO - Epoch [32][1420/1879] lr: 2.000e-03, eta: 5:36:57, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8305, loss_cls: 1.5486, loss: 1.5486, grad_norm: 4.3950 2021-06-17 20:26:04,476 - mmaction - INFO - Epoch [32][1440/1879] lr: 2.000e-03, eta: 5:36:45, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8270, loss_cls: 1.5860, loss: 1.5860, grad_norm: 4.3561 2021-06-17 20:26:15,769 - mmaction - INFO - Epoch [32][1460/1879] lr: 2.000e-03, eta: 5:36:33, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8402, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.3737 2021-06-17 20:26:27,100 - mmaction - INFO - Epoch [32][1480/1879] lr: 2.000e-03, eta: 5:36:21, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8324, loss_cls: 1.5477, loss: 1.5477, grad_norm: 4.3842 2021-06-17 20:26:38,338 - mmaction - INFO - Epoch [32][1500/1879] lr: 2.000e-03, eta: 5:36:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8355, loss_cls: 1.5295, loss: 1.5295, grad_norm: 4.3705 2021-06-17 20:26:49,650 - mmaction - INFO - Epoch [32][1520/1879] lr: 2.000e-03, eta: 5:35:57, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8324, loss_cls: 1.5372, loss: 1.5372, grad_norm: 4.2913 2021-06-17 20:27:00,997 - mmaction - INFO - Epoch [32][1540/1879] lr: 2.000e-03, eta: 5:35:45, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8430, loss_cls: 1.4604, loss: 1.4604, grad_norm: 4.3534 2021-06-17 20:27:12,227 - mmaction - INFO - Epoch [32][1560/1879] lr: 2.000e-03, eta: 5:35:32, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6145, top5_acc: 0.8184, loss_cls: 1.5874, loss: 1.5874, grad_norm: 4.3934 2021-06-17 20:27:23,539 - mmaction - INFO - Epoch [32][1580/1879] lr: 2.000e-03, eta: 5:35:20, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8445, loss_cls: 1.4656, loss: 1.4656, grad_norm: 4.2383 2021-06-17 20:27:34,789 - mmaction - INFO - Epoch [32][1600/1879] lr: 2.000e-03, eta: 5:35:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8250, loss_cls: 1.5744, loss: 1.5744, grad_norm: 4.4719 2021-06-17 20:27:46,084 - mmaction - INFO - Epoch [32][1620/1879] lr: 2.000e-03, eta: 5:34:56, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8410, loss_cls: 1.5132, loss: 1.5132, grad_norm: 4.3950 2021-06-17 20:27:57,328 - mmaction - INFO - Epoch [32][1640/1879] lr: 2.000e-03, eta: 5:34:44, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8367, loss_cls: 1.5095, loss: 1.5095, grad_norm: 4.3485 2021-06-17 20:28:08,666 - mmaction - INFO - Epoch [32][1660/1879] lr: 2.000e-03, eta: 5:34:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8359, loss_cls: 1.5237, loss: 1.5237, grad_norm: 4.4200 2021-06-17 20:28:19,948 - mmaction - INFO - Epoch [32][1680/1879] lr: 2.000e-03, eta: 5:34:20, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8445, loss_cls: 1.4903, loss: 1.4903, grad_norm: 4.2656 2021-06-17 20:28:31,264 - mmaction - INFO - Epoch [32][1700/1879] lr: 2.000e-03, eta: 5:34:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8309, loss_cls: 1.5613, loss: 1.5613, grad_norm: 4.4047 2021-06-17 20:28:42,525 - mmaction - INFO - Epoch [32][1720/1879] lr: 2.000e-03, eta: 5:33:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8359, loss_cls: 1.4881, loss: 1.4881, grad_norm: 4.3335 2021-06-17 20:28:53,774 - mmaction - INFO - Epoch [32][1740/1879] lr: 2.000e-03, eta: 5:33:44, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8387, loss_cls: 1.4659, loss: 1.4659, grad_norm: 4.2486 2021-06-17 20:29:05,016 - mmaction - INFO - Epoch [32][1760/1879] lr: 2.000e-03, eta: 5:33:32, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8305, loss_cls: 1.5572, loss: 1.5572, grad_norm: 4.4169 2021-06-17 20:29:16,248 - mmaction - INFO - Epoch [32][1780/1879] lr: 2.000e-03, eta: 5:33:19, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8262, loss_cls: 1.5650, loss: 1.5650, grad_norm: 4.2797 2021-06-17 20:29:27,476 - mmaction - INFO - Epoch [32][1800/1879] lr: 2.000e-03, eta: 5:33:07, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8363, loss_cls: 1.5310, loss: 1.5310, grad_norm: 4.2886 2021-06-17 20:29:38,784 - mmaction - INFO - Epoch [32][1820/1879] lr: 2.000e-03, eta: 5:32:55, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8250, loss_cls: 1.5706, loss: 1.5706, grad_norm: 4.4774 2021-06-17 20:29:50,059 - mmaction - INFO - Epoch [32][1840/1879] lr: 2.000e-03, eta: 5:32:43, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8371, loss_cls: 1.5024, loss: 1.5024, grad_norm: 4.2944 2021-06-17 20:30:01,400 - mmaction - INFO - Epoch [32][1860/1879] lr: 2.000e-03, eta: 5:32:31, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8438, loss_cls: 1.4963, loss: 1.4963, grad_norm: 4.3930 2021-06-17 20:30:13,143 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-17 20:31:17,010 - mmaction - INFO - Epoch [33][20/1879] lr: 2.000e-03, eta: 5:32:31, time: 3.157, data_time: 2.593, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8391, loss_cls: 1.5025, loss: 1.5025, grad_norm: 4.3706 2021-06-17 20:31:28,067 - mmaction - INFO - Epoch [33][40/1879] lr: 2.000e-03, eta: 5:32:19, time: 0.553, data_time: 0.003, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8352, loss_cls: 1.5235, loss: 1.5235, grad_norm: 4.3342 2021-06-17 20:31:39,138 - mmaction - INFO - Epoch [33][60/1879] lr: 2.000e-03, eta: 5:32:06, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8426, loss_cls: 1.4484, loss: 1.4484, grad_norm: 4.2024 2021-06-17 20:31:50,195 - mmaction - INFO - Epoch [33][80/1879] lr: 2.000e-03, eta: 5:31:54, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8477, loss_cls: 1.4398, loss: 1.4398, grad_norm: 4.3040 2021-06-17 20:32:01,354 - mmaction - INFO - Epoch [33][100/1879] lr: 2.000e-03, eta: 5:31:42, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8465, loss_cls: 1.4114, loss: 1.4114, grad_norm: 4.3320 2021-06-17 20:32:12,673 - mmaction - INFO - Epoch [33][120/1879] lr: 2.000e-03, eta: 5:31:30, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8289, loss_cls: 1.5376, loss: 1.5376, grad_norm: 4.4537 2021-06-17 20:32:23,959 - mmaction - INFO - Epoch [33][140/1879] lr: 2.000e-03, eta: 5:31:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8402, loss_cls: 1.4903, loss: 1.4903, grad_norm: 4.2797 2021-06-17 20:32:35,232 - mmaction - INFO - Epoch [33][160/1879] lr: 2.000e-03, eta: 5:31:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8387, loss_cls: 1.5199, loss: 1.5199, grad_norm: 4.3327 2021-06-17 20:32:46,477 - mmaction - INFO - Epoch [33][180/1879] lr: 2.000e-03, eta: 5:30:54, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8379, loss_cls: 1.4462, loss: 1.4462, grad_norm: 4.2432 2021-06-17 20:32:57,770 - mmaction - INFO - Epoch [33][200/1879] lr: 2.000e-03, eta: 5:30:41, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8336, loss_cls: 1.5038, loss: 1.5038, grad_norm: 4.2695 2021-06-17 20:33:09,106 - mmaction - INFO - Epoch [33][220/1879] lr: 2.000e-03, eta: 5:30:29, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8266, loss_cls: 1.5400, loss: 1.5400, grad_norm: 4.3767 2021-06-17 20:33:20,521 - mmaction - INFO - Epoch [33][240/1879] lr: 2.000e-03, eta: 5:30:17, time: 0.571, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8508, loss_cls: 1.4822, loss: 1.4822, grad_norm: 4.4318 2021-06-17 20:33:31,835 - mmaction - INFO - Epoch [33][260/1879] lr: 2.000e-03, eta: 5:30:05, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8359, loss_cls: 1.5389, loss: 1.5389, grad_norm: 4.3083 2021-06-17 20:33:43,122 - mmaction - INFO - Epoch [33][280/1879] lr: 2.000e-03, eta: 5:29:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8273, loss_cls: 1.5318, loss: 1.5318, grad_norm: 4.3812 2021-06-17 20:33:54,443 - mmaction - INFO - Epoch [33][300/1879] lr: 2.000e-03, eta: 5:29:41, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8348, loss_cls: 1.5103, loss: 1.5103, grad_norm: 4.3022 2021-06-17 20:34:05,704 - mmaction - INFO - Epoch [33][320/1879] lr: 2.000e-03, eta: 5:29:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8422, loss_cls: 1.4832, loss: 1.4832, grad_norm: 4.2883 2021-06-17 20:34:16,875 - mmaction - INFO - Epoch [33][340/1879] lr: 2.000e-03, eta: 5:29:17, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8336, loss_cls: 1.5093, loss: 1.5093, grad_norm: 4.3529 2021-06-17 20:34:28,124 - mmaction - INFO - Epoch [33][360/1879] lr: 2.000e-03, eta: 5:29:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8328, loss_cls: 1.5668, loss: 1.5668, grad_norm: 4.3593 2021-06-17 20:34:39,365 - mmaction - INFO - Epoch [33][380/1879] lr: 2.000e-03, eta: 5:28:53, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8461, loss_cls: 1.4528, loss: 1.4528, grad_norm: 4.2227 2021-06-17 20:34:50,663 - mmaction - INFO - Epoch [33][400/1879] lr: 2.000e-03, eta: 5:28:41, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8418, loss_cls: 1.5497, loss: 1.5497, grad_norm: 4.4589 2021-06-17 20:35:01,994 - mmaction - INFO - Epoch [33][420/1879] lr: 2.000e-03, eta: 5:28:29, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8562, loss_cls: 1.4385, loss: 1.4385, grad_norm: 4.2557 2021-06-17 20:35:13,241 - mmaction - INFO - Epoch [33][440/1879] lr: 2.000e-03, eta: 5:28:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8457, loss_cls: 1.4959, loss: 1.4959, grad_norm: 4.3673 2021-06-17 20:35:24,474 - mmaction - INFO - Epoch [33][460/1879] lr: 2.000e-03, eta: 5:28:04, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8426, loss_cls: 1.5256, loss: 1.5256, grad_norm: 4.4818 2021-06-17 20:35:35,839 - mmaction - INFO - Epoch [33][480/1879] lr: 2.000e-03, eta: 5:27:52, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8414, loss_cls: 1.4403, loss: 1.4403, grad_norm: 4.2867 2021-06-17 20:35:47,109 - mmaction - INFO - Epoch [33][500/1879] lr: 2.000e-03, eta: 5:27:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8398, loss_cls: 1.4805, loss: 1.4805, grad_norm: 4.2938 2021-06-17 20:35:58,345 - mmaction - INFO - Epoch [33][520/1879] lr: 2.000e-03, eta: 5:27:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8383, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.3382 2021-06-17 20:36:09,587 - mmaction - INFO - Epoch [33][540/1879] lr: 2.000e-03, eta: 5:27:16, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8355, loss_cls: 1.5052, loss: 1.5052, grad_norm: 4.3447 2021-06-17 20:36:20,894 - mmaction - INFO - Epoch [33][560/1879] lr: 2.000e-03, eta: 5:27:04, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8496, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.3490 2021-06-17 20:36:32,161 - mmaction - INFO - Epoch [33][580/1879] lr: 2.000e-03, eta: 5:26:52, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8473, loss_cls: 1.4450, loss: 1.4450, grad_norm: 4.2744 2021-06-17 20:36:43,429 - mmaction - INFO - Epoch [33][600/1879] lr: 2.000e-03, eta: 5:26:40, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8320, loss_cls: 1.5323, loss: 1.5323, grad_norm: 4.4193 2021-06-17 20:36:54,672 - mmaction - INFO - Epoch [33][620/1879] lr: 2.000e-03, eta: 5:26:28, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.4593, loss: 1.4593, grad_norm: 4.3018 2021-06-17 20:37:05,954 - mmaction - INFO - Epoch [33][640/1879] lr: 2.000e-03, eta: 5:26:16, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8336, loss_cls: 1.5145, loss: 1.5145, grad_norm: 4.2439 2021-06-17 20:37:17,271 - mmaction - INFO - Epoch [33][660/1879] lr: 2.000e-03, eta: 5:26:03, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8457, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.2350 2021-06-17 20:37:28,532 - mmaction - INFO - Epoch [33][680/1879] lr: 2.000e-03, eta: 5:25:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8344, loss_cls: 1.5009, loss: 1.5009, grad_norm: 4.3857 2021-06-17 20:37:39,816 - mmaction - INFO - Epoch [33][700/1879] lr: 2.000e-03, eta: 5:25:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8328, loss_cls: 1.5204, loss: 1.5204, grad_norm: 4.3313 2021-06-17 20:37:51,062 - mmaction - INFO - Epoch [33][720/1879] lr: 2.000e-03, eta: 5:25:27, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8418, loss_cls: 1.4717, loss: 1.4717, grad_norm: 4.3091 2021-06-17 20:38:02,382 - mmaction - INFO - Epoch [33][740/1879] lr: 2.000e-03, eta: 5:25:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8480, loss_cls: 1.4616, loss: 1.4616, grad_norm: 4.2790 2021-06-17 20:38:13,619 - mmaction - INFO - Epoch [33][760/1879] lr: 2.000e-03, eta: 5:25:03, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8391, loss_cls: 1.5052, loss: 1.5052, grad_norm: 4.3000 2021-06-17 20:38:24,901 - mmaction - INFO - Epoch [33][780/1879] lr: 2.000e-03, eta: 5:24:51, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8313, loss_cls: 1.5236, loss: 1.5236, grad_norm: 4.3453 2021-06-17 20:38:36,187 - mmaction - INFO - Epoch [33][800/1879] lr: 2.000e-03, eta: 5:24:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8363, loss_cls: 1.5080, loss: 1.5080, grad_norm: 4.2930 2021-06-17 20:38:47,429 - mmaction - INFO - Epoch [33][820/1879] lr: 2.000e-03, eta: 5:24:27, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8402, loss_cls: 1.5024, loss: 1.5024, grad_norm: 4.3446 2021-06-17 20:38:58,689 - mmaction - INFO - Epoch [33][840/1879] lr: 2.000e-03, eta: 5:24:15, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8387, loss_cls: 1.5270, loss: 1.5270, grad_norm: 4.3799 2021-06-17 20:39:09,952 - mmaction - INFO - Epoch [33][860/1879] lr: 2.000e-03, eta: 5:24:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8324, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.3908 2021-06-17 20:39:21,185 - mmaction - INFO - Epoch [33][880/1879] lr: 2.000e-03, eta: 5:23:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8367, loss_cls: 1.5034, loss: 1.5034, grad_norm: 4.2837 2021-06-17 20:39:32,514 - mmaction - INFO - Epoch [33][900/1879] lr: 2.000e-03, eta: 5:23:38, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8422, loss_cls: 1.4794, loss: 1.4794, grad_norm: 4.3234 2021-06-17 20:39:43,753 - mmaction - INFO - Epoch [33][920/1879] lr: 2.000e-03, eta: 5:23:26, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8281, loss_cls: 1.5247, loss: 1.5247, grad_norm: 4.2778 2021-06-17 20:39:55,077 - mmaction - INFO - Epoch [33][940/1879] lr: 2.000e-03, eta: 5:23:14, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8430, loss_cls: 1.5028, loss: 1.5028, grad_norm: 4.3928 2021-06-17 20:40:06,441 - mmaction - INFO - Epoch [33][960/1879] lr: 2.000e-03, eta: 5:23:02, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8426, loss_cls: 1.4889, loss: 1.4889, grad_norm: 4.3565 2021-06-17 20:40:17,719 - mmaction - INFO - Epoch [33][980/1879] lr: 2.000e-03, eta: 5:22:50, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6211, top5_acc: 0.8383, loss_cls: 1.5433, loss: 1.5433, grad_norm: 4.4631 2021-06-17 20:40:28,925 - mmaction - INFO - Epoch [33][1000/1879] lr: 2.000e-03, eta: 5:22:38, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8344, loss_cls: 1.5289, loss: 1.5289, grad_norm: 4.4370 2021-06-17 20:40:40,140 - mmaction - INFO - Epoch [33][1020/1879] lr: 2.000e-03, eta: 5:22:26, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8375, loss_cls: 1.5088, loss: 1.5088, grad_norm: 4.3833 2021-06-17 20:40:51,394 - mmaction - INFO - Epoch [33][1040/1879] lr: 2.000e-03, eta: 5:22:14, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8418, loss_cls: 1.4741, loss: 1.4741, grad_norm: 4.3419 2021-06-17 20:41:02,661 - mmaction - INFO - Epoch [33][1060/1879] lr: 2.000e-03, eta: 5:22:02, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8324, loss_cls: 1.5423, loss: 1.5423, grad_norm: 4.4188 2021-06-17 20:41:13,901 - mmaction - INFO - Epoch [33][1080/1879] lr: 2.000e-03, eta: 5:21:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8477, loss_cls: 1.4756, loss: 1.4756, grad_norm: 4.3319 2021-06-17 20:41:25,204 - mmaction - INFO - Epoch [33][1100/1879] lr: 2.000e-03, eta: 5:21:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8367, loss_cls: 1.5141, loss: 1.5141, grad_norm: 4.4054 2021-06-17 20:41:36,496 - mmaction - INFO - Epoch [33][1120/1879] lr: 2.000e-03, eta: 5:21:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8387, loss_cls: 1.4821, loss: 1.4821, grad_norm: 4.3793 2021-06-17 20:41:47,750 - mmaction - INFO - Epoch [33][1140/1879] lr: 2.000e-03, eta: 5:21:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8473, loss_cls: 1.4642, loss: 1.4642, grad_norm: 4.2879 2021-06-17 20:41:59,013 - mmaction - INFO - Epoch [33][1160/1879] lr: 2.000e-03, eta: 5:21:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8340, loss_cls: 1.5184, loss: 1.5184, grad_norm: 4.3756 2021-06-17 20:42:10,267 - mmaction - INFO - Epoch [33][1180/1879] lr: 2.000e-03, eta: 5:20:49, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8332, loss_cls: 1.5228, loss: 1.5228, grad_norm: 4.4055 2021-06-17 20:42:21,548 - mmaction - INFO - Epoch [33][1200/1879] lr: 2.000e-03, eta: 5:20:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8340, loss_cls: 1.5249, loss: 1.5249, grad_norm: 4.3891 2021-06-17 20:42:32,788 - mmaction - INFO - Epoch [33][1220/1879] lr: 2.000e-03, eta: 5:20:25, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8441, loss_cls: 1.4775, loss: 1.4775, grad_norm: 4.3032 2021-06-17 20:42:44,070 - mmaction - INFO - Epoch [33][1240/1879] lr: 2.000e-03, eta: 5:20:13, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8434, loss_cls: 1.4744, loss: 1.4744, grad_norm: 4.2795 2021-06-17 20:42:55,318 - mmaction - INFO - Epoch [33][1260/1879] lr: 2.000e-03, eta: 5:20:01, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8305, loss_cls: 1.5240, loss: 1.5240, grad_norm: 4.3387 2021-06-17 20:43:06,526 - mmaction - INFO - Epoch [33][1280/1879] lr: 2.000e-03, eta: 5:19:49, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8383, loss_cls: 1.5020, loss: 1.5020, grad_norm: 4.3784 2021-06-17 20:43:17,813 - mmaction - INFO - Epoch [33][1300/1879] lr: 2.000e-03, eta: 5:19:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8355, loss_cls: 1.5076, loss: 1.5076, grad_norm: 4.3572 2021-06-17 20:43:29,065 - mmaction - INFO - Epoch [33][1320/1879] lr: 2.000e-03, eta: 5:19:25, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8297, loss_cls: 1.5297, loss: 1.5297, grad_norm: 4.3467 2021-06-17 20:43:40,410 - mmaction - INFO - Epoch [33][1340/1879] lr: 2.000e-03, eta: 5:19:13, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8305, loss_cls: 1.4988, loss: 1.4988, grad_norm: 4.3417 2021-06-17 20:43:51,637 - mmaction - INFO - Epoch [33][1360/1879] lr: 2.000e-03, eta: 5:19:01, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8289, loss_cls: 1.5611, loss: 1.5611, grad_norm: 4.4387 2021-06-17 20:44:02,895 - mmaction - INFO - Epoch [33][1380/1879] lr: 2.000e-03, eta: 5:18:49, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8258, loss_cls: 1.5769, loss: 1.5769, grad_norm: 4.4350 2021-06-17 20:44:14,118 - mmaction - INFO - Epoch [33][1400/1879] lr: 2.000e-03, eta: 5:18:37, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4763, loss: 1.4763, grad_norm: 4.2759 2021-06-17 20:44:25,373 - mmaction - INFO - Epoch [33][1420/1879] lr: 2.000e-03, eta: 5:18:24, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8422, loss_cls: 1.4765, loss: 1.4765, grad_norm: 4.3766 2021-06-17 20:44:36,641 - mmaction - INFO - Epoch [33][1440/1879] lr: 2.000e-03, eta: 5:18:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8445, loss_cls: 1.4524, loss: 1.4524, grad_norm: 4.2829 2021-06-17 20:44:47,868 - mmaction - INFO - Epoch [33][1460/1879] lr: 2.000e-03, eta: 5:18:00, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8195, loss_cls: 1.5510, loss: 1.5510, grad_norm: 4.3702 2021-06-17 20:44:59,185 - mmaction - INFO - Epoch [33][1480/1879] lr: 2.000e-03, eta: 5:17:48, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8418, loss_cls: 1.4342, loss: 1.4342, grad_norm: 4.3340 2021-06-17 20:45:10,446 - mmaction - INFO - Epoch [33][1500/1879] lr: 2.000e-03, eta: 5:17:36, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8363, loss_cls: 1.4937, loss: 1.4937, grad_norm: 4.3728 2021-06-17 20:45:21,699 - mmaction - INFO - Epoch [33][1520/1879] lr: 2.000e-03, eta: 5:17:24, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8355, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.4394 2021-06-17 20:45:32,994 - mmaction - INFO - Epoch [33][1540/1879] lr: 2.000e-03, eta: 5:17:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8391, loss_cls: 1.4922, loss: 1.4922, grad_norm: 4.4661 2021-06-17 20:45:44,284 - mmaction - INFO - Epoch [33][1560/1879] lr: 2.000e-03, eta: 5:17:00, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8238, loss_cls: 1.5276, loss: 1.5276, grad_norm: 4.4064 2021-06-17 20:45:55,560 - mmaction - INFO - Epoch [33][1580/1879] lr: 2.000e-03, eta: 5:16:48, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6195, top5_acc: 0.8379, loss_cls: 1.5471, loss: 1.5471, grad_norm: 4.4540 2021-06-17 20:46:06,849 - mmaction - INFO - Epoch [33][1600/1879] lr: 2.000e-03, eta: 5:16:36, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8410, loss_cls: 1.5004, loss: 1.5004, grad_norm: 4.3463 2021-06-17 20:46:18,106 - mmaction - INFO - Epoch [33][1620/1879] lr: 2.000e-03, eta: 5:16:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8391, loss_cls: 1.4518, loss: 1.4518, grad_norm: 4.2264 2021-06-17 20:46:29,376 - mmaction - INFO - Epoch [33][1640/1879] lr: 2.000e-03, eta: 5:16:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8352, loss_cls: 1.4624, loss: 1.4624, grad_norm: 4.3065 2021-06-17 20:46:40,714 - mmaction - INFO - Epoch [33][1660/1879] lr: 2.000e-03, eta: 5:16:00, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6309, top5_acc: 0.8418, loss_cls: 1.4897, loss: 1.4897, grad_norm: 4.3172 2021-06-17 20:46:51,997 - mmaction - INFO - Epoch [33][1680/1879] lr: 2.000e-03, eta: 5:15:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8316, loss_cls: 1.5232, loss: 1.5232, grad_norm: 4.3446 2021-06-17 20:47:03,287 - mmaction - INFO - Epoch [33][1700/1879] lr: 2.000e-03, eta: 5:15:36, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8344, loss_cls: 1.5291, loss: 1.5291, grad_norm: 4.4704 2021-06-17 20:47:14,544 - mmaction - INFO - Epoch [33][1720/1879] lr: 2.000e-03, eta: 5:15:24, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8484, loss_cls: 1.4722, loss: 1.4722, grad_norm: 4.3117 2021-06-17 20:47:25,784 - mmaction - INFO - Epoch [33][1740/1879] lr: 2.000e-03, eta: 5:15:11, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8461, loss_cls: 1.4452, loss: 1.4452, grad_norm: 4.2684 2021-06-17 20:47:37,116 - mmaction - INFO - Epoch [33][1760/1879] lr: 2.000e-03, eta: 5:14:59, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8379, loss_cls: 1.5169, loss: 1.5169, grad_norm: 4.3716 2021-06-17 20:47:48,465 - mmaction - INFO - Epoch [33][1780/1879] lr: 2.000e-03, eta: 5:14:47, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8434, loss_cls: 1.5183, loss: 1.5183, grad_norm: 4.3724 2021-06-17 20:47:59,812 - mmaction - INFO - Epoch [33][1800/1879] lr: 2.000e-03, eta: 5:14:35, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8273, loss_cls: 1.5594, loss: 1.5594, grad_norm: 4.3718 2021-06-17 20:48:11,047 - mmaction - INFO - Epoch [33][1820/1879] lr: 2.000e-03, eta: 5:14:23, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8391, loss_cls: 1.5211, loss: 1.5211, grad_norm: 4.4994 2021-06-17 20:48:22,329 - mmaction - INFO - Epoch [33][1840/1879] lr: 2.000e-03, eta: 5:14:11, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8242, loss_cls: 1.5822, loss: 1.5822, grad_norm: 4.4841 2021-06-17 20:48:33,629 - mmaction - INFO - Epoch [33][1860/1879] lr: 2.000e-03, eta: 5:13:59, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8477, loss_cls: 1.4849, loss: 1.4849, grad_norm: 4.3539 2021-06-17 20:48:45,176 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-17 20:49:50,362 - mmaction - INFO - Epoch [34][20/1879] lr: 2.000e-03, eta: 5:13:58, time: 3.244, data_time: 2.695, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8328, loss_cls: 1.5250, loss: 1.5250, grad_norm: 4.3916 2021-06-17 20:50:01,376 - mmaction - INFO - Epoch [34][40/1879] lr: 2.000e-03, eta: 5:13:46, time: 0.551, data_time: 0.003, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8488, loss_cls: 1.4248, loss: 1.4248, grad_norm: 4.2099 2021-06-17 20:50:12,411 - mmaction - INFO - Epoch [34][60/1879] lr: 2.000e-03, eta: 5:13:33, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8379, loss_cls: 1.4999, loss: 1.4999, grad_norm: 4.3557 2021-06-17 20:50:23,478 - mmaction - INFO - Epoch [34][80/1879] lr: 2.000e-03, eta: 5:13:21, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8449, loss_cls: 1.4456, loss: 1.4456, grad_norm: 4.3306 2021-06-17 20:50:34,630 - mmaction - INFO - Epoch [34][100/1879] lr: 2.000e-03, eta: 5:13:09, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8586, loss_cls: 1.4100, loss: 1.4100, grad_norm: 4.2992 2021-06-17 20:50:45,940 - mmaction - INFO - Epoch [34][120/1879] lr: 2.000e-03, eta: 5:12:57, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8344, loss_cls: 1.5052, loss: 1.5052, grad_norm: 4.4665 2021-06-17 20:50:57,121 - mmaction - INFO - Epoch [34][140/1879] lr: 2.000e-03, eta: 5:12:45, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8359, loss_cls: 1.5070, loss: 1.5070, grad_norm: 4.3305 2021-06-17 20:51:08,408 - mmaction - INFO - Epoch [34][160/1879] lr: 2.000e-03, eta: 5:12:33, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8383, loss_cls: 1.5101, loss: 1.5101, grad_norm: 4.4570 2021-06-17 20:51:19,671 - mmaction - INFO - Epoch [34][180/1879] lr: 2.000e-03, eta: 5:12:21, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8457, loss_cls: 1.4441, loss: 1.4441, grad_norm: 4.3073 2021-06-17 20:51:31,007 - mmaction - INFO - Epoch [34][200/1879] lr: 2.000e-03, eta: 5:12:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8441, loss_cls: 1.4779, loss: 1.4779, grad_norm: 4.4476 2021-06-17 20:51:42,320 - mmaction - INFO - Epoch [34][220/1879] lr: 2.000e-03, eta: 5:11:57, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8418, loss_cls: 1.4696, loss: 1.4696, grad_norm: 4.3386 2021-06-17 20:51:53,593 - mmaction - INFO - Epoch [34][240/1879] lr: 2.000e-03, eta: 5:11:45, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8441, loss_cls: 1.4738, loss: 1.4738, grad_norm: 4.3668 2021-06-17 20:52:04,939 - mmaction - INFO - Epoch [34][260/1879] lr: 2.000e-03, eta: 5:11:33, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8438, loss_cls: 1.4917, loss: 1.4917, grad_norm: 4.3668 2021-06-17 20:52:16,270 - mmaction - INFO - Epoch [34][280/1879] lr: 2.000e-03, eta: 5:11:21, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8297, loss_cls: 1.5330, loss: 1.5330, grad_norm: 4.4097 2021-06-17 20:52:27,574 - mmaction - INFO - Epoch [34][300/1879] lr: 2.000e-03, eta: 5:11:08, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8414, loss_cls: 1.5064, loss: 1.5064, grad_norm: 4.3943 2021-06-17 20:52:38,834 - mmaction - INFO - Epoch [34][320/1879] lr: 2.000e-03, eta: 5:10:56, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8500, loss_cls: 1.4510, loss: 1.4510, grad_norm: 4.3266 2021-06-17 20:52:50,086 - mmaction - INFO - Epoch [34][340/1879] lr: 2.000e-03, eta: 5:10:44, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8281, loss_cls: 1.5357, loss: 1.5357, grad_norm: 4.4851 2021-06-17 20:53:01,380 - mmaction - INFO - Epoch [34][360/1879] lr: 2.000e-03, eta: 5:10:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8438, loss_cls: 1.4617, loss: 1.4617, grad_norm: 4.4052 2021-06-17 20:53:12,651 - mmaction - INFO - Epoch [34][380/1879] lr: 2.000e-03, eta: 5:10:20, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8418, loss_cls: 1.4703, loss: 1.4703, grad_norm: 4.3380 2021-06-17 20:53:24,013 - mmaction - INFO - Epoch [34][400/1879] lr: 2.000e-03, eta: 5:10:08, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8586, loss_cls: 1.4018, loss: 1.4018, grad_norm: 4.2888 2021-06-17 20:53:35,240 - mmaction - INFO - Epoch [34][420/1879] lr: 2.000e-03, eta: 5:09:56, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8309, loss_cls: 1.5173, loss: 1.5173, grad_norm: 4.4350 2021-06-17 20:53:46,572 - mmaction - INFO - Epoch [34][440/1879] lr: 2.000e-03, eta: 5:09:44, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8508, loss_cls: 1.3787, loss: 1.3787, grad_norm: 4.2436 2021-06-17 20:53:57,889 - mmaction - INFO - Epoch [34][460/1879] lr: 2.000e-03, eta: 5:09:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8313, loss_cls: 1.5090, loss: 1.5090, grad_norm: 4.4431 2021-06-17 20:54:09,143 - mmaction - INFO - Epoch [34][480/1879] lr: 2.000e-03, eta: 5:09:20, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8621, loss_cls: 1.3983, loss: 1.3983, grad_norm: 4.3135 2021-06-17 20:54:20,341 - mmaction - INFO - Epoch [34][500/1879] lr: 2.000e-03, eta: 5:09:08, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8414, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.4671 2021-06-17 20:54:31,637 - mmaction - INFO - Epoch [34][520/1879] lr: 2.000e-03, eta: 5:08:56, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8516, loss_cls: 1.4221, loss: 1.4221, grad_norm: 4.3401 2021-06-17 20:54:42,857 - mmaction - INFO - Epoch [34][540/1879] lr: 2.000e-03, eta: 5:08:44, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8457, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.3800 2021-06-17 20:54:54,174 - mmaction - INFO - Epoch [34][560/1879] lr: 2.000e-03, eta: 5:08:32, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8527, loss_cls: 1.4338, loss: 1.4338, grad_norm: 4.3859 2021-06-17 20:55:05,439 - mmaction - INFO - Epoch [34][580/1879] lr: 2.000e-03, eta: 5:08:20, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8285, loss_cls: 1.5397, loss: 1.5397, grad_norm: 4.3894 2021-06-17 20:55:16,717 - mmaction - INFO - Epoch [34][600/1879] lr: 2.000e-03, eta: 5:08:08, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8305, loss_cls: 1.5182, loss: 1.5182, grad_norm: 4.4524 2021-06-17 20:55:27,964 - mmaction - INFO - Epoch [34][620/1879] lr: 2.000e-03, eta: 5:07:55, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8371, loss_cls: 1.5129, loss: 1.5129, grad_norm: 4.4763 2021-06-17 20:55:39,222 - mmaction - INFO - Epoch [34][640/1879] lr: 2.000e-03, eta: 5:07:43, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8316, loss_cls: 1.5560, loss: 1.5560, grad_norm: 4.5089 2021-06-17 20:55:50,472 - mmaction - INFO - Epoch [34][660/1879] lr: 2.000e-03, eta: 5:07:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8355, loss_cls: 1.5121, loss: 1.5121, grad_norm: 4.4703 2021-06-17 20:56:01,781 - mmaction - INFO - Epoch [34][680/1879] lr: 2.000e-03, eta: 5:07:19, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8406, loss_cls: 1.5039, loss: 1.5039, grad_norm: 4.4223 2021-06-17 20:56:13,076 - mmaction - INFO - Epoch [34][700/1879] lr: 2.000e-03, eta: 5:07:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8523, loss_cls: 1.4334, loss: 1.4334, grad_norm: 4.3678 2021-06-17 20:56:24,391 - mmaction - INFO - Epoch [34][720/1879] lr: 2.000e-03, eta: 5:06:55, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8371, loss_cls: 1.5198, loss: 1.5198, grad_norm: 4.4406 2021-06-17 20:56:35,680 - mmaction - INFO - Epoch [34][740/1879] lr: 2.000e-03, eta: 5:06:43, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8438, loss_cls: 1.4469, loss: 1.4469, grad_norm: 4.3226 2021-06-17 20:56:46,962 - mmaction - INFO - Epoch [34][760/1879] lr: 2.000e-03, eta: 5:06:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8391, loss_cls: 1.4975, loss: 1.4975, grad_norm: 4.3390 2021-06-17 20:56:58,207 - mmaction - INFO - Epoch [34][780/1879] lr: 2.000e-03, eta: 5:06:19, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8570, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.3504 2021-06-17 20:57:09,558 - mmaction - INFO - Epoch [34][800/1879] lr: 2.000e-03, eta: 5:06:07, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6164, top5_acc: 0.8266, loss_cls: 1.5915, loss: 1.5915, grad_norm: 4.5762 2021-06-17 20:57:20,834 - mmaction - INFO - Epoch [34][820/1879] lr: 2.000e-03, eta: 5:05:55, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8410, loss_cls: 1.4812, loss: 1.4812, grad_norm: 4.3523 2021-06-17 20:57:32,059 - mmaction - INFO - Epoch [34][840/1879] lr: 2.000e-03, eta: 5:05:43, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8320, loss_cls: 1.5168, loss: 1.5168, grad_norm: 4.2967 2021-06-17 20:57:43,332 - mmaction - INFO - Epoch [34][860/1879] lr: 2.000e-03, eta: 5:05:31, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8449, loss_cls: 1.4658, loss: 1.4658, grad_norm: 4.3450 2021-06-17 20:57:54,613 - mmaction - INFO - Epoch [34][880/1879] lr: 2.000e-03, eta: 5:05:19, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8316, loss_cls: 1.5565, loss: 1.5565, grad_norm: 4.5876 2021-06-17 20:58:05,917 - mmaction - INFO - Epoch [34][900/1879] lr: 2.000e-03, eta: 5:05:07, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8367, loss_cls: 1.4765, loss: 1.4765, grad_norm: 4.2902 2021-06-17 20:58:17,269 - mmaction - INFO - Epoch [34][920/1879] lr: 2.000e-03, eta: 5:04:55, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8496, loss_cls: 1.4199, loss: 1.4199, grad_norm: 4.3402 2021-06-17 20:58:28,613 - mmaction - INFO - Epoch [34][940/1879] lr: 2.000e-03, eta: 5:04:43, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6180, top5_acc: 0.8348, loss_cls: 1.5530, loss: 1.5530, grad_norm: 4.4814 2021-06-17 20:58:39,902 - mmaction - INFO - Epoch [34][960/1879] lr: 2.000e-03, eta: 5:04:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8449, loss_cls: 1.4517, loss: 1.4517, grad_norm: 4.3389 2021-06-17 20:58:51,189 - mmaction - INFO - Epoch [34][980/1879] lr: 2.000e-03, eta: 5:04:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6184, top5_acc: 0.8285, loss_cls: 1.5784, loss: 1.5784, grad_norm: 4.5829 2021-06-17 20:59:02,419 - mmaction - INFO - Epoch [34][1000/1879] lr: 2.000e-03, eta: 5:04:07, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8336, loss_cls: 1.5372, loss: 1.5372, grad_norm: 4.4524 2021-06-17 20:59:13,772 - mmaction - INFO - Epoch [34][1020/1879] lr: 2.000e-03, eta: 5:03:55, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8434, loss_cls: 1.4779, loss: 1.4779, grad_norm: 4.4711 2021-06-17 20:59:25,080 - mmaction - INFO - Epoch [34][1040/1879] lr: 2.000e-03, eta: 5:03:43, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8316, loss_cls: 1.5442, loss: 1.5442, grad_norm: 4.5243 2021-06-17 20:59:36,373 - mmaction - INFO - Epoch [34][1060/1879] lr: 2.000e-03, eta: 5:03:31, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8477, loss_cls: 1.4883, loss: 1.4883, grad_norm: 4.4850 2021-06-17 20:59:47,652 - mmaction - INFO - Epoch [34][1080/1879] lr: 2.000e-03, eta: 5:03:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8250, loss_cls: 1.5572, loss: 1.5572, grad_norm: 4.4600 2021-06-17 20:59:58,862 - mmaction - INFO - Epoch [34][1100/1879] lr: 2.000e-03, eta: 5:03:06, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8449, loss_cls: 1.4650, loss: 1.4650, grad_norm: 4.3926 2021-06-17 21:00:10,114 - mmaction - INFO - Epoch [34][1120/1879] lr: 2.000e-03, eta: 5:02:54, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8383, loss_cls: 1.5520, loss: 1.5520, grad_norm: 4.5346 2021-06-17 21:00:21,419 - mmaction - INFO - Epoch [34][1140/1879] lr: 2.000e-03, eta: 5:02:42, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8387, loss_cls: 1.5142, loss: 1.5142, grad_norm: 4.4877 2021-06-17 21:00:32,744 - mmaction - INFO - Epoch [34][1160/1879] lr: 2.000e-03, eta: 5:02:30, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8250, loss_cls: 1.5403, loss: 1.5403, grad_norm: 4.4944 2021-06-17 21:00:43,978 - mmaction - INFO - Epoch [34][1180/1879] lr: 2.000e-03, eta: 5:02:18, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8480, loss_cls: 1.4666, loss: 1.4666, grad_norm: 4.4449 2021-06-17 21:00:55,278 - mmaction - INFO - Epoch [34][1200/1879] lr: 2.000e-03, eta: 5:02:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8359, loss_cls: 1.5276, loss: 1.5276, grad_norm: 4.4571 2021-06-17 21:01:06,509 - mmaction - INFO - Epoch [34][1220/1879] lr: 2.000e-03, eta: 5:01:54, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8348, loss_cls: 1.5230, loss: 1.5230, grad_norm: 4.4913 2021-06-17 21:01:17,700 - mmaction - INFO - Epoch [34][1240/1879] lr: 2.000e-03, eta: 5:01:42, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8414, loss_cls: 1.4947, loss: 1.4947, grad_norm: 4.4517 2021-06-17 21:01:28,950 - mmaction - INFO - Epoch [34][1260/1879] lr: 2.000e-03, eta: 5:01:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8410, loss_cls: 1.5095, loss: 1.5095, grad_norm: 4.5140 2021-06-17 21:01:40,196 - mmaction - INFO - Epoch [34][1280/1879] lr: 2.000e-03, eta: 5:01:18, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8434, loss_cls: 1.4922, loss: 1.4922, grad_norm: 4.3631 2021-06-17 21:01:51,523 - mmaction - INFO - Epoch [34][1300/1879] lr: 2.000e-03, eta: 5:01:06, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8379, loss_cls: 1.4956, loss: 1.4956, grad_norm: 4.3954 2021-06-17 21:02:02,843 - mmaction - INFO - Epoch [34][1320/1879] lr: 2.000e-03, eta: 5:00:54, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8383, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.4516 2021-06-17 21:02:14,286 - mmaction - INFO - Epoch [34][1340/1879] lr: 2.000e-03, eta: 5:00:42, time: 0.578, data_time: 0.015, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8375, loss_cls: 1.5046, loss: 1.5046, grad_norm: 4.4504 2021-06-17 21:02:25,601 - mmaction - INFO - Epoch [34][1360/1879] lr: 2.000e-03, eta: 5:00:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8352, loss_cls: 1.5491, loss: 1.5491, grad_norm: 4.4796 2021-06-17 21:02:36,803 - mmaction - INFO - Epoch [34][1380/1879] lr: 2.000e-03, eta: 5:00:18, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8383, loss_cls: 1.4958, loss: 1.4958, grad_norm: 4.3348 2021-06-17 21:02:48,105 - mmaction - INFO - Epoch [34][1400/1879] lr: 2.000e-03, eta: 5:00:06, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8262, loss_cls: 1.5801, loss: 1.5801, grad_norm: 4.5401 2021-06-17 21:02:59,355 - mmaction - INFO - Epoch [34][1420/1879] lr: 2.000e-03, eta: 4:59:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8379, loss_cls: 1.5098, loss: 1.5098, grad_norm: 4.5251 2021-06-17 21:03:10,643 - mmaction - INFO - Epoch [34][1440/1879] lr: 2.000e-03, eta: 4:59:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8496, loss_cls: 1.4562, loss: 1.4562, grad_norm: 4.4172 2021-06-17 21:03:21,892 - mmaction - INFO - Epoch [34][1460/1879] lr: 2.000e-03, eta: 4:59:30, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8297, loss_cls: 1.5444, loss: 1.5444, grad_norm: 4.5697 2021-06-17 21:03:33,109 - mmaction - INFO - Epoch [34][1480/1879] lr: 2.000e-03, eta: 4:59:18, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8301, loss_cls: 1.5364, loss: 1.5364, grad_norm: 4.4653 2021-06-17 21:03:44,382 - mmaction - INFO - Epoch [34][1500/1879] lr: 2.000e-03, eta: 4:59:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8453, loss_cls: 1.4558, loss: 1.4558, grad_norm: 4.3271 2021-06-17 21:03:55,642 - mmaction - INFO - Epoch [34][1520/1879] lr: 2.000e-03, eta: 4:58:54, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8539, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.4473 2021-06-17 21:04:06,895 - mmaction - INFO - Epoch [34][1540/1879] lr: 2.000e-03, eta: 4:58:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8422, loss_cls: 1.4710, loss: 1.4710, grad_norm: 4.3011 2021-06-17 21:04:18,117 - mmaction - INFO - Epoch [34][1560/1879] lr: 2.000e-03, eta: 4:58:29, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8301, loss_cls: 1.5488, loss: 1.5488, grad_norm: 4.5876 2021-06-17 21:04:29,424 - mmaction - INFO - Epoch [34][1580/1879] lr: 2.000e-03, eta: 4:58:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8336, loss_cls: 1.5198, loss: 1.5198, grad_norm: 4.3705 2021-06-17 21:04:40,652 - mmaction - INFO - Epoch [34][1600/1879] lr: 2.000e-03, eta: 4:58:05, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8219, loss_cls: 1.6114, loss: 1.6114, grad_norm: 4.5456 2021-06-17 21:04:51,940 - mmaction - INFO - Epoch [34][1620/1879] lr: 2.000e-03, eta: 4:57:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8336, loss_cls: 1.5492, loss: 1.5492, grad_norm: 4.3819 2021-06-17 21:05:03,236 - mmaction - INFO - Epoch [34][1640/1879] lr: 2.000e-03, eta: 4:57:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8395, loss_cls: 1.4968, loss: 1.4968, grad_norm: 4.3874 2021-06-17 21:05:14,468 - mmaction - INFO - Epoch [34][1660/1879] lr: 2.000e-03, eta: 4:57:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8590, loss_cls: 1.4631, loss: 1.4631, grad_norm: 4.3709 2021-06-17 21:05:25,756 - mmaction - INFO - Epoch [34][1680/1879] lr: 2.000e-03, eta: 4:57:17, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8336, loss_cls: 1.4955, loss: 1.4955, grad_norm: 4.4399 2021-06-17 21:05:37,025 - mmaction - INFO - Epoch [34][1700/1879] lr: 2.000e-03, eta: 4:57:05, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8387, loss_cls: 1.5030, loss: 1.5030, grad_norm: 4.4866 2021-06-17 21:05:48,279 - mmaction - INFO - Epoch [34][1720/1879] lr: 2.000e-03, eta: 4:56:53, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8387, loss_cls: 1.4589, loss: 1.4589, grad_norm: 4.3262 2021-06-17 21:05:59,697 - mmaction - INFO - Epoch [34][1740/1879] lr: 2.000e-03, eta: 4:56:41, time: 0.572, data_time: 0.001, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8379, loss_cls: 1.5063, loss: 1.5063, grad_norm: 4.4089 2021-06-17 21:06:10,987 - mmaction - INFO - Epoch [34][1760/1879] lr: 2.000e-03, eta: 4:56:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8367, loss_cls: 1.5088, loss: 1.5088, grad_norm: 4.4522 2021-06-17 21:06:22,207 - mmaction - INFO - Epoch [34][1780/1879] lr: 2.000e-03, eta: 4:56:17, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8406, loss_cls: 1.5082, loss: 1.5082, grad_norm: 4.4264 2021-06-17 21:06:33,473 - mmaction - INFO - Epoch [34][1800/1879] lr: 2.000e-03, eta: 4:56:05, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8410, loss_cls: 1.4806, loss: 1.4806, grad_norm: 4.4408 2021-06-17 21:06:44,727 - mmaction - INFO - Epoch [34][1820/1879] lr: 2.000e-03, eta: 4:55:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8273, loss_cls: 1.5155, loss: 1.5155, grad_norm: 4.3884 2021-06-17 21:06:55,972 - mmaction - INFO - Epoch [34][1840/1879] lr: 2.000e-03, eta: 4:55:41, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8488, loss_cls: 1.4758, loss: 1.4758, grad_norm: 4.4623 2021-06-17 21:07:07,311 - mmaction - INFO - Epoch [34][1860/1879] lr: 2.000e-03, eta: 4:55:29, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8441, loss_cls: 1.4760, loss: 1.4760, grad_norm: 4.3670 2021-06-17 21:07:18,625 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-17 21:08:22,479 - mmaction - INFO - Epoch [35][20/1879] lr: 2.000e-03, eta: 4:55:25, time: 3.156, data_time: 2.573, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8391, loss_cls: 1.5178, loss: 1.5178, grad_norm: 4.4511 2021-06-17 21:08:33,518 - mmaction - INFO - Epoch [35][40/1879] lr: 2.000e-03, eta: 4:55:13, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8387, loss_cls: 1.4980, loss: 1.4980, grad_norm: 4.4521 2021-06-17 21:08:44,521 - mmaction - INFO - Epoch [35][60/1879] lr: 2.000e-03, eta: 4:55:01, time: 0.550, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8363, loss_cls: 1.4967, loss: 1.4967, grad_norm: 4.4997 2021-06-17 21:08:55,593 - mmaction - INFO - Epoch [35][80/1879] lr: 2.000e-03, eta: 4:54:48, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8262, loss_cls: 1.5603, loss: 1.5603, grad_norm: 4.4748 2021-06-17 21:09:06,745 - mmaction - INFO - Epoch [35][100/1879] lr: 2.000e-03, eta: 4:54:36, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8441, loss_cls: 1.4557, loss: 1.4557, grad_norm: 4.4246 2021-06-17 21:09:18,009 - mmaction - INFO - Epoch [35][120/1879] lr: 2.000e-03, eta: 4:54:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8375, loss_cls: 1.4864, loss: 1.4864, grad_norm: 4.3469 2021-06-17 21:09:29,243 - mmaction - INFO - Epoch [35][140/1879] lr: 2.000e-03, eta: 4:54:12, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8484, loss_cls: 1.4773, loss: 1.4773, grad_norm: 4.3598 2021-06-17 21:09:40,510 - mmaction - INFO - Epoch [35][160/1879] lr: 2.000e-03, eta: 4:54:00, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8555, loss_cls: 1.4402, loss: 1.4402, grad_norm: 4.4471 2021-06-17 21:09:51,894 - mmaction - INFO - Epoch [35][180/1879] lr: 2.000e-03, eta: 4:53:48, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8461, loss_cls: 1.4080, loss: 1.4080, grad_norm: 4.3261 2021-06-17 21:10:03,278 - mmaction - INFO - Epoch [35][200/1879] lr: 2.000e-03, eta: 4:53:36, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8391, loss_cls: 1.4966, loss: 1.4966, grad_norm: 4.4350 2021-06-17 21:10:14,524 - mmaction - INFO - Epoch [35][220/1879] lr: 2.000e-03, eta: 4:53:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8336, loss_cls: 1.5096, loss: 1.5096, grad_norm: 4.3626 2021-06-17 21:10:25,891 - mmaction - INFO - Epoch [35][240/1879] lr: 2.000e-03, eta: 4:53:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6227, top5_acc: 0.8309, loss_cls: 1.5466, loss: 1.5466, grad_norm: 4.5190 2021-06-17 21:10:37,269 - mmaction - INFO - Epoch [35][260/1879] lr: 2.000e-03, eta: 4:53:00, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8410, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.4805 2021-06-17 21:10:48,567 - mmaction - INFO - Epoch [35][280/1879] lr: 2.000e-03, eta: 4:52:48, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8359, loss_cls: 1.4973, loss: 1.4973, grad_norm: 4.4124 2021-06-17 21:10:59,872 - mmaction - INFO - Epoch [35][300/1879] lr: 2.000e-03, eta: 4:52:36, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8449, loss_cls: 1.4649, loss: 1.4649, grad_norm: 4.4066 2021-06-17 21:11:11,206 - mmaction - INFO - Epoch [35][320/1879] lr: 2.000e-03, eta: 4:52:24, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8488, loss_cls: 1.4253, loss: 1.4253, grad_norm: 4.3344 2021-06-17 21:11:22,542 - mmaction - INFO - Epoch [35][340/1879] lr: 2.000e-03, eta: 4:52:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8355, loss_cls: 1.5344, loss: 1.5344, grad_norm: 4.5208 2021-06-17 21:11:33,832 - mmaction - INFO - Epoch [35][360/1879] lr: 2.000e-03, eta: 4:52:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8457, loss_cls: 1.4770, loss: 1.4770, grad_norm: 4.4173 2021-06-17 21:11:45,085 - mmaction - INFO - Epoch [35][380/1879] lr: 2.000e-03, eta: 4:51:48, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8480, loss_cls: 1.5034, loss: 1.5034, grad_norm: 4.4113 2021-06-17 21:11:56,316 - mmaction - INFO - Epoch [35][400/1879] lr: 2.000e-03, eta: 4:51:36, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8426, loss_cls: 1.4955, loss: 1.4955, grad_norm: 4.5232 2021-06-17 21:12:07,636 - mmaction - INFO - Epoch [35][420/1879] lr: 2.000e-03, eta: 4:51:24, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8441, loss_cls: 1.4880, loss: 1.4880, grad_norm: 4.4463 2021-06-17 21:12:18,923 - mmaction - INFO - Epoch [35][440/1879] lr: 2.000e-03, eta: 4:51:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8348, loss_cls: 1.4704, loss: 1.4704, grad_norm: 4.4462 2021-06-17 21:12:30,280 - mmaction - INFO - Epoch [35][460/1879] lr: 2.000e-03, eta: 4:51:00, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8434, loss_cls: 1.5182, loss: 1.5182, grad_norm: 4.4510 2021-06-17 21:12:41,470 - mmaction - INFO - Epoch [35][480/1879] lr: 2.000e-03, eta: 4:50:48, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.4376, loss: 1.4376, grad_norm: 4.4490 2021-06-17 21:12:52,702 - mmaction - INFO - Epoch [35][500/1879] lr: 2.000e-03, eta: 4:50:36, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8352, loss_cls: 1.5032, loss: 1.5032, grad_norm: 4.4088 2021-06-17 21:13:03,940 - mmaction - INFO - Epoch [35][520/1879] lr: 2.000e-03, eta: 4:50:24, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8434, loss_cls: 1.5024, loss: 1.5024, grad_norm: 4.4749 2021-06-17 21:13:15,270 - mmaction - INFO - Epoch [35][540/1879] lr: 2.000e-03, eta: 4:50:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8309, loss_cls: 1.5283, loss: 1.5283, grad_norm: 4.4564 2021-06-17 21:13:26,552 - mmaction - INFO - Epoch [35][560/1879] lr: 2.000e-03, eta: 4:50:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8348, loss_cls: 1.5306, loss: 1.5306, grad_norm: 4.5312 2021-06-17 21:13:37,927 - mmaction - INFO - Epoch [35][580/1879] lr: 2.000e-03, eta: 4:49:48, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8414, loss_cls: 1.4855, loss: 1.4855, grad_norm: 4.5135 2021-06-17 21:13:49,190 - mmaction - INFO - Epoch [35][600/1879] lr: 2.000e-03, eta: 4:49:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8285, loss_cls: 1.5249, loss: 1.5249, grad_norm: 4.5031 2021-06-17 21:14:00,422 - mmaction - INFO - Epoch [35][620/1879] lr: 2.000e-03, eta: 4:49:24, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8520, loss_cls: 1.4167, loss: 1.4167, grad_norm: 4.3542 2021-06-17 21:14:11,731 - mmaction - INFO - Epoch [35][640/1879] lr: 2.000e-03, eta: 4:49:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8406, loss_cls: 1.4925, loss: 1.4925, grad_norm: 4.4450 2021-06-17 21:14:23,062 - mmaction - INFO - Epoch [35][660/1879] lr: 2.000e-03, eta: 4:49:00, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8469, loss_cls: 1.4298, loss: 1.4298, grad_norm: 4.3708 2021-06-17 21:14:34,370 - mmaction - INFO - Epoch [35][680/1879] lr: 2.000e-03, eta: 4:48:47, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8496, loss_cls: 1.4376, loss: 1.4376, grad_norm: 4.3150 2021-06-17 21:14:45,614 - mmaction - INFO - Epoch [35][700/1879] lr: 2.000e-03, eta: 4:48:35, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8613, loss_cls: 1.3608, loss: 1.3608, grad_norm: 4.2452 2021-06-17 21:14:56,933 - mmaction - INFO - Epoch [35][720/1879] lr: 2.000e-03, eta: 4:48:23, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8445, loss_cls: 1.4717, loss: 1.4717, grad_norm: 4.4833 2021-06-17 21:15:08,219 - mmaction - INFO - Epoch [35][740/1879] lr: 2.000e-03, eta: 4:48:11, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8414, loss_cls: 1.4812, loss: 1.4812, grad_norm: 4.5594 2021-06-17 21:15:19,558 - mmaction - INFO - Epoch [35][760/1879] lr: 2.000e-03, eta: 4:47:59, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8402, loss_cls: 1.5230, loss: 1.5230, grad_norm: 4.4826 2021-06-17 21:15:30,834 - mmaction - INFO - Epoch [35][780/1879] lr: 2.000e-03, eta: 4:47:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8352, loss_cls: 1.4710, loss: 1.4710, grad_norm: 4.4705 2021-06-17 21:15:42,119 - mmaction - INFO - Epoch [35][800/1879] lr: 2.000e-03, eta: 4:47:35, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8348, loss_cls: 1.5008, loss: 1.5008, grad_norm: 4.4255 2021-06-17 21:15:53,353 - mmaction - INFO - Epoch [35][820/1879] lr: 2.000e-03, eta: 4:47:23, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8402, loss_cls: 1.5070, loss: 1.5070, grad_norm: 4.4760 2021-06-17 21:16:04,690 - mmaction - INFO - Epoch [35][840/1879] lr: 2.000e-03, eta: 4:47:11, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8477, loss_cls: 1.4287, loss: 1.4287, grad_norm: 4.4045 2021-06-17 21:16:15,983 - mmaction - INFO - Epoch [35][860/1879] lr: 2.000e-03, eta: 4:46:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6148, top5_acc: 0.8297, loss_cls: 1.5727, loss: 1.5727, grad_norm: 4.6004 2021-06-17 21:16:27,282 - mmaction - INFO - Epoch [35][880/1879] lr: 2.000e-03, eta: 4:46:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8426, loss_cls: 1.4789, loss: 1.4789, grad_norm: 4.3769 2021-06-17 21:16:38,551 - mmaction - INFO - Epoch [35][900/1879] lr: 2.000e-03, eta: 4:46:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8398, loss_cls: 1.4902, loss: 1.4902, grad_norm: 4.3818 2021-06-17 21:16:49,810 - mmaction - INFO - Epoch [35][920/1879] lr: 2.000e-03, eta: 4:46:23, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8473, loss_cls: 1.4701, loss: 1.4701, grad_norm: 4.4868 2021-06-17 21:17:01,045 - mmaction - INFO - Epoch [35][940/1879] lr: 2.000e-03, eta: 4:46:11, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8215, loss_cls: 1.5519, loss: 1.5519, grad_norm: 4.5555 2021-06-17 21:17:12,373 - mmaction - INFO - Epoch [35][960/1879] lr: 2.000e-03, eta: 4:45:59, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8363, loss_cls: 1.5151, loss: 1.5151, grad_norm: 4.5481 2021-06-17 21:17:23,627 - mmaction - INFO - Epoch [35][980/1879] lr: 2.000e-03, eta: 4:45:47, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8352, loss_cls: 1.5066, loss: 1.5066, grad_norm: 4.3770 2021-06-17 21:17:34,882 - mmaction - INFO - Epoch [35][1000/1879] lr: 2.000e-03, eta: 4:45:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8293, loss_cls: 1.5345, loss: 1.5345, grad_norm: 4.5136 2021-06-17 21:17:46,187 - mmaction - INFO - Epoch [35][1020/1879] lr: 2.000e-03, eta: 4:45:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8348, loss_cls: 1.5055, loss: 1.5055, grad_norm: 4.5104 2021-06-17 21:17:57,469 - mmaction - INFO - Epoch [35][1040/1879] lr: 2.000e-03, eta: 4:45:11, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8422, loss_cls: 1.4678, loss: 1.4678, grad_norm: 4.5163 2021-06-17 21:18:08,722 - mmaction - INFO - Epoch [35][1060/1879] lr: 2.000e-03, eta: 4:44:59, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8469, loss_cls: 1.4567, loss: 1.4567, grad_norm: 4.4556 2021-06-17 21:18:19,994 - mmaction - INFO - Epoch [35][1080/1879] lr: 2.000e-03, eta: 4:44:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8445, loss_cls: 1.4796, loss: 1.4796, grad_norm: 4.4883 2021-06-17 21:18:31,280 - mmaction - INFO - Epoch [35][1100/1879] lr: 2.000e-03, eta: 4:44:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8313, loss_cls: 1.5323, loss: 1.5323, grad_norm: 4.4966 2021-06-17 21:18:42,602 - mmaction - INFO - Epoch [35][1120/1879] lr: 2.000e-03, eta: 4:44:23, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8359, loss_cls: 1.5102, loss: 1.5102, grad_norm: 4.4630 2021-06-17 21:18:53,907 - mmaction - INFO - Epoch [35][1140/1879] lr: 2.000e-03, eta: 4:44:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8434, loss_cls: 1.4849, loss: 1.4849, grad_norm: 4.4175 2021-06-17 21:19:05,110 - mmaction - INFO - Epoch [35][1160/1879] lr: 2.000e-03, eta: 4:43:59, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8379, loss_cls: 1.5025, loss: 1.5025, grad_norm: 4.5445 2021-06-17 21:19:16,467 - mmaction - INFO - Epoch [35][1180/1879] lr: 2.000e-03, eta: 4:43:47, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8398, loss_cls: 1.5322, loss: 1.5322, grad_norm: 4.5590 2021-06-17 21:19:27,711 - mmaction - INFO - Epoch [35][1200/1879] lr: 2.000e-03, eta: 4:43:35, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8367, loss_cls: 1.5441, loss: 1.5441, grad_norm: 4.6505 2021-06-17 21:19:39,014 - mmaction - INFO - Epoch [35][1220/1879] lr: 2.000e-03, eta: 4:43:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8426, loss_cls: 1.4706, loss: 1.4706, grad_norm: 4.5100 2021-06-17 21:19:50,277 - mmaction - INFO - Epoch [35][1240/1879] lr: 2.000e-03, eta: 4:43:11, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8336, loss_cls: 1.4740, loss: 1.4740, grad_norm: 4.5533 2021-06-17 21:20:01,545 - mmaction - INFO - Epoch [35][1260/1879] lr: 2.000e-03, eta: 4:42:59, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8441, loss_cls: 1.4867, loss: 1.4867, grad_norm: 4.5072 2021-06-17 21:20:12,822 - mmaction - INFO - Epoch [35][1280/1879] lr: 2.000e-03, eta: 4:42:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8438, loss_cls: 1.4847, loss: 1.4847, grad_norm: 4.5295 2021-06-17 21:20:24,058 - mmaction - INFO - Epoch [35][1300/1879] lr: 2.000e-03, eta: 4:42:35, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8387, loss_cls: 1.4764, loss: 1.4764, grad_norm: 4.4884 2021-06-17 21:20:35,346 - mmaction - INFO - Epoch [35][1320/1879] lr: 2.000e-03, eta: 4:42:23, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8398, loss_cls: 1.4746, loss: 1.4746, grad_norm: 4.4961 2021-06-17 21:20:46,562 - mmaction - INFO - Epoch [35][1340/1879] lr: 2.000e-03, eta: 4:42:11, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8289, loss_cls: 1.5417, loss: 1.5417, grad_norm: 4.6404 2021-06-17 21:20:57,774 - mmaction - INFO - Epoch [35][1360/1879] lr: 2.000e-03, eta: 4:41:59, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8402, loss_cls: 1.4737, loss: 1.4737, grad_norm: 4.3926 2021-06-17 21:21:08,989 - mmaction - INFO - Epoch [35][1380/1879] lr: 2.000e-03, eta: 4:41:47, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8359, loss_cls: 1.5215, loss: 1.5215, grad_norm: 4.5158 2021-06-17 21:21:20,377 - mmaction - INFO - Epoch [35][1400/1879] lr: 2.000e-03, eta: 4:41:35, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8430, loss_cls: 1.4657, loss: 1.4657, grad_norm: 4.5181 2021-06-17 21:21:31,626 - mmaction - INFO - Epoch [35][1420/1879] lr: 2.000e-03, eta: 4:41:23, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8402, loss_cls: 1.4812, loss: 1.4812, grad_norm: 4.5220 2021-06-17 21:21:42,856 - mmaction - INFO - Epoch [35][1440/1879] lr: 2.000e-03, eta: 4:41:11, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8352, loss_cls: 1.4567, loss: 1.4567, grad_norm: 4.4294 2021-06-17 21:21:54,103 - mmaction - INFO - Epoch [35][1460/1879] lr: 2.000e-03, eta: 4:40:59, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8363, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.5902 2021-06-17 21:22:05,382 - mmaction - INFO - Epoch [35][1480/1879] lr: 2.000e-03, eta: 4:40:47, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8371, loss_cls: 1.4995, loss: 1.4995, grad_norm: 4.5127 2021-06-17 21:22:16,604 - mmaction - INFO - Epoch [35][1500/1879] lr: 2.000e-03, eta: 4:40:35, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8402, loss_cls: 1.5125, loss: 1.5125, grad_norm: 4.5187 2021-06-17 21:22:27,848 - mmaction - INFO - Epoch [35][1520/1879] lr: 2.000e-03, eta: 4:40:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8285, loss_cls: 1.5202, loss: 1.5202, grad_norm: 4.4886 2021-06-17 21:22:39,097 - mmaction - INFO - Epoch [35][1540/1879] lr: 2.000e-03, eta: 4:40:11, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8277, loss_cls: 1.5469, loss: 1.5469, grad_norm: 4.4898 2021-06-17 21:22:50,373 - mmaction - INFO - Epoch [35][1560/1879] lr: 2.000e-03, eta: 4:39:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8359, loss_cls: 1.4994, loss: 1.4994, grad_norm: 4.5248 2021-06-17 21:23:01,698 - mmaction - INFO - Epoch [35][1580/1879] lr: 2.000e-03, eta: 4:39:47, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8488, loss_cls: 1.4449, loss: 1.4449, grad_norm: 4.3878 2021-06-17 21:23:12,989 - mmaction - INFO - Epoch [35][1600/1879] lr: 2.000e-03, eta: 4:39:35, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8695, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.3425 2021-06-17 21:23:24,244 - mmaction - INFO - Epoch [35][1620/1879] lr: 2.000e-03, eta: 4:39:23, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8398, loss_cls: 1.4652, loss: 1.4652, grad_norm: 4.4855 2021-06-17 21:23:35,506 - mmaction - INFO - Epoch [35][1640/1879] lr: 2.000e-03, eta: 4:39:11, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8363, loss_cls: 1.4753, loss: 1.4753, grad_norm: 4.4505 2021-06-17 21:23:46,848 - mmaction - INFO - Epoch [35][1660/1879] lr: 2.000e-03, eta: 4:38:59, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8328, loss_cls: 1.5352, loss: 1.5352, grad_norm: 4.4935 2021-06-17 21:23:58,124 - mmaction - INFO - Epoch [35][1680/1879] lr: 2.000e-03, eta: 4:38:47, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8426, loss_cls: 1.4658, loss: 1.4658, grad_norm: 4.4598 2021-06-17 21:24:09,340 - mmaction - INFO - Epoch [35][1700/1879] lr: 2.000e-03, eta: 4:38:35, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8445, loss_cls: 1.4467, loss: 1.4467, grad_norm: 4.4305 2021-06-17 21:24:20,535 - mmaction - INFO - Epoch [35][1720/1879] lr: 2.000e-03, eta: 4:38:22, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8313, loss_cls: 1.5386, loss: 1.5386, grad_norm: 4.5477 2021-06-17 21:24:31,788 - mmaction - INFO - Epoch [35][1740/1879] lr: 2.000e-03, eta: 4:38:10, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8391, loss_cls: 1.5024, loss: 1.5024, grad_norm: 4.5690 2021-06-17 21:24:43,117 - mmaction - INFO - Epoch [35][1760/1879] lr: 2.000e-03, eta: 4:37:58, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8445, loss_cls: 1.4876, loss: 1.4876, grad_norm: 4.4954 2021-06-17 21:24:54,419 - mmaction - INFO - Epoch [35][1780/1879] lr: 2.000e-03, eta: 4:37:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8387, loss_cls: 1.4975, loss: 1.4975, grad_norm: 4.5711 2021-06-17 21:25:05,659 - mmaction - INFO - Epoch [35][1800/1879] lr: 2.000e-03, eta: 4:37:34, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8359, loss_cls: 1.5037, loss: 1.5037, grad_norm: 4.4921 2021-06-17 21:25:16,939 - mmaction - INFO - Epoch [35][1820/1879] lr: 2.000e-03, eta: 4:37:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8469, loss_cls: 1.4335, loss: 1.4335, grad_norm: 4.3930 2021-06-17 21:25:28,176 - mmaction - INFO - Epoch [35][1840/1879] lr: 2.000e-03, eta: 4:37:10, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8574, loss_cls: 1.4219, loss: 1.4219, grad_norm: 4.4290 2021-06-17 21:25:39,435 - mmaction - INFO - Epoch [35][1860/1879] lr: 2.000e-03, eta: 4:36:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8465, loss_cls: 1.4354, loss: 1.4354, grad_norm: 4.4835 2021-06-17 21:25:50,645 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-17 21:26:55,732 - mmaction - INFO - Epoch [36][20/1879] lr: 2.000e-03, eta: 4:36:53, time: 3.210, data_time: 2.657, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8430, loss_cls: 1.4941, loss: 1.4941, grad_norm: 4.4723 2021-06-17 21:27:06,776 - mmaction - INFO - Epoch [36][40/1879] lr: 2.000e-03, eta: 4:36:41, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8496, loss_cls: 1.4605, loss: 1.4605, grad_norm: 4.3977 2021-06-17 21:27:17,831 - mmaction - INFO - Epoch [36][60/1879] lr: 2.000e-03, eta: 4:36:29, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8477, loss_cls: 1.4193, loss: 1.4193, grad_norm: 4.3319 2021-06-17 21:27:28,846 - mmaction - INFO - Epoch [36][80/1879] lr: 2.000e-03, eta: 4:36:17, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8484, loss_cls: 1.4030, loss: 1.4030, grad_norm: 4.3849 2021-06-17 21:27:40,022 - mmaction - INFO - Epoch [36][100/1879] lr: 2.000e-03, eta: 4:36:05, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8449, loss_cls: 1.4349, loss: 1.4349, grad_norm: 4.3983 2021-06-17 21:27:51,244 - mmaction - INFO - Epoch [36][120/1879] lr: 2.000e-03, eta: 4:35:53, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8445, loss_cls: 1.4228, loss: 1.4228, grad_norm: 4.4629 2021-06-17 21:28:02,586 - mmaction - INFO - Epoch [36][140/1879] lr: 2.000e-03, eta: 4:35:41, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8395, loss_cls: 1.4844, loss: 1.4844, grad_norm: 4.4351 2021-06-17 21:28:13,822 - mmaction - INFO - Epoch [36][160/1879] lr: 2.000e-03, eta: 4:35:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8410, loss_cls: 1.4616, loss: 1.4616, grad_norm: 4.4433 2021-06-17 21:28:25,064 - mmaction - INFO - Epoch [36][180/1879] lr: 2.000e-03, eta: 4:35:17, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8461, loss_cls: 1.4056, loss: 1.4056, grad_norm: 4.3275 2021-06-17 21:28:36,369 - mmaction - INFO - Epoch [36][200/1879] lr: 2.000e-03, eta: 4:35:05, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8531, loss_cls: 1.4703, loss: 1.4703, grad_norm: 4.5765 2021-06-17 21:28:47,685 - mmaction - INFO - Epoch [36][220/1879] lr: 2.000e-03, eta: 4:34:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8297, loss_cls: 1.4770, loss: 1.4770, grad_norm: 4.4745 2021-06-17 21:28:58,988 - mmaction - INFO - Epoch [36][240/1879] lr: 2.000e-03, eta: 4:34:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.4831, loss: 1.4831, grad_norm: 4.5873 2021-06-17 21:29:10,242 - mmaction - INFO - Epoch [36][260/1879] lr: 2.000e-03, eta: 4:34:29, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8410, loss_cls: 1.4433, loss: 1.4433, grad_norm: 4.4822 2021-06-17 21:29:21,581 - mmaction - INFO - Epoch [36][280/1879] lr: 2.000e-03, eta: 4:34:17, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8441, loss_cls: 1.4588, loss: 1.4588, grad_norm: 4.5323 2021-06-17 21:29:32,881 - mmaction - INFO - Epoch [36][300/1879] lr: 2.000e-03, eta: 4:34:05, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8332, loss_cls: 1.5177, loss: 1.5177, grad_norm: 4.6772 2021-06-17 21:29:44,163 - mmaction - INFO - Epoch [36][320/1879] lr: 2.000e-03, eta: 4:33:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8387, loss_cls: 1.4591, loss: 1.4591, grad_norm: 4.4149 2021-06-17 21:29:55,405 - mmaction - INFO - Epoch [36][340/1879] lr: 2.000e-03, eta: 4:33:41, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8426, loss_cls: 1.4467, loss: 1.4467, grad_norm: 4.4062 2021-06-17 21:30:06,673 - mmaction - INFO - Epoch [36][360/1879] lr: 2.000e-03, eta: 4:33:28, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8328, loss_cls: 1.5077, loss: 1.5077, grad_norm: 4.5068 2021-06-17 21:30:17,900 - mmaction - INFO - Epoch [36][380/1879] lr: 2.000e-03, eta: 4:33:16, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8375, loss_cls: 1.4824, loss: 1.4824, grad_norm: 4.4739 2021-06-17 21:30:29,186 - mmaction - INFO - Epoch [36][400/1879] lr: 2.000e-03, eta: 4:33:04, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8477, loss_cls: 1.4269, loss: 1.4269, grad_norm: 4.4670 2021-06-17 21:30:40,498 - mmaction - INFO - Epoch [36][420/1879] lr: 2.000e-03, eta: 4:32:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8320, loss_cls: 1.5016, loss: 1.5016, grad_norm: 4.5241 2021-06-17 21:30:51,718 - mmaction - INFO - Epoch [36][440/1879] lr: 2.000e-03, eta: 4:32:40, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8395, loss_cls: 1.4569, loss: 1.4569, grad_norm: 4.4904 2021-06-17 21:31:02,975 - mmaction - INFO - Epoch [36][460/1879] lr: 2.000e-03, eta: 4:32:28, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8438, loss_cls: 1.4726, loss: 1.4726, grad_norm: 4.4592 2021-06-17 21:31:14,223 - mmaction - INFO - Epoch [36][480/1879] lr: 2.000e-03, eta: 4:32:16, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8355, loss_cls: 1.5652, loss: 1.5652, grad_norm: 4.6924 2021-06-17 21:31:25,465 - mmaction - INFO - Epoch [36][500/1879] lr: 2.000e-03, eta: 4:32:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8379, loss_cls: 1.4702, loss: 1.4702, grad_norm: 4.4763 2021-06-17 21:31:36,658 - mmaction - INFO - Epoch [36][520/1879] lr: 2.000e-03, eta: 4:31:52, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8414, loss_cls: 1.5197, loss: 1.5197, grad_norm: 4.5386 2021-06-17 21:31:47,932 - mmaction - INFO - Epoch [36][540/1879] lr: 2.000e-03, eta: 4:31:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8496, loss_cls: 1.4580, loss: 1.4580, grad_norm: 4.4752 2021-06-17 21:31:59,185 - mmaction - INFO - Epoch [36][560/1879] lr: 2.000e-03, eta: 4:31:28, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8457, loss_cls: 1.4354, loss: 1.4354, grad_norm: 4.5145 2021-06-17 21:32:10,442 - mmaction - INFO - Epoch [36][580/1879] lr: 2.000e-03, eta: 4:31:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8480, loss_cls: 1.4510, loss: 1.4510, grad_norm: 4.4146 2021-06-17 21:32:21,646 - mmaction - INFO - Epoch [36][600/1879] lr: 2.000e-03, eta: 4:31:04, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8406, loss_cls: 1.5018, loss: 1.5018, grad_norm: 4.5592 2021-06-17 21:32:32,947 - mmaction - INFO - Epoch [36][620/1879] lr: 2.000e-03, eta: 4:30:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8453, loss_cls: 1.4971, loss: 1.4971, grad_norm: 4.5889 2021-06-17 21:32:44,258 - mmaction - INFO - Epoch [36][640/1879] lr: 2.000e-03, eta: 4:30:40, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8402, loss_cls: 1.4871, loss: 1.4871, grad_norm: 4.5347 2021-06-17 21:32:55,530 - mmaction - INFO - Epoch [36][660/1879] lr: 2.000e-03, eta: 4:30:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8523, loss_cls: 1.4659, loss: 1.4659, grad_norm: 4.5884 2021-06-17 21:33:06,755 - mmaction - INFO - Epoch [36][680/1879] lr: 2.000e-03, eta: 4:30:16, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8316, loss_cls: 1.5190, loss: 1.5190, grad_norm: 4.4890 2021-06-17 21:33:18,060 - mmaction - INFO - Epoch [36][700/1879] lr: 2.000e-03, eta: 4:30:04, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8438, loss_cls: 1.4364, loss: 1.4364, grad_norm: 4.4780 2021-06-17 21:33:29,275 - mmaction - INFO - Epoch [36][720/1879] lr: 2.000e-03, eta: 4:29:52, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8340, loss_cls: 1.5162, loss: 1.5162, grad_norm: 4.5752 2021-06-17 21:33:40,550 - mmaction - INFO - Epoch [36][740/1879] lr: 2.000e-03, eta: 4:29:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8387, loss_cls: 1.4744, loss: 1.4744, grad_norm: 4.4010 2021-06-17 21:33:51,787 - mmaction - INFO - Epoch [36][760/1879] lr: 2.000e-03, eta: 4:29:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8371, loss_cls: 1.5332, loss: 1.5332, grad_norm: 4.5000 2021-06-17 21:34:03,161 - mmaction - INFO - Epoch [36][780/1879] lr: 2.000e-03, eta: 4:29:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8387, loss_cls: 1.4825, loss: 1.4825, grad_norm: 4.5126 2021-06-17 21:34:14,433 - mmaction - INFO - Epoch [36][800/1879] lr: 2.000e-03, eta: 4:29:04, time: 0.571, data_time: 0.008, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8398, loss_cls: 1.4756, loss: 1.4756, grad_norm: 4.4935 2021-06-17 21:34:25,743 - mmaction - INFO - Epoch [36][820/1879] lr: 2.000e-03, eta: 4:28:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8461, loss_cls: 1.4640, loss: 1.4640, grad_norm: 4.4218 2021-06-17 21:34:36,999 - mmaction - INFO - Epoch [36][840/1879] lr: 2.000e-03, eta: 4:28:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8547, loss_cls: 1.4011, loss: 1.4011, grad_norm: 4.3668 2021-06-17 21:34:48,194 - mmaction - INFO - Epoch [36][860/1879] lr: 2.000e-03, eta: 4:28:28, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8527, loss_cls: 1.4204, loss: 1.4204, grad_norm: 4.4460 2021-06-17 21:34:59,525 - mmaction - INFO - Epoch [36][880/1879] lr: 2.000e-03, eta: 4:28:16, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8422, loss_cls: 1.4838, loss: 1.4838, grad_norm: 4.4941 2021-06-17 21:35:10,801 - mmaction - INFO - Epoch [36][900/1879] lr: 2.000e-03, eta: 4:28:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8359, loss_cls: 1.4844, loss: 1.4844, grad_norm: 4.5915 2021-06-17 21:35:22,072 - mmaction - INFO - Epoch [36][920/1879] lr: 2.000e-03, eta: 4:27:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8457, loss_cls: 1.4663, loss: 1.4663, grad_norm: 4.5366 2021-06-17 21:35:33,364 - mmaction - INFO - Epoch [36][940/1879] lr: 2.000e-03, eta: 4:27:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8332, loss_cls: 1.5140, loss: 1.5140, grad_norm: 4.4973 2021-06-17 21:35:44,646 - mmaction - INFO - Epoch [36][960/1879] lr: 2.000e-03, eta: 4:27:28, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8520, loss_cls: 1.4452, loss: 1.4452, grad_norm: 4.5358 2021-06-17 21:35:55,995 - mmaction - INFO - Epoch [36][980/1879] lr: 2.000e-03, eta: 4:27:16, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8527, loss_cls: 1.3986, loss: 1.3986, grad_norm: 4.3868 2021-06-17 21:36:07,297 - mmaction - INFO - Epoch [36][1000/1879] lr: 2.000e-03, eta: 4:27:04, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8410, loss_cls: 1.4724, loss: 1.4724, grad_norm: 4.5393 2021-06-17 21:36:18,622 - mmaction - INFO - Epoch [36][1020/1879] lr: 2.000e-03, eta: 4:26:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8441, loss_cls: 1.4831, loss: 1.4831, grad_norm: 4.5720 2021-06-17 21:36:29,907 - mmaction - INFO - Epoch [36][1040/1879] lr: 2.000e-03, eta: 4:26:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8480, loss_cls: 1.4650, loss: 1.4650, grad_norm: 4.5514 2021-06-17 21:36:41,162 - mmaction - INFO - Epoch [36][1060/1879] lr: 2.000e-03, eta: 4:26:28, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8344, loss_cls: 1.5016, loss: 1.5016, grad_norm: 4.5069 2021-06-17 21:36:52,409 - mmaction - INFO - Epoch [36][1080/1879] lr: 2.000e-03, eta: 4:26:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8355, loss_cls: 1.5163, loss: 1.5163, grad_norm: 4.5579 2021-06-17 21:37:03,629 - mmaction - INFO - Epoch [36][1100/1879] lr: 2.000e-03, eta: 4:26:04, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8406, loss_cls: 1.4857, loss: 1.4857, grad_norm: 4.5498 2021-06-17 21:37:14,911 - mmaction - INFO - Epoch [36][1120/1879] lr: 2.000e-03, eta: 4:25:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8305, loss_cls: 1.5416, loss: 1.5416, grad_norm: 4.5409 2021-06-17 21:37:26,184 - mmaction - INFO - Epoch [36][1140/1879] lr: 2.000e-03, eta: 4:25:40, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8492, loss_cls: 1.4162, loss: 1.4162, grad_norm: 4.3979 2021-06-17 21:37:37,477 - mmaction - INFO - Epoch [36][1160/1879] lr: 2.000e-03, eta: 4:25:28, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8414, loss_cls: 1.4606, loss: 1.4606, grad_norm: 4.4934 2021-06-17 21:37:48,780 - mmaction - INFO - Epoch [36][1180/1879] lr: 2.000e-03, eta: 4:25:16, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8395, loss_cls: 1.4845, loss: 1.4845, grad_norm: 4.5457 2021-06-17 21:38:00,101 - mmaction - INFO - Epoch [36][1200/1879] lr: 2.000e-03, eta: 4:25:04, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8418, loss_cls: 1.4677, loss: 1.4677, grad_norm: 4.5117 2021-06-17 21:38:11,433 - mmaction - INFO - Epoch [36][1220/1879] lr: 2.000e-03, eta: 4:24:52, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8391, loss_cls: 1.5029, loss: 1.5029, grad_norm: 4.5127 2021-06-17 21:38:22,703 - mmaction - INFO - Epoch [36][1240/1879] lr: 2.000e-03, eta: 4:24:40, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8422, loss_cls: 1.4498, loss: 1.4498, grad_norm: 4.6020 2021-06-17 21:38:34,007 - mmaction - INFO - Epoch [36][1260/1879] lr: 2.000e-03, eta: 4:24:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8480, loss_cls: 1.4553, loss: 1.4553, grad_norm: 4.5851 2021-06-17 21:38:45,207 - mmaction - INFO - Epoch [36][1280/1879] lr: 2.000e-03, eta: 4:24:16, time: 0.560, data_time: 0.000, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8457, loss_cls: 1.4409, loss: 1.4409, grad_norm: 4.4347 2021-06-17 21:38:56,446 - mmaction - INFO - Epoch [36][1300/1879] lr: 2.000e-03, eta: 4:24:04, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8383, loss_cls: 1.4529, loss: 1.4529, grad_norm: 4.5052 2021-06-17 21:39:07,743 - mmaction - INFO - Epoch [36][1320/1879] lr: 2.000e-03, eta: 4:23:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8332, loss_cls: 1.5422, loss: 1.5422, grad_norm: 4.6251 2021-06-17 21:39:19,060 - mmaction - INFO - Epoch [36][1340/1879] lr: 2.000e-03, eta: 4:23:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8512, loss_cls: 1.4363, loss: 1.4363, grad_norm: 4.5121 2021-06-17 21:39:30,314 - mmaction - INFO - Epoch [36][1360/1879] lr: 2.000e-03, eta: 4:23:28, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8359, loss_cls: 1.5282, loss: 1.5282, grad_norm: 4.5670 2021-06-17 21:39:41,564 - mmaction - INFO - Epoch [36][1380/1879] lr: 2.000e-03, eta: 4:23:16, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8371, loss_cls: 1.4759, loss: 1.4759, grad_norm: 4.4517 2021-06-17 21:39:52,849 - mmaction - INFO - Epoch [36][1400/1879] lr: 2.000e-03, eta: 4:23:04, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8477, loss_cls: 1.4391, loss: 1.4391, grad_norm: 4.4717 2021-06-17 21:40:04,151 - mmaction - INFO - Epoch [36][1420/1879] lr: 2.000e-03, eta: 4:22:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8512, loss_cls: 1.4594, loss: 1.4594, grad_norm: 4.5937 2021-06-17 21:40:15,399 - mmaction - INFO - Epoch [36][1440/1879] lr: 2.000e-03, eta: 4:22:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8516, loss_cls: 1.4180, loss: 1.4180, grad_norm: 4.5507 2021-06-17 21:40:26,632 - mmaction - INFO - Epoch [36][1460/1879] lr: 2.000e-03, eta: 4:22:28, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8438, loss_cls: 1.4721, loss: 1.4721, grad_norm: 4.5174 2021-06-17 21:40:37,967 - mmaction - INFO - Epoch [36][1480/1879] lr: 2.000e-03, eta: 4:22:16, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8402, loss_cls: 1.5029, loss: 1.5029, grad_norm: 4.6023 2021-06-17 21:40:49,298 - mmaction - INFO - Epoch [36][1500/1879] lr: 2.000e-03, eta: 4:22:04, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8332, loss_cls: 1.5546, loss: 1.5546, grad_norm: 4.7047 2021-06-17 21:41:00,624 - mmaction - INFO - Epoch [36][1520/1879] lr: 2.000e-03, eta: 4:21:52, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8352, loss_cls: 1.5234, loss: 1.5234, grad_norm: 4.6534 2021-06-17 21:41:11,860 - mmaction - INFO - Epoch [36][1540/1879] lr: 2.000e-03, eta: 4:21:40, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8320, loss_cls: 1.4979, loss: 1.4979, grad_norm: 4.5029 2021-06-17 21:41:23,171 - mmaction - INFO - Epoch [36][1560/1879] lr: 2.000e-03, eta: 4:21:28, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8371, loss_cls: 1.4888, loss: 1.4888, grad_norm: 4.4876 2021-06-17 21:41:34,432 - mmaction - INFO - Epoch [36][1580/1879] lr: 2.000e-03, eta: 4:21:17, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8402, loss_cls: 1.5176, loss: 1.5176, grad_norm: 4.4886 2021-06-17 21:41:45,713 - mmaction - INFO - Epoch [36][1600/1879] lr: 2.000e-03, eta: 4:21:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8402, loss_cls: 1.4890, loss: 1.4890, grad_norm: 4.5924 2021-06-17 21:41:56,997 - mmaction - INFO - Epoch [36][1620/1879] lr: 2.000e-03, eta: 4:20:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6312, top5_acc: 0.8320, loss_cls: 1.4917, loss: 1.4917, grad_norm: 4.5934 2021-06-17 21:42:08,282 - mmaction - INFO - Epoch [36][1640/1879] lr: 2.000e-03, eta: 4:20:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6160, top5_acc: 0.8414, loss_cls: 1.5372, loss: 1.5372, grad_norm: 4.6935 2021-06-17 21:42:19,577 - mmaction - INFO - Epoch [36][1660/1879] lr: 2.000e-03, eta: 4:20:29, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8469, loss_cls: 1.4827, loss: 1.4827, grad_norm: 4.5763 2021-06-17 21:42:30,883 - mmaction - INFO - Epoch [36][1680/1879] lr: 2.000e-03, eta: 4:20:17, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8508, loss_cls: 1.3933, loss: 1.3933, grad_norm: 4.3935 2021-06-17 21:42:42,146 - mmaction - INFO - Epoch [36][1700/1879] lr: 2.000e-03, eta: 4:20:05, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8332, loss_cls: 1.5397, loss: 1.5397, grad_norm: 4.6557 2021-06-17 21:42:53,452 - mmaction - INFO - Epoch [36][1720/1879] lr: 2.000e-03, eta: 4:19:53, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8387, loss_cls: 1.4874, loss: 1.4874, grad_norm: 4.4809 2021-06-17 21:43:04,701 - mmaction - INFO - Epoch [36][1740/1879] lr: 2.000e-03, eta: 4:19:41, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8355, loss_cls: 1.5527, loss: 1.5527, grad_norm: 4.5898 2021-06-17 21:43:15,965 - mmaction - INFO - Epoch [36][1760/1879] lr: 2.000e-03, eta: 4:19:29, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8449, loss_cls: 1.4666, loss: 1.4666, grad_norm: 4.4384 2021-06-17 21:43:27,169 - mmaction - INFO - Epoch [36][1780/1879] lr: 2.000e-03, eta: 4:19:17, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8320, loss_cls: 1.5052, loss: 1.5052, grad_norm: 4.6028 2021-06-17 21:43:38,465 - mmaction - INFO - Epoch [36][1800/1879] lr: 2.000e-03, eta: 4:19:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8547, loss_cls: 1.4280, loss: 1.4280, grad_norm: 4.4844 2021-06-17 21:43:49,788 - mmaction - INFO - Epoch [36][1820/1879] lr: 2.000e-03, eta: 4:18:53, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8387, loss_cls: 1.4875, loss: 1.4875, grad_norm: 4.5613 2021-06-17 21:44:01,045 - mmaction - INFO - Epoch [36][1840/1879] lr: 2.000e-03, eta: 4:18:41, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8383, loss_cls: 1.4676, loss: 1.4676, grad_norm: 4.4861 2021-06-17 21:44:12,332 - mmaction - INFO - Epoch [36][1860/1879] lr: 2.000e-03, eta: 4:18:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8383, loss_cls: 1.5105, loss: 1.5105, grad_norm: 4.5620 2021-06-17 21:44:23,474 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-17 21:45:30,215 - mmaction - INFO - Epoch [37][20/1879] lr: 2.000e-03, eta: 4:18:22, time: 3.291, data_time: 2.731, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8461, loss_cls: 1.5147, loss: 1.5147, grad_norm: 4.5918 2021-06-17 21:45:41,309 - mmaction - INFO - Epoch [37][40/1879] lr: 2.000e-03, eta: 4:18:10, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8496, loss_cls: 1.4350, loss: 1.4350, grad_norm: 4.3907 2021-06-17 21:45:52,321 - mmaction - INFO - Epoch [37][60/1879] lr: 2.000e-03, eta: 4:17:58, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8406, loss_cls: 1.4295, loss: 1.4295, grad_norm: 4.3758 2021-06-17 21:46:03,390 - mmaction - INFO - Epoch [37][80/1879] lr: 2.000e-03, eta: 4:17:46, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8371, loss_cls: 1.5043, loss: 1.5043, grad_norm: 4.6000 2021-06-17 21:46:14,524 - mmaction - INFO - Epoch [37][100/1879] lr: 2.000e-03, eta: 4:17:34, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8434, loss_cls: 1.4595, loss: 1.4595, grad_norm: 4.4736 2021-06-17 21:46:25,821 - mmaction - INFO - Epoch [37][120/1879] lr: 2.000e-03, eta: 4:17:22, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8457, loss_cls: 1.4801, loss: 1.4801, grad_norm: 4.5609 2021-06-17 21:46:37,038 - mmaction - INFO - Epoch [37][140/1879] lr: 2.000e-03, eta: 4:17:10, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8465, loss_cls: 1.4262, loss: 1.4262, grad_norm: 4.5656 2021-06-17 21:46:48,335 - mmaction - INFO - Epoch [37][160/1879] lr: 2.000e-03, eta: 4:16:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8301, loss_cls: 1.5299, loss: 1.5299, grad_norm: 4.7135 2021-06-17 21:46:59,641 - mmaction - INFO - Epoch [37][180/1879] lr: 2.000e-03, eta: 4:16:46, time: 0.565, data_time: 0.000, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8445, loss_cls: 1.4837, loss: 1.4837, grad_norm: 4.5453 2021-06-17 21:47:10,907 - mmaction - INFO - Epoch [37][200/1879] lr: 2.000e-03, eta: 4:16:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8281, loss_cls: 1.5322, loss: 1.5322, grad_norm: 4.5563 2021-06-17 21:47:22,182 - mmaction - INFO - Epoch [37][220/1879] lr: 2.000e-03, eta: 4:16:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8453, loss_cls: 1.4703, loss: 1.4703, grad_norm: 4.5014 2021-06-17 21:47:33,580 - mmaction - INFO - Epoch [37][240/1879] lr: 2.000e-03, eta: 4:16:10, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8383, loss_cls: 1.4600, loss: 1.4600, grad_norm: 4.4434 2021-06-17 21:47:44,841 - mmaction - INFO - Epoch [37][260/1879] lr: 2.000e-03, eta: 4:15:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8398, loss_cls: 1.4902, loss: 1.4902, grad_norm: 4.5282 2021-06-17 21:47:56,193 - mmaction - INFO - Epoch [37][280/1879] lr: 2.000e-03, eta: 4:15:46, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8363, loss_cls: 1.4947, loss: 1.4947, grad_norm: 4.6341 2021-06-17 21:48:07,456 - mmaction - INFO - Epoch [37][300/1879] lr: 2.000e-03, eta: 4:15:34, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8562, loss_cls: 1.4082, loss: 1.4082, grad_norm: 4.4085 2021-06-17 21:48:18,728 - mmaction - INFO - Epoch [37][320/1879] lr: 2.000e-03, eta: 4:15:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8445, loss_cls: 1.4714, loss: 1.4714, grad_norm: 4.6001 2021-06-17 21:48:30,003 - mmaction - INFO - Epoch [37][340/1879] lr: 2.000e-03, eta: 4:15:10, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8359, loss_cls: 1.4567, loss: 1.4567, grad_norm: 4.4653 2021-06-17 21:48:41,255 - mmaction - INFO - Epoch [37][360/1879] lr: 2.000e-03, eta: 4:14:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8453, loss_cls: 1.4548, loss: 1.4548, grad_norm: 4.5001 2021-06-17 21:48:52,526 - mmaction - INFO - Epoch [37][380/1879] lr: 2.000e-03, eta: 4:14:46, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8445, loss_cls: 1.4180, loss: 1.4180, grad_norm: 4.5287 2021-06-17 21:49:03,753 - mmaction - INFO - Epoch [37][400/1879] lr: 2.000e-03, eta: 4:14:34, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8465, loss_cls: 1.4915, loss: 1.4915, grad_norm: 4.5889 2021-06-17 21:49:15,094 - mmaction - INFO - Epoch [37][420/1879] lr: 2.000e-03, eta: 4:14:22, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8434, loss_cls: 1.4682, loss: 1.4682, grad_norm: 4.4972 2021-06-17 21:49:26,354 - mmaction - INFO - Epoch [37][440/1879] lr: 2.000e-03, eta: 4:14:10, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8449, loss_cls: 1.4712, loss: 1.4712, grad_norm: 4.4819 2021-06-17 21:49:37,636 - mmaction - INFO - Epoch [37][460/1879] lr: 2.000e-03, eta: 4:13:58, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8434, loss_cls: 1.4390, loss: 1.4390, grad_norm: 4.5148 2021-06-17 21:49:49,008 - mmaction - INFO - Epoch [37][480/1879] lr: 2.000e-03, eta: 4:13:46, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8461, loss_cls: 1.4354, loss: 1.4354, grad_norm: 4.5368 2021-06-17 21:50:00,308 - mmaction - INFO - Epoch [37][500/1879] lr: 2.000e-03, eta: 4:13:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8465, loss_cls: 1.4478, loss: 1.4478, grad_norm: 4.4669 2021-06-17 21:50:11,527 - mmaction - INFO - Epoch [37][520/1879] lr: 2.000e-03, eta: 4:13:22, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8512, loss_cls: 1.4236, loss: 1.4236, grad_norm: 4.4882 2021-06-17 21:50:22,753 - mmaction - INFO - Epoch [37][540/1879] lr: 2.000e-03, eta: 4:13:10, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8359, loss_cls: 1.4934, loss: 1.4934, grad_norm: 4.4941 2021-06-17 21:50:34,029 - mmaction - INFO - Epoch [37][560/1879] lr: 2.000e-03, eta: 4:12:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8496, loss_cls: 1.4261, loss: 1.4261, grad_norm: 4.4414 2021-06-17 21:50:45,379 - mmaction - INFO - Epoch [37][580/1879] lr: 2.000e-03, eta: 4:12:46, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8340, loss_cls: 1.4756, loss: 1.4756, grad_norm: 4.5565 2021-06-17 21:50:56,553 - mmaction - INFO - Epoch [37][600/1879] lr: 2.000e-03, eta: 4:12:34, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8355, loss_cls: 1.5004, loss: 1.5004, grad_norm: 4.5232 2021-06-17 21:51:07,854 - mmaction - INFO - Epoch [37][620/1879] lr: 2.000e-03, eta: 4:12:22, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8430, loss_cls: 1.4908, loss: 1.4908, grad_norm: 4.6515 2021-06-17 21:51:19,079 - mmaction - INFO - Epoch [37][640/1879] lr: 2.000e-03, eta: 4:12:10, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8508, loss_cls: 1.3912, loss: 1.3912, grad_norm: 4.4157 2021-06-17 21:51:30,324 - mmaction - INFO - Epoch [37][660/1879] lr: 2.000e-03, eta: 4:11:58, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8363, loss_cls: 1.5046, loss: 1.5046, grad_norm: 4.6486 2021-06-17 21:51:41,591 - mmaction - INFO - Epoch [37][680/1879] lr: 2.000e-03, eta: 4:11:46, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8406, loss_cls: 1.4871, loss: 1.4871, grad_norm: 4.5816 2021-06-17 21:51:52,905 - mmaction - INFO - Epoch [37][700/1879] lr: 2.000e-03, eta: 4:11:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8418, loss_cls: 1.4739, loss: 1.4739, grad_norm: 4.6678 2021-06-17 21:52:04,235 - mmaction - INFO - Epoch [37][720/1879] lr: 2.000e-03, eta: 4:11:23, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8402, loss_cls: 1.4793, loss: 1.4793, grad_norm: 4.5008 2021-06-17 21:52:15,497 - mmaction - INFO - Epoch [37][740/1879] lr: 2.000e-03, eta: 4:11:11, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8539, loss_cls: 1.4273, loss: 1.4273, grad_norm: 4.5380 2021-06-17 21:52:26,779 - mmaction - INFO - Epoch [37][760/1879] lr: 2.000e-03, eta: 4:10:59, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8375, loss_cls: 1.4933, loss: 1.4933, grad_norm: 4.5040 2021-06-17 21:52:38,073 - mmaction - INFO - Epoch [37][780/1879] lr: 2.000e-03, eta: 4:10:47, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8555, loss_cls: 1.4166, loss: 1.4166, grad_norm: 4.5888 2021-06-17 21:52:49,370 - mmaction - INFO - Epoch [37][800/1879] lr: 2.000e-03, eta: 4:10:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8344, loss_cls: 1.4790, loss: 1.4790, grad_norm: 4.4542 2021-06-17 21:53:00,636 - mmaction - INFO - Epoch [37][820/1879] lr: 2.000e-03, eta: 4:10:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8641, loss_cls: 1.3498, loss: 1.3498, grad_norm: 4.3983 2021-06-17 21:53:11,847 - mmaction - INFO - Epoch [37][840/1879] lr: 2.000e-03, eta: 4:10:11, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8496, loss_cls: 1.4247, loss: 1.4247, grad_norm: 4.5821 2021-06-17 21:53:23,171 - mmaction - INFO - Epoch [37][860/1879] lr: 2.000e-03, eta: 4:09:59, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8340, loss_cls: 1.4823, loss: 1.4823, grad_norm: 4.5752 2021-06-17 21:53:34,473 - mmaction - INFO - Epoch [37][880/1879] lr: 2.000e-03, eta: 4:09:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.4166, loss: 1.4166, grad_norm: 4.5524 2021-06-17 21:53:45,746 - mmaction - INFO - Epoch [37][900/1879] lr: 2.000e-03, eta: 4:09:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6324, top5_acc: 0.8363, loss_cls: 1.5001, loss: 1.5001, grad_norm: 4.6073 2021-06-17 21:53:56,997 - mmaction - INFO - Epoch [37][920/1879] lr: 2.000e-03, eta: 4:09:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8426, loss_cls: 1.4652, loss: 1.4652, grad_norm: 4.5436 2021-06-17 21:54:08,299 - mmaction - INFO - Epoch [37][940/1879] lr: 2.000e-03, eta: 4:09:11, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8348, loss_cls: 1.5129, loss: 1.5129, grad_norm: 4.6366 2021-06-17 21:54:19,524 - mmaction - INFO - Epoch [37][960/1879] lr: 2.000e-03, eta: 4:08:59, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8457, loss_cls: 1.4595, loss: 1.4595, grad_norm: 4.5504 2021-06-17 21:54:30,841 - mmaction - INFO - Epoch [37][980/1879] lr: 2.000e-03, eta: 4:08:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8430, loss_cls: 1.5092, loss: 1.5092, grad_norm: 4.6907 2021-06-17 21:54:42,111 - mmaction - INFO - Epoch [37][1000/1879] lr: 2.000e-03, eta: 4:08:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8438, loss_cls: 1.4618, loss: 1.4618, grad_norm: 4.5620 2021-06-17 21:54:53,412 - mmaction - INFO - Epoch [37][1020/1879] lr: 2.000e-03, eta: 4:08:23, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8422, loss_cls: 1.5314, loss: 1.5314, grad_norm: 4.6789 2021-06-17 21:55:04,687 - mmaction - INFO - Epoch [37][1040/1879] lr: 2.000e-03, eta: 4:08:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8523, loss_cls: 1.4589, loss: 1.4589, grad_norm: 4.6728 2021-06-17 21:55:15,973 - mmaction - INFO - Epoch [37][1060/1879] lr: 2.000e-03, eta: 4:07:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8375, loss_cls: 1.5199, loss: 1.5199, grad_norm: 4.6064 2021-06-17 21:55:27,224 - mmaction - INFO - Epoch [37][1080/1879] lr: 2.000e-03, eta: 4:07:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8320, loss_cls: 1.5020, loss: 1.5020, grad_norm: 4.6028 2021-06-17 21:55:38,616 - mmaction - INFO - Epoch [37][1100/1879] lr: 2.000e-03, eta: 4:07:35, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8469, loss_cls: 1.4458, loss: 1.4458, grad_norm: 4.4723 2021-06-17 21:55:49,935 - mmaction - INFO - Epoch [37][1120/1879] lr: 2.000e-03, eta: 4:07:23, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8477, loss_cls: 1.4557, loss: 1.4557, grad_norm: 4.5718 2021-06-17 21:56:01,261 - mmaction - INFO - Epoch [37][1140/1879] lr: 2.000e-03, eta: 4:07:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.3972, loss: 1.3972, grad_norm: 4.4245 2021-06-17 21:56:12,594 - mmaction - INFO - Epoch [37][1160/1879] lr: 2.000e-03, eta: 4:06:59, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8375, loss_cls: 1.4514, loss: 1.4514, grad_norm: 4.5054 2021-06-17 21:56:23,940 - mmaction - INFO - Epoch [37][1180/1879] lr: 2.000e-03, eta: 4:06:47, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8336, loss_cls: 1.5418, loss: 1.5418, grad_norm: 4.7284 2021-06-17 21:56:35,202 - mmaction - INFO - Epoch [37][1200/1879] lr: 2.000e-03, eta: 4:06:35, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.4177, loss: 1.4177, grad_norm: 4.5120 2021-06-17 21:56:46,545 - mmaction - INFO - Epoch [37][1220/1879] lr: 2.000e-03, eta: 4:06:23, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8422, loss_cls: 1.4491, loss: 1.4491, grad_norm: 4.3848 2021-06-17 21:56:57,765 - mmaction - INFO - Epoch [37][1240/1879] lr: 2.000e-03, eta: 4:06:11, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8398, loss_cls: 1.4714, loss: 1.4714, grad_norm: 4.4639 2021-06-17 21:57:09,079 - mmaction - INFO - Epoch [37][1260/1879] lr: 2.000e-03, eta: 4:05:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8531, loss_cls: 1.4541, loss: 1.4541, grad_norm: 4.6061 2021-06-17 21:57:20,346 - mmaction - INFO - Epoch [37][1280/1879] lr: 2.000e-03, eta: 4:05:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8383, loss_cls: 1.4729, loss: 1.4729, grad_norm: 4.6028 2021-06-17 21:57:31,675 - mmaction - INFO - Epoch [37][1300/1879] lr: 2.000e-03, eta: 4:05:35, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8465, loss_cls: 1.4688, loss: 1.4688, grad_norm: 4.5552 2021-06-17 21:57:42,933 - mmaction - INFO - Epoch [37][1320/1879] lr: 2.000e-03, eta: 4:05:23, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8293, loss_cls: 1.5050, loss: 1.5050, grad_norm: 4.6157 2021-06-17 21:57:54,223 - mmaction - INFO - Epoch [37][1340/1879] lr: 2.000e-03, eta: 4:05:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8359, loss_cls: 1.4804, loss: 1.4804, grad_norm: 4.5352 2021-06-17 21:58:05,502 - mmaction - INFO - Epoch [37][1360/1879] lr: 2.000e-03, eta: 4:04:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8379, loss_cls: 1.5352, loss: 1.5352, grad_norm: 4.7363 2021-06-17 21:58:16,728 - mmaction - INFO - Epoch [37][1380/1879] lr: 2.000e-03, eta: 4:04:47, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8516, loss_cls: 1.4424, loss: 1.4424, grad_norm: 4.6320 2021-06-17 21:58:27,973 - mmaction - INFO - Epoch [37][1400/1879] lr: 2.000e-03, eta: 4:04:35, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8527, loss_cls: 1.4364, loss: 1.4364, grad_norm: 4.6010 2021-06-17 21:58:39,314 - mmaction - INFO - Epoch [37][1420/1879] lr: 2.000e-03, eta: 4:04:24, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8445, loss_cls: 1.4617, loss: 1.4617, grad_norm: 4.5831 2021-06-17 21:58:50,641 - mmaction - INFO - Epoch [37][1440/1879] lr: 2.000e-03, eta: 4:04:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8516, loss_cls: 1.4568, loss: 1.4568, grad_norm: 4.6298 2021-06-17 21:59:01,960 - mmaction - INFO - Epoch [37][1460/1879] lr: 2.000e-03, eta: 4:04:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8363, loss_cls: 1.4896, loss: 1.4896, grad_norm: 4.5818 2021-06-17 21:59:13,226 - mmaction - INFO - Epoch [37][1480/1879] lr: 2.000e-03, eta: 4:03:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8352, loss_cls: 1.4894, loss: 1.4894, grad_norm: 4.5692 2021-06-17 21:59:24,486 - mmaction - INFO - Epoch [37][1500/1879] lr: 2.000e-03, eta: 4:03:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8352, loss_cls: 1.5098, loss: 1.5098, grad_norm: 4.6610 2021-06-17 21:59:35,710 - mmaction - INFO - Epoch [37][1520/1879] lr: 2.000e-03, eta: 4:03:24, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8508, loss_cls: 1.4705, loss: 1.4705, grad_norm: 4.6451 2021-06-17 21:59:46,995 - mmaction - INFO - Epoch [37][1540/1879] lr: 2.000e-03, eta: 4:03:12, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8508, loss_cls: 1.4391, loss: 1.4391, grad_norm: 4.5648 2021-06-17 21:59:58,295 - mmaction - INFO - Epoch [37][1560/1879] lr: 2.000e-03, eta: 4:03:00, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8520, loss_cls: 1.4383, loss: 1.4383, grad_norm: 4.5460 2021-06-17 22:00:09,561 - mmaction - INFO - Epoch [37][1580/1879] lr: 2.000e-03, eta: 4:02:48, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8543, loss_cls: 1.4105, loss: 1.4105, grad_norm: 4.5009 2021-06-17 22:00:20,932 - mmaction - INFO - Epoch [37][1600/1879] lr: 2.000e-03, eta: 4:02:36, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8395, loss_cls: 1.4686, loss: 1.4686, grad_norm: 4.5781 2021-06-17 22:00:32,197 - mmaction - INFO - Epoch [37][1620/1879] lr: 2.000e-03, eta: 4:02:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8176, loss_cls: 1.5770, loss: 1.5770, grad_norm: 4.6589 2021-06-17 22:00:43,487 - mmaction - INFO - Epoch [37][1640/1879] lr: 2.000e-03, eta: 4:02:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8562, loss_cls: 1.4463, loss: 1.4463, grad_norm: 4.5703 2021-06-17 22:00:54,786 - mmaction - INFO - Epoch [37][1660/1879] lr: 2.000e-03, eta: 4:02:00, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8426, loss_cls: 1.4762, loss: 1.4762, grad_norm: 4.5986 2021-06-17 22:01:05,998 - mmaction - INFO - Epoch [37][1680/1879] lr: 2.000e-03, eta: 4:01:48, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8414, loss_cls: 1.4853, loss: 1.4853, grad_norm: 4.5971 2021-06-17 22:01:17,309 - mmaction - INFO - Epoch [37][1700/1879] lr: 2.000e-03, eta: 4:01:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6277, top5_acc: 0.8215, loss_cls: 1.5700, loss: 1.5700, grad_norm: 4.7990 2021-06-17 22:01:28,507 - mmaction - INFO - Epoch [37][1720/1879] lr: 2.000e-03, eta: 4:01:24, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8430, loss_cls: 1.4809, loss: 1.4809, grad_norm: 4.6765 2021-06-17 22:01:39,740 - mmaction - INFO - Epoch [37][1740/1879] lr: 2.000e-03, eta: 4:01:12, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8449, loss_cls: 1.4878, loss: 1.4878, grad_norm: 4.6185 2021-06-17 22:01:51,049 - mmaction - INFO - Epoch [37][1760/1879] lr: 2.000e-03, eta: 4:01:00, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8449, loss_cls: 1.4643, loss: 1.4643, grad_norm: 4.5228 2021-06-17 22:02:02,244 - mmaction - INFO - Epoch [37][1780/1879] lr: 2.000e-03, eta: 4:00:48, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8559, loss_cls: 1.4204, loss: 1.4204, grad_norm: 4.5358 2021-06-17 22:02:13,485 - mmaction - INFO - Epoch [37][1800/1879] lr: 2.000e-03, eta: 4:00:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8473, loss_cls: 1.4326, loss: 1.4326, grad_norm: 4.5644 2021-06-17 22:02:24,784 - mmaction - INFO - Epoch [37][1820/1879] lr: 2.000e-03, eta: 4:00:24, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8395, loss_cls: 1.4889, loss: 1.4889, grad_norm: 4.5204 2021-06-17 22:02:36,013 - mmaction - INFO - Epoch [37][1840/1879] lr: 2.000e-03, eta: 4:00:12, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8488, loss_cls: 1.4565, loss: 1.4565, grad_norm: 4.4833 2021-06-17 22:02:47,254 - mmaction - INFO - Epoch [37][1860/1879] lr: 2.000e-03, eta: 4:00:00, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8469, loss_cls: 1.4415, loss: 1.4415, grad_norm: 4.5419 2021-06-17 22:02:58,812 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-17 22:04:02,721 - mmaction - INFO - Epoch [38][20/1879] lr: 2.000e-03, eta: 3:59:51, time: 3.164, data_time: 2.610, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8445, loss_cls: 1.4696, loss: 1.4696, grad_norm: 4.6368 2021-06-17 22:04:13,740 - mmaction - INFO - Epoch [38][40/1879] lr: 2.000e-03, eta: 3:59:39, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8477, loss_cls: 1.4498, loss: 1.4498, grad_norm: 4.5556 2021-06-17 22:04:24,778 - mmaction - INFO - Epoch [38][60/1879] lr: 2.000e-03, eta: 3:59:27, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8363, loss_cls: 1.4879, loss: 1.4879, grad_norm: 4.5708 2021-06-17 22:04:35,879 - mmaction - INFO - Epoch [38][80/1879] lr: 2.000e-03, eta: 3:59:15, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8438, loss_cls: 1.4291, loss: 1.4291, grad_norm: 4.5382 2021-06-17 22:04:47,059 - mmaction - INFO - Epoch [38][100/1879] lr: 2.000e-03, eta: 3:59:03, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8504, loss_cls: 1.4286, loss: 1.4286, grad_norm: 4.5962 2021-06-17 22:04:58,286 - mmaction - INFO - Epoch [38][120/1879] lr: 2.000e-03, eta: 3:58:51, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8445, loss_cls: 1.4771, loss: 1.4771, grad_norm: 4.6881 2021-06-17 22:05:09,481 - mmaction - INFO - Epoch [38][140/1879] lr: 2.000e-03, eta: 3:58:39, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8441, loss_cls: 1.4667, loss: 1.4667, grad_norm: 4.5706 2021-06-17 22:05:20,768 - mmaction - INFO - Epoch [38][160/1879] lr: 2.000e-03, eta: 3:58:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8434, loss_cls: 1.4449, loss: 1.4449, grad_norm: 4.6036 2021-06-17 22:05:32,157 - mmaction - INFO - Epoch [38][180/1879] lr: 2.000e-03, eta: 3:58:15, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8473, loss_cls: 1.4682, loss: 1.4682, grad_norm: 4.6730 2021-06-17 22:05:43,430 - mmaction - INFO - Epoch [38][200/1879] lr: 2.000e-03, eta: 3:58:03, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8473, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.6321 2021-06-17 22:05:54,776 - mmaction - INFO - Epoch [38][220/1879] lr: 2.000e-03, eta: 3:57:51, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8402, loss_cls: 1.4127, loss: 1.4127, grad_norm: 4.6216 2021-06-17 22:06:06,131 - mmaction - INFO - Epoch [38][240/1879] lr: 2.000e-03, eta: 3:57:40, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8426, loss_cls: 1.5164, loss: 1.5164, grad_norm: 4.6980 2021-06-17 22:06:17,455 - mmaction - INFO - Epoch [38][260/1879] lr: 2.000e-03, eta: 3:57:28, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8559, loss_cls: 1.3896, loss: 1.3896, grad_norm: 4.5781 2021-06-17 22:06:28,723 - mmaction - INFO - Epoch [38][280/1879] lr: 2.000e-03, eta: 3:57:16, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8359, loss_cls: 1.4681, loss: 1.4681, grad_norm: 4.5931 2021-06-17 22:06:40,070 - mmaction - INFO - Epoch [38][300/1879] lr: 2.000e-03, eta: 3:57:04, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8434, loss_cls: 1.4379, loss: 1.4379, grad_norm: 4.5917 2021-06-17 22:06:51,362 - mmaction - INFO - Epoch [38][320/1879] lr: 2.000e-03, eta: 3:56:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8504, loss_cls: 1.4350, loss: 1.4350, grad_norm: 4.5377 2021-06-17 22:07:02,655 - mmaction - INFO - Epoch [38][340/1879] lr: 2.000e-03, eta: 3:56:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8363, loss_cls: 1.4796, loss: 1.4796, grad_norm: 4.6170 2021-06-17 22:07:13,928 - mmaction - INFO - Epoch [38][360/1879] lr: 2.000e-03, eta: 3:56:28, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8434, loss_cls: 1.4906, loss: 1.4906, grad_norm: 4.7801 2021-06-17 22:07:25,230 - mmaction - INFO - Epoch [38][380/1879] lr: 2.000e-03, eta: 3:56:16, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8414, loss_cls: 1.4895, loss: 1.4895, grad_norm: 4.6652 2021-06-17 22:07:36,511 - mmaction - INFO - Epoch [38][400/1879] lr: 2.000e-03, eta: 3:56:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8574, loss_cls: 1.3901, loss: 1.3901, grad_norm: 4.6130 2021-06-17 22:07:47,796 - mmaction - INFO - Epoch [38][420/1879] lr: 2.000e-03, eta: 3:55:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8520, loss_cls: 1.4138, loss: 1.4138, grad_norm: 4.5772 2021-06-17 22:07:59,080 - mmaction - INFO - Epoch [38][440/1879] lr: 2.000e-03, eta: 3:55:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8473, loss_cls: 1.4531, loss: 1.4531, grad_norm: 4.5472 2021-06-17 22:08:10,335 - mmaction - INFO - Epoch [38][460/1879] lr: 2.000e-03, eta: 3:55:28, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8480, loss_cls: 1.4932, loss: 1.4932, grad_norm: 4.6912 2021-06-17 22:08:21,610 - mmaction - INFO - Epoch [38][480/1879] lr: 2.000e-03, eta: 3:55:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8477, loss_cls: 1.4135, loss: 1.4135, grad_norm: 4.5953 2021-06-17 22:08:32,891 - mmaction - INFO - Epoch [38][500/1879] lr: 2.000e-03, eta: 3:55:04, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8492, loss_cls: 1.4600, loss: 1.4600, grad_norm: 4.7148 2021-06-17 22:08:44,184 - mmaction - INFO - Epoch [38][520/1879] lr: 2.000e-03, eta: 3:54:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8457, loss_cls: 1.4780, loss: 1.4780, grad_norm: 4.6493 2021-06-17 22:08:55,407 - mmaction - INFO - Epoch [38][540/1879] lr: 2.000e-03, eta: 3:54:40, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8551, loss_cls: 1.3943, loss: 1.3943, grad_norm: 4.5785 2021-06-17 22:09:06,646 - mmaction - INFO - Epoch [38][560/1879] lr: 2.000e-03, eta: 3:54:28, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8477, loss_cls: 1.4420, loss: 1.4420, grad_norm: 4.7571 2021-06-17 22:09:18,049 - mmaction - INFO - Epoch [38][580/1879] lr: 2.000e-03, eta: 3:54:16, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8391, loss_cls: 1.4588, loss: 1.4588, grad_norm: 4.6219 2021-06-17 22:09:29,306 - mmaction - INFO - Epoch [38][600/1879] lr: 2.000e-03, eta: 3:54:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8426, loss_cls: 1.4371, loss: 1.4371, grad_norm: 4.5987 2021-06-17 22:09:40,564 - mmaction - INFO - Epoch [38][620/1879] lr: 2.000e-03, eta: 3:53:52, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8402, loss_cls: 1.4418, loss: 1.4418, grad_norm: 4.5913 2021-06-17 22:09:51,820 - mmaction - INFO - Epoch [38][640/1879] lr: 2.000e-03, eta: 3:53:40, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8590, loss_cls: 1.4253, loss: 1.4253, grad_norm: 4.5700 2021-06-17 22:10:03,122 - mmaction - INFO - Epoch [38][660/1879] lr: 2.000e-03, eta: 3:53:28, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8344, loss_cls: 1.5220, loss: 1.5220, grad_norm: 4.6545 2021-06-17 22:10:14,498 - mmaction - INFO - Epoch [38][680/1879] lr: 2.000e-03, eta: 3:53:16, time: 0.568, data_time: 0.003, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8367, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.6576 2021-06-17 22:10:25,759 - mmaction - INFO - Epoch [38][700/1879] lr: 2.000e-03, eta: 3:53:04, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8445, loss_cls: 1.4515, loss: 1.4515, grad_norm: 4.6186 2021-06-17 22:10:36,995 - mmaction - INFO - Epoch [38][720/1879] lr: 2.000e-03, eta: 3:52:52, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8320, loss_cls: 1.5063, loss: 1.5063, grad_norm: 4.6660 2021-06-17 22:10:48,268 - mmaction - INFO - Epoch [38][740/1879] lr: 2.000e-03, eta: 3:52:40, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8379, loss_cls: 1.5053, loss: 1.5053, grad_norm: 4.7684 2021-06-17 22:10:59,554 - mmaction - INFO - Epoch [38][760/1879] lr: 2.000e-03, eta: 3:52:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8453, loss_cls: 1.4677, loss: 1.4677, grad_norm: 4.6723 2021-06-17 22:11:10,876 - mmaction - INFO - Epoch [38][780/1879] lr: 2.000e-03, eta: 3:52:17, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8434, loss_cls: 1.4686, loss: 1.4686, grad_norm: 4.6840 2021-06-17 22:11:22,110 - mmaction - INFO - Epoch [38][800/1879] lr: 2.000e-03, eta: 3:52:05, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8578, loss_cls: 1.4361, loss: 1.4361, grad_norm: 4.5982 2021-06-17 22:11:33,382 - mmaction - INFO - Epoch [38][820/1879] lr: 2.000e-03, eta: 3:51:53, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6379, top5_acc: 0.8375, loss_cls: 1.4804, loss: 1.4804, grad_norm: 4.5667 2021-06-17 22:11:44,638 - mmaction - INFO - Epoch [38][840/1879] lr: 2.000e-03, eta: 3:51:41, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6285, top5_acc: 0.8398, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.6055 2021-06-17 22:11:55,878 - mmaction - INFO - Epoch [38][860/1879] lr: 2.000e-03, eta: 3:51:29, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8270, loss_cls: 1.5251, loss: 1.5251, grad_norm: 4.5875 2021-06-17 22:12:07,214 - mmaction - INFO - Epoch [38][880/1879] lr: 2.000e-03, eta: 3:51:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8449, loss_cls: 1.4799, loss: 1.4799, grad_norm: 4.5756 2021-06-17 22:12:18,498 - mmaction - INFO - Epoch [38][900/1879] lr: 2.000e-03, eta: 3:51:05, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8371, loss_cls: 1.5022, loss: 1.5022, grad_norm: 4.6922 2021-06-17 22:12:29,716 - mmaction - INFO - Epoch [38][920/1879] lr: 2.000e-03, eta: 3:50:53, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8387, loss_cls: 1.4911, loss: 1.4911, grad_norm: 4.7070 2021-06-17 22:12:40,965 - mmaction - INFO - Epoch [38][940/1879] lr: 2.000e-03, eta: 3:50:41, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8348, loss_cls: 1.5065, loss: 1.5065, grad_norm: 4.6450 2021-06-17 22:12:52,152 - mmaction - INFO - Epoch [38][960/1879] lr: 2.000e-03, eta: 3:50:29, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8344, loss_cls: 1.5117, loss: 1.5117, grad_norm: 4.6828 2021-06-17 22:13:03,434 - mmaction - INFO - Epoch [38][980/1879] lr: 2.000e-03, eta: 3:50:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8434, loss_cls: 1.4569, loss: 1.4569, grad_norm: 4.5709 2021-06-17 22:13:14,765 - mmaction - INFO - Epoch [38][1000/1879] lr: 2.000e-03, eta: 3:50:05, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8414, loss_cls: 1.4850, loss: 1.4850, grad_norm: 4.6122 2021-06-17 22:13:26,073 - mmaction - INFO - Epoch [38][1020/1879] lr: 2.000e-03, eta: 3:49:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8414, loss_cls: 1.4689, loss: 1.4689, grad_norm: 4.5836 2021-06-17 22:13:37,398 - mmaction - INFO - Epoch [38][1040/1879] lr: 2.000e-03, eta: 3:49:41, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8539, loss_cls: 1.4563, loss: 1.4563, grad_norm: 4.6789 2021-06-17 22:13:48,667 - mmaction - INFO - Epoch [38][1060/1879] lr: 2.000e-03, eta: 3:49:29, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8375, loss_cls: 1.5057, loss: 1.5057, grad_norm: 4.5934 2021-06-17 22:13:59,921 - mmaction - INFO - Epoch [38][1080/1879] lr: 2.000e-03, eta: 3:49:17, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8332, loss_cls: 1.5143, loss: 1.5143, grad_norm: 4.6524 2021-06-17 22:14:11,173 - mmaction - INFO - Epoch [38][1100/1879] lr: 2.000e-03, eta: 3:49:05, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8418, loss_cls: 1.4862, loss: 1.4862, grad_norm: 4.5942 2021-06-17 22:14:22,439 - mmaction - INFO - Epoch [38][1120/1879] lr: 2.000e-03, eta: 3:48:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8516, loss_cls: 1.4027, loss: 1.4027, grad_norm: 4.4865 2021-06-17 22:14:33,794 - mmaction - INFO - Epoch [38][1140/1879] lr: 2.000e-03, eta: 3:48:41, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8441, loss_cls: 1.4159, loss: 1.4159, grad_norm: 4.4349 2021-06-17 22:14:45,081 - mmaction - INFO - Epoch [38][1160/1879] lr: 2.000e-03, eta: 3:48:29, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8398, loss_cls: 1.5002, loss: 1.5002, grad_norm: 4.6315 2021-06-17 22:14:56,362 - mmaction - INFO - Epoch [38][1180/1879] lr: 2.000e-03, eta: 3:48:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8469, loss_cls: 1.4279, loss: 1.4279, grad_norm: 4.5419 2021-06-17 22:15:07,749 - mmaction - INFO - Epoch [38][1200/1879] lr: 2.000e-03, eta: 3:48:06, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8320, loss_cls: 1.5093, loss: 1.5093, grad_norm: 4.6284 2021-06-17 22:15:19,010 - mmaction - INFO - Epoch [38][1220/1879] lr: 2.000e-03, eta: 3:47:54, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8316, loss_cls: 1.4937, loss: 1.4937, grad_norm: 4.5877 2021-06-17 22:15:30,252 - mmaction - INFO - Epoch [38][1240/1879] lr: 2.000e-03, eta: 3:47:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8512, loss_cls: 1.4462, loss: 1.4462, grad_norm: 4.7030 2021-06-17 22:15:41,525 - mmaction - INFO - Epoch [38][1260/1879] lr: 2.000e-03, eta: 3:47:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8531, loss_cls: 1.4237, loss: 1.4237, grad_norm: 4.6561 2021-06-17 22:15:52,771 - mmaction - INFO - Epoch [38][1280/1879] lr: 2.000e-03, eta: 3:47:18, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8609, loss_cls: 1.3903, loss: 1.3903, grad_norm: 4.5987 2021-06-17 22:16:04,096 - mmaction - INFO - Epoch [38][1300/1879] lr: 2.000e-03, eta: 3:47:06, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8523, loss_cls: 1.4533, loss: 1.4533, grad_norm: 4.6064 2021-06-17 22:16:15,353 - mmaction - INFO - Epoch [38][1320/1879] lr: 2.000e-03, eta: 3:46:54, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8348, loss_cls: 1.5023, loss: 1.5023, grad_norm: 4.6891 2021-06-17 22:16:26,616 - mmaction - INFO - Epoch [38][1340/1879] lr: 2.000e-03, eta: 3:46:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8414, loss_cls: 1.5085, loss: 1.5085, grad_norm: 4.6330 2021-06-17 22:16:37,888 - mmaction - INFO - Epoch [38][1360/1879] lr: 2.000e-03, eta: 3:46:30, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8434, loss_cls: 1.4697, loss: 1.4697, grad_norm: 4.6561 2021-06-17 22:16:49,156 - mmaction - INFO - Epoch [38][1380/1879] lr: 2.000e-03, eta: 3:46:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8395, loss_cls: 1.5099, loss: 1.5099, grad_norm: 4.6448 2021-06-17 22:17:00,510 - mmaction - INFO - Epoch [38][1400/1879] lr: 2.000e-03, eta: 3:46:06, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4748, loss: 1.4748, grad_norm: 4.5590 2021-06-17 22:17:11,850 - mmaction - INFO - Epoch [38][1420/1879] lr: 2.000e-03, eta: 3:45:54, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8395, loss_cls: 1.4869, loss: 1.4869, grad_norm: 4.7260 2021-06-17 22:17:23,057 - mmaction - INFO - Epoch [38][1440/1879] lr: 2.000e-03, eta: 3:45:42, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8328, loss_cls: 1.4850, loss: 1.4850, grad_norm: 4.5722 2021-06-17 22:17:34,354 - mmaction - INFO - Epoch [38][1460/1879] lr: 2.000e-03, eta: 3:45:30, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8539, loss_cls: 1.4264, loss: 1.4264, grad_norm: 4.6168 2021-06-17 22:17:45,613 - mmaction - INFO - Epoch [38][1480/1879] lr: 2.000e-03, eta: 3:45:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8445, loss_cls: 1.4709, loss: 1.4709, grad_norm: 4.6289 2021-06-17 22:17:56,887 - mmaction - INFO - Epoch [38][1500/1879] lr: 2.000e-03, eta: 3:45:06, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8422, loss_cls: 1.4683, loss: 1.4683, grad_norm: 4.6477 2021-06-17 22:18:08,151 - mmaction - INFO - Epoch [38][1520/1879] lr: 2.000e-03, eta: 3:44:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8434, loss_cls: 1.4768, loss: 1.4768, grad_norm: 4.6794 2021-06-17 22:18:19,497 - mmaction - INFO - Epoch [38][1540/1879] lr: 2.000e-03, eta: 3:44:42, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8500, loss_cls: 1.4672, loss: 1.4672, grad_norm: 4.6977 2021-06-17 22:18:30,737 - mmaction - INFO - Epoch [38][1560/1879] lr: 2.000e-03, eta: 3:44:30, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8418, loss_cls: 1.4929, loss: 1.4929, grad_norm: 4.6940 2021-06-17 22:18:42,011 - mmaction - INFO - Epoch [38][1580/1879] lr: 2.000e-03, eta: 3:44:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8402, loss_cls: 1.4827, loss: 1.4827, grad_norm: 4.7139 2021-06-17 22:18:53,271 - mmaction - INFO - Epoch [38][1600/1879] lr: 2.000e-03, eta: 3:44:07, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8488, loss_cls: 1.4244, loss: 1.4244, grad_norm: 4.5578 2021-06-17 22:19:04,563 - mmaction - INFO - Epoch [38][1620/1879] lr: 2.000e-03, eta: 3:43:55, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8574, loss_cls: 1.4129, loss: 1.4129, grad_norm: 4.6621 2021-06-17 22:19:15,798 - mmaction - INFO - Epoch [38][1640/1879] lr: 2.000e-03, eta: 3:43:43, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8457, loss_cls: 1.4832, loss: 1.4832, grad_norm: 4.7848 2021-06-17 22:19:27,057 - mmaction - INFO - Epoch [38][1660/1879] lr: 2.000e-03, eta: 3:43:31, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8355, loss_cls: 1.4928, loss: 1.4928, grad_norm: 4.7301 2021-06-17 22:19:38,383 - mmaction - INFO - Epoch [38][1680/1879] lr: 2.000e-03, eta: 3:43:19, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8449, loss_cls: 1.4403, loss: 1.4403, grad_norm: 4.5487 2021-06-17 22:19:49,643 - mmaction - INFO - Epoch [38][1700/1879] lr: 2.000e-03, eta: 3:43:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8344, loss_cls: 1.4968, loss: 1.4968, grad_norm: 4.6846 2021-06-17 22:20:00,935 - mmaction - INFO - Epoch [38][1720/1879] lr: 2.000e-03, eta: 3:42:55, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8402, loss_cls: 1.5236, loss: 1.5236, grad_norm: 4.7692 2021-06-17 22:20:12,183 - mmaction - INFO - Epoch [38][1740/1879] lr: 2.000e-03, eta: 3:42:43, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8496, loss_cls: 1.4755, loss: 1.4755, grad_norm: 4.6056 2021-06-17 22:20:23,444 - mmaction - INFO - Epoch [38][1760/1879] lr: 2.000e-03, eta: 3:42:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8496, loss_cls: 1.4697, loss: 1.4697, grad_norm: 4.6522 2021-06-17 22:20:34,696 - mmaction - INFO - Epoch [38][1780/1879] lr: 2.000e-03, eta: 3:42:19, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8406, loss_cls: 1.4627, loss: 1.4627, grad_norm: 4.6119 2021-06-17 22:20:45,867 - mmaction - INFO - Epoch [38][1800/1879] lr: 2.000e-03, eta: 3:42:07, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8316, loss_cls: 1.4783, loss: 1.4783, grad_norm: 4.5924 2021-06-17 22:20:57,160 - mmaction - INFO - Epoch [38][1820/1879] lr: 2.000e-03, eta: 3:41:55, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8313, loss_cls: 1.5300, loss: 1.5300, grad_norm: 4.7620 2021-06-17 22:21:08,413 - mmaction - INFO - Epoch [38][1840/1879] lr: 2.000e-03, eta: 3:41:43, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8457, loss_cls: 1.4513, loss: 1.4513, grad_norm: 4.7030 2021-06-17 22:21:19,689 - mmaction - INFO - Epoch [38][1860/1879] lr: 2.000e-03, eta: 3:41:31, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8449, loss_cls: 1.4620, loss: 1.4620, grad_norm: 4.5818 2021-06-17 22:21:31,034 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-17 22:22:36,350 - mmaction - INFO - Epoch [39][20/1879] lr: 2.000e-03, eta: 3:41:22, time: 3.247, data_time: 2.696, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8477, loss_cls: 1.4105, loss: 1.4105, grad_norm: 4.6479 2021-06-17 22:22:47,391 - mmaction - INFO - Epoch [39][40/1879] lr: 2.000e-03, eta: 3:41:10, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8461, loss_cls: 1.4699, loss: 1.4699, grad_norm: 4.6861 2021-06-17 22:22:58,476 - mmaction - INFO - Epoch [39][60/1879] lr: 2.000e-03, eta: 3:40:58, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8402, loss_cls: 1.4583, loss: 1.4583, grad_norm: 4.7831 2021-06-17 22:23:09,528 - mmaction - INFO - Epoch [39][80/1879] lr: 2.000e-03, eta: 3:40:45, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8379, loss_cls: 1.4424, loss: 1.4424, grad_norm: 4.5607 2021-06-17 22:23:20,718 - mmaction - INFO - Epoch [39][100/1879] lr: 2.000e-03, eta: 3:40:34, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8473, loss_cls: 1.4621, loss: 1.4621, grad_norm: 4.6770 2021-06-17 22:23:31,958 - mmaction - INFO - Epoch [39][120/1879] lr: 2.000e-03, eta: 3:40:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8602, loss_cls: 1.3939, loss: 1.3939, grad_norm: 4.5931 2021-06-17 22:23:43,304 - mmaction - INFO - Epoch [39][140/1879] lr: 2.000e-03, eta: 3:40:10, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8406, loss_cls: 1.4331, loss: 1.4331, grad_norm: 4.5647 2021-06-17 22:23:54,568 - mmaction - INFO - Epoch [39][160/1879] lr: 2.000e-03, eta: 3:39:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8406, loss_cls: 1.5031, loss: 1.5031, grad_norm: 4.8038 2021-06-17 22:24:05,837 - mmaction - INFO - Epoch [39][180/1879] lr: 2.000e-03, eta: 3:39:46, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8430, loss_cls: 1.4297, loss: 1.4297, grad_norm: 4.5542 2021-06-17 22:24:17,082 - mmaction - INFO - Epoch [39][200/1879] lr: 2.000e-03, eta: 3:39:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8445, loss_cls: 1.4724, loss: 1.4724, grad_norm: 4.6969 2021-06-17 22:24:28,358 - mmaction - INFO - Epoch [39][220/1879] lr: 2.000e-03, eta: 3:39:22, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8520, loss_cls: 1.4377, loss: 1.4377, grad_norm: 4.6223 2021-06-17 22:24:39,670 - mmaction - INFO - Epoch [39][240/1879] lr: 2.000e-03, eta: 3:39:10, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8500, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.6185 2021-06-17 22:24:50,931 - mmaction - INFO - Epoch [39][260/1879] lr: 2.000e-03, eta: 3:38:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8379, loss_cls: 1.4599, loss: 1.4599, grad_norm: 4.5762 2021-06-17 22:25:02,419 - mmaction - INFO - Epoch [39][280/1879] lr: 2.000e-03, eta: 3:38:46, time: 0.575, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8461, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.5405 2021-06-17 22:25:13,658 - mmaction - INFO - Epoch [39][300/1879] lr: 2.000e-03, eta: 3:38:34, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8539, loss_cls: 1.4284, loss: 1.4284, grad_norm: 4.6493 2021-06-17 22:25:24,950 - mmaction - INFO - Epoch [39][320/1879] lr: 2.000e-03, eta: 3:38:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8500, loss_cls: 1.4094, loss: 1.4094, grad_norm: 4.6053 2021-06-17 22:25:36,190 - mmaction - INFO - Epoch [39][340/1879] lr: 2.000e-03, eta: 3:38:10, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8508, loss_cls: 1.4294, loss: 1.4294, grad_norm: 4.5959 2021-06-17 22:25:47,480 - mmaction - INFO - Epoch [39][360/1879] lr: 2.000e-03, eta: 3:37:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8547, loss_cls: 1.3651, loss: 1.3651, grad_norm: 4.5030 2021-06-17 22:25:58,772 - mmaction - INFO - Epoch [39][380/1879] lr: 2.000e-03, eta: 3:37:46, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8340, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.7201 2021-06-17 22:26:10,056 - mmaction - INFO - Epoch [39][400/1879] lr: 2.000e-03, eta: 3:37:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8371, loss_cls: 1.4498, loss: 1.4498, grad_norm: 4.6395 2021-06-17 22:26:21,352 - mmaction - INFO - Epoch [39][420/1879] lr: 2.000e-03, eta: 3:37:22, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8469, loss_cls: 1.4566, loss: 1.4566, grad_norm: 4.6552 2021-06-17 22:26:32,661 - mmaction - INFO - Epoch [39][440/1879] lr: 2.000e-03, eta: 3:37:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8410, loss_cls: 1.4389, loss: 1.4389, grad_norm: 4.6216 2021-06-17 22:26:43,836 - mmaction - INFO - Epoch [39][460/1879] lr: 2.000e-03, eta: 3:36:58, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8551, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.5717 2021-06-17 22:26:55,131 - mmaction - INFO - Epoch [39][480/1879] lr: 2.000e-03, eta: 3:36:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8387, loss_cls: 1.4836, loss: 1.4836, grad_norm: 4.7318 2021-06-17 22:27:06,416 - mmaction - INFO - Epoch [39][500/1879] lr: 2.000e-03, eta: 3:36:35, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8355, loss_cls: 1.4973, loss: 1.4973, grad_norm: 4.6120 2021-06-17 22:27:17,738 - mmaction - INFO - Epoch [39][520/1879] lr: 2.000e-03, eta: 3:36:23, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.4020, loss: 1.4020, grad_norm: 4.6445 2021-06-17 22:27:28,970 - mmaction - INFO - Epoch [39][540/1879] lr: 2.000e-03, eta: 3:36:11, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8391, loss_cls: 1.4968, loss: 1.4968, grad_norm: 4.7535 2021-06-17 22:27:40,220 - mmaction - INFO - Epoch [39][560/1879] lr: 2.000e-03, eta: 3:35:59, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8508, loss_cls: 1.4088, loss: 1.4088, grad_norm: 4.6969 2021-06-17 22:27:51,497 - mmaction - INFO - Epoch [39][580/1879] lr: 2.000e-03, eta: 3:35:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8387, loss_cls: 1.5050, loss: 1.5050, grad_norm: 4.7288 2021-06-17 22:28:02,739 - mmaction - INFO - Epoch [39][600/1879] lr: 2.000e-03, eta: 3:35:35, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8367, loss_cls: 1.4823, loss: 1.4823, grad_norm: 4.7604 2021-06-17 22:28:14,064 - mmaction - INFO - Epoch [39][620/1879] lr: 2.000e-03, eta: 3:35:23, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8387, loss_cls: 1.4852, loss: 1.4852, grad_norm: 4.6863 2021-06-17 22:28:25,370 - mmaction - INFO - Epoch [39][640/1879] lr: 2.000e-03, eta: 3:35:11, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8426, loss_cls: 1.4822, loss: 1.4822, grad_norm: 4.7461 2021-06-17 22:28:36,601 - mmaction - INFO - Epoch [39][660/1879] lr: 2.000e-03, eta: 3:34:59, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8523, loss_cls: 1.4260, loss: 1.4260, grad_norm: 4.6580 2021-06-17 22:28:47,879 - mmaction - INFO - Epoch [39][680/1879] lr: 2.000e-03, eta: 3:34:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8324, loss_cls: 1.4769, loss: 1.4769, grad_norm: 4.6611 2021-06-17 22:28:59,100 - mmaction - INFO - Epoch [39][700/1879] lr: 2.000e-03, eta: 3:34:35, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8457, loss_cls: 1.4754, loss: 1.4754, grad_norm: 4.6898 2021-06-17 22:29:10,353 - mmaction - INFO - Epoch [39][720/1879] lr: 2.000e-03, eta: 3:34:23, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8434, loss_cls: 1.4540, loss: 1.4540, grad_norm: 4.6764 2021-06-17 22:29:21,680 - mmaction - INFO - Epoch [39][740/1879] lr: 2.000e-03, eta: 3:34:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8434, loss_cls: 1.4651, loss: 1.4651, grad_norm: 4.6046 2021-06-17 22:29:32,922 - mmaction - INFO - Epoch [39][760/1879] lr: 2.000e-03, eta: 3:33:59, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8500, loss_cls: 1.4466, loss: 1.4466, grad_norm: 4.5937 2021-06-17 22:29:44,210 - mmaction - INFO - Epoch [39][780/1879] lr: 2.000e-03, eta: 3:33:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8418, loss_cls: 1.4891, loss: 1.4891, grad_norm: 4.6456 2021-06-17 22:29:55,491 - mmaction - INFO - Epoch [39][800/1879] lr: 2.000e-03, eta: 3:33:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8422, loss_cls: 1.4495, loss: 1.4495, grad_norm: 4.6200 2021-06-17 22:30:06,827 - mmaction - INFO - Epoch [39][820/1879] lr: 2.000e-03, eta: 3:33:24, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8574, loss_cls: 1.4348, loss: 1.4348, grad_norm: 4.6513 2021-06-17 22:30:18,034 - mmaction - INFO - Epoch [39][840/1879] lr: 2.000e-03, eta: 3:33:12, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8500, loss_cls: 1.4304, loss: 1.4304, grad_norm: 4.5921 2021-06-17 22:30:29,385 - mmaction - INFO - Epoch [39][860/1879] lr: 2.000e-03, eta: 3:33:00, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8379, loss_cls: 1.5094, loss: 1.5094, grad_norm: 4.6888 2021-06-17 22:30:40,587 - mmaction - INFO - Epoch [39][880/1879] lr: 2.000e-03, eta: 3:32:48, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8355, loss_cls: 1.4984, loss: 1.4984, grad_norm: 4.7097 2021-06-17 22:30:51,804 - mmaction - INFO - Epoch [39][900/1879] lr: 2.000e-03, eta: 3:32:36, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8477, loss_cls: 1.4446, loss: 1.4446, grad_norm: 4.6511 2021-06-17 22:31:03,116 - mmaction - INFO - Epoch [39][920/1879] lr: 2.000e-03, eta: 3:32:24, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8488, loss_cls: 1.4291, loss: 1.4291, grad_norm: 4.6244 2021-06-17 22:31:14,353 - mmaction - INFO - Epoch [39][940/1879] lr: 2.000e-03, eta: 3:32:12, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8438, loss_cls: 1.4591, loss: 1.4591, grad_norm: 4.5981 2021-06-17 22:31:25,579 - mmaction - INFO - Epoch [39][960/1879] lr: 2.000e-03, eta: 3:32:00, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8371, loss_cls: 1.4908, loss: 1.4908, grad_norm: 4.6207 2021-06-17 22:31:36,825 - mmaction - INFO - Epoch [39][980/1879] lr: 2.000e-03, eta: 3:31:48, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8449, loss_cls: 1.4530, loss: 1.4530, grad_norm: 4.7132 2021-06-17 22:31:48,013 - mmaction - INFO - Epoch [39][1000/1879] lr: 2.000e-03, eta: 3:31:36, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8371, loss_cls: 1.5078, loss: 1.5078, grad_norm: 4.6646 2021-06-17 22:31:59,370 - mmaction - INFO - Epoch [39][1020/1879] lr: 2.000e-03, eta: 3:31:24, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8418, loss_cls: 1.4607, loss: 1.4607, grad_norm: 4.6070 2021-06-17 22:32:10,635 - mmaction - INFO - Epoch [39][1040/1879] lr: 2.000e-03, eta: 3:31:12, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8402, loss_cls: 1.5009, loss: 1.5009, grad_norm: 4.6110 2021-06-17 22:32:21,924 - mmaction - INFO - Epoch [39][1060/1879] lr: 2.000e-03, eta: 3:31:00, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8387, loss_cls: 1.5094, loss: 1.5094, grad_norm: 4.6711 2021-06-17 22:32:33,171 - mmaction - INFO - Epoch [39][1080/1879] lr: 2.000e-03, eta: 3:30:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8477, loss_cls: 1.4964, loss: 1.4964, grad_norm: 4.7759 2021-06-17 22:32:44,414 - mmaction - INFO - Epoch [39][1100/1879] lr: 2.000e-03, eta: 3:30:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8414, loss_cls: 1.4614, loss: 1.4614, grad_norm: 4.5771 2021-06-17 22:32:55,657 - mmaction - INFO - Epoch [39][1120/1879] lr: 2.000e-03, eta: 3:30:24, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8379, loss_cls: 1.4894, loss: 1.4894, grad_norm: 4.5977 2021-06-17 22:33:06,917 - mmaction - INFO - Epoch [39][1140/1879] lr: 2.000e-03, eta: 3:30:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8484, loss_cls: 1.4650, loss: 1.4650, grad_norm: 4.6632 2021-06-17 22:33:18,148 - mmaction - INFO - Epoch [39][1160/1879] lr: 2.000e-03, eta: 3:30:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8488, loss_cls: 1.4654, loss: 1.4654, grad_norm: 4.6994 2021-06-17 22:33:29,414 - mmaction - INFO - Epoch [39][1180/1879] lr: 2.000e-03, eta: 3:29:49, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8492, loss_cls: 1.4623, loss: 1.4623, grad_norm: 4.6841 2021-06-17 22:33:40,742 - mmaction - INFO - Epoch [39][1200/1879] lr: 2.000e-03, eta: 3:29:37, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8383, loss_cls: 1.5030, loss: 1.5030, grad_norm: 4.7109 2021-06-17 22:33:52,082 - mmaction - INFO - Epoch [39][1220/1879] lr: 2.000e-03, eta: 3:29:25, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8383, loss_cls: 1.5113, loss: 1.5113, grad_norm: 4.6898 2021-06-17 22:34:03,372 - mmaction - INFO - Epoch [39][1240/1879] lr: 2.000e-03, eta: 3:29:13, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8543, loss_cls: 1.3854, loss: 1.3854, grad_norm: 4.5543 2021-06-17 22:34:14,700 - mmaction - INFO - Epoch [39][1260/1879] lr: 2.000e-03, eta: 3:29:01, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8500, loss_cls: 1.4434, loss: 1.4434, grad_norm: 4.7061 2021-06-17 22:34:25,973 - mmaction - INFO - Epoch [39][1280/1879] lr: 2.000e-03, eta: 3:28:49, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8539, loss_cls: 1.4324, loss: 1.4324, grad_norm: 4.6664 2021-06-17 22:34:37,316 - mmaction - INFO - Epoch [39][1300/1879] lr: 2.000e-03, eta: 3:28:37, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8488, loss_cls: 1.4179, loss: 1.4179, grad_norm: 4.6755 2021-06-17 22:34:48,574 - mmaction - INFO - Epoch [39][1320/1879] lr: 2.000e-03, eta: 3:28:25, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8430, loss_cls: 1.4537, loss: 1.4537, grad_norm: 4.6307 2021-06-17 22:34:59,852 - mmaction - INFO - Epoch [39][1340/1879] lr: 2.000e-03, eta: 3:28:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8473, loss_cls: 1.4592, loss: 1.4592, grad_norm: 4.8159 2021-06-17 22:35:11,249 - mmaction - INFO - Epoch [39][1360/1879] lr: 2.000e-03, eta: 3:28:01, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8617, loss_cls: 1.3530, loss: 1.3530, grad_norm: 4.5326 2021-06-17 22:35:22,482 - mmaction - INFO - Epoch [39][1380/1879] lr: 2.000e-03, eta: 3:27:49, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8402, loss_cls: 1.4299, loss: 1.4299, grad_norm: 4.6318 2021-06-17 22:35:33,804 - mmaction - INFO - Epoch [39][1400/1879] lr: 2.000e-03, eta: 3:27:37, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8371, loss_cls: 1.4931, loss: 1.4931, grad_norm: 4.7385 2021-06-17 22:35:45,039 - mmaction - INFO - Epoch [39][1420/1879] lr: 2.000e-03, eta: 3:27:25, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8500, loss_cls: 1.4380, loss: 1.4380, grad_norm: 4.6519 2021-06-17 22:35:56,311 - mmaction - INFO - Epoch [39][1440/1879] lr: 2.000e-03, eta: 3:27:14, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8441, loss_cls: 1.4789, loss: 1.4789, grad_norm: 4.7324 2021-06-17 22:36:07,564 - mmaction - INFO - Epoch [39][1460/1879] lr: 2.000e-03, eta: 3:27:02, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8508, loss_cls: 1.4301, loss: 1.4301, grad_norm: 4.5770 2021-06-17 22:36:18,832 - mmaction - INFO - Epoch [39][1480/1879] lr: 2.000e-03, eta: 3:26:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8398, loss_cls: 1.4979, loss: 1.4979, grad_norm: 4.6811 2021-06-17 22:36:30,187 - mmaction - INFO - Epoch [39][1500/1879] lr: 2.000e-03, eta: 3:26:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8457, loss_cls: 1.4486, loss: 1.4486, grad_norm: 4.5686 2021-06-17 22:36:41,477 - mmaction - INFO - Epoch [39][1520/1879] lr: 2.000e-03, eta: 3:26:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6320, top5_acc: 0.8375, loss_cls: 1.5380, loss: 1.5380, grad_norm: 4.7966 2021-06-17 22:36:52,788 - mmaction - INFO - Epoch [39][1540/1879] lr: 2.000e-03, eta: 3:26:14, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8426, loss_cls: 1.4695, loss: 1.4695, grad_norm: 4.7775 2021-06-17 22:37:04,051 - mmaction - INFO - Epoch [39][1560/1879] lr: 2.000e-03, eta: 3:26:02, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8426, loss_cls: 1.4786, loss: 1.4786, grad_norm: 4.7204 2021-06-17 22:37:15,343 - mmaction - INFO - Epoch [39][1580/1879] lr: 2.000e-03, eta: 3:25:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8391, loss_cls: 1.4863, loss: 1.4863, grad_norm: 4.7787 2021-06-17 22:37:26,620 - mmaction - INFO - Epoch [39][1600/1879] lr: 2.000e-03, eta: 3:25:38, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8484, loss_cls: 1.4508, loss: 1.4508, grad_norm: 4.7299 2021-06-17 22:37:37,887 - mmaction - INFO - Epoch [39][1620/1879] lr: 2.000e-03, eta: 3:25:26, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8352, loss_cls: 1.5117, loss: 1.5117, grad_norm: 4.8070 2021-06-17 22:37:49,134 - mmaction - INFO - Epoch [39][1640/1879] lr: 2.000e-03, eta: 3:25:14, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8387, loss_cls: 1.4970, loss: 1.4970, grad_norm: 4.7694 2021-06-17 22:38:00,431 - mmaction - INFO - Epoch [39][1660/1879] lr: 2.000e-03, eta: 3:25:02, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8441, loss_cls: 1.4482, loss: 1.4482, grad_norm: 4.8220 2021-06-17 22:38:11,706 - mmaction - INFO - Epoch [39][1680/1879] lr: 2.000e-03, eta: 3:24:50, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8465, loss_cls: 1.4741, loss: 1.4741, grad_norm: 4.6693 2021-06-17 22:38:23,055 - mmaction - INFO - Epoch [39][1700/1879] lr: 2.000e-03, eta: 3:24:39, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8535, loss_cls: 1.4316, loss: 1.4316, grad_norm: 4.6759 2021-06-17 22:38:34,329 - mmaction - INFO - Epoch [39][1720/1879] lr: 2.000e-03, eta: 3:24:27, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8391, loss_cls: 1.4823, loss: 1.4823, grad_norm: 4.5968 2021-06-17 22:38:45,627 - mmaction - INFO - Epoch [39][1740/1879] lr: 2.000e-03, eta: 3:24:15, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8418, loss_cls: 1.4662, loss: 1.4662, grad_norm: 4.6694 2021-06-17 22:38:56,874 - mmaction - INFO - Epoch [39][1760/1879] lr: 2.000e-03, eta: 3:24:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8438, loss_cls: 1.4437, loss: 1.4437, grad_norm: 4.6177 2021-06-17 22:39:08,099 - mmaction - INFO - Epoch [39][1780/1879] lr: 2.000e-03, eta: 3:23:51, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8371, loss_cls: 1.4811, loss: 1.4811, grad_norm: 4.6162 2021-06-17 22:39:19,378 - mmaction - INFO - Epoch [39][1800/1879] lr: 2.000e-03, eta: 3:23:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8504, loss_cls: 1.4786, loss: 1.4786, grad_norm: 4.7323 2021-06-17 22:39:30,729 - mmaction - INFO - Epoch [39][1820/1879] lr: 2.000e-03, eta: 3:23:27, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8551, loss_cls: 1.4954, loss: 1.4954, grad_norm: 4.8237 2021-06-17 22:39:41,926 - mmaction - INFO - Epoch [39][1840/1879] lr: 2.000e-03, eta: 3:23:15, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8504, loss_cls: 1.4287, loss: 1.4287, grad_norm: 4.6337 2021-06-17 22:39:53,156 - mmaction - INFO - Epoch [39][1860/1879] lr: 2.000e-03, eta: 3:23:03, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8418, loss_cls: 1.4753, loss: 1.4753, grad_norm: 4.6902 2021-06-17 22:40:04,978 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-17 22:41:09,873 - mmaction - INFO - Epoch [40][20/1879] lr: 2.000e-03, eta: 3:22:52, time: 3.199, data_time: 2.641, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8465, loss_cls: 1.4284, loss: 1.4284, grad_norm: 4.6225 2021-06-17 22:41:20,913 - mmaction - INFO - Epoch [40][40/1879] lr: 2.000e-03, eta: 3:22:40, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8547, loss_cls: 1.3764, loss: 1.3764, grad_norm: 4.6043 2021-06-17 22:41:32,018 - mmaction - INFO - Epoch [40][60/1879] lr: 2.000e-03, eta: 3:22:28, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8371, loss_cls: 1.4762, loss: 1.4762, grad_norm: 4.6243 2021-06-17 22:41:43,061 - mmaction - INFO - Epoch [40][80/1879] lr: 2.000e-03, eta: 3:22:16, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8453, loss_cls: 1.4393, loss: 1.4393, grad_norm: 4.7140 2021-06-17 22:41:54,210 - mmaction - INFO - Epoch [40][100/1879] lr: 2.000e-03, eta: 3:22:04, time: 0.557, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8453, loss_cls: 1.4696, loss: 1.4696, grad_norm: 4.6675 2021-06-17 22:42:05,403 - mmaction - INFO - Epoch [40][120/1879] lr: 2.000e-03, eta: 3:21:52, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8539, loss_cls: 1.4246, loss: 1.4246, grad_norm: 4.7081 2021-06-17 22:42:16,722 - mmaction - INFO - Epoch [40][140/1879] lr: 2.000e-03, eta: 3:21:40, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8496, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.5955 2021-06-17 22:42:28,104 - mmaction - INFO - Epoch [40][160/1879] lr: 2.000e-03, eta: 3:21:28, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8570, loss_cls: 1.4083, loss: 1.4083, grad_norm: 4.5889 2021-06-17 22:42:39,448 - mmaction - INFO - Epoch [40][180/1879] lr: 2.000e-03, eta: 3:21:16, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4468, loss: 1.4468, grad_norm: 4.7509 2021-06-17 22:42:50,768 - mmaction - INFO - Epoch [40][200/1879] lr: 2.000e-03, eta: 3:21:04, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8449, loss_cls: 1.4337, loss: 1.4337, grad_norm: 4.7154 2021-06-17 22:43:02,003 - mmaction - INFO - Epoch [40][220/1879] lr: 2.000e-03, eta: 3:20:52, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8469, loss_cls: 1.4432, loss: 1.4432, grad_norm: 4.7390 2021-06-17 22:43:13,331 - mmaction - INFO - Epoch [40][240/1879] lr: 2.000e-03, eta: 3:20:40, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8266, loss_cls: 1.5225, loss: 1.5225, grad_norm: 4.8100 2021-06-17 22:43:24,623 - mmaction - INFO - Epoch [40][260/1879] lr: 2.000e-03, eta: 3:20:28, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8461, loss_cls: 1.4775, loss: 1.4775, grad_norm: 4.7275 2021-06-17 22:43:35,873 - mmaction - INFO - Epoch [40][280/1879] lr: 2.000e-03, eta: 3:20:16, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8500, loss_cls: 1.4158, loss: 1.4158, grad_norm: 4.6586 2021-06-17 22:43:47,103 - mmaction - INFO - Epoch [40][300/1879] lr: 2.000e-03, eta: 3:20:05, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8438, loss_cls: 1.4324, loss: 1.4324, grad_norm: 4.7457 2021-06-17 22:43:58,485 - mmaction - INFO - Epoch [40][320/1879] lr: 2.000e-03, eta: 3:19:53, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8402, loss_cls: 1.5012, loss: 1.5012, grad_norm: 4.7945 2021-06-17 22:44:09,755 - mmaction - INFO - Epoch [40][340/1879] lr: 2.000e-03, eta: 3:19:41, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8535, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.6173 2021-06-17 22:44:21,060 - mmaction - INFO - Epoch [40][360/1879] lr: 2.000e-03, eta: 3:19:29, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8598, loss_cls: 1.3754, loss: 1.3754, grad_norm: 4.6973 2021-06-17 22:44:32,302 - mmaction - INFO - Epoch [40][380/1879] lr: 2.000e-03, eta: 3:19:17, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8512, loss_cls: 1.4113, loss: 1.4113, grad_norm: 4.6263 2021-06-17 22:44:43,600 - mmaction - INFO - Epoch [40][400/1879] lr: 2.000e-03, eta: 3:19:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8309, loss_cls: 1.4974, loss: 1.4974, grad_norm: 4.7013 2021-06-17 22:44:54,828 - mmaction - INFO - Epoch [40][420/1879] lr: 2.000e-03, eta: 3:18:53, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8430, loss_cls: 1.4166, loss: 1.4166, grad_norm: 4.7292 2021-06-17 22:45:06,137 - mmaction - INFO - Epoch [40][440/1879] lr: 2.000e-03, eta: 3:18:41, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8391, loss_cls: 1.4565, loss: 1.4565, grad_norm: 4.8075 2021-06-17 22:45:17,454 - mmaction - INFO - Epoch [40][460/1879] lr: 2.000e-03, eta: 3:18:29, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6383, top5_acc: 0.8352, loss_cls: 1.4789, loss: 1.4789, grad_norm: 4.7058 2021-06-17 22:45:28,729 - mmaction - INFO - Epoch [40][480/1879] lr: 2.000e-03, eta: 3:18:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8383, loss_cls: 1.5028, loss: 1.5028, grad_norm: 4.7228 2021-06-17 22:45:39,990 - mmaction - INFO - Epoch [40][500/1879] lr: 2.000e-03, eta: 3:18:05, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8387, loss_cls: 1.4575, loss: 1.4575, grad_norm: 4.6505 2021-06-17 22:45:51,291 - mmaction - INFO - Epoch [40][520/1879] lr: 2.000e-03, eta: 3:17:53, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8375, loss_cls: 1.4884, loss: 1.4884, grad_norm: 4.7072 2021-06-17 22:46:02,568 - mmaction - INFO - Epoch [40][540/1879] lr: 2.000e-03, eta: 3:17:41, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8473, loss_cls: 1.4380, loss: 1.4380, grad_norm: 4.7120 2021-06-17 22:46:13,864 - mmaction - INFO - Epoch [40][560/1879] lr: 2.000e-03, eta: 3:17:30, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8512, loss_cls: 1.4047, loss: 1.4047, grad_norm: 4.6339 2021-06-17 22:46:25,136 - mmaction - INFO - Epoch [40][580/1879] lr: 2.000e-03, eta: 3:17:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8430, loss_cls: 1.4938, loss: 1.4938, grad_norm: 4.7625 2021-06-17 22:46:36,493 - mmaction - INFO - Epoch [40][600/1879] lr: 2.000e-03, eta: 3:17:06, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8516, loss_cls: 1.4360, loss: 1.4360, grad_norm: 4.6373 2021-06-17 22:46:47,814 - mmaction - INFO - Epoch [40][620/1879] lr: 2.000e-03, eta: 3:16:54, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8414, loss_cls: 1.4445, loss: 1.4445, grad_norm: 4.6341 2021-06-17 22:46:59,058 - mmaction - INFO - Epoch [40][640/1879] lr: 2.000e-03, eta: 3:16:42, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8441, loss_cls: 1.4593, loss: 1.4593, grad_norm: 4.7235 2021-06-17 22:47:10,335 - mmaction - INFO - Epoch [40][660/1879] lr: 2.000e-03, eta: 3:16:30, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8465, loss_cls: 1.3913, loss: 1.3913, grad_norm: 4.6012 2021-06-17 22:47:21,600 - mmaction - INFO - Epoch [40][680/1879] lr: 2.000e-03, eta: 3:16:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8500, loss_cls: 1.3997, loss: 1.3997, grad_norm: 4.6625 2021-06-17 22:47:32,972 - mmaction - INFO - Epoch [40][700/1879] lr: 2.000e-03, eta: 3:16:06, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8516, loss_cls: 1.3470, loss: 1.3470, grad_norm: 4.5779 2021-06-17 22:47:44,338 - mmaction - INFO - Epoch [40][720/1879] lr: 2.000e-03, eta: 3:15:54, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8527, loss_cls: 1.4368, loss: 1.4368, grad_norm: 4.6550 2021-06-17 22:47:55,600 - mmaction - INFO - Epoch [40][740/1879] lr: 2.000e-03, eta: 3:15:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8367, loss_cls: 1.4582, loss: 1.4582, grad_norm: 4.6943 2021-06-17 22:48:06,888 - mmaction - INFO - Epoch [40][760/1879] lr: 2.000e-03, eta: 3:15:30, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8469, loss_cls: 1.4708, loss: 1.4708, grad_norm: 4.7496 2021-06-17 22:48:18,192 - mmaction - INFO - Epoch [40][780/1879] lr: 2.000e-03, eta: 3:15:18, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8438, loss_cls: 1.4689, loss: 1.4689, grad_norm: 4.7352 2021-06-17 22:48:29,553 - mmaction - INFO - Epoch [40][800/1879] lr: 2.000e-03, eta: 3:15:07, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8484, loss_cls: 1.4126, loss: 1.4126, grad_norm: 4.6882 2021-06-17 22:48:40,789 - mmaction - INFO - Epoch [40][820/1879] lr: 2.000e-03, eta: 3:14:55, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8566, loss_cls: 1.3819, loss: 1.3819, grad_norm: 4.6036 2021-06-17 22:48:51,985 - mmaction - INFO - Epoch [40][840/1879] lr: 2.000e-03, eta: 3:14:43, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8523, loss_cls: 1.4205, loss: 1.4205, grad_norm: 4.5353 2021-06-17 22:49:03,274 - mmaction - INFO - Epoch [40][860/1879] lr: 2.000e-03, eta: 3:14:31, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8355, loss_cls: 1.4998, loss: 1.4998, grad_norm: 4.7142 2021-06-17 22:49:14,531 - mmaction - INFO - Epoch [40][880/1879] lr: 2.000e-03, eta: 3:14:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8406, loss_cls: 1.4777, loss: 1.4777, grad_norm: 4.6876 2021-06-17 22:49:25,765 - mmaction - INFO - Epoch [40][900/1879] lr: 2.000e-03, eta: 3:14:07, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8426, loss_cls: 1.4370, loss: 1.4370, grad_norm: 4.7499 2021-06-17 22:49:37,033 - mmaction - INFO - Epoch [40][920/1879] lr: 2.000e-03, eta: 3:13:55, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8516, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.7736 2021-06-17 22:49:48,451 - mmaction - INFO - Epoch [40][940/1879] lr: 2.000e-03, eta: 3:13:43, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6293, top5_acc: 0.8336, loss_cls: 1.5356, loss: 1.5356, grad_norm: 4.7680 2021-06-17 22:49:59,698 - mmaction - INFO - Epoch [40][960/1879] lr: 2.000e-03, eta: 3:13:31, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8484, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.5552 2021-06-17 22:50:10,939 - mmaction - INFO - Epoch [40][980/1879] lr: 2.000e-03, eta: 3:13:19, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8500, loss_cls: 1.4114, loss: 1.4114, grad_norm: 4.6822 2021-06-17 22:50:22,187 - mmaction - INFO - Epoch [40][1000/1879] lr: 2.000e-03, eta: 3:13:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8426, loss_cls: 1.4607, loss: 1.4607, grad_norm: 4.6698 2021-06-17 22:50:33,452 - mmaction - INFO - Epoch [40][1020/1879] lr: 2.000e-03, eta: 3:12:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8352, loss_cls: 1.4972, loss: 1.4972, grad_norm: 4.7656 2021-06-17 22:50:44,758 - mmaction - INFO - Epoch [40][1040/1879] lr: 2.000e-03, eta: 3:12:44, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8488, loss_cls: 1.4556, loss: 1.4556, grad_norm: 4.8047 2021-06-17 22:50:56,046 - mmaction - INFO - Epoch [40][1060/1879] lr: 2.000e-03, eta: 3:12:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8520, loss_cls: 1.4145, loss: 1.4145, grad_norm: 4.7213 2021-06-17 22:51:07,307 - mmaction - INFO - Epoch [40][1080/1879] lr: 2.000e-03, eta: 3:12:20, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8441, loss_cls: 1.4718, loss: 1.4718, grad_norm: 4.7055 2021-06-17 22:51:18,541 - mmaction - INFO - Epoch [40][1100/1879] lr: 2.000e-03, eta: 3:12:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8457, loss_cls: 1.4565, loss: 1.4565, grad_norm: 4.7391 2021-06-17 22:51:29,748 - mmaction - INFO - Epoch [40][1120/1879] lr: 2.000e-03, eta: 3:11:56, time: 0.560, data_time: 0.000, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8449, loss_cls: 1.4705, loss: 1.4705, grad_norm: 4.7878 2021-06-17 22:51:40,978 - mmaction - INFO - Epoch [40][1140/1879] lr: 2.000e-03, eta: 3:11:44, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8477, loss_cls: 1.4088, loss: 1.4088, grad_norm: 4.5408 2021-06-17 22:51:52,336 - mmaction - INFO - Epoch [40][1160/1879] lr: 2.000e-03, eta: 3:11:32, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8484, loss_cls: 1.4340, loss: 1.4340, grad_norm: 4.7292 2021-06-17 22:52:03,601 - mmaction - INFO - Epoch [40][1180/1879] lr: 2.000e-03, eta: 3:11:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8375, loss_cls: 1.4794, loss: 1.4794, grad_norm: 4.7134 2021-06-17 22:52:14,846 - mmaction - INFO - Epoch [40][1200/1879] lr: 2.000e-03, eta: 3:11:08, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8371, loss_cls: 1.4917, loss: 1.4917, grad_norm: 4.7817 2021-06-17 22:52:26,106 - mmaction - INFO - Epoch [40][1220/1879] lr: 2.000e-03, eta: 3:10:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8305, loss_cls: 1.5471, loss: 1.5471, grad_norm: 4.8167 2021-06-17 22:52:37,425 - mmaction - INFO - Epoch [40][1240/1879] lr: 2.000e-03, eta: 3:10:44, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8559, loss_cls: 1.4197, loss: 1.4197, grad_norm: 4.6279 2021-06-17 22:52:48,603 - mmaction - INFO - Epoch [40][1260/1879] lr: 2.000e-03, eta: 3:10:32, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8445, loss_cls: 1.4569, loss: 1.4569, grad_norm: 4.6672 2021-06-17 22:52:59,869 - mmaction - INFO - Epoch [40][1280/1879] lr: 2.000e-03, eta: 3:10:20, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8391, loss_cls: 1.4531, loss: 1.4531, grad_norm: 4.6437 2021-06-17 22:53:11,140 - mmaction - INFO - Epoch [40][1300/1879] lr: 2.000e-03, eta: 3:10:09, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8324, loss_cls: 1.5038, loss: 1.5038, grad_norm: 4.7322 2021-06-17 22:53:22,370 - mmaction - INFO - Epoch [40][1320/1879] lr: 2.000e-03, eta: 3:09:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8453, loss_cls: 1.4624, loss: 1.4624, grad_norm: 4.7354 2021-06-17 22:53:33,702 - mmaction - INFO - Epoch [40][1340/1879] lr: 2.000e-03, eta: 3:09:45, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8434, loss_cls: 1.4676, loss: 1.4676, grad_norm: 4.7318 2021-06-17 22:53:44,999 - mmaction - INFO - Epoch [40][1360/1879] lr: 2.000e-03, eta: 3:09:33, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8375, loss_cls: 1.4867, loss: 1.4867, grad_norm: 4.7615 2021-06-17 22:53:56,277 - mmaction - INFO - Epoch [40][1380/1879] lr: 2.000e-03, eta: 3:09:21, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8336, loss_cls: 1.5221, loss: 1.5221, grad_norm: 4.8669 2021-06-17 22:54:07,570 - mmaction - INFO - Epoch [40][1400/1879] lr: 2.000e-03, eta: 3:09:09, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8297, loss_cls: 1.5290, loss: 1.5290, grad_norm: 4.8168 2021-06-17 22:54:18,819 - mmaction - INFO - Epoch [40][1420/1879] lr: 2.000e-03, eta: 3:08:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8441, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.7032 2021-06-17 22:54:30,138 - mmaction - INFO - Epoch [40][1440/1879] lr: 2.000e-03, eta: 3:08:45, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8523, loss_cls: 1.4370, loss: 1.4370, grad_norm: 4.5948 2021-06-17 22:54:41,438 - mmaction - INFO - Epoch [40][1460/1879] lr: 2.000e-03, eta: 3:08:33, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8457, loss_cls: 1.3997, loss: 1.3997, grad_norm: 4.5886 2021-06-17 22:54:52,650 - mmaction - INFO - Epoch [40][1480/1879] lr: 2.000e-03, eta: 3:08:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8594, loss_cls: 1.3756, loss: 1.3756, grad_norm: 4.5353 2021-06-17 22:55:03,943 - mmaction - INFO - Epoch [40][1500/1879] lr: 2.000e-03, eta: 3:08:09, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8359, loss_cls: 1.4774, loss: 1.4774, grad_norm: 4.7607 2021-06-17 22:55:15,167 - mmaction - INFO - Epoch [40][1520/1879] lr: 2.000e-03, eta: 3:07:58, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8500, loss_cls: 1.4343, loss: 1.4343, grad_norm: 4.7387 2021-06-17 22:55:26,391 - mmaction - INFO - Epoch [40][1540/1879] lr: 2.000e-03, eta: 3:07:46, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8547, loss_cls: 1.4026, loss: 1.4026, grad_norm: 4.6574 2021-06-17 22:55:37,721 - mmaction - INFO - Epoch [40][1560/1879] lr: 2.000e-03, eta: 3:07:34, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8562, loss_cls: 1.4383, loss: 1.4383, grad_norm: 4.8185 2021-06-17 22:55:48,959 - mmaction - INFO - Epoch [40][1580/1879] lr: 2.000e-03, eta: 3:07:22, time: 0.561, data_time: 0.000, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8496, loss_cls: 1.4482, loss: 1.4482, grad_norm: 4.6785 2021-06-17 22:56:00,256 - mmaction - INFO - Epoch [40][1600/1879] lr: 2.000e-03, eta: 3:07:10, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8336, loss_cls: 1.4886, loss: 1.4886, grad_norm: 4.7195 2021-06-17 22:56:11,548 - mmaction - INFO - Epoch [40][1620/1879] lr: 2.000e-03, eta: 3:06:58, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8465, loss_cls: 1.4260, loss: 1.4260, grad_norm: 4.6515 2021-06-17 22:56:22,835 - mmaction - INFO - Epoch [40][1640/1879] lr: 2.000e-03, eta: 3:06:46, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8504, loss_cls: 1.4189, loss: 1.4189, grad_norm: 4.7252 2021-06-17 22:56:34,089 - mmaction - INFO - Epoch [40][1660/1879] lr: 2.000e-03, eta: 3:06:34, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8469, loss_cls: 1.4481, loss: 1.4481, grad_norm: 4.7056 2021-06-17 22:56:45,328 - mmaction - INFO - Epoch [40][1680/1879] lr: 2.000e-03, eta: 3:06:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6398, top5_acc: 0.8406, loss_cls: 1.5051, loss: 1.5051, grad_norm: 4.8433 2021-06-17 22:56:56,620 - mmaction - INFO - Epoch [40][1700/1879] lr: 2.000e-03, eta: 3:06:10, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6348, top5_acc: 0.8395, loss_cls: 1.4795, loss: 1.4795, grad_norm: 4.8045 2021-06-17 22:57:07,870 - mmaction - INFO - Epoch [40][1720/1879] lr: 2.000e-03, eta: 3:05:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8539, loss_cls: 1.4497, loss: 1.4497, grad_norm: 4.6974 2021-06-17 22:57:19,186 - mmaction - INFO - Epoch [40][1740/1879] lr: 2.000e-03, eta: 3:05:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8402, loss_cls: 1.4815, loss: 1.4815, grad_norm: 4.7301 2021-06-17 22:57:30,446 - mmaction - INFO - Epoch [40][1760/1879] lr: 2.000e-03, eta: 3:05:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8527, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.7483 2021-06-17 22:57:41,673 - mmaction - INFO - Epoch [40][1780/1879] lr: 2.000e-03, eta: 3:05:23, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8426, loss_cls: 1.4675, loss: 1.4675, grad_norm: 4.8183 2021-06-17 22:57:52,939 - mmaction - INFO - Epoch [40][1800/1879] lr: 2.000e-03, eta: 3:05:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8492, loss_cls: 1.4465, loss: 1.4465, grad_norm: 4.7605 2021-06-17 22:58:04,228 - mmaction - INFO - Epoch [40][1820/1879] lr: 2.000e-03, eta: 3:04:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8438, loss_cls: 1.4526, loss: 1.4526, grad_norm: 4.7883 2021-06-17 22:58:15,497 - mmaction - INFO - Epoch [40][1840/1879] lr: 2.000e-03, eta: 3:04:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8434, loss_cls: 1.4889, loss: 1.4889, grad_norm: 4.6723 2021-06-17 22:58:26,758 - mmaction - INFO - Epoch [40][1860/1879] lr: 2.000e-03, eta: 3:04:35, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8488, loss_cls: 1.4211, loss: 1.4211, grad_norm: 4.5958 2021-06-17 23:04:20,851 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-17 23:04:21,541 - mmaction - INFO - top1_acc 0.7117 top5_acc 0.8987 2021-06-17 23:04:21,542 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-17 23:04:21,608 - mmaction - INFO - mean_acc 0.7117 2021-06-17 23:04:22,258 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-06-17 23:04:22,258 - mmaction - INFO - Best top1_acc is 0.7117 at 40 epoch. 2021-06-17 23:04:22,266 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-17 23:04:22,693 - mmaction - INFO - Epoch(val) [40][619] top1_acc: 0.7117, top5_acc: 0.8987, mean_class_accuracy: 0.7117 2021-06-17 23:05:27,480 - mmaction - INFO - Epoch [41][20/1879] lr: 2.000e-04, eta: 3:04:23, time: 3.238, data_time: 2.670, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8438, loss_cls: 1.4538, loss: 1.4538, grad_norm: 4.7341 2021-06-17 23:05:38,506 - mmaction - INFO - Epoch [41][40/1879] lr: 2.000e-04, eta: 3:04:11, time: 0.552, data_time: 0.004, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8414, loss_cls: 1.4395, loss: 1.4395, grad_norm: 4.8003 2021-06-17 23:05:49,525 - mmaction - INFO - Epoch [41][60/1879] lr: 2.000e-04, eta: 3:03:59, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8352, loss_cls: 1.4976, loss: 1.4976, grad_norm: 4.7820 2021-06-17 23:06:00,609 - mmaction - INFO - Epoch [41][80/1879] lr: 2.000e-04, eta: 3:03:47, time: 0.554, data_time: 0.003, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8523, loss_cls: 1.4174, loss: 1.4174, grad_norm: 4.7185 2021-06-17 23:06:11,694 - mmaction - INFO - Epoch [41][100/1879] lr: 2.000e-04, eta: 3:03:35, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8586, loss_cls: 1.3876, loss: 1.3876, grad_norm: 4.7205 2021-06-17 23:06:22,876 - mmaction - INFO - Epoch [41][120/1879] lr: 2.000e-04, eta: 3:03:23, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.6434, top5_acc: 0.8387, loss_cls: 1.4846, loss: 1.4846, grad_norm: 4.8138 2021-06-17 23:06:34,047 - mmaction - INFO - Epoch [41][140/1879] lr: 2.000e-04, eta: 3:03:11, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8523, loss_cls: 1.3975, loss: 1.3975, grad_norm: 4.6343 2021-06-17 23:06:45,448 - mmaction - INFO - Epoch [41][160/1879] lr: 2.000e-04, eta: 3:02:59, time: 0.570, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8492, loss_cls: 1.4151, loss: 1.4151, grad_norm: 4.6647 2021-06-17 23:06:56,716 - mmaction - INFO - Epoch [41][180/1879] lr: 2.000e-04, eta: 3:02:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8438, loss_cls: 1.4294, loss: 1.4294, grad_norm: 4.6264 2021-06-17 23:07:08,073 - mmaction - INFO - Epoch [41][200/1879] lr: 2.000e-04, eta: 3:02:35, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4335, loss: 1.4335, grad_norm: 4.7847 2021-06-17 23:07:19,347 - mmaction - INFO - Epoch [41][220/1879] lr: 2.000e-04, eta: 3:02:23, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8531, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.6985 2021-06-17 23:07:30,664 - mmaction - INFO - Epoch [41][240/1879] lr: 2.000e-04, eta: 3:02:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8504, loss_cls: 1.3969, loss: 1.3969, grad_norm: 4.5944 2021-06-17 23:07:41,934 - mmaction - INFO - Epoch [41][260/1879] lr: 2.000e-04, eta: 3:01:59, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8484, loss_cls: 1.4114, loss: 1.4114, grad_norm: 4.6276 2021-06-17 23:07:53,184 - mmaction - INFO - Epoch [41][280/1879] lr: 2.000e-04, eta: 3:01:48, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8535, loss_cls: 1.4631, loss: 1.4631, grad_norm: 4.8690 2021-06-17 23:08:04,500 - mmaction - INFO - Epoch [41][300/1879] lr: 2.000e-04, eta: 3:01:36, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8438, loss_cls: 1.4611, loss: 1.4611, grad_norm: 4.7380 2021-06-17 23:08:15,801 - mmaction - INFO - Epoch [41][320/1879] lr: 2.000e-04, eta: 3:01:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8453, loss_cls: 1.4251, loss: 1.4251, grad_norm: 4.6479 2021-06-17 23:08:27,045 - mmaction - INFO - Epoch [41][340/1879] lr: 2.000e-04, eta: 3:01:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8633, loss_cls: 1.3369, loss: 1.3369, grad_norm: 4.5740 2021-06-17 23:08:38,361 - mmaction - INFO - Epoch [41][360/1879] lr: 2.000e-04, eta: 3:01:00, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8605, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.6807 2021-06-17 23:08:49,616 - mmaction - INFO - Epoch [41][380/1879] lr: 2.000e-04, eta: 3:00:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8508, loss_cls: 1.4197, loss: 1.4197, grad_norm: 4.7663 2021-06-17 23:09:00,869 - mmaction - INFO - Epoch [41][400/1879] lr: 2.000e-04, eta: 3:00:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8520, loss_cls: 1.4064, loss: 1.4064, grad_norm: 4.5983 2021-06-17 23:09:12,162 - mmaction - INFO - Epoch [41][420/1879] lr: 2.000e-04, eta: 3:00:24, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8531, loss_cls: 1.4063, loss: 1.4063, grad_norm: 4.6904 2021-06-17 23:09:23,474 - mmaction - INFO - Epoch [41][440/1879] lr: 2.000e-04, eta: 3:00:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8621, loss_cls: 1.3885, loss: 1.3885, grad_norm: 4.6842 2021-06-17 23:09:34,794 - mmaction - INFO - Epoch [41][460/1879] lr: 2.000e-04, eta: 3:00:00, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8531, loss_cls: 1.3708, loss: 1.3708, grad_norm: 4.5678 2021-06-17 23:09:46,001 - mmaction - INFO - Epoch [41][480/1879] lr: 2.000e-04, eta: 2:59:48, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8598, loss_cls: 1.4078, loss: 1.4078, grad_norm: 4.8038 2021-06-17 23:09:57,276 - mmaction - INFO - Epoch [41][500/1879] lr: 2.000e-04, eta: 2:59:37, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8492, loss_cls: 1.4239, loss: 1.4239, grad_norm: 4.7110 2021-06-17 23:10:10,129 - mmaction - INFO - Epoch [41][520/1879] lr: 2.000e-04, eta: 2:59:25, time: 0.640, data_time: 0.003, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8590, loss_cls: 1.3551, loss: 1.3551, grad_norm: 4.5816 2021-06-17 23:10:22,269 - mmaction - INFO - Epoch [41][540/1879] lr: 2.000e-04, eta: 2:59:13, time: 0.609, data_time: 0.006, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8609, loss_cls: 1.3666, loss: 1.3666, grad_norm: 4.6401 2021-06-17 23:10:33,795 - mmaction - INFO - Epoch [41][560/1879] lr: 2.000e-04, eta: 2:59:01, time: 0.576, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8523, loss_cls: 1.3812, loss: 1.3812, grad_norm: 4.6526 2021-06-17 23:10:45,033 - mmaction - INFO - Epoch [41][580/1879] lr: 2.000e-04, eta: 2:58:50, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8480, loss_cls: 1.4103, loss: 1.4103, grad_norm: 4.7751 2021-06-17 23:10:56,376 - mmaction - INFO - Epoch [41][600/1879] lr: 2.000e-04, eta: 2:58:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8707, loss_cls: 1.3013, loss: 1.3013, grad_norm: 4.5401 2021-06-17 23:11:07,862 - mmaction - INFO - Epoch [41][620/1879] lr: 2.000e-04, eta: 2:58:26, time: 0.577, data_time: 0.003, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8410, loss_cls: 1.4239, loss: 1.4239, grad_norm: 4.6845 2021-06-17 23:11:19,128 - mmaction - INFO - Epoch [41][640/1879] lr: 2.000e-04, eta: 2:58:14, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8465, loss_cls: 1.4157, loss: 1.4157, grad_norm: 4.6983 2021-06-17 23:11:30,454 - mmaction - INFO - Epoch [41][660/1879] lr: 2.000e-04, eta: 2:58:02, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8625, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.6704 2021-06-17 23:11:41,685 - mmaction - INFO - Epoch [41][680/1879] lr: 2.000e-04, eta: 2:57:50, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8551, loss_cls: 1.3960, loss: 1.3960, grad_norm: 4.7264 2021-06-17 23:11:52,959 - mmaction - INFO - Epoch [41][700/1879] lr: 2.000e-04, eta: 2:57:38, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8551, loss_cls: 1.4167, loss: 1.4167, grad_norm: 4.7637 2021-06-17 23:12:04,195 - mmaction - INFO - Epoch [41][720/1879] lr: 2.000e-04, eta: 2:57:26, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8516, loss_cls: 1.4159, loss: 1.4159, grad_norm: 4.7443 2021-06-17 23:12:15,469 - mmaction - INFO - Epoch [41][740/1879] lr: 2.000e-04, eta: 2:57:14, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8535, loss_cls: 1.3780, loss: 1.3780, grad_norm: 4.5882 2021-06-17 23:12:26,846 - mmaction - INFO - Epoch [41][760/1879] lr: 2.000e-04, eta: 2:57:02, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8480, loss_cls: 1.3835, loss: 1.3835, grad_norm: 4.6397 2021-06-17 23:12:38,087 - mmaction - INFO - Epoch [41][780/1879] lr: 2.000e-04, eta: 2:56:51, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8594, loss_cls: 1.3837, loss: 1.3837, grad_norm: 4.7935 2021-06-17 23:12:49,378 - mmaction - INFO - Epoch [41][800/1879] lr: 2.000e-04, eta: 2:56:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8625, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.6923 2021-06-17 23:13:00,714 - mmaction - INFO - Epoch [41][820/1879] lr: 2.000e-04, eta: 2:56:27, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8465, loss_cls: 1.4367, loss: 1.4367, grad_norm: 4.7416 2021-06-17 23:13:11,985 - mmaction - INFO - Epoch [41][840/1879] lr: 2.000e-04, eta: 2:56:15, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8434, loss_cls: 1.4480, loss: 1.4480, grad_norm: 4.6703 2021-06-17 23:13:23,258 - mmaction - INFO - Epoch [41][860/1879] lr: 2.000e-04, eta: 2:56:03, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8469, loss_cls: 1.4219, loss: 1.4219, grad_norm: 4.6503 2021-06-17 23:13:34,636 - mmaction - INFO - Epoch [41][880/1879] lr: 2.000e-04, eta: 2:55:51, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8523, loss_cls: 1.3934, loss: 1.3934, grad_norm: 4.6841 2021-06-17 23:13:45,847 - mmaction - INFO - Epoch [41][900/1879] lr: 2.000e-04, eta: 2:55:39, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8547, loss_cls: 1.3867, loss: 1.3867, grad_norm: 4.7269 2021-06-17 23:13:57,142 - mmaction - INFO - Epoch [41][920/1879] lr: 2.000e-04, eta: 2:55:27, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8469, loss_cls: 1.4206, loss: 1.4206, grad_norm: 4.6601 2021-06-17 23:14:08,423 - mmaction - INFO - Epoch [41][940/1879] lr: 2.000e-04, eta: 2:55:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8512, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.6657 2021-06-17 23:14:19,700 - mmaction - INFO - Epoch [41][960/1879] lr: 2.000e-04, eta: 2:55:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8406, loss_cls: 1.5083, loss: 1.5083, grad_norm: 4.8031 2021-06-17 23:14:30,922 - mmaction - INFO - Epoch [41][980/1879] lr: 2.000e-04, eta: 2:54:52, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8426, loss_cls: 1.4425, loss: 1.4425, grad_norm: 4.7507 2021-06-17 23:14:42,130 - mmaction - INFO - Epoch [41][1000/1879] lr: 2.000e-04, eta: 2:54:40, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8523, loss_cls: 1.3951, loss: 1.3951, grad_norm: 4.6945 2021-06-17 23:14:53,393 - mmaction - INFO - Epoch [41][1020/1879] lr: 2.000e-04, eta: 2:54:28, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8371, loss_cls: 1.4554, loss: 1.4554, grad_norm: 4.6694 2021-06-17 23:15:04,847 - mmaction - INFO - Epoch [41][1040/1879] lr: 2.000e-04, eta: 2:54:16, time: 0.573, data_time: 0.001, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8402, loss_cls: 1.4688, loss: 1.4688, grad_norm: 4.7843 2021-06-17 23:15:16,132 - mmaction - INFO - Epoch [41][1060/1879] lr: 2.000e-04, eta: 2:54:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8574, loss_cls: 1.3744, loss: 1.3744, grad_norm: 4.6190 2021-06-17 23:15:27,423 - mmaction - INFO - Epoch [41][1080/1879] lr: 2.000e-04, eta: 2:53:52, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8504, loss_cls: 1.4027, loss: 1.4027, grad_norm: 4.7814 2021-06-17 23:15:38,774 - mmaction - INFO - Epoch [41][1100/1879] lr: 2.000e-04, eta: 2:53:40, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8625, loss_cls: 1.3788, loss: 1.3788, grad_norm: 4.6319 2021-06-17 23:15:50,045 - mmaction - INFO - Epoch [41][1120/1879] lr: 2.000e-04, eta: 2:53:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8551, loss_cls: 1.4217, loss: 1.4217, grad_norm: 4.7655 2021-06-17 23:16:01,283 - mmaction - INFO - Epoch [41][1140/1879] lr: 2.000e-04, eta: 2:53:16, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8418, loss_cls: 1.4448, loss: 1.4448, grad_norm: 4.7246 2021-06-17 23:16:12,504 - mmaction - INFO - Epoch [41][1160/1879] lr: 2.000e-04, eta: 2:53:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8465, loss_cls: 1.4316, loss: 1.4316, grad_norm: 4.7627 2021-06-17 23:16:23,794 - mmaction - INFO - Epoch [41][1180/1879] lr: 2.000e-04, eta: 2:52:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8578, loss_cls: 1.3564, loss: 1.3564, grad_norm: 4.5628 2021-06-17 23:16:35,108 - mmaction - INFO - Epoch [41][1200/1879] lr: 2.000e-04, eta: 2:52:41, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8523, loss_cls: 1.3881, loss: 1.3881, grad_norm: 4.7209 2021-06-17 23:16:46,395 - mmaction - INFO - Epoch [41][1220/1879] lr: 2.000e-04, eta: 2:52:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8469, loss_cls: 1.4644, loss: 1.4644, grad_norm: 4.6523 2021-06-17 23:16:57,658 - mmaction - INFO - Epoch [41][1240/1879] lr: 2.000e-04, eta: 2:52:17, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8531, loss_cls: 1.4054, loss: 1.4054, grad_norm: 4.7511 2021-06-17 23:17:08,991 - mmaction - INFO - Epoch [41][1260/1879] lr: 2.000e-04, eta: 2:52:05, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8512, loss_cls: 1.4384, loss: 1.4384, grad_norm: 4.6181 2021-06-17 23:17:20,200 - mmaction - INFO - Epoch [41][1280/1879] lr: 2.000e-04, eta: 2:51:53, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8523, loss_cls: 1.3618, loss: 1.3618, grad_norm: 4.6652 2021-06-17 23:17:31,519 - mmaction - INFO - Epoch [41][1300/1879] lr: 2.000e-04, eta: 2:51:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8574, loss_cls: 1.3730, loss: 1.3730, grad_norm: 4.7653 2021-06-17 23:17:42,857 - mmaction - INFO - Epoch [41][1320/1879] lr: 2.000e-04, eta: 2:51:29, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8504, loss_cls: 1.4228, loss: 1.4228, grad_norm: 4.7757 2021-06-17 23:17:54,072 - mmaction - INFO - Epoch [41][1340/1879] lr: 2.000e-04, eta: 2:51:17, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8426, loss_cls: 1.4667, loss: 1.4667, grad_norm: 4.7285 2021-06-17 23:18:05,271 - mmaction - INFO - Epoch [41][1360/1879] lr: 2.000e-04, eta: 2:51:06, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8574, loss_cls: 1.4058, loss: 1.4058, grad_norm: 4.6941 2021-06-17 23:18:16,673 - mmaction - INFO - Epoch [41][1380/1879] lr: 2.000e-04, eta: 2:50:54, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8535, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.6994 2021-06-17 23:18:27,940 - mmaction - INFO - Epoch [41][1400/1879] lr: 2.000e-04, eta: 2:50:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8629, loss_cls: 1.3810, loss: 1.3810, grad_norm: 4.6808 2021-06-17 23:18:39,202 - mmaction - INFO - Epoch [41][1420/1879] lr: 2.000e-04, eta: 2:50:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8508, loss_cls: 1.4236, loss: 1.4236, grad_norm: 4.8167 2021-06-17 23:18:50,565 - mmaction - INFO - Epoch [41][1440/1879] lr: 2.000e-04, eta: 2:50:18, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8539, loss_cls: 1.3787, loss: 1.3787, grad_norm: 4.6269 2021-06-17 23:19:01,847 - mmaction - INFO - Epoch [41][1460/1879] lr: 2.000e-04, eta: 2:50:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8449, loss_cls: 1.4412, loss: 1.4412, grad_norm: 4.7821 2021-06-17 23:19:13,111 - mmaction - INFO - Epoch [41][1480/1879] lr: 2.000e-04, eta: 2:49:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8480, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.6682 2021-06-17 23:19:24,330 - mmaction - INFO - Epoch [41][1500/1879] lr: 2.000e-04, eta: 2:49:42, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8633, loss_cls: 1.3619, loss: 1.3619, grad_norm: 4.7612 2021-06-17 23:19:35,606 - mmaction - INFO - Epoch [41][1520/1879] lr: 2.000e-04, eta: 2:49:30, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8445, loss_cls: 1.4475, loss: 1.4475, grad_norm: 4.7142 2021-06-17 23:19:46,905 - mmaction - INFO - Epoch [41][1540/1879] lr: 2.000e-04, eta: 2:49:19, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8629, loss_cls: 1.3603, loss: 1.3603, grad_norm: 4.6200 2021-06-17 23:19:58,271 - mmaction - INFO - Epoch [41][1560/1879] lr: 2.000e-04, eta: 2:49:07, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8555, loss_cls: 1.3856, loss: 1.3856, grad_norm: 4.6930 2021-06-17 23:20:09,516 - mmaction - INFO - Epoch [41][1580/1879] lr: 2.000e-04, eta: 2:48:55, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8559, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.6208 2021-06-17 23:20:20,757 - mmaction - INFO - Epoch [41][1600/1879] lr: 2.000e-04, eta: 2:48:43, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8469, loss_cls: 1.4213, loss: 1.4213, grad_norm: 4.7100 2021-06-17 23:20:31,983 - mmaction - INFO - Epoch [41][1620/1879] lr: 2.000e-04, eta: 2:48:31, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8570, loss_cls: 1.3677, loss: 1.3677, grad_norm: 4.6683 2021-06-17 23:20:43,248 - mmaction - INFO - Epoch [41][1640/1879] lr: 2.000e-04, eta: 2:48:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8398, loss_cls: 1.4704, loss: 1.4704, grad_norm: 4.7765 2021-06-17 23:20:54,456 - mmaction - INFO - Epoch [41][1660/1879] lr: 2.000e-04, eta: 2:48:07, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8500, loss_cls: 1.4233, loss: 1.4233, grad_norm: 4.6488 2021-06-17 23:21:05,701 - mmaction - INFO - Epoch [41][1680/1879] lr: 2.000e-04, eta: 2:47:55, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8426, loss_cls: 1.4780, loss: 1.4780, grad_norm: 4.7717 2021-06-17 23:21:17,004 - mmaction - INFO - Epoch [41][1700/1879] lr: 2.000e-04, eta: 2:47:43, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8496, loss_cls: 1.4122, loss: 1.4122, grad_norm: 4.6779 2021-06-17 23:21:28,277 - mmaction - INFO - Epoch [41][1720/1879] lr: 2.000e-04, eta: 2:47:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8465, loss_cls: 1.3774, loss: 1.3774, grad_norm: 4.5894 2021-06-17 23:21:39,570 - mmaction - INFO - Epoch [41][1740/1879] lr: 2.000e-04, eta: 2:47:20, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8594, loss_cls: 1.3698, loss: 1.3698, grad_norm: 4.6968 2021-06-17 23:21:50,788 - mmaction - INFO - Epoch [41][1760/1879] lr: 2.000e-04, eta: 2:47:08, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8477, loss_cls: 1.4138, loss: 1.4138, grad_norm: 4.7313 2021-06-17 23:22:02,060 - mmaction - INFO - Epoch [41][1780/1879] lr: 2.000e-04, eta: 2:46:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8520, loss_cls: 1.3832, loss: 1.3832, grad_norm: 4.6127 2021-06-17 23:22:13,276 - mmaction - INFO - Epoch [41][1800/1879] lr: 2.000e-04, eta: 2:46:44, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8516, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.6622 2021-06-17 23:22:24,556 - mmaction - INFO - Epoch [41][1820/1879] lr: 2.000e-04, eta: 2:46:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8566, loss_cls: 1.4136, loss: 1.4136, grad_norm: 4.7329 2021-06-17 23:22:35,890 - mmaction - INFO - Epoch [41][1840/1879] lr: 2.000e-04, eta: 2:46:20, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8582, loss_cls: 1.3542, loss: 1.3542, grad_norm: 4.6755 2021-06-17 23:22:47,140 - mmaction - INFO - Epoch [41][1860/1879] lr: 2.000e-04, eta: 2:46:08, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8535, loss_cls: 1.3904, loss: 1.3904, grad_norm: 4.7082 2021-06-17 23:28:24,098 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-17 23:28:24,811 - mmaction - INFO - top1_acc 0.7203 top5_acc 0.9033 2021-06-17 23:28:24,811 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-17 23:28:24,861 - mmaction - INFO - mean_acc 0.7203 2021-06-17 23:28:25,175 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-06-17 23:28:25,175 - mmaction - INFO - Best top1_acc is 0.7203 at 41 epoch. 2021-06-17 23:28:25,182 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-17 23:28:26,357 - mmaction - INFO - Epoch(val) [41][619] top1_acc: 0.7203, top5_acc: 0.9033, mean_class_accuracy: 0.7203 2021-06-17 23:29:54,275 - mmaction - INFO - Epoch [42][20/1879] lr: 2.000e-04, eta: 2:46:00, time: 4.395, data_time: 3.823, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8543, loss_cls: 1.3880, loss: 1.3880, grad_norm: 4.7215 2021-06-17 23:30:05,386 - mmaction - INFO - Epoch [42][40/1879] lr: 2.000e-04, eta: 2:45:48, time: 0.556, data_time: 0.003, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8582, loss_cls: 1.3210, loss: 1.3210, grad_norm: 4.5738 2021-06-17 23:30:16,388 - mmaction - INFO - Epoch [42][60/1879] lr: 2.000e-04, eta: 2:45:36, time: 0.550, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8520, loss_cls: 1.3764, loss: 1.3764, grad_norm: 4.7033 2021-06-17 23:30:27,413 - mmaction - INFO - Epoch [42][80/1879] lr: 2.000e-04, eta: 2:45:24, time: 0.551, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8520, loss_cls: 1.4221, loss: 1.4221, grad_norm: 4.8302 2021-06-17 23:30:38,453 - mmaction - INFO - Epoch [42][100/1879] lr: 2.000e-04, eta: 2:45:12, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8480, loss_cls: 1.3978, loss: 1.3978, grad_norm: 4.7267 2021-06-17 23:30:49,534 - mmaction - INFO - Epoch [42][120/1879] lr: 2.000e-04, eta: 2:45:00, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8652, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.6503 2021-06-17 23:31:00,689 - mmaction - INFO - Epoch [42][140/1879] lr: 2.000e-04, eta: 2:44:48, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8449, loss_cls: 1.4463, loss: 1.4463, grad_norm: 4.7627 2021-06-17 23:31:11,999 - mmaction - INFO - Epoch [42][160/1879] lr: 2.000e-04, eta: 2:44:36, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8531, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.6606 2021-06-17 23:31:23,274 - mmaction - INFO - Epoch [42][180/1879] lr: 2.000e-04, eta: 2:44:24, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8531, loss_cls: 1.3887, loss: 1.3887, grad_norm: 4.7493 2021-06-17 23:31:34,562 - mmaction - INFO - Epoch [42][200/1879] lr: 2.000e-04, eta: 2:44:12, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8457, loss_cls: 1.4232, loss: 1.4232, grad_norm: 4.7266 2021-06-17 23:31:45,913 - mmaction - INFO - Epoch [42][220/1879] lr: 2.000e-04, eta: 2:44:00, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8465, loss_cls: 1.4429, loss: 1.4429, grad_norm: 4.7309 2021-06-17 23:31:57,249 - mmaction - INFO - Epoch [42][240/1879] lr: 2.000e-04, eta: 2:43:48, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8582, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.5938 2021-06-17 23:32:08,552 - mmaction - INFO - Epoch [42][260/1879] lr: 2.000e-04, eta: 2:43:36, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8527, loss_cls: 1.4240, loss: 1.4240, grad_norm: 4.7013 2021-06-17 23:32:19,780 - mmaction - INFO - Epoch [42][280/1879] lr: 2.000e-04, eta: 2:43:25, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8566, loss_cls: 1.4228, loss: 1.4228, grad_norm: 4.7417 2021-06-17 23:32:31,051 - mmaction - INFO - Epoch [42][300/1879] lr: 2.000e-04, eta: 2:43:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8602, loss_cls: 1.3855, loss: 1.3855, grad_norm: 4.6947 2021-06-17 23:32:42,305 - mmaction - INFO - Epoch [42][320/1879] lr: 2.000e-04, eta: 2:43:01, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8504, loss_cls: 1.4430, loss: 1.4430, grad_norm: 4.7643 2021-06-17 23:32:53,632 - mmaction - INFO - Epoch [42][340/1879] lr: 2.000e-04, eta: 2:42:49, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8543, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.5593 2021-06-17 23:33:04,901 - mmaction - INFO - Epoch [42][360/1879] lr: 2.000e-04, eta: 2:42:37, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8645, loss_cls: 1.3693, loss: 1.3693, grad_norm: 4.6166 2021-06-17 23:33:16,171 - mmaction - INFO - Epoch [42][380/1879] lr: 2.000e-04, eta: 2:42:25, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8520, loss_cls: 1.3793, loss: 1.3793, grad_norm: 4.6585 2021-06-17 23:33:27,427 - mmaction - INFO - Epoch [42][400/1879] lr: 2.000e-04, eta: 2:42:13, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8551, loss_cls: 1.4042, loss: 1.4042, grad_norm: 4.7212 2021-06-17 23:33:38,664 - mmaction - INFO - Epoch [42][420/1879] lr: 2.000e-04, eta: 2:42:01, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8520, loss_cls: 1.4000, loss: 1.4000, grad_norm: 4.6800 2021-06-17 23:33:49,904 - mmaction - INFO - Epoch [42][440/1879] lr: 2.000e-04, eta: 2:41:49, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8539, loss_cls: 1.3917, loss: 1.3917, grad_norm: 4.7078 2021-06-17 23:34:01,178 - mmaction - INFO - Epoch [42][460/1879] lr: 2.000e-04, eta: 2:41:37, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8449, loss_cls: 1.4333, loss: 1.4333, grad_norm: 4.7192 2021-06-17 23:34:12,401 - mmaction - INFO - Epoch [42][480/1879] lr: 2.000e-04, eta: 2:41:25, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8328, loss_cls: 1.4730, loss: 1.4730, grad_norm: 4.7409 2021-06-17 23:34:23,685 - mmaction - INFO - Epoch [42][500/1879] lr: 2.000e-04, eta: 2:41:14, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8570, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.6657 2021-06-17 23:34:35,006 - mmaction - INFO - Epoch [42][520/1879] lr: 2.000e-04, eta: 2:41:02, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8527, loss_cls: 1.3902, loss: 1.3902, grad_norm: 4.6648 2021-06-17 23:34:46,228 - mmaction - INFO - Epoch [42][540/1879] lr: 2.000e-04, eta: 2:40:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8398, loss_cls: 1.4468, loss: 1.4468, grad_norm: 4.8144 2021-06-17 23:34:57,471 - mmaction - INFO - Epoch [42][560/1879] lr: 2.000e-04, eta: 2:40:38, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8551, loss_cls: 1.3735, loss: 1.3735, grad_norm: 4.5760 2021-06-17 23:35:08,734 - mmaction - INFO - Epoch [42][580/1879] lr: 2.000e-04, eta: 2:40:26, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8570, loss_cls: 1.3936, loss: 1.3936, grad_norm: 4.6724 2021-06-17 23:35:19,977 - mmaction - INFO - Epoch [42][600/1879] lr: 2.000e-04, eta: 2:40:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8555, loss_cls: 1.4001, loss: 1.4001, grad_norm: 4.6214 2021-06-17 23:35:31,203 - mmaction - INFO - Epoch [42][620/1879] lr: 2.000e-04, eta: 2:40:02, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8559, loss_cls: 1.3638, loss: 1.3638, grad_norm: 4.6855 2021-06-17 23:35:42,469 - mmaction - INFO - Epoch [42][640/1879] lr: 2.000e-04, eta: 2:39:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8445, loss_cls: 1.4510, loss: 1.4510, grad_norm: 4.7476 2021-06-17 23:35:53,803 - mmaction - INFO - Epoch [42][660/1879] lr: 2.000e-04, eta: 2:39:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8555, loss_cls: 1.3838, loss: 1.3838, grad_norm: 4.6510 2021-06-17 23:36:05,085 - mmaction - INFO - Epoch [42][680/1879] lr: 2.000e-04, eta: 2:39:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8551, loss_cls: 1.3505, loss: 1.3505, grad_norm: 4.7017 2021-06-17 23:36:16,296 - mmaction - INFO - Epoch [42][700/1879] lr: 2.000e-04, eta: 2:39:15, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8410, loss_cls: 1.4315, loss: 1.4315, grad_norm: 4.7686 2021-06-17 23:36:27,576 - mmaction - INFO - Epoch [42][720/1879] lr: 2.000e-04, eta: 2:39:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8516, loss_cls: 1.3971, loss: 1.3971, grad_norm: 4.6491 2021-06-17 23:36:38,839 - mmaction - INFO - Epoch [42][740/1879] lr: 2.000e-04, eta: 2:38:51, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8648, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.6163 2021-06-17 23:36:50,085 - mmaction - INFO - Epoch [42][760/1879] lr: 2.000e-04, eta: 2:38:39, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8488, loss_cls: 1.4032, loss: 1.4032, grad_norm: 4.7342 2021-06-17 23:37:01,450 - mmaction - INFO - Epoch [42][780/1879] lr: 2.000e-04, eta: 2:38:27, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8555, loss_cls: 1.4250, loss: 1.4250, grad_norm: 4.7918 2021-06-17 23:37:12,749 - mmaction - INFO - Epoch [42][800/1879] lr: 2.000e-04, eta: 2:38:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8562, loss_cls: 1.3920, loss: 1.3920, grad_norm: 4.7083 2021-06-17 23:37:23,990 - mmaction - INFO - Epoch [42][820/1879] lr: 2.000e-04, eta: 2:38:03, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8516, loss_cls: 1.3955, loss: 1.3955, grad_norm: 4.7021 2021-06-17 23:37:35,267 - mmaction - INFO - Epoch [42][840/1879] lr: 2.000e-04, eta: 2:37:51, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8559, loss_cls: 1.4223, loss: 1.4223, grad_norm: 4.7592 2021-06-17 23:37:46,547 - mmaction - INFO - Epoch [42][860/1879] lr: 2.000e-04, eta: 2:37:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8629, loss_cls: 1.3635, loss: 1.3635, grad_norm: 4.6933 2021-06-17 23:37:57,765 - mmaction - INFO - Epoch [42][880/1879] lr: 2.000e-04, eta: 2:37:28, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8562, loss_cls: 1.3825, loss: 1.3825, grad_norm: 4.7514 2021-06-17 23:38:08,998 - mmaction - INFO - Epoch [42][900/1879] lr: 2.000e-04, eta: 2:37:16, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8539, loss_cls: 1.4177, loss: 1.4177, grad_norm: 4.7819 2021-06-17 23:38:20,301 - mmaction - INFO - Epoch [42][920/1879] lr: 2.000e-04, eta: 2:37:04, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8516, loss_cls: 1.3833, loss: 1.3833, grad_norm: 4.6143 2021-06-17 23:38:31,593 - mmaction - INFO - Epoch [42][940/1879] lr: 2.000e-04, eta: 2:36:52, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8512, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.6185 2021-06-17 23:38:42,819 - mmaction - INFO - Epoch [42][960/1879] lr: 2.000e-04, eta: 2:36:40, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8547, loss_cls: 1.3945, loss: 1.3945, grad_norm: 4.6186 2021-06-17 23:38:54,103 - mmaction - INFO - Epoch [42][980/1879] lr: 2.000e-04, eta: 2:36:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8426, loss_cls: 1.4253, loss: 1.4253, grad_norm: 4.7000 2021-06-17 23:39:05,420 - mmaction - INFO - Epoch [42][1000/1879] lr: 2.000e-04, eta: 2:36:16, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8578, loss_cls: 1.3738, loss: 1.3738, grad_norm: 4.6867 2021-06-17 23:39:16,691 - mmaction - INFO - Epoch [42][1020/1879] lr: 2.000e-04, eta: 2:36:04, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8641, loss_cls: 1.3869, loss: 1.3869, grad_norm: 4.7171 2021-06-17 23:39:28,016 - mmaction - INFO - Epoch [42][1040/1879] lr: 2.000e-04, eta: 2:35:52, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8488, loss_cls: 1.4119, loss: 1.4119, grad_norm: 4.6423 2021-06-17 23:39:39,336 - mmaction - INFO - Epoch [42][1060/1879] lr: 2.000e-04, eta: 2:35:41, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8477, loss_cls: 1.4242, loss: 1.4242, grad_norm: 4.7511 2021-06-17 23:39:50,581 - mmaction - INFO - Epoch [42][1080/1879] lr: 2.000e-04, eta: 2:35:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8547, loss_cls: 1.3861, loss: 1.3861, grad_norm: 4.7270 2021-06-17 23:40:01,830 - mmaction - INFO - Epoch [42][1100/1879] lr: 2.000e-04, eta: 2:35:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8469, loss_cls: 1.4363, loss: 1.4363, grad_norm: 4.7090 2021-06-17 23:40:13,114 - mmaction - INFO - Epoch [42][1120/1879] lr: 2.000e-04, eta: 2:35:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8414, loss_cls: 1.4358, loss: 1.4358, grad_norm: 4.7675 2021-06-17 23:40:24,395 - mmaction - INFO - Epoch [42][1140/1879] lr: 2.000e-04, eta: 2:34:53, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8402, loss_cls: 1.4445, loss: 1.4445, grad_norm: 4.7915 2021-06-17 23:40:35,630 - mmaction - INFO - Epoch [42][1160/1879] lr: 2.000e-04, eta: 2:34:41, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8633, loss_cls: 1.3608, loss: 1.3608, grad_norm: 4.6691 2021-06-17 23:40:46,867 - mmaction - INFO - Epoch [42][1180/1879] lr: 2.000e-04, eta: 2:34:29, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8570, loss_cls: 1.3540, loss: 1.3540, grad_norm: 4.6702 2021-06-17 23:40:58,174 - mmaction - INFO - Epoch [42][1200/1879] lr: 2.000e-04, eta: 2:34:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8562, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.6228 2021-06-17 23:41:09,456 - mmaction - INFO - Epoch [42][1220/1879] lr: 2.000e-04, eta: 2:34:05, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8570, loss_cls: 1.3980, loss: 1.3980, grad_norm: 4.6538 2021-06-17 23:41:20,776 - mmaction - INFO - Epoch [42][1240/1879] lr: 2.000e-04, eta: 2:33:54, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8668, loss_cls: 1.3377, loss: 1.3377, grad_norm: 4.6440 2021-06-17 23:41:32,042 - mmaction - INFO - Epoch [42][1260/1879] lr: 2.000e-04, eta: 2:33:42, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8555, loss_cls: 1.4079, loss: 1.4079, grad_norm: 4.7102 2021-06-17 23:41:43,316 - mmaction - INFO - Epoch [42][1280/1879] lr: 2.000e-04, eta: 2:33:30, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8605, loss_cls: 1.3520, loss: 1.3520, grad_norm: 4.6868 2021-06-17 23:41:54,485 - mmaction - INFO - Epoch [42][1300/1879] lr: 2.000e-04, eta: 2:33:18, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8602, loss_cls: 1.3690, loss: 1.3690, grad_norm: 4.6357 2021-06-17 23:42:05,736 - mmaction - INFO - Epoch [42][1320/1879] lr: 2.000e-04, eta: 2:33:06, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8531, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.7545 2021-06-17 23:42:17,027 - mmaction - INFO - Epoch [42][1340/1879] lr: 2.000e-04, eta: 2:32:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8453, loss_cls: 1.3902, loss: 1.3902, grad_norm: 4.6209 2021-06-17 23:42:28,278 - mmaction - INFO - Epoch [42][1360/1879] lr: 2.000e-04, eta: 2:32:42, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8590, loss_cls: 1.3612, loss: 1.3612, grad_norm: 4.5658 2021-06-17 23:42:39,642 - mmaction - INFO - Epoch [42][1380/1879] lr: 2.000e-04, eta: 2:32:30, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8574, loss_cls: 1.4060, loss: 1.4060, grad_norm: 4.6770 2021-06-17 23:42:50,958 - mmaction - INFO - Epoch [42][1400/1879] lr: 2.000e-04, eta: 2:32:18, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3843, loss: 1.3843, grad_norm: 4.6604 2021-06-17 23:43:02,262 - mmaction - INFO - Epoch [42][1420/1879] lr: 2.000e-04, eta: 2:32:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8559, loss_cls: 1.4138, loss: 1.4138, grad_norm: 4.6874 2021-06-17 23:43:13,508 - mmaction - INFO - Epoch [42][1440/1879] lr: 2.000e-04, eta: 2:31:55, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8547, loss_cls: 1.4149, loss: 1.4149, grad_norm: 4.8616 2021-06-17 23:43:24,749 - mmaction - INFO - Epoch [42][1460/1879] lr: 2.000e-04, eta: 2:31:43, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8531, loss_cls: 1.4209, loss: 1.4209, grad_norm: 4.7215 2021-06-17 23:43:35,949 - mmaction - INFO - Epoch [42][1480/1879] lr: 2.000e-04, eta: 2:31:31, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8461, loss_cls: 1.4717, loss: 1.4717, grad_norm: 4.7804 2021-06-17 23:43:47,178 - mmaction - INFO - Epoch [42][1500/1879] lr: 2.000e-04, eta: 2:31:19, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8633, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.7632 2021-06-17 23:43:58,471 - mmaction - INFO - Epoch [42][1520/1879] lr: 2.000e-04, eta: 2:31:07, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8500, loss_cls: 1.4064, loss: 1.4064, grad_norm: 4.6280 2021-06-17 23:44:09,715 - mmaction - INFO - Epoch [42][1540/1879] lr: 2.000e-04, eta: 2:30:55, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8539, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.8103 2021-06-17 23:44:21,032 - mmaction - INFO - Epoch [42][1560/1879] lr: 2.000e-04, eta: 2:30:43, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8656, loss_cls: 1.3867, loss: 1.3867, grad_norm: 4.7692 2021-06-17 23:44:32,342 - mmaction - INFO - Epoch [42][1580/1879] lr: 2.000e-04, eta: 2:30:31, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8492, loss_cls: 1.4122, loss: 1.4122, grad_norm: 4.7459 2021-06-17 23:44:43,673 - mmaction - INFO - Epoch [42][1600/1879] lr: 2.000e-04, eta: 2:30:20, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8402, loss_cls: 1.4437, loss: 1.4437, grad_norm: 4.6995 2021-06-17 23:44:54,912 - mmaction - INFO - Epoch [42][1620/1879] lr: 2.000e-04, eta: 2:30:08, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8480, loss_cls: 1.3757, loss: 1.3757, grad_norm: 4.6138 2021-06-17 23:45:06,185 - mmaction - INFO - Epoch [42][1640/1879] lr: 2.000e-04, eta: 2:29:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8617, loss_cls: 1.3800, loss: 1.3800, grad_norm: 4.7143 2021-06-17 23:45:17,395 - mmaction - INFO - Epoch [42][1660/1879] lr: 2.000e-04, eta: 2:29:44, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8523, loss_cls: 1.4268, loss: 1.4268, grad_norm: 4.7770 2021-06-17 23:45:28,662 - mmaction - INFO - Epoch [42][1680/1879] lr: 2.000e-04, eta: 2:29:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8578, loss_cls: 1.3895, loss: 1.3895, grad_norm: 4.6782 2021-06-17 23:45:39,917 - mmaction - INFO - Epoch [42][1700/1879] lr: 2.000e-04, eta: 2:29:20, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8602, loss_cls: 1.3955, loss: 1.3955, grad_norm: 4.8262 2021-06-17 23:45:51,231 - mmaction - INFO - Epoch [42][1720/1879] lr: 2.000e-04, eta: 2:29:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8602, loss_cls: 1.3665, loss: 1.3665, grad_norm: 4.7222 2021-06-17 23:46:02,536 - mmaction - INFO - Epoch [42][1740/1879] lr: 2.000e-04, eta: 2:28:56, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8660, loss_cls: 1.3565, loss: 1.3565, grad_norm: 4.6597 2021-06-17 23:46:13,767 - mmaction - INFO - Epoch [42][1760/1879] lr: 2.000e-04, eta: 2:28:45, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8691, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.5777 2021-06-17 23:46:25,019 - mmaction - INFO - Epoch [42][1780/1879] lr: 2.000e-04, eta: 2:28:33, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8656, loss_cls: 1.3397, loss: 1.3397, grad_norm: 4.6340 2021-06-17 23:46:36,279 - mmaction - INFO - Epoch [42][1800/1879] lr: 2.000e-04, eta: 2:28:21, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8566, loss_cls: 1.3785, loss: 1.3785, grad_norm: 4.6817 2021-06-17 23:46:47,553 - mmaction - INFO - Epoch [42][1820/1879] lr: 2.000e-04, eta: 2:28:09, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8492, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.5780 2021-06-17 23:46:58,811 - mmaction - INFO - Epoch [42][1840/1879] lr: 2.000e-04, eta: 2:27:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8559, loss_cls: 1.4047, loss: 1.4047, grad_norm: 4.8139 2021-06-17 23:47:10,038 - mmaction - INFO - Epoch [42][1860/1879] lr: 2.000e-04, eta: 2:27:45, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8551, loss_cls: 1.3475, loss: 1.3475, grad_norm: 4.6595 2021-06-17 23:52:40,928 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-17 23:52:41,642 - mmaction - INFO - top1_acc 0.7221 top5_acc 0.9027 2021-06-17 23:52:41,643 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-17 23:52:41,669 - mmaction - INFO - mean_acc 0.7220 2021-06-17 23:52:41,964 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-06-17 23:52:41,964 - mmaction - INFO - Best top1_acc is 0.7221 at 42 epoch. 2021-06-17 23:52:41,983 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-17 23:52:42,764 - mmaction - INFO - Epoch(val) [42][619] top1_acc: 0.7221, top5_acc: 0.9027, mean_class_accuracy: 0.7220 2021-06-17 23:53:47,200 - mmaction - INFO - Epoch [43][20/1879] lr: 2.000e-04, eta: 2:27:30, time: 3.221, data_time: 2.667, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8641, loss_cls: 1.3359, loss: 1.3359, grad_norm: 4.6841 2021-06-17 23:53:58,234 - mmaction - INFO - Epoch [43][40/1879] lr: 2.000e-04, eta: 2:27:18, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.3421, loss: 1.3421, grad_norm: 4.6770 2021-06-17 23:54:09,242 - mmaction - INFO - Epoch [43][60/1879] lr: 2.000e-04, eta: 2:27:06, time: 0.550, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8543, loss_cls: 1.4029, loss: 1.4029, grad_norm: 4.6961 2021-06-17 23:54:20,311 - mmaction - INFO - Epoch [43][80/1879] lr: 2.000e-04, eta: 2:26:54, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8555, loss_cls: 1.3830, loss: 1.3830, grad_norm: 4.6731 2021-06-17 23:54:31,383 - mmaction - INFO - Epoch [43][100/1879] lr: 2.000e-04, eta: 2:26:42, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8559, loss_cls: 1.3716, loss: 1.3716, grad_norm: 4.7138 2021-06-17 23:54:42,530 - mmaction - INFO - Epoch [43][120/1879] lr: 2.000e-04, eta: 2:26:30, time: 0.557, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3833, loss: 1.3833, grad_norm: 4.6942 2021-06-17 23:54:53,755 - mmaction - INFO - Epoch [43][140/1879] lr: 2.000e-04, eta: 2:26:19, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8414, loss_cls: 1.4355, loss: 1.4355, grad_norm: 4.6776 2021-06-17 23:55:05,031 - mmaction - INFO - Epoch [43][160/1879] lr: 2.000e-04, eta: 2:26:07, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8527, loss_cls: 1.3788, loss: 1.3788, grad_norm: 4.7023 2021-06-17 23:55:16,269 - mmaction - INFO - Epoch [43][180/1879] lr: 2.000e-04, eta: 2:25:55, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8699, loss_cls: 1.3115, loss: 1.3115, grad_norm: 4.6269 2021-06-17 23:55:27,520 - mmaction - INFO - Epoch [43][200/1879] lr: 2.000e-04, eta: 2:25:43, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8480, loss_cls: 1.4287, loss: 1.4287, grad_norm: 4.7968 2021-06-17 23:55:38,791 - mmaction - INFO - Epoch [43][220/1879] lr: 2.000e-04, eta: 2:25:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8551, loss_cls: 1.3665, loss: 1.3665, grad_norm: 4.6313 2021-06-17 23:55:50,094 - mmaction - INFO - Epoch [43][240/1879] lr: 2.000e-04, eta: 2:25:19, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8641, loss_cls: 1.3226, loss: 1.3226, grad_norm: 4.6433 2021-06-17 23:56:01,340 - mmaction - INFO - Epoch [43][260/1879] lr: 2.000e-04, eta: 2:25:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8492, loss_cls: 1.4193, loss: 1.4193, grad_norm: 4.7862 2021-06-17 23:56:12,619 - mmaction - INFO - Epoch [43][280/1879] lr: 2.000e-04, eta: 2:24:55, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8602, loss_cls: 1.3466, loss: 1.3466, grad_norm: 4.6241 2021-06-17 23:56:23,885 - mmaction - INFO - Epoch [43][300/1879] lr: 2.000e-04, eta: 2:24:43, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8660, loss_cls: 1.3713, loss: 1.3713, grad_norm: 4.7537 2021-06-17 23:56:35,190 - mmaction - INFO - Epoch [43][320/1879] lr: 2.000e-04, eta: 2:24:32, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8586, loss_cls: 1.3584, loss: 1.3584, grad_norm: 4.6739 2021-06-17 23:56:46,501 - mmaction - INFO - Epoch [43][340/1879] lr: 2.000e-04, eta: 2:24:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8723, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.6795 2021-06-17 23:56:57,840 - mmaction - INFO - Epoch [43][360/1879] lr: 2.000e-04, eta: 2:24:08, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8512, loss_cls: 1.4002, loss: 1.4002, grad_norm: 4.7222 2021-06-17 23:57:09,120 - mmaction - INFO - Epoch [43][380/1879] lr: 2.000e-04, eta: 2:23:56, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8449, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.8089 2021-06-17 23:57:20,375 - mmaction - INFO - Epoch [43][400/1879] lr: 2.000e-04, eta: 2:23:44, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8543, loss_cls: 1.4405, loss: 1.4405, grad_norm: 4.7754 2021-06-17 23:57:31,613 - mmaction - INFO - Epoch [43][420/1879] lr: 2.000e-04, eta: 2:23:32, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8559, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.7170 2021-06-17 23:57:42,892 - mmaction - INFO - Epoch [43][440/1879] lr: 2.000e-04, eta: 2:23:20, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8586, loss_cls: 1.3730, loss: 1.3730, grad_norm: 4.6871 2021-06-17 23:57:54,172 - mmaction - INFO - Epoch [43][460/1879] lr: 2.000e-04, eta: 2:23:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8430, loss_cls: 1.4491, loss: 1.4491, grad_norm: 4.7699 2021-06-17 23:58:05,437 - mmaction - INFO - Epoch [43][480/1879] lr: 2.000e-04, eta: 2:22:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8520, loss_cls: 1.3970, loss: 1.3970, grad_norm: 4.6612 2021-06-17 23:58:16,693 - mmaction - INFO - Epoch [43][500/1879] lr: 2.000e-04, eta: 2:22:45, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8660, loss_cls: 1.2696, loss: 1.2696, grad_norm: 4.5841 2021-06-17 23:58:27,927 - mmaction - INFO - Epoch [43][520/1879] lr: 2.000e-04, eta: 2:22:33, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8594, loss_cls: 1.3688, loss: 1.3688, grad_norm: 4.7162 2021-06-17 23:58:39,236 - mmaction - INFO - Epoch [43][540/1879] lr: 2.000e-04, eta: 2:22:21, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8645, loss_cls: 1.3269, loss: 1.3269, grad_norm: 4.5748 2021-06-17 23:58:50,521 - mmaction - INFO - Epoch [43][560/1879] lr: 2.000e-04, eta: 2:22:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8621, loss_cls: 1.3455, loss: 1.3455, grad_norm: 4.6965 2021-06-17 23:59:01,846 - mmaction - INFO - Epoch [43][580/1879] lr: 2.000e-04, eta: 2:21:57, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8613, loss_cls: 1.4059, loss: 1.4059, grad_norm: 4.8031 2021-06-17 23:59:13,089 - mmaction - INFO - Epoch [43][600/1879] lr: 2.000e-04, eta: 2:21:45, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8516, loss_cls: 1.4519, loss: 1.4519, grad_norm: 4.7724 2021-06-17 23:59:24,287 - mmaction - INFO - Epoch [43][620/1879] lr: 2.000e-04, eta: 2:21:33, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8520, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.7601 2021-06-17 23:59:35,563 - mmaction - INFO - Epoch [43][640/1879] lr: 2.000e-04, eta: 2:21:21, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8379, loss_cls: 1.4567, loss: 1.4567, grad_norm: 4.7293 2021-06-17 23:59:46,784 - mmaction - INFO - Epoch [43][660/1879] lr: 2.000e-04, eta: 2:21:10, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8535, loss_cls: 1.4116, loss: 1.4116, grad_norm: 4.8110 2021-06-17 23:59:58,046 - mmaction - INFO - Epoch [43][680/1879] lr: 2.000e-04, eta: 2:20:58, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8531, loss_cls: 1.4132, loss: 1.4132, grad_norm: 4.7940 2021-06-18 00:00:10,151 - mmaction - INFO - Epoch [43][700/1879] lr: 2.000e-04, eta: 2:20:46, time: 0.606, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8395, loss_cls: 1.4698, loss: 1.4698, grad_norm: 4.8643 2021-06-18 00:00:21,434 - mmaction - INFO - Epoch [43][720/1879] lr: 2.000e-04, eta: 2:20:34, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8555, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.7305 2021-06-18 00:00:32,704 - mmaction - INFO - Epoch [43][740/1879] lr: 2.000e-04, eta: 2:20:22, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8516, loss_cls: 1.4185, loss: 1.4185, grad_norm: 4.7665 2021-06-18 00:00:43,945 - mmaction - INFO - Epoch [43][760/1879] lr: 2.000e-04, eta: 2:20:10, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8629, loss_cls: 1.3638, loss: 1.3638, grad_norm: 4.7251 2021-06-18 00:00:55,228 - mmaction - INFO - Epoch [43][780/1879] lr: 2.000e-04, eta: 2:19:58, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3517, loss: 1.3517, grad_norm: 4.6616 2021-06-18 00:01:06,476 - mmaction - INFO - Epoch [43][800/1879] lr: 2.000e-04, eta: 2:19:47, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8543, loss_cls: 1.3747, loss: 1.3747, grad_norm: 4.6391 2021-06-18 00:01:17,739 - mmaction - INFO - Epoch [43][820/1879] lr: 2.000e-04, eta: 2:19:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8586, loss_cls: 1.3881, loss: 1.3881, grad_norm: 4.7209 2021-06-18 00:01:29,038 - mmaction - INFO - Epoch [43][840/1879] lr: 2.000e-04, eta: 2:19:23, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8531, loss_cls: 1.3979, loss: 1.3979, grad_norm: 4.7389 2021-06-18 00:01:40,306 - mmaction - INFO - Epoch [43][860/1879] lr: 2.000e-04, eta: 2:19:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8488, loss_cls: 1.4202, loss: 1.4202, grad_norm: 4.8202 2021-06-18 00:01:51,580 - mmaction - INFO - Epoch [43][880/1879] lr: 2.000e-04, eta: 2:18:59, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8473, loss_cls: 1.4458, loss: 1.4458, grad_norm: 4.7771 2021-06-18 00:02:02,862 - mmaction - INFO - Epoch [43][900/1879] lr: 2.000e-04, eta: 2:18:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8539, loss_cls: 1.4113, loss: 1.4113, grad_norm: 4.7445 2021-06-18 00:02:14,137 - mmaction - INFO - Epoch [43][920/1879] lr: 2.000e-04, eta: 2:18:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8496, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.7044 2021-06-18 00:02:25,461 - mmaction - INFO - Epoch [43][940/1879] lr: 2.000e-04, eta: 2:18:23, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8602, loss_cls: 1.3593, loss: 1.3593, grad_norm: 4.6572 2021-06-18 00:02:36,736 - mmaction - INFO - Epoch [43][960/1879] lr: 2.000e-04, eta: 2:18:12, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8438, loss_cls: 1.4454, loss: 1.4454, grad_norm: 4.7786 2021-06-18 00:02:47,962 - mmaction - INFO - Epoch [43][980/1879] lr: 2.000e-04, eta: 2:18:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8520, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.7060 2021-06-18 00:02:59,247 - mmaction - INFO - Epoch [43][1000/1879] lr: 2.000e-04, eta: 2:17:48, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8539, loss_cls: 1.4227, loss: 1.4227, grad_norm: 4.7454 2021-06-18 00:03:10,525 - mmaction - INFO - Epoch [43][1020/1879] lr: 2.000e-04, eta: 2:17:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8477, loss_cls: 1.3902, loss: 1.3902, grad_norm: 4.6643 2021-06-18 00:03:21,845 - mmaction - INFO - Epoch [43][1040/1879] lr: 2.000e-04, eta: 2:17:24, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8668, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.6887 2021-06-18 00:03:33,146 - mmaction - INFO - Epoch [43][1060/1879] lr: 2.000e-04, eta: 2:17:12, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8492, loss_cls: 1.3586, loss: 1.3586, grad_norm: 4.6805 2021-06-18 00:03:44,402 - mmaction - INFO - Epoch [43][1080/1879] lr: 2.000e-04, eta: 2:17:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8555, loss_cls: 1.3997, loss: 1.3997, grad_norm: 4.8411 2021-06-18 00:03:55,678 - mmaction - INFO - Epoch [43][1100/1879] lr: 2.000e-04, eta: 2:16:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8480, loss_cls: 1.4574, loss: 1.4574, grad_norm: 4.7619 2021-06-18 00:04:06,951 - mmaction - INFO - Epoch [43][1120/1879] lr: 2.000e-04, eta: 2:16:37, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3622, loss: 1.3622, grad_norm: 4.7469 2021-06-18 00:04:18,233 - mmaction - INFO - Epoch [43][1140/1879] lr: 2.000e-04, eta: 2:16:25, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8477, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.6338 2021-06-18 00:04:29,576 - mmaction - INFO - Epoch [43][1160/1879] lr: 2.000e-04, eta: 2:16:13, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8559, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.7927 2021-06-18 00:04:40,846 - mmaction - INFO - Epoch [43][1180/1879] lr: 2.000e-04, eta: 2:16:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8637, loss_cls: 1.3264, loss: 1.3264, grad_norm: 4.6644 2021-06-18 00:04:52,158 - mmaction - INFO - Epoch [43][1200/1879] lr: 2.000e-04, eta: 2:15:49, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8586, loss_cls: 1.3835, loss: 1.3835, grad_norm: 4.7826 2021-06-18 00:05:03,704 - mmaction - INFO - Epoch [43][1220/1879] lr: 2.000e-04, eta: 2:15:37, time: 0.578, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8477, loss_cls: 1.4008, loss: 1.4008, grad_norm: 4.6840 2021-06-18 00:05:14,997 - mmaction - INFO - Epoch [43][1240/1879] lr: 2.000e-04, eta: 2:15:25, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8594, loss_cls: 1.3475, loss: 1.3475, grad_norm: 4.6796 2021-06-18 00:05:26,276 - mmaction - INFO - Epoch [43][1260/1879] lr: 2.000e-04, eta: 2:15:14, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8527, loss_cls: 1.4165, loss: 1.4165, grad_norm: 4.7031 2021-06-18 00:05:37,576 - mmaction - INFO - Epoch [43][1280/1879] lr: 2.000e-04, eta: 2:15:02, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8469, loss_cls: 1.4265, loss: 1.4265, grad_norm: 4.8396 2021-06-18 00:05:48,842 - mmaction - INFO - Epoch [43][1300/1879] lr: 2.000e-04, eta: 2:14:50, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8566, loss_cls: 1.3322, loss: 1.3322, grad_norm: 4.6367 2021-06-18 00:06:00,187 - mmaction - INFO - Epoch [43][1320/1879] lr: 2.000e-04, eta: 2:14:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8637, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.6928 2021-06-18 00:06:11,449 - mmaction - INFO - Epoch [43][1340/1879] lr: 2.000e-04, eta: 2:14:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8512, loss_cls: 1.4264, loss: 1.4264, grad_norm: 4.8019 2021-06-18 00:06:22,807 - mmaction - INFO - Epoch [43][1360/1879] lr: 2.000e-04, eta: 2:14:14, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8473, loss_cls: 1.4170, loss: 1.4170, grad_norm: 4.7467 2021-06-18 00:06:34,103 - mmaction - INFO - Epoch [43][1380/1879] lr: 2.000e-04, eta: 2:14:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8621, loss_cls: 1.3653, loss: 1.3653, grad_norm: 4.6774 2021-06-18 00:06:45,358 - mmaction - INFO - Epoch [43][1400/1879] lr: 2.000e-04, eta: 2:13:50, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8605, loss_cls: 1.3305, loss: 1.3305, grad_norm: 4.5814 2021-06-18 00:06:56,534 - mmaction - INFO - Epoch [43][1420/1879] lr: 2.000e-04, eta: 2:13:39, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8543, loss_cls: 1.3948, loss: 1.3948, grad_norm: 4.6175 2021-06-18 00:07:07,909 - mmaction - INFO - Epoch [43][1440/1879] lr: 2.000e-04, eta: 2:13:27, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8559, loss_cls: 1.3940, loss: 1.3940, grad_norm: 4.6969 2021-06-18 00:07:19,204 - mmaction - INFO - Epoch [43][1460/1879] lr: 2.000e-04, eta: 2:13:15, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8605, loss_cls: 1.3452, loss: 1.3452, grad_norm: 4.6969 2021-06-18 00:07:30,468 - mmaction - INFO - Epoch [43][1480/1879] lr: 2.000e-04, eta: 2:13:03, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8551, loss_cls: 1.3477, loss: 1.3477, grad_norm: 4.7430 2021-06-18 00:07:41,716 - mmaction - INFO - Epoch [43][1500/1879] lr: 2.000e-04, eta: 2:12:51, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.3345, loss: 1.3345, grad_norm: 4.5991 2021-06-18 00:07:53,025 - mmaction - INFO - Epoch [43][1520/1879] lr: 2.000e-04, eta: 2:12:39, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8570, loss_cls: 1.4124, loss: 1.4124, grad_norm: 4.6638 2021-06-18 00:08:04,274 - mmaction - INFO - Epoch [43][1540/1879] lr: 2.000e-04, eta: 2:12:27, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8555, loss_cls: 1.3634, loss: 1.3634, grad_norm: 4.6250 2021-06-18 00:08:15,544 - mmaction - INFO - Epoch [43][1560/1879] lr: 2.000e-04, eta: 2:12:15, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8559, loss_cls: 1.3589, loss: 1.3589, grad_norm: 4.6836 2021-06-18 00:08:26,812 - mmaction - INFO - Epoch [43][1580/1879] lr: 2.000e-04, eta: 2:12:04, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8645, loss_cls: 1.3764, loss: 1.3764, grad_norm: 4.8106 2021-06-18 00:08:38,078 - mmaction - INFO - Epoch [43][1600/1879] lr: 2.000e-04, eta: 2:11:52, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8473, loss_cls: 1.4277, loss: 1.4277, grad_norm: 4.7826 2021-06-18 00:08:49,283 - mmaction - INFO - Epoch [43][1620/1879] lr: 2.000e-04, eta: 2:11:40, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8523, loss_cls: 1.3939, loss: 1.3939, grad_norm: 4.7186 2021-06-18 00:09:00,584 - mmaction - INFO - Epoch [43][1640/1879] lr: 2.000e-04, eta: 2:11:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8551, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.7402 2021-06-18 00:09:11,832 - mmaction - INFO - Epoch [43][1660/1879] lr: 2.000e-04, eta: 2:11:16, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8672, loss_cls: 1.3339, loss: 1.3339, grad_norm: 4.6427 2021-06-18 00:09:23,169 - mmaction - INFO - Epoch [43][1680/1879] lr: 2.000e-04, eta: 2:11:04, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8391, loss_cls: 1.4297, loss: 1.4297, grad_norm: 4.8438 2021-06-18 00:09:34,511 - mmaction - INFO - Epoch [43][1700/1879] lr: 2.000e-04, eta: 2:10:52, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8508, loss_cls: 1.4200, loss: 1.4200, grad_norm: 4.8245 2021-06-18 00:09:45,741 - mmaction - INFO - Epoch [43][1720/1879] lr: 2.000e-04, eta: 2:10:41, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8500, loss_cls: 1.3987, loss: 1.3987, grad_norm: 4.7982 2021-06-18 00:09:56,998 - mmaction - INFO - Epoch [43][1740/1879] lr: 2.000e-04, eta: 2:10:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8473, loss_cls: 1.4219, loss: 1.4219, grad_norm: 4.7690 2021-06-18 00:10:08,338 - mmaction - INFO - Epoch [43][1760/1879] lr: 2.000e-04, eta: 2:10:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8516, loss_cls: 1.4041, loss: 1.4041, grad_norm: 4.8206 2021-06-18 00:10:19,595 - mmaction - INFO - Epoch [43][1780/1879] lr: 2.000e-04, eta: 2:10:05, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8562, loss_cls: 1.3861, loss: 1.3861, grad_norm: 4.6973 2021-06-18 00:10:30,903 - mmaction - INFO - Epoch [43][1800/1879] lr: 2.000e-04, eta: 2:09:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8480, loss_cls: 1.3724, loss: 1.3724, grad_norm: 4.6774 2021-06-18 00:10:42,158 - mmaction - INFO - Epoch [43][1820/1879] lr: 2.000e-04, eta: 2:09:41, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8590, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.6401 2021-06-18 00:10:53,463 - mmaction - INFO - Epoch [43][1840/1879] lr: 2.000e-04, eta: 2:09:29, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8492, loss_cls: 1.4087, loss: 1.4087, grad_norm: 4.6707 2021-06-18 00:11:04,769 - mmaction - INFO - Epoch [43][1860/1879] lr: 2.000e-04, eta: 2:09:18, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8559, loss_cls: 1.3865, loss: 1.3865, grad_norm: 4.7743 2021-06-18 00:16:39,589 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 00:16:40,325 - mmaction - INFO - top1_acc 0.7217 top5_acc 0.9033 2021-06-18 00:16:40,325 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 00:16:40,353 - mmaction - INFO - mean_acc 0.7216 2021-06-18 00:16:40,360 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-18 00:16:40,640 - mmaction - INFO - Epoch(val) [43][619] top1_acc: 0.7217, top5_acc: 0.9033, mean_class_accuracy: 0.7216 2021-06-18 00:17:50,756 - mmaction - INFO - Epoch [44][20/1879] lr: 2.000e-04, eta: 2:09:02, time: 3.505, data_time: 2.952, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8578, loss_cls: 1.3890, loss: 1.3890, grad_norm: 4.7202 2021-06-18 00:18:01,817 - mmaction - INFO - Epoch [44][40/1879] lr: 2.000e-04, eta: 2:08:50, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8633, loss_cls: 1.3626, loss: 1.3626, grad_norm: 4.7258 2021-06-18 00:18:12,848 - mmaction - INFO - Epoch [44][60/1879] lr: 2.000e-04, eta: 2:08:38, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8594, loss_cls: 1.3876, loss: 1.3876, grad_norm: 4.7262 2021-06-18 00:18:23,900 - mmaction - INFO - Epoch [44][80/1879] lr: 2.000e-04, eta: 2:08:27, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8574, loss_cls: 1.3589, loss: 1.3589, grad_norm: 4.7083 2021-06-18 00:18:34,984 - mmaction - INFO - Epoch [44][100/1879] lr: 2.000e-04, eta: 2:08:15, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8637, loss_cls: 1.3430, loss: 1.3430, grad_norm: 4.7293 2021-06-18 00:18:46,156 - mmaction - INFO - Epoch [44][120/1879] lr: 2.000e-04, eta: 2:08:03, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8512, loss_cls: 1.4129, loss: 1.4129, grad_norm: 4.7922 2021-06-18 00:18:57,321 - mmaction - INFO - Epoch [44][140/1879] lr: 2.000e-04, eta: 2:07:51, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8504, loss_cls: 1.3823, loss: 1.3823, grad_norm: 4.7489 2021-06-18 00:19:08,620 - mmaction - INFO - Epoch [44][160/1879] lr: 2.000e-04, eta: 2:07:39, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8500, loss_cls: 1.4092, loss: 1.4092, grad_norm: 4.7368 2021-06-18 00:19:19,917 - mmaction - INFO - Epoch [44][180/1879] lr: 2.000e-04, eta: 2:07:27, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8469, loss_cls: 1.4155, loss: 1.4155, grad_norm: 4.8278 2021-06-18 00:19:31,226 - mmaction - INFO - Epoch [44][200/1879] lr: 2.000e-04, eta: 2:07:15, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8555, loss_cls: 1.4041, loss: 1.4041, grad_norm: 4.8069 2021-06-18 00:19:42,578 - mmaction - INFO - Epoch [44][220/1879] lr: 2.000e-04, eta: 2:07:03, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8617, loss_cls: 1.3320, loss: 1.3320, grad_norm: 4.6705 2021-06-18 00:19:53,925 - mmaction - INFO - Epoch [44][240/1879] lr: 2.000e-04, eta: 2:06:51, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8770, loss_cls: 1.3033, loss: 1.3033, grad_norm: 4.6825 2021-06-18 00:20:06,005 - mmaction - INFO - Epoch [44][260/1879] lr: 2.000e-04, eta: 2:06:40, time: 0.604, data_time: 0.001, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3514, loss: 1.3514, grad_norm: 4.7030 2021-06-18 00:20:17,300 - mmaction - INFO - Epoch [44][280/1879] lr: 2.000e-04, eta: 2:06:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8551, loss_cls: 1.3752, loss: 1.3752, grad_norm: 4.7163 2021-06-18 00:20:28,536 - mmaction - INFO - Epoch [44][300/1879] lr: 2.000e-04, eta: 2:06:16, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8609, loss_cls: 1.3328, loss: 1.3328, grad_norm: 4.6446 2021-06-18 00:20:39,847 - mmaction - INFO - Epoch [44][320/1879] lr: 2.000e-04, eta: 2:06:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8648, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.6799 2021-06-18 00:20:51,176 - mmaction - INFO - Epoch [44][340/1879] lr: 2.000e-04, eta: 2:05:52, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8543, loss_cls: 1.4211, loss: 1.4211, grad_norm: 4.7649 2021-06-18 00:21:02,439 - mmaction - INFO - Epoch [44][360/1879] lr: 2.000e-04, eta: 2:05:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8516, loss_cls: 1.3757, loss: 1.3757, grad_norm: 4.6478 2021-06-18 00:21:13,709 - mmaction - INFO - Epoch [44][380/1879] lr: 2.000e-04, eta: 2:05:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8598, loss_cls: 1.3364, loss: 1.3364, grad_norm: 4.6533 2021-06-18 00:21:25,065 - mmaction - INFO - Epoch [44][400/1879] lr: 2.000e-04, eta: 2:05:17, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8418, loss_cls: 1.4356, loss: 1.4356, grad_norm: 4.8356 2021-06-18 00:21:36,402 - mmaction - INFO - Epoch [44][420/1879] lr: 2.000e-04, eta: 2:05:05, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8535, loss_cls: 1.3697, loss: 1.3697, grad_norm: 4.6763 2021-06-18 00:21:47,702 - mmaction - INFO - Epoch [44][440/1879] lr: 2.000e-04, eta: 2:04:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8520, loss_cls: 1.4025, loss: 1.4025, grad_norm: 4.7892 2021-06-18 00:21:58,972 - mmaction - INFO - Epoch [44][460/1879] lr: 2.000e-04, eta: 2:04:41, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8441, loss_cls: 1.4413, loss: 1.4413, grad_norm: 4.7371 2021-06-18 00:22:10,284 - mmaction - INFO - Epoch [44][480/1879] lr: 2.000e-04, eta: 2:04:29, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8465, loss_cls: 1.4170, loss: 1.4170, grad_norm: 4.7648 2021-06-18 00:22:21,574 - mmaction - INFO - Epoch [44][500/1879] lr: 2.000e-04, eta: 2:04:17, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8520, loss_cls: 1.3930, loss: 1.3930, grad_norm: 4.7004 2021-06-18 00:22:32,885 - mmaction - INFO - Epoch [44][520/1879] lr: 2.000e-04, eta: 2:04:05, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8719, loss_cls: 1.3170, loss: 1.3170, grad_norm: 4.7561 2021-06-18 00:22:44,174 - mmaction - INFO - Epoch [44][540/1879] lr: 2.000e-04, eta: 2:03:54, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8496, loss_cls: 1.4066, loss: 1.4066, grad_norm: 4.7753 2021-06-18 00:22:55,490 - mmaction - INFO - Epoch [44][560/1879] lr: 2.000e-04, eta: 2:03:42, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8578, loss_cls: 1.3473, loss: 1.3473, grad_norm: 4.7448 2021-06-18 00:23:06,764 - mmaction - INFO - Epoch [44][580/1879] lr: 2.000e-04, eta: 2:03:30, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8613, loss_cls: 1.3547, loss: 1.3547, grad_norm: 4.6612 2021-06-18 00:23:18,029 - mmaction - INFO - Epoch [44][600/1879] lr: 2.000e-04, eta: 2:03:18, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8605, loss_cls: 1.3277, loss: 1.3277, grad_norm: 4.6081 2021-06-18 00:23:29,240 - mmaction - INFO - Epoch [44][620/1879] lr: 2.000e-04, eta: 2:03:06, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8562, loss_cls: 1.3633, loss: 1.3633, grad_norm: 4.6771 2021-06-18 00:23:40,486 - mmaction - INFO - Epoch [44][640/1879] lr: 2.000e-04, eta: 2:02:54, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8609, loss_cls: 1.3707, loss: 1.3707, grad_norm: 4.7617 2021-06-18 00:23:51,769 - mmaction - INFO - Epoch [44][660/1879] lr: 2.000e-04, eta: 2:02:42, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3591, loss: 1.3591, grad_norm: 4.7210 2021-06-18 00:24:03,086 - mmaction - INFO - Epoch [44][680/1879] lr: 2.000e-04, eta: 2:02:31, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8504, loss_cls: 1.3664, loss: 1.3664, grad_norm: 4.6957 2021-06-18 00:24:14,357 - mmaction - INFO - Epoch [44][700/1879] lr: 2.000e-04, eta: 2:02:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8496, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.6894 2021-06-18 00:24:25,669 - mmaction - INFO - Epoch [44][720/1879] lr: 2.000e-04, eta: 2:02:07, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8512, loss_cls: 1.4126, loss: 1.4126, grad_norm: 4.8678 2021-06-18 00:24:36,929 - mmaction - INFO - Epoch [44][740/1879] lr: 2.000e-04, eta: 2:01:55, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8473, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.7654 2021-06-18 00:24:48,159 - mmaction - INFO - Epoch [44][760/1879] lr: 2.000e-04, eta: 2:01:43, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8625, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.6642 2021-06-18 00:24:59,430 - mmaction - INFO - Epoch [44][780/1879] lr: 2.000e-04, eta: 2:01:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8477, loss_cls: 1.4118, loss: 1.4118, grad_norm: 4.8613 2021-06-18 00:25:10,737 - mmaction - INFO - Epoch [44][800/1879] lr: 2.000e-04, eta: 2:01:19, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8516, loss_cls: 1.4028, loss: 1.4028, grad_norm: 4.7608 2021-06-18 00:25:22,023 - mmaction - INFO - Epoch [44][820/1879] lr: 2.000e-04, eta: 2:01:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8445, loss_cls: 1.4186, loss: 1.4186, grad_norm: 4.7776 2021-06-18 00:25:33,310 - mmaction - INFO - Epoch [44][840/1879] lr: 2.000e-04, eta: 2:00:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8477, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.7531 2021-06-18 00:25:44,550 - mmaction - INFO - Epoch [44][860/1879] lr: 2.000e-04, eta: 2:00:44, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8484, loss_cls: 1.4581, loss: 1.4581, grad_norm: 4.8023 2021-06-18 00:25:55,773 - mmaction - INFO - Epoch [44][880/1879] lr: 2.000e-04, eta: 2:00:32, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8480, loss_cls: 1.4201, loss: 1.4201, grad_norm: 4.7297 2021-06-18 00:26:07,078 - mmaction - INFO - Epoch [44][900/1879] lr: 2.000e-04, eta: 2:00:20, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8551, loss_cls: 1.3705, loss: 1.3705, grad_norm: 4.7681 2021-06-18 00:26:18,297 - mmaction - INFO - Epoch [44][920/1879] lr: 2.000e-04, eta: 2:00:08, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8422, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.7439 2021-06-18 00:26:29,575 - mmaction - INFO - Epoch [44][940/1879] lr: 2.000e-04, eta: 1:59:56, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8570, loss_cls: 1.4023, loss: 1.4023, grad_norm: 4.8229 2021-06-18 00:26:40,774 - mmaction - INFO - Epoch [44][960/1879] lr: 2.000e-04, eta: 1:59:44, time: 0.559, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8578, loss_cls: 1.4104, loss: 1.4104, grad_norm: 4.7373 2021-06-18 00:26:52,051 - mmaction - INFO - Epoch [44][980/1879] lr: 2.000e-04, eta: 1:59:33, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8523, loss_cls: 1.4350, loss: 1.4350, grad_norm: 4.7715 2021-06-18 00:27:03,343 - mmaction - INFO - Epoch [44][1000/1879] lr: 2.000e-04, eta: 1:59:21, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8629, loss_cls: 1.3718, loss: 1.3718, grad_norm: 4.6506 2021-06-18 00:27:14,578 - mmaction - INFO - Epoch [44][1020/1879] lr: 2.000e-04, eta: 1:59:09, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8535, loss_cls: 1.3835, loss: 1.3835, grad_norm: 4.6858 2021-06-18 00:27:25,869 - mmaction - INFO - Epoch [44][1040/1879] lr: 2.000e-04, eta: 1:58:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8465, loss_cls: 1.4012, loss: 1.4012, grad_norm: 4.8217 2021-06-18 00:27:37,116 - mmaction - INFO - Epoch [44][1060/1879] lr: 2.000e-04, eta: 1:58:45, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8461, loss_cls: 1.3864, loss: 1.3864, grad_norm: 4.7437 2021-06-18 00:27:48,453 - mmaction - INFO - Epoch [44][1080/1879] lr: 2.000e-04, eta: 1:58:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3723, loss: 1.3723, grad_norm: 4.7734 2021-06-18 00:27:59,675 - mmaction - INFO - Epoch [44][1100/1879] lr: 2.000e-04, eta: 1:58:21, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8508, loss_cls: 1.4233, loss: 1.4233, grad_norm: 4.7400 2021-06-18 00:28:11,004 - mmaction - INFO - Epoch [44][1120/1879] lr: 2.000e-04, eta: 1:58:10, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8555, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.7482 2021-06-18 00:28:22,337 - mmaction - INFO - Epoch [44][1140/1879] lr: 2.000e-04, eta: 1:57:58, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8582, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.6889 2021-06-18 00:28:33,590 - mmaction - INFO - Epoch [44][1160/1879] lr: 2.000e-04, eta: 1:57:46, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8551, loss_cls: 1.3932, loss: 1.3932, grad_norm: 4.7999 2021-06-18 00:28:44,853 - mmaction - INFO - Epoch [44][1180/1879] lr: 2.000e-04, eta: 1:57:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8523, loss_cls: 1.3722, loss: 1.3722, grad_norm: 4.7770 2021-06-18 00:28:56,160 - mmaction - INFO - Epoch [44][1200/1879] lr: 2.000e-04, eta: 1:57:22, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8395, loss_cls: 1.4609, loss: 1.4609, grad_norm: 4.7836 2021-06-18 00:29:07,432 - mmaction - INFO - Epoch [44][1220/1879] lr: 2.000e-04, eta: 1:57:10, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8512, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.8007 2021-06-18 00:29:18,735 - mmaction - INFO - Epoch [44][1240/1879] lr: 2.000e-04, eta: 1:56:58, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8520, loss_cls: 1.4296, loss: 1.4296, grad_norm: 4.8801 2021-06-18 00:29:30,004 - mmaction - INFO - Epoch [44][1260/1879] lr: 2.000e-04, eta: 1:56:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8570, loss_cls: 1.3595, loss: 1.3595, grad_norm: 4.7073 2021-06-18 00:29:41,296 - mmaction - INFO - Epoch [44][1280/1879] lr: 2.000e-04, eta: 1:56:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8559, loss_cls: 1.3688, loss: 1.3688, grad_norm: 4.7259 2021-06-18 00:29:52,603 - mmaction - INFO - Epoch [44][1300/1879] lr: 2.000e-04, eta: 1:56:23, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8426, loss_cls: 1.4315, loss: 1.4315, grad_norm: 4.8064 2021-06-18 00:30:03,911 - mmaction - INFO - Epoch [44][1320/1879] lr: 2.000e-04, eta: 1:56:11, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8496, loss_cls: 1.4041, loss: 1.4041, grad_norm: 4.6688 2021-06-18 00:30:15,203 - mmaction - INFO - Epoch [44][1340/1879] lr: 2.000e-04, eta: 1:55:59, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8523, loss_cls: 1.3934, loss: 1.3934, grad_norm: 4.7588 2021-06-18 00:30:26,478 - mmaction - INFO - Epoch [44][1360/1879] lr: 2.000e-04, eta: 1:55:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8695, loss_cls: 1.3124, loss: 1.3124, grad_norm: 4.7727 2021-06-18 00:30:37,740 - mmaction - INFO - Epoch [44][1380/1879] lr: 2.000e-04, eta: 1:55:35, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8520, loss_cls: 1.3824, loss: 1.3824, grad_norm: 4.7908 2021-06-18 00:30:48,960 - mmaction - INFO - Epoch [44][1400/1879] lr: 2.000e-04, eta: 1:55:24, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8527, loss_cls: 1.3780, loss: 1.3780, grad_norm: 4.7475 2021-06-18 00:31:00,281 - mmaction - INFO - Epoch [44][1420/1879] lr: 2.000e-04, eta: 1:55:12, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8551, loss_cls: 1.3838, loss: 1.3838, grad_norm: 4.7648 2021-06-18 00:31:11,496 - mmaction - INFO - Epoch [44][1440/1879] lr: 2.000e-04, eta: 1:55:00, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8422, loss_cls: 1.4359, loss: 1.4359, grad_norm: 4.7967 2021-06-18 00:31:22,823 - mmaction - INFO - Epoch [44][1460/1879] lr: 2.000e-04, eta: 1:54:48, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8637, loss_cls: 1.3631, loss: 1.3631, grad_norm: 4.7098 2021-06-18 00:31:34,186 - mmaction - INFO - Epoch [44][1480/1879] lr: 2.000e-04, eta: 1:54:36, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8512, loss_cls: 1.4111, loss: 1.4111, grad_norm: 4.8861 2021-06-18 00:31:45,518 - mmaction - INFO - Epoch [44][1500/1879] lr: 2.000e-04, eta: 1:54:24, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8473, loss_cls: 1.4371, loss: 1.4371, grad_norm: 4.8691 2021-06-18 00:31:56,776 - mmaction - INFO - Epoch [44][1520/1879] lr: 2.000e-04, eta: 1:54:12, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8496, loss_cls: 1.3965, loss: 1.3965, grad_norm: 4.8983 2021-06-18 00:32:08,062 - mmaction - INFO - Epoch [44][1540/1879] lr: 2.000e-04, eta: 1:54:01, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8535, loss_cls: 1.3912, loss: 1.3912, grad_norm: 4.7712 2021-06-18 00:32:19,370 - mmaction - INFO - Epoch [44][1560/1879] lr: 2.000e-04, eta: 1:53:49, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8500, loss_cls: 1.4064, loss: 1.4064, grad_norm: 4.8127 2021-06-18 00:32:30,644 - mmaction - INFO - Epoch [44][1580/1879] lr: 2.000e-04, eta: 1:53:37, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8609, loss_cls: 1.3574, loss: 1.3574, grad_norm: 4.7368 2021-06-18 00:32:41,978 - mmaction - INFO - Epoch [44][1600/1879] lr: 2.000e-04, eta: 1:53:25, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8547, loss_cls: 1.4167, loss: 1.4167, grad_norm: 4.7732 2021-06-18 00:32:53,320 - mmaction - INFO - Epoch [44][1620/1879] lr: 2.000e-04, eta: 1:53:13, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8594, loss_cls: 1.3783, loss: 1.3783, grad_norm: 4.7653 2021-06-18 00:33:04,611 - mmaction - INFO - Epoch [44][1640/1879] lr: 2.000e-04, eta: 1:53:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8574, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.7019 2021-06-18 00:33:15,869 - mmaction - INFO - Epoch [44][1660/1879] lr: 2.000e-04, eta: 1:52:50, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8598, loss_cls: 1.3793, loss: 1.3793, grad_norm: 4.7276 2021-06-18 00:33:27,156 - mmaction - INFO - Epoch [44][1680/1879] lr: 2.000e-04, eta: 1:52:38, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8598, loss_cls: 1.3346, loss: 1.3346, grad_norm: 4.7124 2021-06-18 00:33:38,414 - mmaction - INFO - Epoch [44][1700/1879] lr: 2.000e-04, eta: 1:52:26, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8602, loss_cls: 1.3610, loss: 1.3610, grad_norm: 4.6667 2021-06-18 00:33:49,714 - mmaction - INFO - Epoch [44][1720/1879] lr: 2.000e-04, eta: 1:52:14, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8379, loss_cls: 1.4671, loss: 1.4671, grad_norm: 4.8266 2021-06-18 00:34:00,955 - mmaction - INFO - Epoch [44][1740/1879] lr: 2.000e-04, eta: 1:52:02, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8605, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.6721 2021-06-18 00:34:12,205 - mmaction - INFO - Epoch [44][1760/1879] lr: 2.000e-04, eta: 1:51:50, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8340, loss_cls: 1.4598, loss: 1.4598, grad_norm: 4.8755 2021-06-18 00:34:23,547 - mmaction - INFO - Epoch [44][1780/1879] lr: 2.000e-04, eta: 1:51:38, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8621, loss_cls: 1.3444, loss: 1.3444, grad_norm: 4.6725 2021-06-18 00:34:34,831 - mmaction - INFO - Epoch [44][1800/1879] lr: 2.000e-04, eta: 1:51:27, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8660, loss_cls: 1.3065, loss: 1.3065, grad_norm: 4.7178 2021-06-18 00:34:46,091 - mmaction - INFO - Epoch [44][1820/1879] lr: 2.000e-04, eta: 1:51:15, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8492, loss_cls: 1.4014, loss: 1.4014, grad_norm: 4.7473 2021-06-18 00:34:57,407 - mmaction - INFO - Epoch [44][1840/1879] lr: 2.000e-04, eta: 1:51:03, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8477, loss_cls: 1.4239, loss: 1.4239, grad_norm: 4.7684 2021-06-18 00:35:08,641 - mmaction - INFO - Epoch [44][1860/1879] lr: 2.000e-04, eta: 1:50:51, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8566, loss_cls: 1.3527, loss: 1.3527, grad_norm: 4.6882 2021-06-18 00:40:36,173 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 00:40:36,879 - mmaction - INFO - top1_acc 0.7231 top5_acc 0.9033 2021-06-18 00:40:36,879 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 00:40:36,906 - mmaction - INFO - mean_acc 0.7231 2021-06-18 00:40:37,189 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-06-18 00:40:37,189 - mmaction - INFO - Best top1_acc is 0.7231 at 44 epoch. 2021-06-18 00:40:37,196 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-18 00:40:37,682 - mmaction - INFO - Epoch(val) [44][619] top1_acc: 0.7231, top5_acc: 0.9033, mean_class_accuracy: 0.7231 2021-06-18 00:41:43,462 - mmaction - INFO - Epoch [45][20/1879] lr: 2.000e-04, eta: 1:50:34, time: 3.288, data_time: 2.735, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8496, loss_cls: 1.4073, loss: 1.4073, grad_norm: 4.7713 2021-06-18 00:41:54,496 - mmaction - INFO - Epoch [45][40/1879] lr: 2.000e-04, eta: 1:50:22, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3735, loss: 1.3735, grad_norm: 4.7166 2021-06-18 00:42:05,554 - mmaction - INFO - Epoch [45][60/1879] lr: 2.000e-04, eta: 1:50:10, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8523, loss_cls: 1.3973, loss: 1.3973, grad_norm: 4.7488 2021-06-18 00:42:16,575 - mmaction - INFO - Epoch [45][80/1879] lr: 2.000e-04, eta: 1:49:58, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8480, loss_cls: 1.4175, loss: 1.4175, grad_norm: 4.7864 2021-06-18 00:42:27,665 - mmaction - INFO - Epoch [45][100/1879] lr: 2.000e-04, eta: 1:49:46, time: 0.554, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8570, loss_cls: 1.3758, loss: 1.3758, grad_norm: 4.7983 2021-06-18 00:42:38,792 - mmaction - INFO - Epoch [45][120/1879] lr: 2.000e-04, eta: 1:49:34, time: 0.557, data_time: 0.001, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8445, loss_cls: 1.4577, loss: 1.4577, grad_norm: 4.9236 2021-06-18 00:42:49,969 - mmaction - INFO - Epoch [45][140/1879] lr: 2.000e-04, eta: 1:49:23, time: 0.558, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8504, loss_cls: 1.4135, loss: 1.4135, grad_norm: 4.7529 2021-06-18 00:43:01,224 - mmaction - INFO - Epoch [45][160/1879] lr: 2.000e-04, eta: 1:49:11, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8477, loss_cls: 1.3837, loss: 1.3837, grad_norm: 4.8105 2021-06-18 00:43:12,529 - mmaction - INFO - Epoch [45][180/1879] lr: 2.000e-04, eta: 1:48:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8488, loss_cls: 1.3848, loss: 1.3848, grad_norm: 4.8533 2021-06-18 00:43:23,853 - mmaction - INFO - Epoch [45][200/1879] lr: 2.000e-04, eta: 1:48:47, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3790, loss: 1.3790, grad_norm: 4.7614 2021-06-18 00:43:35,241 - mmaction - INFO - Epoch [45][220/1879] lr: 2.000e-04, eta: 1:48:35, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8551, loss_cls: 1.3570, loss: 1.3570, grad_norm: 4.7259 2021-06-18 00:43:46,546 - mmaction - INFO - Epoch [45][240/1879] lr: 2.000e-04, eta: 1:48:23, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.3848, loss: 1.3848, grad_norm: 4.7493 2021-06-18 00:43:57,888 - mmaction - INFO - Epoch [45][260/1879] lr: 2.000e-04, eta: 1:48:11, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8496, loss_cls: 1.3946, loss: 1.3946, grad_norm: 4.6641 2021-06-18 00:44:09,142 - mmaction - INFO - Epoch [45][280/1879] lr: 2.000e-04, eta: 1:48:00, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8578, loss_cls: 1.3470, loss: 1.3470, grad_norm: 4.6994 2021-06-18 00:44:20,484 - mmaction - INFO - Epoch [45][300/1879] lr: 2.000e-04, eta: 1:47:48, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8551, loss_cls: 1.4069, loss: 1.4069, grad_norm: 4.8640 2021-06-18 00:44:31,850 - mmaction - INFO - Epoch [45][320/1879] lr: 2.000e-04, eta: 1:47:36, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8570, loss_cls: 1.3875, loss: 1.3875, grad_norm: 4.7469 2021-06-18 00:44:43,151 - mmaction - INFO - Epoch [45][340/1879] lr: 2.000e-04, eta: 1:47:24, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8488, loss_cls: 1.3920, loss: 1.3920, grad_norm: 4.7687 2021-06-18 00:44:54,444 - mmaction - INFO - Epoch [45][360/1879] lr: 2.000e-04, eta: 1:47:12, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8566, loss_cls: 1.3924, loss: 1.3924, grad_norm: 4.8292 2021-06-18 00:45:05,680 - mmaction - INFO - Epoch [45][380/1879] lr: 2.000e-04, eta: 1:47:00, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8605, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.7078 2021-06-18 00:45:16,892 - mmaction - INFO - Epoch [45][400/1879] lr: 2.000e-04, eta: 1:46:48, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8523, loss_cls: 1.4028, loss: 1.4028, grad_norm: 4.8012 2021-06-18 00:45:28,193 - mmaction - INFO - Epoch [45][420/1879] lr: 2.000e-04, eta: 1:46:37, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8492, loss_cls: 1.4011, loss: 1.4011, grad_norm: 4.7593 2021-06-18 00:45:39,509 - mmaction - INFO - Epoch [45][440/1879] lr: 2.000e-04, eta: 1:46:25, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8492, loss_cls: 1.4145, loss: 1.4145, grad_norm: 4.7705 2021-06-18 00:45:50,823 - mmaction - INFO - Epoch [45][460/1879] lr: 2.000e-04, eta: 1:46:13, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8648, loss_cls: 1.3356, loss: 1.3356, grad_norm: 4.7673 2021-06-18 00:46:02,129 - mmaction - INFO - Epoch [45][480/1879] lr: 2.000e-04, eta: 1:46:01, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8602, loss_cls: 1.3422, loss: 1.3422, grad_norm: 4.7579 2021-06-18 00:46:13,375 - mmaction - INFO - Epoch [45][500/1879] lr: 2.000e-04, eta: 1:45:49, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8469, loss_cls: 1.4495, loss: 1.4495, grad_norm: 4.8394 2021-06-18 00:46:24,636 - mmaction - INFO - Epoch [45][520/1879] lr: 2.000e-04, eta: 1:45:37, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8594, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.7802 2021-06-18 00:46:35,869 - mmaction - INFO - Epoch [45][540/1879] lr: 2.000e-04, eta: 1:45:26, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8539, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.6532 2021-06-18 00:46:47,089 - mmaction - INFO - Epoch [45][560/1879] lr: 2.000e-04, eta: 1:45:14, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8727, loss_cls: 1.3083, loss: 1.3083, grad_norm: 4.7200 2021-06-18 00:46:58,348 - mmaction - INFO - Epoch [45][580/1879] lr: 2.000e-04, eta: 1:45:02, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8367, loss_cls: 1.4565, loss: 1.4565, grad_norm: 4.7945 2021-06-18 00:47:09,657 - mmaction - INFO - Epoch [45][600/1879] lr: 2.000e-04, eta: 1:44:50, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8637, loss_cls: 1.3631, loss: 1.3631, grad_norm: 4.7798 2021-06-18 00:47:20,993 - mmaction - INFO - Epoch [45][620/1879] lr: 2.000e-04, eta: 1:44:38, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.3514, loss: 1.3514, grad_norm: 4.6596 2021-06-18 00:47:32,301 - mmaction - INFO - Epoch [45][640/1879] lr: 2.000e-04, eta: 1:44:26, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8520, loss_cls: 1.3823, loss: 1.3823, grad_norm: 4.8283 2021-06-18 00:47:43,615 - mmaction - INFO - Epoch [45][660/1879] lr: 2.000e-04, eta: 1:44:14, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8473, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.8448 2021-06-18 00:47:54,829 - mmaction - INFO - Epoch [45][680/1879] lr: 2.000e-04, eta: 1:44:03, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3663, loss: 1.3663, grad_norm: 4.7395 2021-06-18 00:48:06,084 - mmaction - INFO - Epoch [45][700/1879] lr: 2.000e-04, eta: 1:43:51, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8676, loss_cls: 1.3311, loss: 1.3311, grad_norm: 4.6127 2021-06-18 00:48:17,335 - mmaction - INFO - Epoch [45][720/1879] lr: 2.000e-04, eta: 1:43:39, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8504, loss_cls: 1.4126, loss: 1.4126, grad_norm: 4.7605 2021-06-18 00:48:28,668 - mmaction - INFO - Epoch [45][740/1879] lr: 2.000e-04, eta: 1:43:27, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8629, loss_cls: 1.3451, loss: 1.3451, grad_norm: 4.7731 2021-06-18 00:48:39,918 - mmaction - INFO - Epoch [45][760/1879] lr: 2.000e-04, eta: 1:43:15, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8488, loss_cls: 1.3896, loss: 1.3896, grad_norm: 4.7566 2021-06-18 00:48:51,148 - mmaction - INFO - Epoch [45][780/1879] lr: 2.000e-04, eta: 1:43:03, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8590, loss_cls: 1.3634, loss: 1.3634, grad_norm: 4.8624 2021-06-18 00:49:02,466 - mmaction - INFO - Epoch [45][800/1879] lr: 2.000e-04, eta: 1:42:51, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8547, loss_cls: 1.3979, loss: 1.3979, grad_norm: 4.6336 2021-06-18 00:49:13,764 - mmaction - INFO - Epoch [45][820/1879] lr: 2.000e-04, eta: 1:42:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8570, loss_cls: 1.3549, loss: 1.3549, grad_norm: 4.6876 2021-06-18 00:49:24,976 - mmaction - INFO - Epoch [45][840/1879] lr: 2.000e-04, eta: 1:42:28, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8391, loss_cls: 1.4537, loss: 1.4537, grad_norm: 4.7639 2021-06-18 00:49:36,249 - mmaction - INFO - Epoch [45][860/1879] lr: 2.000e-04, eta: 1:42:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8590, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.8063 2021-06-18 00:49:47,547 - mmaction - INFO - Epoch [45][880/1879] lr: 2.000e-04, eta: 1:42:04, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8605, loss_cls: 1.3660, loss: 1.3660, grad_norm: 4.7404 2021-06-18 00:49:58,798 - mmaction - INFO - Epoch [45][900/1879] lr: 2.000e-04, eta: 1:41:52, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8473, loss_cls: 1.3983, loss: 1.3983, grad_norm: 4.7708 2021-06-18 00:50:10,086 - mmaction - INFO - Epoch [45][920/1879] lr: 2.000e-04, eta: 1:41:40, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8539, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.6630 2021-06-18 00:50:21,384 - mmaction - INFO - Epoch [45][940/1879] lr: 2.000e-04, eta: 1:41:29, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8609, loss_cls: 1.3438, loss: 1.3438, grad_norm: 4.7267 2021-06-18 00:50:32,767 - mmaction - INFO - Epoch [45][960/1879] lr: 2.000e-04, eta: 1:41:17, time: 0.570, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8699, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.7511 2021-06-18 00:50:44,041 - mmaction - INFO - Epoch [45][980/1879] lr: 2.000e-04, eta: 1:41:05, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8551, loss_cls: 1.4107, loss: 1.4107, grad_norm: 4.8164 2021-06-18 00:50:55,251 - mmaction - INFO - Epoch [45][1000/1879] lr: 2.000e-04, eta: 1:40:53, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.4241, loss: 1.4241, grad_norm: 4.8437 2021-06-18 00:51:06,616 - mmaction - INFO - Epoch [45][1020/1879] lr: 2.000e-04, eta: 1:40:41, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8582, loss_cls: 1.3795, loss: 1.3795, grad_norm: 4.8470 2021-06-18 00:51:17,933 - mmaction - INFO - Epoch [45][1040/1879] lr: 2.000e-04, eta: 1:40:29, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8547, loss_cls: 1.4222, loss: 1.4222, grad_norm: 4.8265 2021-06-18 00:51:29,195 - mmaction - INFO - Epoch [45][1060/1879] lr: 2.000e-04, eta: 1:40:17, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8562, loss_cls: 1.3401, loss: 1.3401, grad_norm: 4.6216 2021-06-18 00:51:40,466 - mmaction - INFO - Epoch [45][1080/1879] lr: 2.000e-04, eta: 1:40:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8555, loss_cls: 1.3774, loss: 1.3774, grad_norm: 4.8052 2021-06-18 00:51:51,713 - mmaction - INFO - Epoch [45][1100/1879] lr: 2.000e-04, eta: 1:39:54, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8441, loss_cls: 1.3940, loss: 1.3940, grad_norm: 4.7325 2021-06-18 00:52:02,973 - mmaction - INFO - Epoch [45][1120/1879] lr: 2.000e-04, eta: 1:39:42, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8695, loss_cls: 1.3134, loss: 1.3134, grad_norm: 4.6373 2021-06-18 00:52:14,232 - mmaction - INFO - Epoch [45][1140/1879] lr: 2.000e-04, eta: 1:39:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8602, loss_cls: 1.3968, loss: 1.3968, grad_norm: 4.8415 2021-06-18 00:52:25,603 - mmaction - INFO - Epoch [45][1160/1879] lr: 2.000e-04, eta: 1:39:18, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8434, loss_cls: 1.4230, loss: 1.4230, grad_norm: 4.7988 2021-06-18 00:52:36,830 - mmaction - INFO - Epoch [45][1180/1879] lr: 2.000e-04, eta: 1:39:06, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8473, loss_cls: 1.3984, loss: 1.3984, grad_norm: 4.8324 2021-06-18 00:52:48,161 - mmaction - INFO - Epoch [45][1200/1879] lr: 2.000e-04, eta: 1:38:55, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8562, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.7598 2021-06-18 00:52:59,507 - mmaction - INFO - Epoch [45][1220/1879] lr: 2.000e-04, eta: 1:38:43, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8621, loss_cls: 1.3314, loss: 1.3314, grad_norm: 4.6866 2021-06-18 00:53:10,860 - mmaction - INFO - Epoch [45][1240/1879] lr: 2.000e-04, eta: 1:38:31, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8543, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.6958 2021-06-18 00:53:22,132 - mmaction - INFO - Epoch [45][1260/1879] lr: 2.000e-04, eta: 1:38:19, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8488, loss_cls: 1.3837, loss: 1.3837, grad_norm: 4.6877 2021-06-18 00:53:33,392 - mmaction - INFO - Epoch [45][1280/1879] lr: 2.000e-04, eta: 1:38:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8691, loss_cls: 1.2920, loss: 1.2920, grad_norm: 4.6455 2021-06-18 00:53:44,720 - mmaction - INFO - Epoch [45][1300/1879] lr: 2.000e-04, eta: 1:37:55, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8629, loss_cls: 1.3405, loss: 1.3405, grad_norm: 4.7563 2021-06-18 00:53:55,987 - mmaction - INFO - Epoch [45][1320/1879] lr: 2.000e-04, eta: 1:37:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8648, loss_cls: 1.3252, loss: 1.3252, grad_norm: 4.7291 2021-06-18 00:54:07,284 - mmaction - INFO - Epoch [45][1340/1879] lr: 2.000e-04, eta: 1:37:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8508, loss_cls: 1.3743, loss: 1.3743, grad_norm: 4.8154 2021-06-18 00:54:18,526 - mmaction - INFO - Epoch [45][1360/1879] lr: 2.000e-04, eta: 1:37:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8574, loss_cls: 1.4022, loss: 1.4022, grad_norm: 4.7576 2021-06-18 00:54:29,740 - mmaction - INFO - Epoch [45][1380/1879] lr: 2.000e-04, eta: 1:37:08, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8586, loss_cls: 1.3806, loss: 1.3806, grad_norm: 4.7460 2021-06-18 00:54:41,042 - mmaction - INFO - Epoch [45][1400/1879] lr: 2.000e-04, eta: 1:36:56, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8629, loss_cls: 1.3024, loss: 1.3024, grad_norm: 4.6657 2021-06-18 00:54:52,307 - mmaction - INFO - Epoch [45][1420/1879] lr: 2.000e-04, eta: 1:36:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8461, loss_cls: 1.4330, loss: 1.4330, grad_norm: 4.9023 2021-06-18 00:55:03,577 - mmaction - INFO - Epoch [45][1440/1879] lr: 2.000e-04, eta: 1:36:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8543, loss_cls: 1.3878, loss: 1.3878, grad_norm: 4.7101 2021-06-18 00:55:14,968 - mmaction - INFO - Epoch [45][1460/1879] lr: 2.000e-04, eta: 1:36:21, time: 0.569, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8473, loss_cls: 1.4101, loss: 1.4101, grad_norm: 4.8255 2021-06-18 00:55:26,237 - mmaction - INFO - Epoch [45][1480/1879] lr: 2.000e-04, eta: 1:36:09, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8469, loss_cls: 1.4210, loss: 1.4210, grad_norm: 4.7848 2021-06-18 00:55:37,612 - mmaction - INFO - Epoch [45][1500/1879] lr: 2.000e-04, eta: 1:35:57, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8582, loss_cls: 1.3314, loss: 1.3314, grad_norm: 4.6535 2021-06-18 00:55:48,902 - mmaction - INFO - Epoch [45][1520/1879] lr: 2.000e-04, eta: 1:35:45, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8469, loss_cls: 1.3530, loss: 1.3530, grad_norm: 4.7184 2021-06-18 00:56:00,197 - mmaction - INFO - Epoch [45][1540/1879] lr: 2.000e-04, eta: 1:35:33, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8465, loss_cls: 1.4163, loss: 1.4163, grad_norm: 4.8069 2021-06-18 00:56:11,460 - mmaction - INFO - Epoch [45][1560/1879] lr: 2.000e-04, eta: 1:35:21, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8484, loss_cls: 1.4015, loss: 1.4015, grad_norm: 4.8085 2021-06-18 00:56:22,752 - mmaction - INFO - Epoch [45][1580/1879] lr: 2.000e-04, eta: 1:35:10, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8551, loss_cls: 1.3956, loss: 1.3956, grad_norm: 4.7019 2021-06-18 00:56:33,980 - mmaction - INFO - Epoch [45][1600/1879] lr: 2.000e-04, eta: 1:34:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8598, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.7274 2021-06-18 00:56:45,255 - mmaction - INFO - Epoch [45][1620/1879] lr: 2.000e-04, eta: 1:34:46, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8516, loss_cls: 1.4628, loss: 1.4628, grad_norm: 4.9150 2021-06-18 00:56:56,556 - mmaction - INFO - Epoch [45][1640/1879] lr: 2.000e-04, eta: 1:34:34, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8582, loss_cls: 1.3408, loss: 1.3408, grad_norm: 4.7236 2021-06-18 00:57:07,866 - mmaction - INFO - Epoch [45][1660/1879] lr: 2.000e-04, eta: 1:34:22, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8523, loss_cls: 1.4155, loss: 1.4155, grad_norm: 4.8102 2021-06-18 00:57:19,140 - mmaction - INFO - Epoch [45][1680/1879] lr: 2.000e-04, eta: 1:34:10, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8586, loss_cls: 1.3577, loss: 1.3577, grad_norm: 4.7822 2021-06-18 00:57:30,453 - mmaction - INFO - Epoch [45][1700/1879] lr: 2.000e-04, eta: 1:33:59, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8547, loss_cls: 1.3711, loss: 1.3711, grad_norm: 4.7522 2021-06-18 00:57:41,749 - mmaction - INFO - Epoch [45][1720/1879] lr: 2.000e-04, eta: 1:33:47, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8512, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.9211 2021-06-18 00:57:53,016 - mmaction - INFO - Epoch [45][1740/1879] lr: 2.000e-04, eta: 1:33:35, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8621, loss_cls: 1.3658, loss: 1.3658, grad_norm: 4.6729 2021-06-18 00:58:04,297 - mmaction - INFO - Epoch [45][1760/1879] lr: 2.000e-04, eta: 1:33:23, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8488, loss_cls: 1.3956, loss: 1.3956, grad_norm: 4.8391 2021-06-18 00:58:15,581 - mmaction - INFO - Epoch [45][1780/1879] lr: 2.000e-04, eta: 1:33:11, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8527, loss_cls: 1.3964, loss: 1.3964, grad_norm: 4.8384 2021-06-18 00:58:26,882 - mmaction - INFO - Epoch [45][1800/1879] lr: 2.000e-04, eta: 1:32:59, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8664, loss_cls: 1.3226, loss: 1.3226, grad_norm: 4.7246 2021-06-18 00:58:38,204 - mmaction - INFO - Epoch [45][1820/1879] lr: 2.000e-04, eta: 1:32:48, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8512, loss_cls: 1.3671, loss: 1.3671, grad_norm: 4.7288 2021-06-18 00:58:49,470 - mmaction - INFO - Epoch [45][1840/1879] lr: 2.000e-04, eta: 1:32:36, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8500, loss_cls: 1.3790, loss: 1.3790, grad_norm: 4.6681 2021-06-18 00:59:00,715 - mmaction - INFO - Epoch [45][1860/1879] lr: 2.000e-04, eta: 1:32:24, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8676, loss_cls: 1.3466, loss: 1.3466, grad_norm: 4.7009 2021-06-18 01:04:25,679 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 01:04:26,379 - mmaction - INFO - top1_acc 0.7216 top5_acc 0.9024 2021-06-18 01:04:26,379 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 01:04:26,405 - mmaction - INFO - mean_acc 0.7215 2021-06-18 01:04:26,413 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-18 01:04:26,691 - mmaction - INFO - Epoch(val) [45][619] top1_acc: 0.7216, top5_acc: 0.9024, mean_class_accuracy: 0.7215 2021-06-18 01:05:33,462 - mmaction - INFO - Epoch [46][20/1879] lr: 2.000e-04, eta: 1:32:06, time: 3.338, data_time: 2.785, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8641, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.5753 2021-06-18 01:05:44,532 - mmaction - INFO - Epoch [46][40/1879] lr: 2.000e-04, eta: 1:31:54, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8492, loss_cls: 1.3356, loss: 1.3356, grad_norm: 4.7267 2021-06-18 01:05:55,518 - mmaction - INFO - Epoch [46][60/1879] lr: 2.000e-04, eta: 1:31:42, time: 0.550, data_time: 0.001, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3723, loss: 1.3723, grad_norm: 4.7701 2021-06-18 01:06:06,592 - mmaction - INFO - Epoch [46][80/1879] lr: 2.000e-04, eta: 1:31:30, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8543, loss_cls: 1.3835, loss: 1.3835, grad_norm: 4.8349 2021-06-18 01:06:17,697 - mmaction - INFO - Epoch [46][100/1879] lr: 2.000e-04, eta: 1:31:18, time: 0.556, data_time: 0.002, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8637, loss_cls: 1.3443, loss: 1.3443, grad_norm: 4.7000 2021-06-18 01:06:28,851 - mmaction - INFO - Epoch [46][120/1879] lr: 2.000e-04, eta: 1:31:06, time: 0.557, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8555, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.7428 2021-06-18 01:06:40,093 - mmaction - INFO - Epoch [46][140/1879] lr: 2.000e-04, eta: 1:30:55, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8465, loss_cls: 1.4055, loss: 1.4055, grad_norm: 4.8681 2021-06-18 01:06:51,334 - mmaction - INFO - Epoch [46][160/1879] lr: 2.000e-04, eta: 1:30:43, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8539, loss_cls: 1.3721, loss: 1.3721, grad_norm: 4.7598 2021-06-18 01:07:02,630 - mmaction - INFO - Epoch [46][180/1879] lr: 2.000e-04, eta: 1:30:31, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8531, loss_cls: 1.3795, loss: 1.3795, grad_norm: 4.6944 2021-06-18 01:07:13,952 - mmaction - INFO - Epoch [46][200/1879] lr: 2.000e-04, eta: 1:30:19, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8477, loss_cls: 1.4257, loss: 1.4257, grad_norm: 4.8055 2021-06-18 01:07:25,135 - mmaction - INFO - Epoch [46][220/1879] lr: 2.000e-04, eta: 1:30:07, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8566, loss_cls: 1.3626, loss: 1.3626, grad_norm: 4.6776 2021-06-18 01:07:36,460 - mmaction - INFO - Epoch [46][240/1879] lr: 2.000e-04, eta: 1:29:55, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8543, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.8204 2021-06-18 01:07:47,805 - mmaction - INFO - Epoch [46][260/1879] lr: 2.000e-04, eta: 1:29:44, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8465, loss_cls: 1.4219, loss: 1.4219, grad_norm: 4.8802 2021-06-18 01:07:59,092 - mmaction - INFO - Epoch [46][280/1879] lr: 2.000e-04, eta: 1:29:32, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8566, loss_cls: 1.4069, loss: 1.4069, grad_norm: 4.7868 2021-06-18 01:08:10,406 - mmaction - INFO - Epoch [46][300/1879] lr: 2.000e-04, eta: 1:29:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8594, loss_cls: 1.3665, loss: 1.3665, grad_norm: 4.7286 2021-06-18 01:08:21,703 - mmaction - INFO - Epoch [46][320/1879] lr: 2.000e-04, eta: 1:29:08, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8586, loss_cls: 1.3674, loss: 1.3674, grad_norm: 4.8604 2021-06-18 01:08:32,941 - mmaction - INFO - Epoch [46][340/1879] lr: 2.000e-04, eta: 1:28:56, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8598, loss_cls: 1.3419, loss: 1.3419, grad_norm: 4.7026 2021-06-18 01:08:44,220 - mmaction - INFO - Epoch [46][360/1879] lr: 2.000e-04, eta: 1:28:44, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8578, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.9011 2021-06-18 01:08:55,452 - mmaction - INFO - Epoch [46][380/1879] lr: 2.000e-04, eta: 1:28:32, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8562, loss_cls: 1.3935, loss: 1.3935, grad_norm: 4.8374 2021-06-18 01:09:06,783 - mmaction - INFO - Epoch [46][400/1879] lr: 2.000e-04, eta: 1:28:21, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8367, loss_cls: 1.4600, loss: 1.4600, grad_norm: 4.9779 2021-06-18 01:09:18,163 - mmaction - INFO - Epoch [46][420/1879] lr: 2.000e-04, eta: 1:28:09, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8559, loss_cls: 1.3347, loss: 1.3347, grad_norm: 4.7451 2021-06-18 01:09:29,402 - mmaction - INFO - Epoch [46][440/1879] lr: 2.000e-04, eta: 1:27:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8602, loss_cls: 1.3772, loss: 1.3772, grad_norm: 4.7336 2021-06-18 01:09:40,677 - mmaction - INFO - Epoch [46][460/1879] lr: 2.000e-04, eta: 1:27:45, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8465, loss_cls: 1.4073, loss: 1.4073, grad_norm: 4.7657 2021-06-18 01:09:51,943 - mmaction - INFO - Epoch [46][480/1879] lr: 2.000e-04, eta: 1:27:33, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8574, loss_cls: 1.3844, loss: 1.3844, grad_norm: 4.7948 2021-06-18 01:10:03,323 - mmaction - INFO - Epoch [46][500/1879] lr: 2.000e-04, eta: 1:27:21, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8629, loss_cls: 1.3781, loss: 1.3781, grad_norm: 4.8263 2021-06-18 01:10:14,648 - mmaction - INFO - Epoch [46][520/1879] lr: 2.000e-04, eta: 1:27:10, time: 0.567, data_time: 0.003, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8574, loss_cls: 1.3748, loss: 1.3748, grad_norm: 4.7656 2021-06-18 01:10:25,934 - mmaction - INFO - Epoch [46][540/1879] lr: 2.000e-04, eta: 1:26:58, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8527, loss_cls: 1.4199, loss: 1.4199, grad_norm: 4.8017 2021-06-18 01:10:37,227 - mmaction - INFO - Epoch [46][560/1879] lr: 2.000e-04, eta: 1:26:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8617, loss_cls: 1.3188, loss: 1.3188, grad_norm: 4.7390 2021-06-18 01:10:48,482 - mmaction - INFO - Epoch [46][580/1879] lr: 2.000e-04, eta: 1:26:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8594, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.7309 2021-06-18 01:10:59,728 - mmaction - INFO - Epoch [46][600/1879] lr: 2.000e-04, eta: 1:26:22, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8691, loss_cls: 1.3060, loss: 1.3060, grad_norm: 4.6235 2021-06-18 01:11:10,960 - mmaction - INFO - Epoch [46][620/1879] lr: 2.000e-04, eta: 1:26:10, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8492, loss_cls: 1.4472, loss: 1.4472, grad_norm: 4.8261 2021-06-18 01:11:22,329 - mmaction - INFO - Epoch [46][640/1879] lr: 2.000e-04, eta: 1:25:59, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8504, loss_cls: 1.3688, loss: 1.3688, grad_norm: 4.7635 2021-06-18 01:11:33,610 - mmaction - INFO - Epoch [46][660/1879] lr: 2.000e-04, eta: 1:25:47, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8605, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.7036 2021-06-18 01:11:44,869 - mmaction - INFO - Epoch [46][680/1879] lr: 2.000e-04, eta: 1:25:35, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8598, loss_cls: 1.3843, loss: 1.3843, grad_norm: 4.7874 2021-06-18 01:11:56,131 - mmaction - INFO - Epoch [46][700/1879] lr: 2.000e-04, eta: 1:25:23, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8633, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.7319 2021-06-18 01:12:07,451 - mmaction - INFO - Epoch [46][720/1879] lr: 2.000e-04, eta: 1:25:11, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8527, loss_cls: 1.4354, loss: 1.4354, grad_norm: 4.9226 2021-06-18 01:12:18,710 - mmaction - INFO - Epoch [46][740/1879] lr: 2.000e-04, eta: 1:24:59, time: 0.563, data_time: 0.000, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8598, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.7530 2021-06-18 01:12:30,042 - mmaction - INFO - Epoch [46][760/1879] lr: 2.000e-04, eta: 1:24:48, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8617, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.7373 2021-06-18 01:12:41,284 - mmaction - INFO - Epoch [46][780/1879] lr: 2.000e-04, eta: 1:24:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8570, loss_cls: 1.3852, loss: 1.3852, grad_norm: 4.8313 2021-06-18 01:12:52,579 - mmaction - INFO - Epoch [46][800/1879] lr: 2.000e-04, eta: 1:24:24, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8512, loss_cls: 1.4059, loss: 1.4059, grad_norm: 4.8583 2021-06-18 01:13:03,815 - mmaction - INFO - Epoch [46][820/1879] lr: 2.000e-04, eta: 1:24:12, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8594, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.7892 2021-06-18 01:13:15,091 - mmaction - INFO - Epoch [46][840/1879] lr: 2.000e-04, eta: 1:24:00, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8637, loss_cls: 1.3314, loss: 1.3314, grad_norm: 4.7184 2021-06-18 01:13:26,387 - mmaction - INFO - Epoch [46][860/1879] lr: 2.000e-04, eta: 1:23:48, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8480, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.8857 2021-06-18 01:13:37,665 - mmaction - INFO - Epoch [46][880/1879] lr: 2.000e-04, eta: 1:23:37, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8562, loss_cls: 1.4296, loss: 1.4296, grad_norm: 4.8433 2021-06-18 01:13:48,927 - mmaction - INFO - Epoch [46][900/1879] lr: 2.000e-04, eta: 1:23:25, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8609, loss_cls: 1.3309, loss: 1.3309, grad_norm: 4.6751 2021-06-18 01:14:00,176 - mmaction - INFO - Epoch [46][920/1879] lr: 2.000e-04, eta: 1:23:13, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8527, loss_cls: 1.3952, loss: 1.3952, grad_norm: 4.8116 2021-06-18 01:14:11,449 - mmaction - INFO - Epoch [46][940/1879] lr: 2.000e-04, eta: 1:23:01, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8520, loss_cls: 1.3881, loss: 1.3881, grad_norm: 4.7900 2021-06-18 01:14:22,675 - mmaction - INFO - Epoch [46][960/1879] lr: 2.000e-04, eta: 1:22:49, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8625, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.6549 2021-06-18 01:14:33,887 - mmaction - INFO - Epoch [46][980/1879] lr: 2.000e-04, eta: 1:22:37, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8586, loss_cls: 1.3672, loss: 1.3672, grad_norm: 4.8095 2021-06-18 01:14:45,203 - mmaction - INFO - Epoch [46][1000/1879] lr: 2.000e-04, eta: 1:22:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8535, loss_cls: 1.3761, loss: 1.3761, grad_norm: 4.7961 2021-06-18 01:14:56,548 - mmaction - INFO - Epoch [46][1020/1879] lr: 2.000e-04, eta: 1:22:14, time: 0.568, data_time: 0.001, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8523, loss_cls: 1.3673, loss: 1.3673, grad_norm: 4.7085 2021-06-18 01:15:07,842 - mmaction - INFO - Epoch [46][1040/1879] lr: 2.000e-04, eta: 1:22:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8609, loss_cls: 1.3685, loss: 1.3685, grad_norm: 4.8371 2021-06-18 01:15:19,064 - mmaction - INFO - Epoch [46][1060/1879] lr: 2.000e-04, eta: 1:21:50, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8375, loss_cls: 1.4699, loss: 1.4699, grad_norm: 4.8806 2021-06-18 01:15:30,364 - mmaction - INFO - Epoch [46][1080/1879] lr: 2.000e-04, eta: 1:21:38, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8551, loss_cls: 1.3530, loss: 1.3530, grad_norm: 4.7511 2021-06-18 01:15:41,572 - mmaction - INFO - Epoch [46][1100/1879] lr: 2.000e-04, eta: 1:21:26, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3386, loss: 1.3386, grad_norm: 4.6554 2021-06-18 01:15:52,896 - mmaction - INFO - Epoch [46][1120/1879] lr: 2.000e-04, eta: 1:21:15, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8562, loss_cls: 1.4045, loss: 1.4045, grad_norm: 4.8249 2021-06-18 01:16:04,157 - mmaction - INFO - Epoch [46][1140/1879] lr: 2.000e-04, eta: 1:21:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8539, loss_cls: 1.3697, loss: 1.3697, grad_norm: 4.8356 2021-06-18 01:16:15,445 - mmaction - INFO - Epoch [46][1160/1879] lr: 2.000e-04, eta: 1:20:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8559, loss_cls: 1.3728, loss: 1.3728, grad_norm: 4.7728 2021-06-18 01:16:26,691 - mmaction - INFO - Epoch [46][1180/1879] lr: 2.000e-04, eta: 1:20:39, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8484, loss_cls: 1.4037, loss: 1.4037, grad_norm: 4.8372 2021-06-18 01:16:37,901 - mmaction - INFO - Epoch [46][1200/1879] lr: 2.000e-04, eta: 1:20:27, time: 0.560, data_time: 0.000, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8566, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.7979 2021-06-18 01:16:49,122 - mmaction - INFO - Epoch [46][1220/1879] lr: 2.000e-04, eta: 1:20:15, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8613, loss_cls: 1.3815, loss: 1.3815, grad_norm: 4.9250 2021-06-18 01:17:00,405 - mmaction - INFO - Epoch [46][1240/1879] lr: 2.000e-04, eta: 1:20:04, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8453, loss_cls: 1.4332, loss: 1.4332, grad_norm: 4.8214 2021-06-18 01:17:11,740 - mmaction - INFO - Epoch [46][1260/1879] lr: 2.000e-04, eta: 1:19:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8492, loss_cls: 1.3704, loss: 1.3704, grad_norm: 4.6523 2021-06-18 01:17:23,109 - mmaction - INFO - Epoch [46][1280/1879] lr: 2.000e-04, eta: 1:19:40, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8469, loss_cls: 1.4183, loss: 1.4183, grad_norm: 4.8434 2021-06-18 01:17:34,348 - mmaction - INFO - Epoch [46][1300/1879] lr: 2.000e-04, eta: 1:19:28, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8539, loss_cls: 1.3764, loss: 1.3764, grad_norm: 4.7291 2021-06-18 01:17:45,631 - mmaction - INFO - Epoch [46][1320/1879] lr: 2.000e-04, eta: 1:19:16, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8457, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.7629 2021-06-18 01:17:56,920 - mmaction - INFO - Epoch [46][1340/1879] lr: 2.000e-04, eta: 1:19:04, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8531, loss_cls: 1.3640, loss: 1.3640, grad_norm: 4.7469 2021-06-18 01:18:08,134 - mmaction - INFO - Epoch [46][1360/1879] lr: 2.000e-04, eta: 1:18:53, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8547, loss_cls: 1.3717, loss: 1.3717, grad_norm: 4.7533 2021-06-18 01:18:19,462 - mmaction - INFO - Epoch [46][1380/1879] lr: 2.000e-04, eta: 1:18:41, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8430, loss_cls: 1.4335, loss: 1.4335, grad_norm: 4.7561 2021-06-18 01:18:30,713 - mmaction - INFO - Epoch [46][1400/1879] lr: 2.000e-04, eta: 1:18:29, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8500, loss_cls: 1.3913, loss: 1.3913, grad_norm: 4.7966 2021-06-18 01:18:42,051 - mmaction - INFO - Epoch [46][1420/1879] lr: 2.000e-04, eta: 1:18:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8516, loss_cls: 1.3953, loss: 1.3953, grad_norm: 4.7704 2021-06-18 01:18:53,281 - mmaction - INFO - Epoch [46][1440/1879] lr: 2.000e-04, eta: 1:18:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8570, loss_cls: 1.3612, loss: 1.3612, grad_norm: 4.7246 2021-06-18 01:19:04,546 - mmaction - INFO - Epoch [46][1460/1879] lr: 2.000e-04, eta: 1:17:53, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8414, loss_cls: 1.4298, loss: 1.4298, grad_norm: 4.7928 2021-06-18 01:19:15,785 - mmaction - INFO - Epoch [46][1480/1879] lr: 2.000e-04, eta: 1:17:42, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8641, loss_cls: 1.3845, loss: 1.3845, grad_norm: 4.8899 2021-06-18 01:19:27,067 - mmaction - INFO - Epoch [46][1500/1879] lr: 2.000e-04, eta: 1:17:30, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8543, loss_cls: 1.3637, loss: 1.3637, grad_norm: 4.7427 2021-06-18 01:19:38,382 - mmaction - INFO - Epoch [46][1520/1879] lr: 2.000e-04, eta: 1:17:18, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8590, loss_cls: 1.3674, loss: 1.3674, grad_norm: 4.6323 2021-06-18 01:19:49,686 - mmaction - INFO - Epoch [46][1540/1879] lr: 2.000e-04, eta: 1:17:06, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8570, loss_cls: 1.3600, loss: 1.3600, grad_norm: 4.6606 2021-06-18 01:20:00,984 - mmaction - INFO - Epoch [46][1560/1879] lr: 2.000e-04, eta: 1:16:54, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8637, loss_cls: 1.3491, loss: 1.3491, grad_norm: 4.7810 2021-06-18 01:20:12,267 - mmaction - INFO - Epoch [46][1580/1879] lr: 2.000e-04, eta: 1:16:43, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8551, loss_cls: 1.3711, loss: 1.3711, grad_norm: 4.8066 2021-06-18 01:20:23,576 - mmaction - INFO - Epoch [46][1600/1879] lr: 2.000e-04, eta: 1:16:31, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.4023, loss: 1.4023, grad_norm: 4.8980 2021-06-18 01:20:34,790 - mmaction - INFO - Epoch [46][1620/1879] lr: 2.000e-04, eta: 1:16:19, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8633, loss_cls: 1.3942, loss: 1.3942, grad_norm: 4.8355 2021-06-18 01:20:46,085 - mmaction - INFO - Epoch [46][1640/1879] lr: 2.000e-04, eta: 1:16:07, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8543, loss_cls: 1.3683, loss: 1.3683, grad_norm: 4.7766 2021-06-18 01:20:57,372 - mmaction - INFO - Epoch [46][1660/1879] lr: 2.000e-04, eta: 1:15:55, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8469, loss_cls: 1.4281, loss: 1.4281, grad_norm: 4.7214 2021-06-18 01:21:08,602 - mmaction - INFO - Epoch [46][1680/1879] lr: 2.000e-04, eta: 1:15:43, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8699, loss_cls: 1.3123, loss: 1.3123, grad_norm: 4.6912 2021-06-18 01:21:19,873 - mmaction - INFO - Epoch [46][1700/1879] lr: 2.000e-04, eta: 1:15:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8461, loss_cls: 1.4153, loss: 1.4153, grad_norm: 4.8599 2021-06-18 01:21:31,199 - mmaction - INFO - Epoch [46][1720/1879] lr: 2.000e-04, eta: 1:15:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8539, loss_cls: 1.4265, loss: 1.4265, grad_norm: 5.0494 2021-06-18 01:21:42,491 - mmaction - INFO - Epoch [46][1740/1879] lr: 2.000e-04, eta: 1:15:08, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8625, loss_cls: 1.3474, loss: 1.3474, grad_norm: 4.6961 2021-06-18 01:21:53,751 - mmaction - INFO - Epoch [46][1760/1879] lr: 2.000e-04, eta: 1:14:56, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8523, loss_cls: 1.3992, loss: 1.3992, grad_norm: 4.8730 2021-06-18 01:22:05,010 - mmaction - INFO - Epoch [46][1780/1879] lr: 2.000e-04, eta: 1:14:44, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8656, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.7696 2021-06-18 01:22:16,274 - mmaction - INFO - Epoch [46][1800/1879] lr: 2.000e-04, eta: 1:14:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8570, loss_cls: 1.3881, loss: 1.3881, grad_norm: 4.8333 2021-06-18 01:22:27,495 - mmaction - INFO - Epoch [46][1820/1879] lr: 2.000e-04, eta: 1:14:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.7683 2021-06-18 01:22:38,782 - mmaction - INFO - Epoch [46][1840/1879] lr: 2.000e-04, eta: 1:14:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8551, loss_cls: 1.3840, loss: 1.3840, grad_norm: 4.8610 2021-06-18 01:22:50,071 - mmaction - INFO - Epoch [46][1860/1879] lr: 2.000e-04, eta: 1:13:57, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8422, loss_cls: 1.4314, loss: 1.4314, grad_norm: 4.8081 2021-06-18 01:28:15,875 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 01:28:16,606 - mmaction - INFO - top1_acc 0.7243 top5_acc 0.9031 2021-06-18 01:28:16,606 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 01:28:16,632 - mmaction - INFO - mean_acc 0.7243 2021-06-18 01:28:16,916 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-06-18 01:28:16,917 - mmaction - INFO - Best top1_acc is 0.7243 at 46 epoch. 2021-06-18 01:28:16,924 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-18 01:28:17,573 - mmaction - INFO - Epoch(val) [46][619] top1_acc: 0.7243, top5_acc: 0.9031, mean_class_accuracy: 0.7243 2021-06-18 01:29:23,506 - mmaction - INFO - Epoch [47][20/1879] lr: 2.000e-04, eta: 1:13:38, time: 3.296, data_time: 2.736, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3580, loss: 1.3580, grad_norm: 4.7477 2021-06-18 01:29:34,547 - mmaction - INFO - Epoch [47][40/1879] lr: 2.000e-04, eta: 1:13:26, time: 0.552, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8520, loss_cls: 1.4282, loss: 1.4282, grad_norm: 4.9026 2021-06-18 01:29:45,535 - mmaction - INFO - Epoch [47][60/1879] lr: 2.000e-04, eta: 1:13:14, time: 0.549, data_time: 0.000, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8559, loss_cls: 1.4028, loss: 1.4028, grad_norm: 4.7601 2021-06-18 01:29:56,579 - mmaction - INFO - Epoch [47][80/1879] lr: 2.000e-04, eta: 1:13:02, time: 0.552, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8586, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.8304 2021-06-18 01:30:07,665 - mmaction - INFO - Epoch [47][100/1879] lr: 2.000e-04, eta: 1:12:50, time: 0.555, data_time: 0.002, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8551, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.7549 2021-06-18 01:30:18,949 - mmaction - INFO - Epoch [47][120/1879] lr: 2.000e-04, eta: 1:12:38, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8488, loss_cls: 1.4507, loss: 1.4507, grad_norm: 4.9304 2021-06-18 01:30:30,144 - mmaction - INFO - Epoch [47][140/1879] lr: 2.000e-04, eta: 1:12:27, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8516, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.8244 2021-06-18 01:30:41,464 - mmaction - INFO - Epoch [47][160/1879] lr: 2.000e-04, eta: 1:12:15, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8531, loss_cls: 1.4245, loss: 1.4245, grad_norm: 4.9083 2021-06-18 01:30:52,751 - mmaction - INFO - Epoch [47][180/1879] lr: 2.000e-04, eta: 1:12:03, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8449, loss_cls: 1.4163, loss: 1.4163, grad_norm: 4.7639 2021-06-18 01:31:04,043 - mmaction - INFO - Epoch [47][200/1879] lr: 2.000e-04, eta: 1:11:51, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8582, loss_cls: 1.3730, loss: 1.3730, grad_norm: 4.7871 2021-06-18 01:31:15,329 - mmaction - INFO - Epoch [47][220/1879] lr: 2.000e-04, eta: 1:11:39, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8469, loss_cls: 1.4373, loss: 1.4373, grad_norm: 4.7792 2021-06-18 01:31:26,603 - mmaction - INFO - Epoch [47][240/1879] lr: 2.000e-04, eta: 1:11:28, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8609, loss_cls: 1.3629, loss: 1.3629, grad_norm: 4.7580 2021-06-18 01:31:38,006 - mmaction - INFO - Epoch [47][260/1879] lr: 2.000e-04, eta: 1:11:16, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8531, loss_cls: 1.3833, loss: 1.3833, grad_norm: 4.8137 2021-06-18 01:31:49,257 - mmaction - INFO - Epoch [47][280/1879] lr: 2.000e-04, eta: 1:11:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8629, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.7315 2021-06-18 01:32:00,536 - mmaction - INFO - Epoch [47][300/1879] lr: 2.000e-04, eta: 1:10:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8594, loss_cls: 1.3957, loss: 1.3957, grad_norm: 4.9256 2021-06-18 01:32:11,833 - mmaction - INFO - Epoch [47][320/1879] lr: 2.000e-04, eta: 1:10:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8645, loss_cls: 1.3544, loss: 1.3544, grad_norm: 4.7287 2021-06-18 01:32:23,113 - mmaction - INFO - Epoch [47][340/1879] lr: 2.000e-04, eta: 1:10:28, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8562, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.6453 2021-06-18 01:32:34,409 - mmaction - INFO - Epoch [47][360/1879] lr: 2.000e-04, eta: 1:10:17, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8547, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.7891 2021-06-18 01:32:45,735 - mmaction - INFO - Epoch [47][380/1879] lr: 2.000e-04, eta: 1:10:05, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8559, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.7600 2021-06-18 01:32:57,051 - mmaction - INFO - Epoch [47][400/1879] lr: 2.000e-04, eta: 1:09:53, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8586, loss_cls: 1.3646, loss: 1.3646, grad_norm: 4.7757 2021-06-18 01:33:08,329 - mmaction - INFO - Epoch [47][420/1879] lr: 2.000e-04, eta: 1:09:41, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8543, loss_cls: 1.3851, loss: 1.3851, grad_norm: 4.8221 2021-06-18 01:33:19,519 - mmaction - INFO - Epoch [47][440/1879] lr: 2.000e-04, eta: 1:09:29, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8473, loss_cls: 1.4510, loss: 1.4510, grad_norm: 4.8935 2021-06-18 01:33:30,776 - mmaction - INFO - Epoch [47][460/1879] lr: 2.000e-04, eta: 1:09:17, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6926, top5_acc: 0.8648, loss_cls: 1.3065, loss: 1.3065, grad_norm: 4.7117 2021-06-18 01:33:42,133 - mmaction - INFO - Epoch [47][480/1879] lr: 2.000e-04, eta: 1:09:06, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8586, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.7975 2021-06-18 01:33:53,467 - mmaction - INFO - Epoch [47][500/1879] lr: 2.000e-04, eta: 1:08:54, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8621, loss_cls: 1.3910, loss: 1.3910, grad_norm: 4.8064 2021-06-18 01:34:04,696 - mmaction - INFO - Epoch [47][520/1879] lr: 2.000e-04, eta: 1:08:42, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8496, loss_cls: 1.4409, loss: 1.4409, grad_norm: 4.8599 2021-06-18 01:34:16,042 - mmaction - INFO - Epoch [47][540/1879] lr: 2.000e-04, eta: 1:08:30, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8500, loss_cls: 1.3998, loss: 1.3998, grad_norm: 4.7986 2021-06-18 01:34:27,345 - mmaction - INFO - Epoch [47][560/1879] lr: 2.000e-04, eta: 1:08:18, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8418, loss_cls: 1.4533, loss: 1.4533, grad_norm: 4.8772 2021-06-18 01:34:38,630 - mmaction - INFO - Epoch [47][580/1879] lr: 2.000e-04, eta: 1:08:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8629, loss_cls: 1.3392, loss: 1.3392, grad_norm: 4.7742 2021-06-18 01:34:49,912 - mmaction - INFO - Epoch [47][600/1879] lr: 2.000e-04, eta: 1:07:55, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8738, loss_cls: 1.2787, loss: 1.2787, grad_norm: 4.6696 2021-06-18 01:35:01,221 - mmaction - INFO - Epoch [47][620/1879] lr: 2.000e-04, eta: 1:07:43, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8500, loss_cls: 1.4133, loss: 1.4133, grad_norm: 4.7360 2021-06-18 01:35:12,431 - mmaction - INFO - Epoch [47][640/1879] lr: 2.000e-04, eta: 1:07:31, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8465, loss_cls: 1.3870, loss: 1.3870, grad_norm: 4.7780 2021-06-18 01:35:23,650 - mmaction - INFO - Epoch [47][660/1879] lr: 2.000e-04, eta: 1:07:19, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8668, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.7829 2021-06-18 01:35:34,968 - mmaction - INFO - Epoch [47][680/1879] lr: 2.000e-04, eta: 1:07:07, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8516, loss_cls: 1.3847, loss: 1.3847, grad_norm: 4.7868 2021-06-18 01:35:46,202 - mmaction - INFO - Epoch [47][700/1879] lr: 2.000e-04, eta: 1:06:56, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8395, loss_cls: 1.4455, loss: 1.4455, grad_norm: 4.8154 2021-06-18 01:35:57,516 - mmaction - INFO - Epoch [47][720/1879] lr: 2.000e-04, eta: 1:06:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8441, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.6894 2021-06-18 01:36:08,785 - mmaction - INFO - Epoch [47][740/1879] lr: 2.000e-04, eta: 1:06:32, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8516, loss_cls: 1.3812, loss: 1.3812, grad_norm: 4.7330 2021-06-18 01:36:20,069 - mmaction - INFO - Epoch [47][760/1879] lr: 2.000e-04, eta: 1:06:20, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8652, loss_cls: 1.3644, loss: 1.3644, grad_norm: 4.8351 2021-06-18 01:36:31,288 - mmaction - INFO - Epoch [47][780/1879] lr: 2.000e-04, eta: 1:06:08, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8633, loss_cls: 1.3382, loss: 1.3382, grad_norm: 4.7179 2021-06-18 01:36:42,510 - mmaction - INFO - Epoch [47][800/1879] lr: 2.000e-04, eta: 1:05:56, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8543, loss_cls: 1.3764, loss: 1.3764, grad_norm: 4.7798 2021-06-18 01:36:53,778 - mmaction - INFO - Epoch [47][820/1879] lr: 2.000e-04, eta: 1:05:45, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8523, loss_cls: 1.3647, loss: 1.3647, grad_norm: 4.8245 2021-06-18 01:37:05,052 - mmaction - INFO - Epoch [47][840/1879] lr: 2.000e-04, eta: 1:05:33, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8477, loss_cls: 1.4342, loss: 1.4342, grad_norm: 4.8374 2021-06-18 01:37:16,269 - mmaction - INFO - Epoch [47][860/1879] lr: 2.000e-04, eta: 1:05:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8602, loss_cls: 1.3878, loss: 1.3878, grad_norm: 4.7692 2021-06-18 01:37:27,600 - mmaction - INFO - Epoch [47][880/1879] lr: 2.000e-04, eta: 1:05:09, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8613, loss_cls: 1.3162, loss: 1.3162, grad_norm: 4.6818 2021-06-18 01:37:38,837 - mmaction - INFO - Epoch [47][900/1879] lr: 2.000e-04, eta: 1:04:57, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8496, loss_cls: 1.3809, loss: 1.3809, grad_norm: 4.7520 2021-06-18 01:37:50,112 - mmaction - INFO - Epoch [47][920/1879] lr: 2.000e-04, eta: 1:04:45, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8512, loss_cls: 1.3817, loss: 1.3817, grad_norm: 4.7842 2021-06-18 01:38:01,365 - mmaction - INFO - Epoch [47][940/1879] lr: 2.000e-04, eta: 1:04:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3874, loss: 1.3874, grad_norm: 4.8477 2021-06-18 01:38:12,619 - mmaction - INFO - Epoch [47][960/1879] lr: 2.000e-04, eta: 1:04:22, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8641, loss_cls: 1.3468, loss: 1.3468, grad_norm: 4.7493 2021-06-18 01:38:23,924 - mmaction - INFO - Epoch [47][980/1879] lr: 2.000e-04, eta: 1:04:10, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8438, loss_cls: 1.4460, loss: 1.4460, grad_norm: 4.9042 2021-06-18 01:38:35,220 - mmaction - INFO - Epoch [47][1000/1879] lr: 2.000e-04, eta: 1:03:58, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8453, loss_cls: 1.4071, loss: 1.4071, grad_norm: 4.8129 2021-06-18 01:38:46,498 - mmaction - INFO - Epoch [47][1020/1879] lr: 2.000e-04, eta: 1:03:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8527, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.9564 2021-06-18 01:38:57,799 - mmaction - INFO - Epoch [47][1040/1879] lr: 2.000e-04, eta: 1:03:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8551, loss_cls: 1.3881, loss: 1.3881, grad_norm: 4.7781 2021-06-18 01:39:09,121 - mmaction - INFO - Epoch [47][1060/1879] lr: 2.000e-04, eta: 1:03:23, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8672, loss_cls: 1.3440, loss: 1.3440, grad_norm: 4.7437 2021-06-18 01:39:20,426 - mmaction - INFO - Epoch [47][1080/1879] lr: 2.000e-04, eta: 1:03:11, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8727, loss_cls: 1.2944, loss: 1.2944, grad_norm: 4.7021 2021-06-18 01:39:31,680 - mmaction - INFO - Epoch [47][1100/1879] lr: 2.000e-04, eta: 1:02:59, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8570, loss_cls: 1.3924, loss: 1.3924, grad_norm: 4.7802 2021-06-18 01:39:42,926 - mmaction - INFO - Epoch [47][1120/1879] lr: 2.000e-04, eta: 1:02:47, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8461, loss_cls: 1.4164, loss: 1.4164, grad_norm: 4.6795 2021-06-18 01:39:54,224 - mmaction - INFO - Epoch [47][1140/1879] lr: 2.000e-04, eta: 1:02:35, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8656, loss_cls: 1.3052, loss: 1.3052, grad_norm: 4.6897 2021-06-18 01:40:05,498 - mmaction - INFO - Epoch [47][1160/1879] lr: 2.000e-04, eta: 1:02:24, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8469, loss_cls: 1.4390, loss: 1.4390, grad_norm: 4.8403 2021-06-18 01:40:16,868 - mmaction - INFO - Epoch [47][1180/1879] lr: 2.000e-04, eta: 1:02:12, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8496, loss_cls: 1.3984, loss: 1.3984, grad_norm: 4.7910 2021-06-18 01:40:28,186 - mmaction - INFO - Epoch [47][1200/1879] lr: 2.000e-04, eta: 1:02:00, time: 0.566, data_time: 0.000, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8512, loss_cls: 1.3725, loss: 1.3725, grad_norm: 4.7563 2021-06-18 01:40:39,446 - mmaction - INFO - Epoch [47][1220/1879] lr: 2.000e-04, eta: 1:01:48, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8594, loss_cls: 1.3459, loss: 1.3459, grad_norm: 4.7723 2021-06-18 01:40:50,689 - mmaction - INFO - Epoch [47][1240/1879] lr: 2.000e-04, eta: 1:01:36, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8496, loss_cls: 1.4085, loss: 1.4085, grad_norm: 4.8896 2021-06-18 01:41:02,079 - mmaction - INFO - Epoch [47][1260/1879] lr: 2.000e-04, eta: 1:01:25, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8512, loss_cls: 1.4025, loss: 1.4025, grad_norm: 4.8651 2021-06-18 01:41:13,428 - mmaction - INFO - Epoch [47][1280/1879] lr: 2.000e-04, eta: 1:01:13, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8527, loss_cls: 1.4511, loss: 1.4511, grad_norm: 4.9528 2021-06-18 01:41:24,699 - mmaction - INFO - Epoch [47][1300/1879] lr: 2.000e-04, eta: 1:01:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8559, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.7581 2021-06-18 01:41:35,926 - mmaction - INFO - Epoch [47][1320/1879] lr: 2.000e-04, eta: 1:00:49, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8441, loss_cls: 1.3976, loss: 1.3976, grad_norm: 4.7509 2021-06-18 01:41:47,243 - mmaction - INFO - Epoch [47][1340/1879] lr: 2.000e-04, eta: 1:00:37, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8652, loss_cls: 1.3693, loss: 1.3693, grad_norm: 4.8487 2021-06-18 01:41:58,533 - mmaction - INFO - Epoch [47][1360/1879] lr: 2.000e-04, eta: 1:00:25, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8496, loss_cls: 1.3875, loss: 1.3875, grad_norm: 4.8034 2021-06-18 01:42:09,864 - mmaction - INFO - Epoch [47][1380/1879] lr: 2.000e-04, eta: 1:00:14, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8605, loss_cls: 1.3825, loss: 1.3825, grad_norm: 4.8595 2021-06-18 01:42:21,154 - mmaction - INFO - Epoch [47][1400/1879] lr: 2.000e-04, eta: 1:00:02, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8516, loss_cls: 1.4059, loss: 1.4059, grad_norm: 4.8579 2021-06-18 01:42:32,440 - mmaction - INFO - Epoch [47][1420/1879] lr: 2.000e-04, eta: 0:59:50, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.8170 2021-06-18 01:42:43,641 - mmaction - INFO - Epoch [47][1440/1879] lr: 2.000e-04, eta: 0:59:38, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8531, loss_cls: 1.3773, loss: 1.3773, grad_norm: 4.7863 2021-06-18 01:42:54,910 - mmaction - INFO - Epoch [47][1460/1879] lr: 2.000e-04, eta: 0:59:26, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8535, loss_cls: 1.3977, loss: 1.3977, grad_norm: 4.7598 2021-06-18 01:43:06,160 - mmaction - INFO - Epoch [47][1480/1879] lr: 2.000e-04, eta: 0:59:15, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8566, loss_cls: 1.3976, loss: 1.3976, grad_norm: 4.8871 2021-06-18 01:43:17,396 - mmaction - INFO - Epoch [47][1500/1879] lr: 2.000e-04, eta: 0:59:03, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8465, loss_cls: 1.4009, loss: 1.4009, grad_norm: 4.8192 2021-06-18 01:43:28,715 - mmaction - INFO - Epoch [47][1520/1879] lr: 2.000e-04, eta: 0:58:51, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8547, loss_cls: 1.3683, loss: 1.3683, grad_norm: 4.7622 2021-06-18 01:43:39,970 - mmaction - INFO - Epoch [47][1540/1879] lr: 2.000e-04, eta: 0:58:39, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8535, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.8701 2021-06-18 01:43:51,280 - mmaction - INFO - Epoch [47][1560/1879] lr: 2.000e-04, eta: 0:58:27, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8461, loss_cls: 1.4146, loss: 1.4146, grad_norm: 4.7892 2021-06-18 01:44:02,546 - mmaction - INFO - Epoch [47][1580/1879] lr: 2.000e-04, eta: 0:58:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8637, loss_cls: 1.3166, loss: 1.3166, grad_norm: 4.6969 2021-06-18 01:44:13,834 - mmaction - INFO - Epoch [47][1600/1879] lr: 2.000e-04, eta: 0:58:04, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8527, loss_cls: 1.4146, loss: 1.4146, grad_norm: 4.8799 2021-06-18 01:44:25,197 - mmaction - INFO - Epoch [47][1620/1879] lr: 2.000e-04, eta: 0:57:52, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8551, loss_cls: 1.3757, loss: 1.3757, grad_norm: 4.7255 2021-06-18 01:44:36,443 - mmaction - INFO - Epoch [47][1640/1879] lr: 2.000e-04, eta: 0:57:40, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8680, loss_cls: 1.3887, loss: 1.3887, grad_norm: 4.8762 2021-06-18 01:44:47,683 - mmaction - INFO - Epoch [47][1660/1879] lr: 2.000e-04, eta: 0:57:28, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.3177, loss: 1.3177, grad_norm: 4.6828 2021-06-18 01:44:58,964 - mmaction - INFO - Epoch [47][1680/1879] lr: 2.000e-04, eta: 0:57:16, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8539, loss_cls: 1.3615, loss: 1.3615, grad_norm: 4.7642 2021-06-18 01:45:10,232 - mmaction - INFO - Epoch [47][1700/1879] lr: 2.000e-04, eta: 0:57:05, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8578, loss_cls: 1.3505, loss: 1.3505, grad_norm: 4.7711 2021-06-18 01:45:21,459 - mmaction - INFO - Epoch [47][1720/1879] lr: 2.000e-04, eta: 0:56:53, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8543, loss_cls: 1.3851, loss: 1.3851, grad_norm: 4.8057 2021-06-18 01:45:32,743 - mmaction - INFO - Epoch [47][1740/1879] lr: 2.000e-04, eta: 0:56:41, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8508, loss_cls: 1.3969, loss: 1.3969, grad_norm: 4.8542 2021-06-18 01:45:44,045 - mmaction - INFO - Epoch [47][1760/1879] lr: 2.000e-04, eta: 0:56:29, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8527, loss_cls: 1.3878, loss: 1.3878, grad_norm: 4.7588 2021-06-18 01:45:55,295 - mmaction - INFO - Epoch [47][1780/1879] lr: 2.000e-04, eta: 0:56:17, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8547, loss_cls: 1.3797, loss: 1.3797, grad_norm: 4.8044 2021-06-18 01:46:06,574 - mmaction - INFO - Epoch [47][1800/1879] lr: 2.000e-04, eta: 0:56:06, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8570, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.8053 2021-06-18 01:46:17,870 - mmaction - INFO - Epoch [47][1820/1879] lr: 2.000e-04, eta: 0:55:54, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8625, loss_cls: 1.3129, loss: 1.3129, grad_norm: 4.6583 2021-06-18 01:46:29,099 - mmaction - INFO - Epoch [47][1840/1879] lr: 2.000e-04, eta: 0:55:42, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8609, loss_cls: 1.3648, loss: 1.3648, grad_norm: 4.7226 2021-06-18 01:46:40,348 - mmaction - INFO - Epoch [47][1860/1879] lr: 2.000e-04, eta: 0:55:30, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8672, loss_cls: 1.3443, loss: 1.3443, grad_norm: 4.8001 2021-06-18 01:52:03,553 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 01:52:04,253 - mmaction - INFO - top1_acc 0.7235 top5_acc 0.9042 2021-06-18 01:52:04,253 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 01:52:04,281 - mmaction - INFO - mean_acc 0.7235 2021-06-18 01:52:04,288 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-18 01:52:04,566 - mmaction - INFO - Epoch(val) [47][619] top1_acc: 0.7235, top5_acc: 0.9042, mean_class_accuracy: 0.7235 2021-06-18 01:53:12,578 - mmaction - INFO - Epoch [48][20/1879] lr: 2.000e-04, eta: 0:55:10, time: 3.400, data_time: 2.809, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8516, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.9311 2021-06-18 01:53:23,889 - mmaction - INFO - Epoch [48][40/1879] lr: 2.000e-04, eta: 0:54:58, time: 0.565, data_time: 0.003, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.3249, loss: 1.3249, grad_norm: 4.7639 2021-06-18 01:53:34,934 - mmaction - INFO - Epoch [48][60/1879] lr: 2.000e-04, eta: 0:54:46, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.3771, loss: 1.3771, grad_norm: 4.8304 2021-06-18 01:53:45,993 - mmaction - INFO - Epoch [48][80/1879] lr: 2.000e-04, eta: 0:54:35, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8543, loss_cls: 1.4053, loss: 1.4053, grad_norm: 4.8491 2021-06-18 01:53:57,048 - mmaction - INFO - Epoch [48][100/1879] lr: 2.000e-04, eta: 0:54:23, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8594, loss_cls: 1.3597, loss: 1.3597, grad_norm: 4.7957 2021-06-18 01:54:08,172 - mmaction - INFO - Epoch [48][120/1879] lr: 2.000e-04, eta: 0:54:11, time: 0.556, data_time: 0.001, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3126, loss: 1.3126, grad_norm: 4.7452 2021-06-18 01:54:19,471 - mmaction - INFO - Epoch [48][140/1879] lr: 2.000e-04, eta: 0:53:59, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8559, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.7523 2021-06-18 01:54:30,751 - mmaction - INFO - Epoch [48][160/1879] lr: 2.000e-04, eta: 0:53:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8383, loss_cls: 1.4411, loss: 1.4411, grad_norm: 4.9709 2021-06-18 01:54:41,991 - mmaction - INFO - Epoch [48][180/1879] lr: 2.000e-04, eta: 0:53:35, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8629, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.6932 2021-06-18 01:54:53,308 - mmaction - INFO - Epoch [48][200/1879] lr: 2.000e-04, eta: 0:53:24, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8629, loss_cls: 1.3490, loss: 1.3490, grad_norm: 4.7484 2021-06-18 01:55:04,770 - mmaction - INFO - Epoch [48][220/1879] lr: 2.000e-04, eta: 0:53:12, time: 0.573, data_time: 0.001, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8562, loss_cls: 1.3532, loss: 1.3532, grad_norm: 4.8271 2021-06-18 01:55:16,070 - mmaction - INFO - Epoch [48][240/1879] lr: 2.000e-04, eta: 0:53:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8461, loss_cls: 1.3966, loss: 1.3966, grad_norm: 4.8693 2021-06-18 01:55:27,330 - mmaction - INFO - Epoch [48][260/1879] lr: 2.000e-04, eta: 0:52:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8547, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.7293 2021-06-18 01:55:38,635 - mmaction - INFO - Epoch [48][280/1879] lr: 2.000e-04, eta: 0:52:36, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8590, loss_cls: 1.3390, loss: 1.3390, grad_norm: 4.8360 2021-06-18 01:55:49,937 - mmaction - INFO - Epoch [48][300/1879] lr: 2.000e-04, eta: 0:52:25, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8445, loss_cls: 1.4359, loss: 1.4359, grad_norm: 4.8821 2021-06-18 01:56:01,289 - mmaction - INFO - Epoch [48][320/1879] lr: 2.000e-04, eta: 0:52:13, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8535, loss_cls: 1.3556, loss: 1.3556, grad_norm: 4.7680 2021-06-18 01:56:12,552 - mmaction - INFO - Epoch [48][340/1879] lr: 2.000e-04, eta: 0:52:01, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8547, loss_cls: 1.3681, loss: 1.3681, grad_norm: 4.7434 2021-06-18 01:56:23,918 - mmaction - INFO - Epoch [48][360/1879] lr: 2.000e-04, eta: 0:51:49, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8695, loss_cls: 1.3111, loss: 1.3111, grad_norm: 4.7073 2021-06-18 01:56:35,181 - mmaction - INFO - Epoch [48][380/1879] lr: 2.000e-04, eta: 0:51:37, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8566, loss_cls: 1.3375, loss: 1.3375, grad_norm: 4.7762 2021-06-18 01:56:46,381 - mmaction - INFO - Epoch [48][400/1879] lr: 2.000e-04, eta: 0:51:25, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8477, loss_cls: 1.3917, loss: 1.3917, grad_norm: 4.7956 2021-06-18 01:56:57,638 - mmaction - INFO - Epoch [48][420/1879] lr: 2.000e-04, eta: 0:51:14, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8523, loss_cls: 1.4046, loss: 1.4046, grad_norm: 4.8343 2021-06-18 01:57:08,893 - mmaction - INFO - Epoch [48][440/1879] lr: 2.000e-04, eta: 0:51:02, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8621, loss_cls: 1.3641, loss: 1.3641, grad_norm: 4.9139 2021-06-18 01:57:20,192 - mmaction - INFO - Epoch [48][460/1879] lr: 2.000e-04, eta: 0:50:50, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8621, loss_cls: 1.3499, loss: 1.3499, grad_norm: 4.8137 2021-06-18 01:57:31,509 - mmaction - INFO - Epoch [48][480/1879] lr: 2.000e-04, eta: 0:50:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8496, loss_cls: 1.4105, loss: 1.4105, grad_norm: 4.8196 2021-06-18 01:57:42,834 - mmaction - INFO - Epoch [48][500/1879] lr: 2.000e-04, eta: 0:50:26, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8508, loss_cls: 1.3928, loss: 1.3928, grad_norm: 4.9289 2021-06-18 01:57:54,121 - mmaction - INFO - Epoch [48][520/1879] lr: 2.000e-04, eta: 0:50:15, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8484, loss_cls: 1.4225, loss: 1.4225, grad_norm: 4.8651 2021-06-18 01:58:05,386 - mmaction - INFO - Epoch [48][540/1879] lr: 2.000e-04, eta: 0:50:03, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8594, loss_cls: 1.3504, loss: 1.3504, grad_norm: 4.7115 2021-06-18 01:58:16,633 - mmaction - INFO - Epoch [48][560/1879] lr: 2.000e-04, eta: 0:49:51, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8625, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.7361 2021-06-18 01:58:27,902 - mmaction - INFO - Epoch [48][580/1879] lr: 2.000e-04, eta: 0:49:39, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8641, loss_cls: 1.3445, loss: 1.3445, grad_norm: 4.7970 2021-06-18 01:58:39,247 - mmaction - INFO - Epoch [48][600/1879] lr: 2.000e-04, eta: 0:49:27, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8586, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.7372 2021-06-18 01:58:50,514 - mmaction - INFO - Epoch [48][620/1879] lr: 2.000e-04, eta: 0:49:16, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8641, loss_cls: 1.3200, loss: 1.3200, grad_norm: 4.7939 2021-06-18 01:59:01,758 - mmaction - INFO - Epoch [48][640/1879] lr: 2.000e-04, eta: 0:49:04, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8574, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.8070 2021-06-18 01:59:12,985 - mmaction - INFO - Epoch [48][660/1879] lr: 2.000e-04, eta: 0:48:52, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8566, loss_cls: 1.4060, loss: 1.4060, grad_norm: 4.9039 2021-06-18 01:59:24,262 - mmaction - INFO - Epoch [48][680/1879] lr: 2.000e-04, eta: 0:48:40, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8520, loss_cls: 1.3895, loss: 1.3895, grad_norm: 4.7737 2021-06-18 01:59:35,528 - mmaction - INFO - Epoch [48][700/1879] lr: 2.000e-04, eta: 0:48:28, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8418, loss_cls: 1.4321, loss: 1.4321, grad_norm: 4.8830 2021-06-18 01:59:46,807 - mmaction - INFO - Epoch [48][720/1879] lr: 2.000e-04, eta: 0:48:16, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8543, loss_cls: 1.3926, loss: 1.3926, grad_norm: 4.7678 2021-06-18 01:59:58,100 - mmaction - INFO - Epoch [48][740/1879] lr: 2.000e-04, eta: 0:48:05, time: 0.564, data_time: 0.000, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8535, loss_cls: 1.4192, loss: 1.4192, grad_norm: 4.8689 2021-06-18 02:00:09,384 - mmaction - INFO - Epoch [48][760/1879] lr: 2.000e-04, eta: 0:47:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8555, loss_cls: 1.3936, loss: 1.3936, grad_norm: 4.8311 2021-06-18 02:00:20,664 - mmaction - INFO - Epoch [48][780/1879] lr: 2.000e-04, eta: 0:47:41, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8527, loss_cls: 1.3667, loss: 1.3667, grad_norm: 4.8430 2021-06-18 02:00:31,916 - mmaction - INFO - Epoch [48][800/1879] lr: 2.000e-04, eta: 0:47:29, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8605, loss_cls: 1.3322, loss: 1.3322, grad_norm: 4.7094 2021-06-18 02:00:43,172 - mmaction - INFO - Epoch [48][820/1879] lr: 2.000e-04, eta: 0:47:17, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8453, loss_cls: 1.4189, loss: 1.4189, grad_norm: 4.8950 2021-06-18 02:00:54,459 - mmaction - INFO - Epoch [48][840/1879] lr: 2.000e-04, eta: 0:47:06, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8488, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.7409 2021-06-18 02:01:05,726 - mmaction - INFO - Epoch [48][860/1879] lr: 2.000e-04, eta: 0:46:54, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8660, loss_cls: 1.3420, loss: 1.3420, grad_norm: 4.7881 2021-06-18 02:01:16,975 - mmaction - INFO - Epoch [48][880/1879] lr: 2.000e-04, eta: 0:46:42, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.3405, loss: 1.3405, grad_norm: 4.7924 2021-06-18 02:01:28,295 - mmaction - INFO - Epoch [48][900/1879] lr: 2.000e-04, eta: 0:46:30, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8574, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.7716 2021-06-18 02:01:39,642 - mmaction - INFO - Epoch [48][920/1879] lr: 2.000e-04, eta: 0:46:18, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8559, loss_cls: 1.3888, loss: 1.3888, grad_norm: 4.9043 2021-06-18 02:01:50,856 - mmaction - INFO - Epoch [48][940/1879] lr: 2.000e-04, eta: 0:46:07, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8574, loss_cls: 1.3152, loss: 1.3152, grad_norm: 4.6548 2021-06-18 02:02:02,116 - mmaction - INFO - Epoch [48][960/1879] lr: 2.000e-04, eta: 0:45:55, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3934, loss: 1.3934, grad_norm: 4.8232 2021-06-18 02:02:13,453 - mmaction - INFO - Epoch [48][980/1879] lr: 2.000e-04, eta: 0:45:43, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8418, loss_cls: 1.4479, loss: 1.4479, grad_norm: 4.8037 2021-06-18 02:02:24,734 - mmaction - INFO - Epoch [48][1000/1879] lr: 2.000e-04, eta: 0:45:31, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8516, loss_cls: 1.3684, loss: 1.3684, grad_norm: 4.8103 2021-06-18 02:02:36,034 - mmaction - INFO - Epoch [48][1020/1879] lr: 2.000e-04, eta: 0:45:19, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8543, loss_cls: 1.3744, loss: 1.3744, grad_norm: 4.7865 2021-06-18 02:02:47,281 - mmaction - INFO - Epoch [48][1040/1879] lr: 2.000e-04, eta: 0:45:08, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8559, loss_cls: 1.3673, loss: 1.3673, grad_norm: 4.8219 2021-06-18 02:02:58,503 - mmaction - INFO - Epoch [48][1060/1879] lr: 2.000e-04, eta: 0:44:56, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8418, loss_cls: 1.4383, loss: 1.4383, grad_norm: 4.8934 2021-06-18 02:03:09,815 - mmaction - INFO - Epoch [48][1080/1879] lr: 2.000e-04, eta: 0:44:44, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8602, loss_cls: 1.3298, loss: 1.3298, grad_norm: 4.7600 2021-06-18 02:03:21,085 - mmaction - INFO - Epoch [48][1100/1879] lr: 2.000e-04, eta: 0:44:32, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8656, loss_cls: 1.3548, loss: 1.3548, grad_norm: 4.8206 2021-06-18 02:03:32,381 - mmaction - INFO - Epoch [48][1120/1879] lr: 2.000e-04, eta: 0:44:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8508, loss_cls: 1.4381, loss: 1.4381, grad_norm: 4.9795 2021-06-18 02:03:43,671 - mmaction - INFO - Epoch [48][1140/1879] lr: 2.000e-04, eta: 0:44:08, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8504, loss_cls: 1.4265, loss: 1.4265, grad_norm: 4.8833 2021-06-18 02:03:55,010 - mmaction - INFO - Epoch [48][1160/1879] lr: 2.000e-04, eta: 0:43:57, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8531, loss_cls: 1.3919, loss: 1.3919, grad_norm: 4.8564 2021-06-18 02:04:06,294 - mmaction - INFO - Epoch [48][1180/1879] lr: 2.000e-04, eta: 0:43:45, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8555, loss_cls: 1.3860, loss: 1.3860, grad_norm: 4.8048 2021-06-18 02:04:17,559 - mmaction - INFO - Epoch [48][1200/1879] lr: 2.000e-04, eta: 0:43:33, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8500, loss_cls: 1.3899, loss: 1.3899, grad_norm: 4.8678 2021-06-18 02:04:28,789 - mmaction - INFO - Epoch [48][1220/1879] lr: 2.000e-04, eta: 0:43:21, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8473, loss_cls: 1.4298, loss: 1.4298, grad_norm: 4.8567 2021-06-18 02:04:40,035 - mmaction - INFO - Epoch [48][1240/1879] lr: 2.000e-04, eta: 0:43:09, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8609, loss_cls: 1.3416, loss: 1.3416, grad_norm: 4.7648 2021-06-18 02:04:51,288 - mmaction - INFO - Epoch [48][1260/1879] lr: 2.000e-04, eta: 0:42:58, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8438, loss_cls: 1.4055, loss: 1.4055, grad_norm: 4.7135 2021-06-18 02:05:02,573 - mmaction - INFO - Epoch [48][1280/1879] lr: 2.000e-04, eta: 0:42:46, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8586, loss_cls: 1.3440, loss: 1.3440, grad_norm: 4.7397 2021-06-18 02:05:13,913 - mmaction - INFO - Epoch [48][1300/1879] lr: 2.000e-04, eta: 0:42:34, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8629, loss_cls: 1.3655, loss: 1.3655, grad_norm: 4.7620 2021-06-18 02:05:25,171 - mmaction - INFO - Epoch [48][1320/1879] lr: 2.000e-04, eta: 0:42:22, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8570, loss_cls: 1.3738, loss: 1.3738, grad_norm: 4.9278 2021-06-18 02:05:36,421 - mmaction - INFO - Epoch [48][1340/1879] lr: 2.000e-04, eta: 0:42:10, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8590, loss_cls: 1.3515, loss: 1.3515, grad_norm: 4.7943 2021-06-18 02:05:47,652 - mmaction - INFO - Epoch [48][1360/1879] lr: 2.000e-04, eta: 0:41:59, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8555, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.7143 2021-06-18 02:05:58,924 - mmaction - INFO - Epoch [48][1380/1879] lr: 2.000e-04, eta: 0:41:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8609, loss_cls: 1.3621, loss: 1.3621, grad_norm: 4.8503 2021-06-18 02:06:10,247 - mmaction - INFO - Epoch [48][1400/1879] lr: 2.000e-04, eta: 0:41:35, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8516, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.8106 2021-06-18 02:06:21,530 - mmaction - INFO - Epoch [48][1420/1879] lr: 2.000e-04, eta: 0:41:23, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8570, loss_cls: 1.3823, loss: 1.3823, grad_norm: 4.8175 2021-06-18 02:06:32,852 - mmaction - INFO - Epoch [48][1440/1879] lr: 2.000e-04, eta: 0:41:11, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8523, loss_cls: 1.4126, loss: 1.4126, grad_norm: 4.8359 2021-06-18 02:06:44,159 - mmaction - INFO - Epoch [48][1460/1879] lr: 2.000e-04, eta: 0:41:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8590, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.7440 2021-06-18 02:06:55,410 - mmaction - INFO - Epoch [48][1480/1879] lr: 2.000e-04, eta: 0:40:48, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8492, loss_cls: 1.4210, loss: 1.4210, grad_norm: 4.8765 2021-06-18 02:07:06,662 - mmaction - INFO - Epoch [48][1500/1879] lr: 2.000e-04, eta: 0:40:36, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8602, loss_cls: 1.3656, loss: 1.3656, grad_norm: 4.8018 2021-06-18 02:07:17,922 - mmaction - INFO - Epoch [48][1520/1879] lr: 2.000e-04, eta: 0:40:24, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8535, loss_cls: 1.3875, loss: 1.3875, grad_norm: 4.8247 2021-06-18 02:07:29,261 - mmaction - INFO - Epoch [48][1540/1879] lr: 2.000e-04, eta: 0:40:12, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8551, loss_cls: 1.3694, loss: 1.3694, grad_norm: 4.7190 2021-06-18 02:07:40,542 - mmaction - INFO - Epoch [48][1560/1879] lr: 2.000e-04, eta: 0:40:01, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8637, loss_cls: 1.3541, loss: 1.3541, grad_norm: 4.8213 2021-06-18 02:07:51,772 - mmaction - INFO - Epoch [48][1580/1879] lr: 2.000e-04, eta: 0:39:49, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8559, loss_cls: 1.3920, loss: 1.3920, grad_norm: 4.8772 2021-06-18 02:08:03,017 - mmaction - INFO - Epoch [48][1600/1879] lr: 2.000e-04, eta: 0:39:37, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8531, loss_cls: 1.4343, loss: 1.4343, grad_norm: 4.9633 2021-06-18 02:08:14,357 - mmaction - INFO - Epoch [48][1620/1879] lr: 2.000e-04, eta: 0:39:25, time: 0.566, data_time: 0.004, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8480, loss_cls: 1.4029, loss: 1.4029, grad_norm: 4.8742 2021-06-18 02:08:25,638 - mmaction - INFO - Epoch [48][1640/1879] lr: 2.000e-04, eta: 0:39:13, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8605, loss_cls: 1.3526, loss: 1.3526, grad_norm: 4.7673 2021-06-18 02:08:36,987 - mmaction - INFO - Epoch [48][1660/1879] lr: 2.000e-04, eta: 0:39:02, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8406, loss_cls: 1.4160, loss: 1.4160, grad_norm: 4.8967 2021-06-18 02:08:48,307 - mmaction - INFO - Epoch [48][1680/1879] lr: 2.000e-04, eta: 0:38:50, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8578, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.8960 2021-06-18 02:08:59,621 - mmaction - INFO - Epoch [48][1700/1879] lr: 2.000e-04, eta: 0:38:38, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8562, loss_cls: 1.3573, loss: 1.3573, grad_norm: 4.7360 2021-06-18 02:09:10,947 - mmaction - INFO - Epoch [48][1720/1879] lr: 2.000e-04, eta: 0:38:26, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8406, loss_cls: 1.4337, loss: 1.4337, grad_norm: 4.8965 2021-06-18 02:09:22,178 - mmaction - INFO - Epoch [48][1740/1879] lr: 2.000e-04, eta: 0:38:14, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8594, loss_cls: 1.3102, loss: 1.3102, grad_norm: 4.6869 2021-06-18 02:09:33,469 - mmaction - INFO - Epoch [48][1760/1879] lr: 2.000e-04, eta: 0:38:03, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8492, loss_cls: 1.3909, loss: 1.3909, grad_norm: 4.8455 2021-06-18 02:09:44,705 - mmaction - INFO - Epoch [48][1780/1879] lr: 2.000e-04, eta: 0:37:51, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8488, loss_cls: 1.4205, loss: 1.4205, grad_norm: 4.9564 2021-06-18 02:09:56,024 - mmaction - INFO - Epoch [48][1800/1879] lr: 2.000e-04, eta: 0:37:39, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8582, loss_cls: 1.3492, loss: 1.3492, grad_norm: 4.7630 2021-06-18 02:10:07,306 - mmaction - INFO - Epoch [48][1820/1879] lr: 2.000e-04, eta: 0:37:27, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8586, loss_cls: 1.3437, loss: 1.3437, grad_norm: 4.7283 2021-06-18 02:10:18,572 - mmaction - INFO - Epoch [48][1840/1879] lr: 2.000e-04, eta: 0:37:15, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8469, loss_cls: 1.3984, loss: 1.3984, grad_norm: 4.8686 2021-06-18 02:10:29,844 - mmaction - INFO - Epoch [48][1860/1879] lr: 2.000e-04, eta: 0:37:04, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8590, loss_cls: 1.3642, loss: 1.3642, grad_norm: 4.8551 2021-06-18 02:15:53,841 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 02:15:54,539 - mmaction - INFO - top1_acc 0.7245 top5_acc 0.9029 2021-06-18 02:15:54,540 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 02:15:54,566 - mmaction - INFO - mean_acc 0.7245 2021-06-18 02:15:55,250 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2021-06-18 02:15:55,250 - mmaction - INFO - Best top1_acc is 0.7245 at 48 epoch. 2021-06-18 02:15:55,268 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-18 02:15:55,536 - mmaction - INFO - Epoch(val) [48][619] top1_acc: 0.7245, top5_acc: 0.9029, mean_class_accuracy: 0.7245 2021-06-18 02:17:00,804 - mmaction - INFO - Epoch [49][20/1879] lr: 2.000e-04, eta: 0:36:42, time: 3.263, data_time: 2.708, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8469, loss_cls: 1.4002, loss: 1.4002, grad_norm: 4.8030 2021-06-18 02:17:11,826 - mmaction - INFO - Epoch [49][40/1879] lr: 2.000e-04, eta: 0:36:31, time: 0.551, data_time: 0.003, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8633, loss_cls: 1.3592, loss: 1.3592, grad_norm: 4.8017 2021-06-18 02:17:22,859 - mmaction - INFO - Epoch [49][60/1879] lr: 2.000e-04, eta: 0:36:19, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8531, loss_cls: 1.3629, loss: 1.3629, grad_norm: 4.6911 2021-06-18 02:17:33,901 - mmaction - INFO - Epoch [49][80/1879] lr: 2.000e-04, eta: 0:36:07, time: 0.553, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8676, loss_cls: 1.3388, loss: 1.3388, grad_norm: 4.8050 2021-06-18 02:17:44,975 - mmaction - INFO - Epoch [49][100/1879] lr: 2.000e-04, eta: 0:35:55, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8645, loss_cls: 1.3251, loss: 1.3251, grad_norm: 4.7492 2021-06-18 02:17:56,229 - mmaction - INFO - Epoch [49][120/1879] lr: 2.000e-04, eta: 0:35:43, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8605, loss_cls: 1.3202, loss: 1.3202, grad_norm: 4.6987 2021-06-18 02:18:07,405 - mmaction - INFO - Epoch [49][140/1879] lr: 2.000e-04, eta: 0:35:32, time: 0.558, data_time: 0.002, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8633, loss_cls: 1.3095, loss: 1.3095, grad_norm: 4.7012 2021-06-18 02:18:18,611 - mmaction - INFO - Epoch [49][160/1879] lr: 2.000e-04, eta: 0:35:20, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8520, loss_cls: 1.4107, loss: 1.4107, grad_norm: 4.8216 2021-06-18 02:18:29,937 - mmaction - INFO - Epoch [49][180/1879] lr: 2.000e-04, eta: 0:35:08, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8535, loss_cls: 1.4125, loss: 1.4125, grad_norm: 4.9268 2021-06-18 02:18:41,206 - mmaction - INFO - Epoch [49][200/1879] lr: 2.000e-04, eta: 0:34:56, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8605, loss_cls: 1.3466, loss: 1.3466, grad_norm: 4.7328 2021-06-18 02:18:52,476 - mmaction - INFO - Epoch [49][220/1879] lr: 2.000e-04, eta: 0:34:44, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8512, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.8131 2021-06-18 02:19:03,735 - mmaction - INFO - Epoch [49][240/1879] lr: 2.000e-04, eta: 0:34:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8582, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.7130 2021-06-18 02:19:14,990 - mmaction - INFO - Epoch [49][260/1879] lr: 2.000e-04, eta: 0:34:21, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3942, loss: 1.3942, grad_norm: 4.8688 2021-06-18 02:19:26,288 - mmaction - INFO - Epoch [49][280/1879] lr: 2.000e-04, eta: 0:34:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8641, loss_cls: 1.3658, loss: 1.3658, grad_norm: 4.8917 2021-06-18 02:19:37,540 - mmaction - INFO - Epoch [49][300/1879] lr: 2.000e-04, eta: 0:33:57, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8578, loss_cls: 1.3157, loss: 1.3157, grad_norm: 4.6681 2021-06-18 02:19:48,838 - mmaction - INFO - Epoch [49][320/1879] lr: 2.000e-04, eta: 0:33:45, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8539, loss_cls: 1.3862, loss: 1.3862, grad_norm: 4.8512 2021-06-18 02:20:00,129 - mmaction - INFO - Epoch [49][340/1879] lr: 2.000e-04, eta: 0:33:33, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8402, loss_cls: 1.4216, loss: 1.4216, grad_norm: 4.8232 2021-06-18 02:20:11,539 - mmaction - INFO - Epoch [49][360/1879] lr: 2.000e-04, eta: 0:33:22, time: 0.571, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8465, loss_cls: 1.4256, loss: 1.4256, grad_norm: 4.8752 2021-06-18 02:20:22,833 - mmaction - INFO - Epoch [49][380/1879] lr: 2.000e-04, eta: 0:33:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8531, loss_cls: 1.3901, loss: 1.3901, grad_norm: 4.7823 2021-06-18 02:20:34,051 - mmaction - INFO - Epoch [49][400/1879] lr: 2.000e-04, eta: 0:32:58, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8590, loss_cls: 1.4014, loss: 1.4014, grad_norm: 4.8710 2021-06-18 02:20:45,335 - mmaction - INFO - Epoch [49][420/1879] lr: 2.000e-04, eta: 0:32:46, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8531, loss_cls: 1.3970, loss: 1.3970, grad_norm: 4.7856 2021-06-18 02:20:56,585 - mmaction - INFO - Epoch [49][440/1879] lr: 2.000e-04, eta: 0:32:34, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8613, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.6989 2021-06-18 02:21:07,809 - mmaction - INFO - Epoch [49][460/1879] lr: 2.000e-04, eta: 0:32:23, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8582, loss_cls: 1.3843, loss: 1.3843, grad_norm: 4.8704 2021-06-18 02:21:19,072 - mmaction - INFO - Epoch [49][480/1879] lr: 2.000e-04, eta: 0:32:11, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8621, loss_cls: 1.2944, loss: 1.2944, grad_norm: 4.7064 2021-06-18 02:21:30,367 - mmaction - INFO - Epoch [49][500/1879] lr: 2.000e-04, eta: 0:31:59, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8578, loss_cls: 1.3995, loss: 1.3995, grad_norm: 4.9301 2021-06-18 02:21:41,624 - mmaction - INFO - Epoch [49][520/1879] lr: 2.000e-04, eta: 0:31:47, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8484, loss_cls: 1.4537, loss: 1.4537, grad_norm: 4.8921 2021-06-18 02:21:52,847 - mmaction - INFO - Epoch [49][540/1879] lr: 2.000e-04, eta: 0:31:35, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8586, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.8031 2021-06-18 02:22:04,113 - mmaction - INFO - Epoch [49][560/1879] lr: 2.000e-04, eta: 0:31:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8605, loss_cls: 1.3350, loss: 1.3350, grad_norm: 4.7200 2021-06-18 02:22:15,369 - mmaction - INFO - Epoch [49][580/1879] lr: 2.000e-04, eta: 0:31:12, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8609, loss_cls: 1.3317, loss: 1.3317, grad_norm: 4.7322 2021-06-18 02:22:26,666 - mmaction - INFO - Epoch [49][600/1879] lr: 2.000e-04, eta: 0:31:00, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8562, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.8134 2021-06-18 02:22:37,916 - mmaction - INFO - Epoch [49][620/1879] lr: 2.000e-04, eta: 0:30:48, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8574, loss_cls: 1.3914, loss: 1.3914, grad_norm: 4.8838 2021-06-18 02:22:49,162 - mmaction - INFO - Epoch [49][640/1879] lr: 2.000e-04, eta: 0:30:36, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8664, loss_cls: 1.3222, loss: 1.3222, grad_norm: 4.7412 2021-06-18 02:23:00,425 - mmaction - INFO - Epoch [49][660/1879] lr: 2.000e-04, eta: 0:30:25, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8699, loss_cls: 1.3042, loss: 1.3042, grad_norm: 4.8511 2021-06-18 02:23:11,644 - mmaction - INFO - Epoch [49][680/1879] lr: 2.000e-04, eta: 0:30:13, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8449, loss_cls: 1.4283, loss: 1.4283, grad_norm: 5.0542 2021-06-18 02:23:22,923 - mmaction - INFO - Epoch [49][700/1879] lr: 2.000e-04, eta: 0:30:01, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8535, loss_cls: 1.4039, loss: 1.4039, grad_norm: 4.8837 2021-06-18 02:23:34,146 - mmaction - INFO - Epoch [49][720/1879] lr: 2.000e-04, eta: 0:29:49, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8438, loss_cls: 1.4204, loss: 1.4204, grad_norm: 4.8601 2021-06-18 02:23:45,509 - mmaction - INFO - Epoch [49][740/1879] lr: 2.000e-04, eta: 0:29:37, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8445, loss_cls: 1.4660, loss: 1.4660, grad_norm: 4.9772 2021-06-18 02:23:56,786 - mmaction - INFO - Epoch [49][760/1879] lr: 2.000e-04, eta: 0:29:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8598, loss_cls: 1.3455, loss: 1.3455, grad_norm: 4.8030 2021-06-18 02:24:08,037 - mmaction - INFO - Epoch [49][780/1879] lr: 2.000e-04, eta: 0:29:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8770, loss_cls: 1.3101, loss: 1.3101, grad_norm: 4.7720 2021-06-18 02:24:19,325 - mmaction - INFO - Epoch [49][800/1879] lr: 2.000e-04, eta: 0:29:02, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8559, loss_cls: 1.3642, loss: 1.3642, grad_norm: 4.7723 2021-06-18 02:24:30,600 - mmaction - INFO - Epoch [49][820/1879] lr: 2.000e-04, eta: 0:28:50, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8633, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.8977 2021-06-18 02:24:41,922 - mmaction - INFO - Epoch [49][840/1879] lr: 2.000e-04, eta: 0:28:38, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8555, loss_cls: 1.3632, loss: 1.3632, grad_norm: 4.7457 2021-06-18 02:24:53,128 - mmaction - INFO - Epoch [49][860/1879] lr: 2.000e-04, eta: 0:28:27, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8574, loss_cls: 1.3811, loss: 1.3811, grad_norm: 4.8443 2021-06-18 02:25:04,360 - mmaction - INFO - Epoch [49][880/1879] lr: 2.000e-04, eta: 0:28:15, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8555, loss_cls: 1.3654, loss: 1.3654, grad_norm: 4.8273 2021-06-18 02:25:15,642 - mmaction - INFO - Epoch [49][900/1879] lr: 2.000e-04, eta: 0:28:03, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6863, top5_acc: 0.8703, loss_cls: 1.2898, loss: 1.2898, grad_norm: 4.6558 2021-06-18 02:25:26,928 - mmaction - INFO - Epoch [49][920/1879] lr: 2.000e-04, eta: 0:27:51, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8551, loss_cls: 1.3672, loss: 1.3672, grad_norm: 4.8966 2021-06-18 02:25:38,148 - mmaction - INFO - Epoch [49][940/1879] lr: 2.000e-04, eta: 0:27:39, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3817, loss: 1.3817, grad_norm: 4.9948 2021-06-18 02:25:49,467 - mmaction - INFO - Epoch [49][960/1879] lr: 2.000e-04, eta: 0:27:28, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8434, loss_cls: 1.4400, loss: 1.4400, grad_norm: 4.9711 2021-06-18 02:26:00,715 - mmaction - INFO - Epoch [49][980/1879] lr: 2.000e-04, eta: 0:27:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8531, loss_cls: 1.4122, loss: 1.4122, grad_norm: 4.8948 2021-06-18 02:26:11,987 - mmaction - INFO - Epoch [49][1000/1879] lr: 2.000e-04, eta: 0:27:04, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8543, loss_cls: 1.4433, loss: 1.4433, grad_norm: 4.9584 2021-06-18 02:26:23,261 - mmaction - INFO - Epoch [49][1020/1879] lr: 2.000e-04, eta: 0:26:52, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8570, loss_cls: 1.3621, loss: 1.3621, grad_norm: 4.8018 2021-06-18 02:26:34,555 - mmaction - INFO - Epoch [49][1040/1879] lr: 2.000e-04, eta: 0:26:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8449, loss_cls: 1.3951, loss: 1.3951, grad_norm: 4.7758 2021-06-18 02:26:45,915 - mmaction - INFO - Epoch [49][1060/1879] lr: 2.000e-04, eta: 0:26:29, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8648, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.7460 2021-06-18 02:26:57,237 - mmaction - INFO - Epoch [49][1080/1879] lr: 2.000e-04, eta: 0:26:17, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8574, loss_cls: 1.3546, loss: 1.3546, grad_norm: 4.8541 2021-06-18 02:27:08,470 - mmaction - INFO - Epoch [49][1100/1879] lr: 2.000e-04, eta: 0:26:05, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8641, loss_cls: 1.3722, loss: 1.3722, grad_norm: 4.7978 2021-06-18 02:27:19,773 - mmaction - INFO - Epoch [49][1120/1879] lr: 2.000e-04, eta: 0:25:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8391, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.9207 2021-06-18 02:27:31,061 - mmaction - INFO - Epoch [49][1140/1879] lr: 2.000e-04, eta: 0:25:42, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8566, loss_cls: 1.3946, loss: 1.3946, grad_norm: 4.9496 2021-06-18 02:27:42,381 - mmaction - INFO - Epoch [49][1160/1879] lr: 2.000e-04, eta: 0:25:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8492, loss_cls: 1.3804, loss: 1.3804, grad_norm: 4.8906 2021-06-18 02:27:53,704 - mmaction - INFO - Epoch [49][1180/1879] lr: 2.000e-04, eta: 0:25:18, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8473, loss_cls: 1.3844, loss: 1.3844, grad_norm: 4.7615 2021-06-18 02:28:05,009 - mmaction - INFO - Epoch [49][1200/1879] lr: 2.000e-04, eta: 0:25:06, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8520, loss_cls: 1.4051, loss: 1.4051, grad_norm: 4.9635 2021-06-18 02:28:16,268 - mmaction - INFO - Epoch [49][1220/1879] lr: 2.000e-04, eta: 0:24:54, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8539, loss_cls: 1.3925, loss: 1.3925, grad_norm: 4.8120 2021-06-18 02:28:27,626 - mmaction - INFO - Epoch [49][1240/1879] lr: 2.000e-04, eta: 0:24:43, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8551, loss_cls: 1.3972, loss: 1.3972, grad_norm: 4.8371 2021-06-18 02:28:38,915 - mmaction - INFO - Epoch [49][1260/1879] lr: 2.000e-04, eta: 0:24:31, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8613, loss_cls: 1.3497, loss: 1.3497, grad_norm: 4.7897 2021-06-18 02:28:50,239 - mmaction - INFO - Epoch [49][1280/1879] lr: 2.000e-04, eta: 0:24:19, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8531, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.8918 2021-06-18 02:29:01,496 - mmaction - INFO - Epoch [49][1300/1879] lr: 2.000e-04, eta: 0:24:07, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8559, loss_cls: 1.4221, loss: 1.4221, grad_norm: 4.9908 2021-06-18 02:29:12,819 - mmaction - INFO - Epoch [49][1320/1879] lr: 2.000e-04, eta: 0:23:55, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8570, loss_cls: 1.3779, loss: 1.3779, grad_norm: 4.8868 2021-06-18 02:29:24,078 - mmaction - INFO - Epoch [49][1340/1879] lr: 2.000e-04, eta: 0:23:44, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8562, loss_cls: 1.3311, loss: 1.3311, grad_norm: 4.7572 2021-06-18 02:29:35,352 - mmaction - INFO - Epoch [49][1360/1879] lr: 2.000e-04, eta: 0:23:32, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8465, loss_cls: 1.3912, loss: 1.3912, grad_norm: 4.9018 2021-06-18 02:29:46,658 - mmaction - INFO - Epoch [49][1380/1879] lr: 2.000e-04, eta: 0:23:20, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8523, loss_cls: 1.3999, loss: 1.3999, grad_norm: 4.8518 2021-06-18 02:29:57,977 - mmaction - INFO - Epoch [49][1400/1879] lr: 2.000e-04, eta: 0:23:08, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8594, loss_cls: 1.3541, loss: 1.3541, grad_norm: 4.7106 2021-06-18 02:30:09,255 - mmaction - INFO - Epoch [49][1420/1879] lr: 2.000e-04, eta: 0:22:56, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8539, loss_cls: 1.3795, loss: 1.3795, grad_norm: 4.8743 2021-06-18 02:30:20,441 - mmaction - INFO - Epoch [49][1440/1879] lr: 2.000e-04, eta: 0:22:45, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8520, loss_cls: 1.3899, loss: 1.3899, grad_norm: 4.8004 2021-06-18 02:30:31,709 - mmaction - INFO - Epoch [49][1460/1879] lr: 2.000e-04, eta: 0:22:33, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8570, loss_cls: 1.3553, loss: 1.3553, grad_norm: 4.8554 2021-06-18 02:30:43,011 - mmaction - INFO - Epoch [49][1480/1879] lr: 2.000e-04, eta: 0:22:21, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8625, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.8472 2021-06-18 02:30:54,274 - mmaction - INFO - Epoch [49][1500/1879] lr: 2.000e-04, eta: 0:22:09, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8406, loss_cls: 1.4203, loss: 1.4203, grad_norm: 4.9581 2021-06-18 02:31:05,556 - mmaction - INFO - Epoch [49][1520/1879] lr: 2.000e-04, eta: 0:21:57, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8488, loss_cls: 1.3677, loss: 1.3677, grad_norm: 4.7747 2021-06-18 02:31:16,827 - mmaction - INFO - Epoch [49][1540/1879] lr: 2.000e-04, eta: 0:21:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8582, loss_cls: 1.3728, loss: 1.3728, grad_norm: 4.7384 2021-06-18 02:31:28,117 - mmaction - INFO - Epoch [49][1560/1879] lr: 2.000e-04, eta: 0:21:34, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8578, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.6558 2021-06-18 02:31:39,423 - mmaction - INFO - Epoch [49][1580/1879] lr: 2.000e-04, eta: 0:21:22, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8590, loss_cls: 1.3571, loss: 1.3571, grad_norm: 4.7968 2021-06-18 02:31:50,707 - mmaction - INFO - Epoch [49][1600/1879] lr: 2.000e-04, eta: 0:21:10, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3793, loss: 1.3793, grad_norm: 4.8827 2021-06-18 02:32:02,078 - mmaction - INFO - Epoch [49][1620/1879] lr: 2.000e-04, eta: 0:20:59, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8445, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.8641 2021-06-18 02:32:13,352 - mmaction - INFO - Epoch [49][1640/1879] lr: 2.000e-04, eta: 0:20:47, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8496, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.8013 2021-06-18 02:32:24,614 - mmaction - INFO - Epoch [49][1660/1879] lr: 2.000e-04, eta: 0:20:35, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.3241, loss: 1.3241, grad_norm: 4.8494 2021-06-18 02:32:35,915 - mmaction - INFO - Epoch [49][1680/1879] lr: 2.000e-04, eta: 0:20:23, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8535, loss_cls: 1.3735, loss: 1.3735, grad_norm: 4.8007 2021-06-18 02:32:47,223 - mmaction - INFO - Epoch [49][1700/1879] lr: 2.000e-04, eta: 0:20:11, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8512, loss_cls: 1.3597, loss: 1.3597, grad_norm: 4.7512 2021-06-18 02:32:58,478 - mmaction - INFO - Epoch [49][1720/1879] lr: 2.000e-04, eta: 0:20:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8508, loss_cls: 1.3875, loss: 1.3875, grad_norm: 4.8519 2021-06-18 02:33:09,742 - mmaction - INFO - Epoch [49][1740/1879] lr: 2.000e-04, eta: 0:19:48, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8539, loss_cls: 1.3646, loss: 1.3646, grad_norm: 4.8814 2021-06-18 02:33:20,937 - mmaction - INFO - Epoch [49][1760/1879] lr: 2.000e-04, eta: 0:19:36, time: 0.559, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8559, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.7629 2021-06-18 02:33:32,202 - mmaction - INFO - Epoch [49][1780/1879] lr: 2.000e-04, eta: 0:19:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8508, loss_cls: 1.3880, loss: 1.3880, grad_norm: 4.9242 2021-06-18 02:33:43,503 - mmaction - INFO - Epoch [49][1800/1879] lr: 2.000e-04, eta: 0:19:12, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8523, loss_cls: 1.3921, loss: 1.3921, grad_norm: 4.8723 2021-06-18 02:33:54,759 - mmaction - INFO - Epoch [49][1820/1879] lr: 2.000e-04, eta: 0:19:01, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8520, loss_cls: 1.3996, loss: 1.3996, grad_norm: 4.8241 2021-06-18 02:34:06,025 - mmaction - INFO - Epoch [49][1840/1879] lr: 2.000e-04, eta: 0:18:49, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8570, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.9020 2021-06-18 02:34:17,237 - mmaction - INFO - Epoch [49][1860/1879] lr: 2.000e-04, eta: 0:18:37, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3803, loss: 1.3803, grad_norm: 4.9437 2021-06-18 02:39:39,861 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 02:39:40,551 - mmaction - INFO - top1_acc 0.7254 top5_acc 0.9035 2021-06-18 02:39:40,551 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 02:39:40,577 - mmaction - INFO - mean_acc 0.7254 2021-06-18 02:39:41,067 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2021-06-18 02:39:41,067 - mmaction - INFO - Best top1_acc is 0.7254 at 49 epoch. 2021-06-18 02:39:41,075 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-18 02:39:41,348 - mmaction - INFO - Epoch(val) [49][619] top1_acc: 0.7254, top5_acc: 0.9035, mean_class_accuracy: 0.7254 2021-06-18 02:40:40,290 - mmaction - INFO - Epoch [50][20/1879] lr: 2.000e-04, eta: 0:18:15, time: 2.946, data_time: 2.385, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3717, loss: 1.3717, grad_norm: 4.9068 2021-06-18 02:40:51,336 - mmaction - INFO - Epoch [50][40/1879] lr: 2.000e-04, eta: 0:18:03, time: 0.552, data_time: 0.003, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8547, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.7887 2021-06-18 02:41:02,377 - mmaction - INFO - Epoch [50][60/1879] lr: 2.000e-04, eta: 0:17:51, time: 0.551, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8602, loss_cls: 1.3625, loss: 1.3625, grad_norm: 4.8510 2021-06-18 02:41:13,440 - mmaction - INFO - Epoch [50][80/1879] lr: 2.000e-04, eta: 0:17:39, time: 0.554, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8516, loss_cls: 1.4015, loss: 1.4015, grad_norm: 4.7535 2021-06-18 02:41:24,519 - mmaction - INFO - Epoch [50][100/1879] lr: 2.000e-04, eta: 0:17:28, time: 0.553, data_time: 0.001, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8586, loss_cls: 1.3185, loss: 1.3185, grad_norm: 4.8196 2021-06-18 02:41:35,774 - mmaction - INFO - Epoch [50][120/1879] lr: 2.000e-04, eta: 0:17:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8551, loss_cls: 1.3809, loss: 1.3809, grad_norm: 4.7604 2021-06-18 02:41:47,033 - mmaction - INFO - Epoch [50][140/1879] lr: 2.000e-04, eta: 0:17:04, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8559, loss_cls: 1.3714, loss: 1.3714, grad_norm: 4.8739 2021-06-18 02:41:58,346 - mmaction - INFO - Epoch [50][160/1879] lr: 2.000e-04, eta: 0:16:52, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8578, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.8796 2021-06-18 02:42:09,710 - mmaction - INFO - Epoch [50][180/1879] lr: 2.000e-04, eta: 0:16:40, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8590, loss_cls: 1.3690, loss: 1.3690, grad_norm: 4.7656 2021-06-18 02:42:21,157 - mmaction - INFO - Epoch [50][200/1879] lr: 2.000e-04, eta: 0:16:29, time: 0.573, data_time: 0.001, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8562, loss_cls: 1.3901, loss: 1.3901, grad_norm: 4.8759 2021-06-18 02:42:32,512 - mmaction - INFO - Epoch [50][220/1879] lr: 2.000e-04, eta: 0:16:17, time: 0.567, data_time: 0.001, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8473, loss_cls: 1.4119, loss: 1.4119, grad_norm: 4.9096 2021-06-18 02:42:43,784 - mmaction - INFO - Epoch [50][240/1879] lr: 2.000e-04, eta: 0:16:05, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8457, loss_cls: 1.4348, loss: 1.4348, grad_norm: 4.9630 2021-06-18 02:42:55,146 - mmaction - INFO - Epoch [50][260/1879] lr: 2.000e-04, eta: 0:15:53, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8461, loss_cls: 1.4372, loss: 1.4372, grad_norm: 4.9107 2021-06-18 02:43:06,482 - mmaction - INFO - Epoch [50][280/1879] lr: 2.000e-04, eta: 0:15:42, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8547, loss_cls: 1.4022, loss: 1.4022, grad_norm: 4.9366 2021-06-18 02:43:17,820 - mmaction - INFO - Epoch [50][300/1879] lr: 2.000e-04, eta: 0:15:30, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8707, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.7907 2021-06-18 02:43:29,118 - mmaction - INFO - Epoch [50][320/1879] lr: 2.000e-04, eta: 0:15:18, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8523, loss_cls: 1.3838, loss: 1.3838, grad_norm: 4.8028 2021-06-18 02:43:40,375 - mmaction - INFO - Epoch [50][340/1879] lr: 2.000e-04, eta: 0:15:06, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8504, loss_cls: 1.3793, loss: 1.3793, grad_norm: 4.8494 2021-06-18 02:43:51,623 - mmaction - INFO - Epoch [50][360/1879] lr: 2.000e-04, eta: 0:14:54, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8609, loss_cls: 1.3845, loss: 1.3845, grad_norm: 4.8540 2021-06-18 02:44:02,891 - mmaction - INFO - Epoch [50][380/1879] lr: 2.000e-04, eta: 0:14:43, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8574, loss_cls: 1.4041, loss: 1.4041, grad_norm: 4.9231 2021-06-18 02:44:14,179 - mmaction - INFO - Epoch [50][400/1879] lr: 2.000e-04, eta: 0:14:31, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8625, loss_cls: 1.3566, loss: 1.3566, grad_norm: 4.8263 2021-06-18 02:44:25,386 - mmaction - INFO - Epoch [50][420/1879] lr: 2.000e-04, eta: 0:14:19, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8551, loss_cls: 1.3924, loss: 1.3924, grad_norm: 4.9267 2021-06-18 02:44:36,660 - mmaction - INFO - Epoch [50][440/1879] lr: 2.000e-04, eta: 0:14:07, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8562, loss_cls: 1.3784, loss: 1.3784, grad_norm: 4.8268 2021-06-18 02:44:47,906 - mmaction - INFO - Epoch [50][460/1879] lr: 2.000e-04, eta: 0:13:55, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8598, loss_cls: 1.3311, loss: 1.3311, grad_norm: 4.8057 2021-06-18 02:44:59,190 - mmaction - INFO - Epoch [50][480/1879] lr: 2.000e-04, eta: 0:13:44, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8602, loss_cls: 1.3274, loss: 1.3274, grad_norm: 4.7843 2021-06-18 02:45:10,517 - mmaction - INFO - Epoch [50][500/1879] lr: 2.000e-04, eta: 0:13:32, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8582, loss_cls: 1.3734, loss: 1.3734, grad_norm: 4.8239 2021-06-18 02:45:21,796 - mmaction - INFO - Epoch [50][520/1879] lr: 2.000e-04, eta: 0:13:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8527, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.9113 2021-06-18 02:45:33,076 - mmaction - INFO - Epoch [50][540/1879] lr: 2.000e-04, eta: 0:13:08, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3780, loss: 1.3780, grad_norm: 4.8040 2021-06-18 02:45:44,338 - mmaction - INFO - Epoch [50][560/1879] lr: 2.000e-04, eta: 0:12:56, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8590, loss_cls: 1.3702, loss: 1.3702, grad_norm: 4.9093 2021-06-18 02:45:55,573 - mmaction - INFO - Epoch [50][580/1879] lr: 2.000e-04, eta: 0:12:45, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8449, loss_cls: 1.3972, loss: 1.3972, grad_norm: 4.8450 2021-06-18 02:46:06,868 - mmaction - INFO - Epoch [50][600/1879] lr: 2.000e-04, eta: 0:12:33, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8586, loss_cls: 1.3754, loss: 1.3754, grad_norm: 4.8222 2021-06-18 02:46:18,181 - mmaction - INFO - Epoch [50][620/1879] lr: 2.000e-04, eta: 0:12:21, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8492, loss_cls: 1.4251, loss: 1.4251, grad_norm: 4.9042 2021-06-18 02:46:29,501 - mmaction - INFO - Epoch [50][640/1879] lr: 2.000e-04, eta: 0:12:09, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8559, loss_cls: 1.3619, loss: 1.3619, grad_norm: 4.8235 2021-06-18 02:46:40,725 - mmaction - INFO - Epoch [50][660/1879] lr: 2.000e-04, eta: 0:11:58, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8602, loss_cls: 1.3347, loss: 1.3347, grad_norm: 4.7754 2021-06-18 02:46:52,021 - mmaction - INFO - Epoch [50][680/1879] lr: 2.000e-04, eta: 0:11:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8602, loss_cls: 1.3614, loss: 1.3614, grad_norm: 4.9082 2021-06-18 02:47:03,236 - mmaction - INFO - Epoch [50][700/1879] lr: 2.000e-04, eta: 0:11:34, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8574, loss_cls: 1.3666, loss: 1.3666, grad_norm: 4.8610 2021-06-18 02:47:14,573 - mmaction - INFO - Epoch [50][720/1879] lr: 2.000e-04, eta: 0:11:22, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8566, loss_cls: 1.3662, loss: 1.3662, grad_norm: 4.9136 2021-06-18 02:47:25,863 - mmaction - INFO - Epoch [50][740/1879] lr: 2.000e-04, eta: 0:11:10, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8586, loss_cls: 1.3627, loss: 1.3627, grad_norm: 4.8285 2021-06-18 02:47:37,074 - mmaction - INFO - Epoch [50][760/1879] lr: 2.000e-04, eta: 0:10:59, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8535, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.8353 2021-06-18 02:47:48,347 - mmaction - INFO - Epoch [50][780/1879] lr: 2.000e-04, eta: 0:10:47, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.4206, loss: 1.4206, grad_norm: 4.8401 2021-06-18 02:47:59,728 - mmaction - INFO - Epoch [50][800/1879] lr: 2.000e-04, eta: 0:10:35, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8516, loss_cls: 1.3976, loss: 1.3976, grad_norm: 4.8468 2021-06-18 02:48:11,050 - mmaction - INFO - Epoch [50][820/1879] lr: 2.000e-04, eta: 0:10:23, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8602, loss_cls: 1.3479, loss: 1.3479, grad_norm: 4.8295 2021-06-18 02:48:22,347 - mmaction - INFO - Epoch [50][840/1879] lr: 2.000e-04, eta: 0:10:11, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8566, loss_cls: 1.4035, loss: 1.4035, grad_norm: 4.8876 2021-06-18 02:48:33,583 - mmaction - INFO - Epoch [50][860/1879] lr: 2.000e-04, eta: 0:10:00, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8508, loss_cls: 1.3911, loss: 1.3911, grad_norm: 4.8518 2021-06-18 02:48:44,851 - mmaction - INFO - Epoch [50][880/1879] lr: 2.000e-04, eta: 0:09:48, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.3349, loss: 1.3349, grad_norm: 4.8691 2021-06-18 02:48:56,137 - mmaction - INFO - Epoch [50][900/1879] lr: 2.000e-04, eta: 0:09:36, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8543, loss_cls: 1.3894, loss: 1.3894, grad_norm: 4.8006 2021-06-18 02:49:07,424 - mmaction - INFO - Epoch [50][920/1879] lr: 2.000e-04, eta: 0:09:24, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8457, loss_cls: 1.3494, loss: 1.3494, grad_norm: 4.7362 2021-06-18 02:49:18,697 - mmaction - INFO - Epoch [50][940/1879] lr: 2.000e-04, eta: 0:09:13, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8578, loss_cls: 1.3289, loss: 1.3289, grad_norm: 4.7075 2021-06-18 02:49:30,017 - mmaction - INFO - Epoch [50][960/1879] lr: 2.000e-04, eta: 0:09:01, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8500, loss_cls: 1.4254, loss: 1.4254, grad_norm: 4.7997 2021-06-18 02:49:41,333 - mmaction - INFO - Epoch [50][980/1879] lr: 2.000e-04, eta: 0:08:49, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8586, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.8047 2021-06-18 02:49:52,642 - mmaction - INFO - Epoch [50][1000/1879] lr: 2.000e-04, eta: 0:08:37, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8617, loss_cls: 1.3380, loss: 1.3380, grad_norm: 4.7640 2021-06-18 02:50:03,886 - mmaction - INFO - Epoch [50][1020/1879] lr: 2.000e-04, eta: 0:08:25, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8484, loss_cls: 1.3738, loss: 1.3738, grad_norm: 4.8186 2021-06-18 02:50:15,141 - mmaction - INFO - Epoch [50][1040/1879] lr: 2.000e-04, eta: 0:08:14, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8457, loss_cls: 1.4407, loss: 1.4407, grad_norm: 4.9545 2021-06-18 02:50:26,459 - mmaction - INFO - Epoch [50][1060/1879] lr: 2.000e-04, eta: 0:08:02, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6891, top5_acc: 0.8598, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.7064 2021-06-18 02:50:37,802 - mmaction - INFO - Epoch [50][1080/1879] lr: 2.000e-04, eta: 0:07:50, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8504, loss_cls: 1.3788, loss: 1.3788, grad_norm: 4.7841 2021-06-18 02:50:49,043 - mmaction - INFO - Epoch [50][1100/1879] lr: 2.000e-04, eta: 0:07:38, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8629, loss_cls: 1.4079, loss: 1.4079, grad_norm: 5.0633 2021-06-18 02:51:00,338 - mmaction - INFO - Epoch [50][1120/1879] lr: 2.000e-04, eta: 0:07:26, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8656, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.7776 2021-06-18 02:51:11,532 - mmaction - INFO - Epoch [50][1140/1879] lr: 2.000e-04, eta: 0:07:15, time: 0.560, data_time: 0.001, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8555, loss_cls: 1.3811, loss: 1.3811, grad_norm: 4.8431 2021-06-18 02:51:22,835 - mmaction - INFO - Epoch [50][1160/1879] lr: 2.000e-04, eta: 0:07:03, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8461, loss_cls: 1.4154, loss: 1.4154, grad_norm: 4.8636 2021-06-18 02:51:34,205 - mmaction - INFO - Epoch [50][1180/1879] lr: 2.000e-04, eta: 0:06:51, time: 0.569, data_time: 0.002, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8703, loss_cls: 1.2918, loss: 1.2918, grad_norm: 4.7138 2021-06-18 02:51:45,462 - mmaction - INFO - Epoch [50][1200/1879] lr: 2.000e-04, eta: 0:06:39, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8617, loss_cls: 1.3285, loss: 1.3285, grad_norm: 4.7905 2021-06-18 02:51:56,704 - mmaction - INFO - Epoch [50][1220/1879] lr: 2.000e-04, eta: 0:06:28, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8570, loss_cls: 1.3982, loss: 1.3982, grad_norm: 4.9542 2021-06-18 02:52:07,978 - mmaction - INFO - Epoch [50][1240/1879] lr: 2.000e-04, eta: 0:06:16, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8672, loss_cls: 1.3033, loss: 1.3033, grad_norm: 4.8162 2021-06-18 02:52:19,247 - mmaction - INFO - Epoch [50][1260/1879] lr: 2.000e-04, eta: 0:06:04, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8559, loss_cls: 1.3573, loss: 1.3573, grad_norm: 4.7460 2021-06-18 02:52:30,563 - mmaction - INFO - Epoch [50][1280/1879] lr: 2.000e-04, eta: 0:05:52, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8449, loss_cls: 1.4040, loss: 1.4040, grad_norm: 4.8366 2021-06-18 02:52:41,820 - mmaction - INFO - Epoch [50][1300/1879] lr: 2.000e-04, eta: 0:05:40, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8555, loss_cls: 1.3827, loss: 1.3827, grad_norm: 4.9633 2021-06-18 02:52:53,089 - mmaction - INFO - Epoch [50][1320/1879] lr: 2.000e-04, eta: 0:05:29, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8559, loss_cls: 1.3685, loss: 1.3685, grad_norm: 4.8327 2021-06-18 02:53:04,374 - mmaction - INFO - Epoch [50][1340/1879] lr: 2.000e-04, eta: 0:05:17, time: 0.565, data_time: 0.001, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8523, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.8114 2021-06-18 02:53:15,615 - mmaction - INFO - Epoch [50][1360/1879] lr: 2.000e-04, eta: 0:05:05, time: 0.561, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8582, loss_cls: 1.3652, loss: 1.3652, grad_norm: 4.7213 2021-06-18 02:53:26,876 - mmaction - INFO - Epoch [50][1380/1879] lr: 2.000e-04, eta: 0:04:53, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8570, loss_cls: 1.4015, loss: 1.4015, grad_norm: 4.9390 2021-06-18 02:53:38,168 - mmaction - INFO - Epoch [50][1400/1879] lr: 2.000e-04, eta: 0:04:42, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8523, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.7990 2021-06-18 02:53:49,452 - mmaction - INFO - Epoch [50][1420/1879] lr: 2.000e-04, eta: 0:04:30, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8582, loss_cls: 1.3747, loss: 1.3747, grad_norm: 4.9464 2021-06-18 02:54:00,701 - mmaction - INFO - Epoch [50][1440/1879] lr: 2.000e-04, eta: 0:04:18, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8539, loss_cls: 1.4034, loss: 1.4034, grad_norm: 4.8085 2021-06-18 02:54:11,959 - mmaction - INFO - Epoch [50][1460/1879] lr: 2.000e-04, eta: 0:04:06, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8605, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.7992 2021-06-18 02:54:23,291 - mmaction - INFO - Epoch [50][1480/1879] lr: 2.000e-04, eta: 0:03:54, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8480, loss_cls: 1.3732, loss: 1.3732, grad_norm: 4.8901 2021-06-18 02:54:34,568 - mmaction - INFO - Epoch [50][1500/1879] lr: 2.000e-04, eta: 0:03:43, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8500, loss_cls: 1.4260, loss: 1.4260, grad_norm: 4.8834 2021-06-18 02:54:45,898 - mmaction - INFO - Epoch [50][1520/1879] lr: 2.000e-04, eta: 0:03:31, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8629, loss_cls: 1.2698, loss: 1.2698, grad_norm: 4.6902 2021-06-18 02:54:57,128 - mmaction - INFO - Epoch [50][1540/1879] lr: 2.000e-04, eta: 0:03:19, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8602, loss_cls: 1.3544, loss: 1.3544, grad_norm: 4.7746 2021-06-18 02:55:08,468 - mmaction - INFO - Epoch [50][1560/1879] lr: 2.000e-04, eta: 0:03:07, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8578, loss_cls: 1.3680, loss: 1.3680, grad_norm: 4.9830 2021-06-18 02:55:19,693 - mmaction - INFO - Epoch [50][1580/1879] lr: 2.000e-04, eta: 0:02:56, time: 0.562, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8590, loss_cls: 1.3446, loss: 1.3446, grad_norm: 4.7755 2021-06-18 02:55:31,008 - mmaction - INFO - Epoch [50][1600/1879] lr: 2.000e-04, eta: 0:02:44, time: 0.565, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8531, loss_cls: 1.3789, loss: 1.3789, grad_norm: 4.8725 2021-06-18 02:55:42,305 - mmaction - INFO - Epoch [50][1620/1879] lr: 2.000e-04, eta: 0:02:32, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8590, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.8900 2021-06-18 02:55:53,583 - mmaction - INFO - Epoch [50][1640/1879] lr: 2.000e-04, eta: 0:02:20, time: 0.563, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8566, loss_cls: 1.3919, loss: 1.3919, grad_norm: 4.9264 2021-06-18 02:56:04,811 - mmaction - INFO - Epoch [50][1660/1879] lr: 2.000e-04, eta: 0:02:08, time: 0.562, data_time: 0.001, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8480, loss_cls: 1.4111, loss: 1.4111, grad_norm: 4.9185 2021-06-18 02:56:16,134 - mmaction - INFO - Epoch [50][1680/1879] lr: 2.000e-04, eta: 0:01:57, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8617, loss_cls: 1.3152, loss: 1.3152, grad_norm: 4.7048 2021-06-18 02:56:27,453 - mmaction - INFO - Epoch [50][1700/1879] lr: 2.000e-04, eta: 0:01:45, time: 0.566, data_time: 0.001, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8590, loss_cls: 1.3784, loss: 1.3784, grad_norm: 4.8931 2021-06-18 02:56:38,785 - mmaction - INFO - Epoch [50][1720/1879] lr: 2.000e-04, eta: 0:01:33, time: 0.566, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8641, loss_cls: 1.3530, loss: 1.3530, grad_norm: 4.8273 2021-06-18 02:56:49,984 - mmaction - INFO - Epoch [50][1740/1879] lr: 2.000e-04, eta: 0:01:21, time: 0.560, data_time: 0.002, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8613, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.7354 2021-06-18 02:57:01,264 - mmaction - INFO - Epoch [50][1760/1879] lr: 2.000e-04, eta: 0:01:10, time: 0.563, data_time: 0.001, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8535, loss_cls: 1.3828, loss: 1.3828, grad_norm: 4.8565 2021-06-18 02:57:12,466 - mmaction - INFO - Epoch [50][1780/1879] lr: 2.000e-04, eta: 0:00:58, time: 0.561, data_time: 0.001, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8617, loss_cls: 1.3547, loss: 1.3547, grad_norm: 4.8580 2021-06-18 02:57:23,766 - mmaction - INFO - Epoch [50][1800/1879] lr: 2.000e-04, eta: 0:00:46, time: 0.564, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8531, loss_cls: 1.3639, loss: 1.3639, grad_norm: 4.7787 2021-06-18 02:57:35,043 - mmaction - INFO - Epoch [50][1820/1879] lr: 2.000e-04, eta: 0:00:34, time: 0.564, data_time: 0.002, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8652, loss_cls: 1.2878, loss: 1.2878, grad_norm: 4.7101 2021-06-18 02:57:46,387 - mmaction - INFO - Epoch [50][1840/1879] lr: 2.000e-04, eta: 0:00:22, time: 0.567, data_time: 0.002, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8457, loss_cls: 1.4263, loss: 1.4263, grad_norm: 4.8784 2021-06-18 02:57:57,741 - mmaction - INFO - Epoch [50][1860/1879] lr: 2.000e-04, eta: 0:00:11, time: 0.568, data_time: 0.002, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8457, loss_cls: 1.3622, loss: 1.3622, grad_norm: 4.7920 2021-06-18 03:03:20,966 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-18 03:03:21,680 - mmaction - INFO - top1_acc 0.7245 top5_acc 0.9045 2021-06-18 03:03:21,680 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-18 03:03:21,706 - mmaction - INFO - mean_acc 0.7245 2021-06-18 03:03:21,713 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-18 03:03:22,188 - mmaction - INFO - Epoch(val) [50][619] top1_acc: 0.7245, top5_acc: 0.9045, mean_class_accuracy: 0.7245